From 691fc9e378ce3f2ed4b8ad0bf6e0998084058342 Mon Sep 17 00:00:00 2001 From: "microsoft-github-operations[bot]" <55726097+microsoft-github-operations[bot]@users.noreply.github.com> Date: Mon, 8 Jan 2024 05:07:53 +0000 Subject: [PATCH 001/223] Initial commit --- .gitignore | 398 +++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 398 insertions(+) create mode 100644 .gitignore diff --git a/.gitignore b/.gitignore new file mode 100644 index 00000000..8a30d258 --- /dev/null +++ b/.gitignore @@ -0,0 +1,398 @@ +## Ignore Visual Studio temporary files, build results, and +## files generated by popular Visual Studio add-ons. +## +## Get latest from https://github.com/github/gitignore/blob/main/VisualStudio.gitignore + +# User-specific files +*.rsuser +*.suo +*.user +*.userosscache +*.sln.docstates + +# User-specific files (MonoDevelop/Xamarin Studio) +*.userprefs + +# Mono auto generated files +mono_crash.* + +# Build results +[Dd]ebug/ +[Dd]ebugPublic/ +[Rr]elease/ +[Rr]eleases/ +x64/ +x86/ +[Ww][Ii][Nn]32/ +[Aa][Rr][Mm]/ +[Aa][Rr][Mm]64/ +bld/ +[Bb]in/ +[Oo]bj/ +[Ll]og/ +[Ll]ogs/ + +# Visual Studio 2015/2017 cache/options directory +.vs/ +# Uncomment if you have tasks that create the project's static files in wwwroot +#wwwroot/ + +# Visual Studio 2017 auto generated files +Generated\ Files/ + +# MSTest test Results +[Tt]est[Rr]esult*/ +[Bb]uild[Ll]og.* + +# NUnit +*.VisualState.xml +TestResult.xml +nunit-*.xml + +# Build Results of an ATL Project +[Dd]ebugPS/ +[Rr]eleasePS/ +dlldata.c + +# Benchmark Results +BenchmarkDotNet.Artifacts/ + +# .NET Core +project.lock.json +project.fragment.lock.json +artifacts/ + +# ASP.NET Scaffolding +ScaffoldingReadMe.txt + +# StyleCop +StyleCopReport.xml + +# Files built by Visual Studio +*_i.c +*_p.c +*_h.h +*.ilk +*.meta +*.obj +*.iobj +*.pch +*.pdb +*.ipdb +*.pgc +*.pgd +*.rsp +*.sbr +*.tlb +*.tli +*.tlh +*.tmp +*.tmp_proj +*_wpftmp.csproj +*.log +*.tlog +*.vspscc +*.vssscc +.builds +*.pidb +*.svclog +*.scc + +# Chutzpah Test files +_Chutzpah* + +# Visual C++ cache files +ipch/ +*.aps +*.ncb +*.opendb +*.opensdf +*.sdf +*.cachefile +*.VC.db +*.VC.VC.opendb + +# Visual Studio profiler +*.psess +*.vsp +*.vspx +*.sap + +# Visual Studio Trace Files +*.e2e + +# TFS 2012 Local Workspace +$tf/ + +# Guidance Automation Toolkit +*.gpState + +# ReSharper is a .NET coding add-in +_ReSharper*/ +*.[Rr]e[Ss]harper +*.DotSettings.user + +# TeamCity is a build add-in +_TeamCity* + +# DotCover is a Code Coverage Tool +*.dotCover + +# AxoCover is a Code Coverage Tool +.axoCover/* +!.axoCover/settings.json + +# Coverlet is a free, cross platform Code Coverage Tool +coverage*.json +coverage*.xml +coverage*.info + +# Visual Studio code coverage results +*.coverage +*.coveragexml + +# NCrunch +_NCrunch_* +.*crunch*.local.xml +nCrunchTemp_* + +# MightyMoose +*.mm.* +AutoTest.Net/ + +# Web workbench (sass) +.sass-cache/ + +# Installshield output folder +[Ee]xpress/ + +# DocProject is a documentation generator add-in +DocProject/buildhelp/ +DocProject/Help/*.HxT +DocProject/Help/*.HxC +DocProject/Help/*.hhc +DocProject/Help/*.hhk +DocProject/Help/*.hhp +DocProject/Help/Html2 +DocProject/Help/html + +# Click-Once directory +publish/ + +# Publish Web Output +*.[Pp]ublish.xml +*.azurePubxml +# Note: Comment the next line if you want to checkin your web deploy settings, +# but database connection strings (with potential passwords) will be unencrypted +*.pubxml +*.publishproj + +# Microsoft Azure Web App publish settings. Comment the next line if you want to +# checkin your Azure Web App publish settings, but sensitive information contained +# in these scripts will be unencrypted +PublishScripts/ + +# NuGet Packages +*.nupkg +# NuGet Symbol Packages +*.snupkg +# The packages folder can be ignored because of Package Restore +**/[Pp]ackages/* +# except build/, which is used as an MSBuild target. +!**/[Pp]ackages/build/ +# Uncomment if necessary however generally it will be regenerated when needed +#!**/[Pp]ackages/repositories.config +# NuGet v3's project.json files produces more ignorable files +*.nuget.props +*.nuget.targets + +# Microsoft Azure Build Output +csx/ +*.build.csdef + +# Microsoft Azure Emulator +ecf/ +rcf/ + +# Windows Store app package directories and files +AppPackages/ +BundleArtifacts/ +Package.StoreAssociation.xml +_pkginfo.txt +*.appx +*.appxbundle +*.appxupload + +# Visual Studio cache files +# files ending in .cache can be ignored +*.[Cc]ache +# but keep track of directories ending in .cache +!?*.[Cc]ache/ + +# Others +ClientBin/ +~$* +*~ +*.dbmdl +*.dbproj.schemaview +*.jfm +*.pfx +*.publishsettings +orleans.codegen.cs + +# Including strong name files can present a security risk +# (https://github.com/github/gitignore/pull/2483#issue-259490424) +#*.snk + +# Since there are multiple workflows, uncomment next line to ignore bower_components +# (https://github.com/github/gitignore/pull/1529#issuecomment-104372622) +#bower_components/ + +# RIA/Silverlight projects +Generated_Code/ + +# Backup & report files from converting an old project file +# to a newer Visual Studio version. Backup files are not needed, +# because we have git ;-) +_UpgradeReport_Files/ +Backup*/ +UpgradeLog*.XML +UpgradeLog*.htm +ServiceFabricBackup/ +*.rptproj.bak + +# SQL Server files +*.mdf +*.ldf +*.ndf + +# Business Intelligence projects +*.rdl.data +*.bim.layout +*.bim_*.settings +*.rptproj.rsuser +*- [Bb]ackup.rdl +*- [Bb]ackup ([0-9]).rdl +*- [Bb]ackup ([0-9][0-9]).rdl + +# Microsoft Fakes +FakesAssemblies/ + +# GhostDoc plugin setting file +*.GhostDoc.xml + +# Node.js Tools for Visual Studio +.ntvs_analysis.dat +node_modules/ + +# Visual Studio 6 build log +*.plg + +# Visual Studio 6 workspace options file +*.opt + +# Visual Studio 6 auto-generated workspace file (contains which files were open etc.) +*.vbw + +# Visual Studio 6 auto-generated project file (contains which files were open etc.) +*.vbp + +# Visual Studio 6 workspace and project file (working project files containing files to include in project) +*.dsw +*.dsp + +# Visual Studio 6 technical files +*.ncb +*.aps + +# Visual Studio LightSwitch build output +**/*.HTMLClient/GeneratedArtifacts +**/*.DesktopClient/GeneratedArtifacts +**/*.DesktopClient/ModelManifest.xml +**/*.Server/GeneratedArtifacts +**/*.Server/ModelManifest.xml +_Pvt_Extensions + +# Paket dependency manager +.paket/paket.exe +paket-files/ + +# FAKE - F# Make +.fake/ + +# CodeRush personal settings +.cr/personal + +# Python Tools for Visual Studio (PTVS) +__pycache__/ +*.pyc + +# Cake - Uncomment if you are using it +# tools/** +# !tools/packages.config + +# Tabs Studio +*.tss + +# Telerik's JustMock configuration file +*.jmconfig + +# BizTalk build output +*.btp.cs +*.btm.cs +*.odx.cs +*.xsd.cs + +# OpenCover UI analysis results +OpenCover/ + +# Azure Stream Analytics local run output +ASALocalRun/ + +# MSBuild Binary and Structured Log +*.binlog + +# NVidia Nsight GPU debugger configuration file +*.nvuser + +# MFractors (Xamarin productivity tool) working folder +.mfractor/ + +# Local History for Visual Studio +.localhistory/ + +# Visual Studio History (VSHistory) files +.vshistory/ + +# BeatPulse healthcheck temp database +healthchecksdb + +# Backup folder for Package Reference Convert tool in Visual Studio 2017 +MigrationBackup/ + +# Ionide (cross platform F# VS Code tools) working folder +.ionide/ + +# Fody - auto-generated XML schema +FodyWeavers.xsd + +# VS Code files for those working on multiple tools +.vscode/* +!.vscode/settings.json +!.vscode/tasks.json +!.vscode/launch.json +!.vscode/extensions.json +*.code-workspace + +# Local History for Visual Studio Code +.history/ + +# Windows Installer files from build outputs +*.cab +*.msi +*.msix +*.msm +*.msp + +# JetBrains Rider +*.sln.iml From 0a5b8ac802f1345c3f773b7210ef0eee88a7f52e Mon Sep 17 00:00:00 2001 From: Microsoft Open Source Date: Sun, 7 Jan 2024 21:07:56 -0800 Subject: [PATCH 002/223] CODE_OF_CONDUCT.md committed --- CODE_OF_CONDUCT.md | 9 +++++++++ 1 file changed, 9 insertions(+) create mode 100644 CODE_OF_CONDUCT.md diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md new file mode 100644 index 00000000..f9ba8cf6 --- /dev/null +++ b/CODE_OF_CONDUCT.md @@ -0,0 +1,9 @@ +# Microsoft Open Source Code of Conduct + +This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/). + +Resources: + +- [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/) +- [Microsoft Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) +- Contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with questions or concerns From 79993761aa0e474e081dfe63bd36e9eae065c947 Mon Sep 17 00:00:00 2001 From: Microsoft Open Source Date: Sun, 7 Jan 2024 21:07:57 -0800 Subject: [PATCH 003/223] README.md committed --- README.md | 33 +++++++++++++++++++++++++++++++++ 1 file changed, 33 insertions(+) create mode 100644 README.md diff --git a/README.md b/README.md new file mode 100644 index 00000000..5cd7cecf --- /dev/null +++ b/README.md @@ -0,0 +1,33 @@ +# Project + +> This repo has been populated by an initial template to help get you started. Please +> make sure to update the content to build a great experience for community-building. + +As the maintainer of this project, please make a few updates: + +- Improving this README.MD file to provide a great experience +- Updating SUPPORT.MD with content about this project's support experience +- Understanding the security reporting process in SECURITY.MD +- Remove this section from the README + +## Contributing + +This project welcomes contributions and suggestions. Most contributions require you to agree to a +Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us +the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com. + +When you submit a pull request, a CLA bot will automatically determine whether you need to provide +a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions +provided by the bot. You will only need to do this once across all repos using our CLA. + +This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/). +For more information see the [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) or +contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or comments. + +## Trademarks + +This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft +trademarks or logos is subject to and must follow +[Microsoft's Trademark & Brand Guidelines](https://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general). +Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. +Any use of third-party trademarks or logos are subject to those third-party's policies. From ffe60a2f574046d92dacf0fc825206bd5d4d9251 Mon Sep 17 00:00:00 2001 From: Microsoft Open Source Date: Sun, 7 Jan 2024 21:07:57 -0800 Subject: [PATCH 004/223] SECURITY.md committed --- SECURITY.md | 41 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 41 insertions(+) create mode 100644 SECURITY.md diff --git a/SECURITY.md b/SECURITY.md new file mode 100644 index 00000000..b3c89efc --- /dev/null +++ b/SECURITY.md @@ -0,0 +1,41 @@ + + +## Security + +Microsoft takes the security of our software products and services seriously, which includes all source code repositories managed through our GitHub organizations, which include [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/dotnet), [AspNet](https://github.com/aspnet) and [Xamarin](https://github.com/xamarin). + +If you believe you have found a security vulnerability in any Microsoft-owned repository that meets [Microsoft's definition of a security vulnerability](https://aka.ms/security.md/definition), please report it to us as described below. + +## Reporting Security Issues + +**Please do not report security vulnerabilities through public GitHub issues.** + +Instead, please report them to the Microsoft Security Response Center (MSRC) at [https://msrc.microsoft.com/create-report](https://aka.ms/security.md/msrc/create-report). + +If you prefer to submit without logging in, send email to [secure@microsoft.com](mailto:secure@microsoft.com). If possible, encrypt your message with our PGP key; please download it from the [Microsoft Security Response Center PGP Key page](https://aka.ms/security.md/msrc/pgp). + +You should receive a response within 24 hours. If for some reason you do not, please follow up via email to ensure we received your original message. Additional information can be found at [microsoft.com/msrc](https://www.microsoft.com/msrc). + +Please include the requested information listed below (as much as you can provide) to help us better understand the nature and scope of the possible issue: + + * Type of issue (e.g. buffer overflow, SQL injection, cross-site scripting, etc.) + * Full paths of source file(s) related to the manifestation of the issue + * The location of the affected source code (tag/branch/commit or direct URL) + * Any special configuration required to reproduce the issue + * Step-by-step instructions to reproduce the issue + * Proof-of-concept or exploit code (if possible) + * Impact of the issue, including how an attacker might exploit the issue + +This information will help us triage your report more quickly. + +If you are reporting for a bug bounty, more complete reports can contribute to a higher bounty award. Please visit our [Microsoft Bug Bounty Program](https://aka.ms/security.md/msrc/bounty) page for more details about our active programs. + +## Preferred Languages + +We prefer all communications to be in English. + +## Policy + +Microsoft follows the principle of [Coordinated Vulnerability Disclosure](https://aka.ms/security.md/cvd). + + From d5b4496ae5ba0e69c0f4b5058959294a8d829bec Mon Sep 17 00:00:00 2001 From: Microsoft Open Source Date: Sun, 7 Jan 2024 21:07:58 -0800 Subject: [PATCH 005/223] SUPPORT.md committed --- SUPPORT.md | 25 +++++++++++++++++++++++++ 1 file changed, 25 insertions(+) create mode 100644 SUPPORT.md diff --git a/SUPPORT.md b/SUPPORT.md new file mode 100644 index 00000000..291d4d43 --- /dev/null +++ b/SUPPORT.md @@ -0,0 +1,25 @@ +# TODO: The maintainer of this repo has not yet edited this file + +**REPO OWNER**: Do you want Customer Service & Support (CSS) support for this product/project? + +- **No CSS support:** Fill out this template with information about how to file issues and get help. +- **Yes CSS support:** Fill out an intake form at [aka.ms/onboardsupport](https://aka.ms/onboardsupport). CSS will work with/help you to determine next steps. +- **Not sure?** Fill out an intake as though the answer were "Yes". CSS will help you decide. + +*Then remove this first heading from this SUPPORT.MD file before publishing your repo.* + +# Support + +## How to file issues and get help + +This project uses GitHub Issues to track bugs and feature requests. Please search the existing +issues before filing new issues to avoid duplicates. For new issues, file your bug or +feature request as a new Issue. + +For help and questions about using this project, please **REPO MAINTAINER: INSERT INSTRUCTIONS HERE +FOR HOW TO ENGAGE REPO OWNERS OR COMMUNITY FOR HELP. COULD BE A STACK OVERFLOW TAG OR OTHER +CHANNEL. WHERE WILL YOU HELP PEOPLE?**. + +## Microsoft Support Policy + +Support for this **PROJECT or PRODUCT** is limited to the resources listed above. From 7b21ad278e7f257fbd28a1cc0e23b4ac58c6953f Mon Sep 17 00:00:00 2001 From: Microsoft Open Source Date: Sun, 7 Jan 2024 21:07:59 -0800 Subject: [PATCH 006/223] LICENSE committed --- LICENSE | 21 +++++++++++++++++++++ 1 file changed, 21 insertions(+) create mode 100644 LICENSE diff --git a/LICENSE b/LICENSE new file mode 100644 index 00000000..9e841e7a --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ + MIT License + + Copyright (c) Microsoft Corporation. + + Permission is hereby granted, free of charge, to any person obtaining a copy + of this software and associated documentation files (the "Software"), to deal + in the Software without restriction, including without limitation the rights + to use, copy, modify, merge, publish, distribute, sublicense, and/or sell + copies of the Software, and to permit persons to whom the Software is + furnished to do so, subject to the following conditions: + + The above copyright notice and this permission notice shall be included in all + copies or substantial portions of the Software. + + THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + SOFTWARE From 400c261e47683648485ce5971291ad11c5acd929 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 6 Feb 2024 19:44:58 +0800 Subject: [PATCH 007/223] init commit --- .gitignore | 402 +---------------------- CONTRIBUTING.md | 14 + DISCLAIMER.md | 35 ++ LICENSE | 34 +- README.md | 135 ++++++-- assets/overview.png | Bin 0 -> 211834 bytes assets/ufo_blue.png | Bin 0 -> 13063 bytes assets/ufo_rv.png | Bin 0 -> 35025 bytes requirements.txt | 8 + ufo/__init__.py | 0 ufo/__main__.py | 5 + ufo/config/__init__.py | 0 ufo/config/config.py | 24 ++ ufo/config/config.yaml | 40 +++ ufo/llm/__init__.py | 0 ufo/llm/llm_call.py | 59 ++++ ufo/llm/prompt.py | 74 +++++ ufo/module/__init__.py | 0 ufo/module/flow.py | 431 +++++++++++++++++++++++++ ufo/prompts/base/action_selection.yaml | 288 +++++++++++++++++ ufo/prompts/base/app_selection.yaml | 185 +++++++++++ ufo/ufo.py | 96 ++++++ ufo/ui_control/__init__.py | 4 + ufo/ui_control/control.py | 233 +++++++++++++ ufo/ui_control/screenshot.py | 198 ++++++++++++ ufo/utils/__init__.py | 179 ++++++++++ 26 files changed, 2012 insertions(+), 432 deletions(-) create mode 100644 CONTRIBUTING.md create mode 100644 DISCLAIMER.md create mode 100644 assets/overview.png create mode 100644 assets/ufo_blue.png create mode 100644 assets/ufo_rv.png create mode 100644 requirements.txt create mode 100644 ufo/__init__.py create mode 100644 ufo/__main__.py create mode 100644 ufo/config/__init__.py create mode 100644 ufo/config/config.py create mode 100644 ufo/config/config.yaml create mode 100644 ufo/llm/__init__.py create mode 100644 ufo/llm/llm_call.py create mode 100644 ufo/llm/prompt.py create mode 100644 ufo/module/__init__.py create mode 100644 ufo/module/flow.py create mode 100644 ufo/prompts/base/action_selection.yaml create mode 100644 ufo/prompts/base/app_selection.yaml create mode 100644 ufo/ufo.py create mode 100644 ufo/ui_control/__init__.py create mode 100644 ufo/ui_control/control.py create mode 100644 ufo/ui_control/screenshot.py create mode 100644 ufo/utils/__init__.py diff --git a/.gitignore b/.gitignore index 8a30d258..182c5752 100644 --- a/.gitignore +++ b/.gitignore @@ -1,398 +1,8 @@ -## Ignore Visual Studio temporary files, build results, and -## files generated by popular Visual Studio add-ons. -## -## Get latest from https://github.com/github/gitignore/blob/main/VisualStudio.gitignore - -# User-specific files -*.rsuser -*.suo -*.user -*.userosscache -*.sln.docstates - -# User-specific files (MonoDevelop/Xamarin Studio) -*.userprefs - -# Mono auto generated files -mono_crash.* - -# Build results -[Dd]ebug/ -[Dd]ebugPublic/ -[Rr]elease/ -[Rr]eleases/ -x64/ -x86/ -[Ww][Ii][Nn]32/ -[Aa][Rr][Mm]/ -[Aa][Rr][Mm]64/ -bld/ -[Bb]in/ -[Oo]bj/ -[Ll]og/ -[Ll]ogs/ - -# Visual Studio 2015/2017 cache/options directory -.vs/ -# Uncomment if you have tasks that create the project's static files in wwwroot -#wwwroot/ - -# Visual Studio 2017 auto generated files -Generated\ Files/ - -# MSTest test Results -[Tt]est[Rr]esult*/ -[Bb]uild[Ll]og.* - -# NUnit -*.VisualState.xml -TestResult.xml -nunit-*.xml - -# Build Results of an ATL Project -[Dd]ebugPS/ -[Rr]eleasePS/ -dlldata.c - -# Benchmark Results -BenchmarkDotNet.Artifacts/ - -# .NET Core -project.lock.json -project.fragment.lock.json -artifacts/ - -# ASP.NET Scaffolding -ScaffoldingReadMe.txt - -# StyleCop -StyleCopReport.xml - -# Files built by Visual Studio -*_i.c -*_p.c -*_h.h -*.ilk -*.meta -*.obj -*.iobj -*.pch -*.pdb -*.ipdb -*.pgc -*.pgd -*.rsp -*.sbr -*.tlb -*.tli -*.tlh -*.tmp -*.tmp_proj -*_wpftmp.csproj -*.log -*.tlog -*.vspscc -*.vssscc -.builds -*.pidb -*.svclog -*.scc - -# Chutzpah Test files -_Chutzpah* - -# Visual C++ cache files -ipch/ -*.aps -*.ncb -*.opendb -*.opensdf -*.sdf -*.cachefile -*.VC.db -*.VC.VC.opendb - -# Visual Studio profiler -*.psess -*.vsp -*.vspx -*.sap - -# Visual Studio Trace Files -*.e2e - -# TFS 2012 Local Workspace -$tf/ - -# Guidance Automation Toolkit -*.gpState - -# ReSharper is a .NET coding add-in -_ReSharper*/ -*.[Rr]e[Ss]harper -*.DotSettings.user - -# TeamCity is a build add-in -_TeamCity* - -# DotCover is a Code Coverage Tool -*.dotCover - -# AxoCover is a Code Coverage Tool -.axoCover/* -!.axoCover/settings.json - -# Coverlet is a free, cross platform Code Coverage Tool -coverage*.json -coverage*.xml -coverage*.info - -# Visual Studio code coverage results -*.coverage -*.coveragexml - -# NCrunch -_NCrunch_* -.*crunch*.local.xml -nCrunchTemp_* - -# MightyMoose -*.mm.* -AutoTest.Net/ - -# Web workbench (sass) -.sass-cache/ - -# Installshield output folder -[Ee]xpress/ - -# DocProject is a documentation generator add-in -DocProject/buildhelp/ -DocProject/Help/*.HxT -DocProject/Help/*.HxC -DocProject/Help/*.hhc -DocProject/Help/*.hhk -DocProject/Help/*.hhp -DocProject/Help/Html2 -DocProject/Help/html - -# Click-Once directory -publish/ - -# Publish Web Output -*.[Pp]ublish.xml -*.azurePubxml -# Note: Comment the next line if you want to checkin your web deploy settings, -# but database connection strings (with potential passwords) will be unencrypted -*.pubxml -*.publishproj - -# Microsoft Azure Web App publish settings. Comment the next line if you want to -# checkin your Azure Web App publish settings, but sensitive information contained -# in these scripts will be unencrypted -PublishScripts/ - -# NuGet Packages -*.nupkg -# NuGet Symbol Packages -*.snupkg -# The packages folder can be ignored because of Package Restore -**/[Pp]ackages/* -# except build/, which is used as an MSBuild target. -!**/[Pp]ackages/build/ -# Uncomment if necessary however generally it will be regenerated when needed -#!**/[Pp]ackages/repositories.config -# NuGet v3's project.json files produces more ignorable files -*.nuget.props -*.nuget.targets - -# Microsoft Azure Build Output -csx/ -*.build.csdef - -# Microsoft Azure Emulator -ecf/ -rcf/ - -# Windows Store app package directories and files -AppPackages/ -BundleArtifacts/ -Package.StoreAssociation.xml -_pkginfo.txt -*.appx -*.appxbundle -*.appxupload - -# Visual Studio cache files -# files ending in .cache can be ignored -*.[Cc]ache -# but keep track of directories ending in .cache -!?*.[Cc]ache/ - -# Others -ClientBin/ -~$* -*~ -*.dbmdl -*.dbproj.schemaview -*.jfm -*.pfx -*.publishsettings -orleans.codegen.cs - -# Including strong name files can present a security risk -# (https://github.com/github/gitignore/pull/2483#issue-259490424) -#*.snk - -# Since there are multiple workflows, uncomment next line to ignore bower_components -# (https://github.com/github/gitignore/pull/1529#issuecomment-104372622) -#bower_components/ - -# RIA/Silverlight projects -Generated_Code/ - -# Backup & report files from converting an old project file -# to a newer Visual Studio version. Backup files are not needed, -# because we have git ;-) -_UpgradeReport_Files/ -Backup*/ -UpgradeLog*.XML -UpgradeLog*.htm -ServiceFabricBackup/ -*.rptproj.bak - -# SQL Server files -*.mdf -*.ldf -*.ndf - -# Business Intelligence projects -*.rdl.data -*.bim.layout -*.bim_*.settings -*.rptproj.rsuser -*- [Bb]ackup.rdl -*- [Bb]ackup ([0-9]).rdl -*- [Bb]ackup ([0-9][0-9]).rdl - -# Microsoft Fakes -FakesAssemblies/ - -# GhostDoc plugin setting file -*.GhostDoc.xml - -# Node.js Tools for Visual Studio -.ntvs_analysis.dat -node_modules/ - -# Visual Studio 6 build log -*.plg - -# Visual Studio 6 workspace options file -*.opt - -# Visual Studio 6 auto-generated workspace file (contains which files were open etc.) -*.vbw - -# Visual Studio 6 auto-generated project file (contains which files were open etc.) -*.vbp - -# Visual Studio 6 workspace and project file (working project files containing files to include in project) -*.dsw -*.dsp - -# Visual Studio 6 technical files -*.ncb -*.aps - -# Visual Studio LightSwitch build output -**/*.HTMLClient/GeneratedArtifacts -**/*.DesktopClient/GeneratedArtifacts -**/*.DesktopClient/ModelManifest.xml -**/*.Server/GeneratedArtifacts -**/*.Server/ModelManifest.xml -_Pvt_Extensions - -# Paket dependency manager -.paket/paket.exe -paket-files/ - -# FAKE - F# Make -.fake/ - -# CodeRush personal settings -.cr/personal - -# Python Tools for Visual Studio (PTVS) +# Ignore Jupyter Notebook checkpoints +.ipynb_checkpoints +/test/* +/test/*.ipynb +/logs/* __pycache__/ +**/__pycache__/ *.pyc - -# Cake - Uncomment if you are using it -# tools/** -# !tools/packages.config - -# Tabs Studio -*.tss - -# Telerik's JustMock configuration file -*.jmconfig - -# BizTalk build output -*.btp.cs -*.btm.cs -*.odx.cs -*.xsd.cs - -# OpenCover UI analysis results -OpenCover/ - -# Azure Stream Analytics local run output -ASALocalRun/ - -# MSBuild Binary and Structured Log -*.binlog - -# NVidia Nsight GPU debugger configuration file -*.nvuser - -# MFractors (Xamarin productivity tool) working folder -.mfractor/ - -# Local History for Visual Studio -.localhistory/ - -# Visual Studio History (VSHistory) files -.vshistory/ - -# BeatPulse healthcheck temp database -healthchecksdb - -# Backup folder for Package Reference Convert tool in Visual Studio 2017 -MigrationBackup/ - -# Ionide (cross platform F# VS Code tools) working folder -.ionide/ - -# Fody - auto-generated XML schema -FodyWeavers.xsd - -# VS Code files for those working on multiple tools -.vscode/* -!.vscode/settings.json -!.vscode/tasks.json -!.vscode/launch.json -!.vscode/extensions.json -*.code-workspace - -# Local History for Visual Studio Code -.history/ - -# Windows Installer files from build outputs -*.cab -*.msi -*.msix -*.msm -*.msp - -# JetBrains Rider -*.sln.iml diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 00000000..c282e9a1 --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,14 @@ +# Contributing + +This project welcomes contributions and suggestions. Most contributions require you to +agree to a Contributor License Agreement (CLA) declaring that you have the right to, +and actually do, grant us the rights to use your contribution. For details, visit +https://cla.microsoft.com. + +When you submit a pull request, a CLA-bot will automatically determine whether you need +to provide a CLA and decorate the PR appropriately (e.g., label, comment). Simply follow the +instructions provided by the bot. You will only need to do this once across all repositories using our CLA. + +This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/). +For more information see the [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) +or contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or comments. \ No newline at end of file diff --git a/DISCLAIMER.md b/DISCLAIMER.md new file mode 100644 index 00000000..dc6a096b --- /dev/null +++ b/DISCLAIMER.md @@ -0,0 +1,35 @@ +# Disclaimer: Code Execution and Data Handling Notice + +By choosing to run the provided code, you acknowledge and agree to the following terms and conditions regarding the functionality and data handling practices: + +## 1. Code Functionality: +The code you are about to execute has the capability to capture screenshots of your working desktop environment and active applications. These screenshots will be processed and sent to the GPT model for inference. + +## 2. Data Transmission: +Upon execution, the captured screenshots will be transmitted to external servers hosting the GPT model. This transmission is necessary for the inference process to generate relevant outputs based on the visual information provided. + +## 3. Data Privacy and Storage: +It is crucial to note that Microsoft, the provider of this code, explicitly states that it does not collect or save any of the transmitted data. The captured screenshots are processed in real-time for the purpose of inference, and no permanent storage or record of this data is retained by Microsoft. + +## 4. User Responsibility: +By running the code, you understand and accept the responsibility for the content and nature of the data present on your desktop during the execution period. It is your responsibility to ensure that no sensitive or confidential information is visible or captured during this process. + +## 5. Security Measures: +Microsoft has implemented security measures to safeguard the data transmission process. However, it is recommended that you run the code in a secure and controlled environment to minimize potential risks. Ensure that you are running the latest security updates on your system. + +## 6. Consent for Inference: +You explicitly provide consent for the GPT model to analyze the captured screenshots for the purpose of generating relevant outputs. This consent is inherent in the act of executing the code. + +## 7. No Guarantee of Accuracy: +The outputs generated by the GPT model are based on patterns learned during training and may not always be accurate or contextually relevant. Microsoft does not guarantee the accuracy or suitability of the inferences made by the model. + +## 8. Indemnification: +Users agree to defend, indemnify, and hold Microsoft harmless from and against all damages, costs, and attorneys' fees in connection with any claims arising from the use of this Repo. + +## 9. Reporting Infringements: +If anyone believes that this Repo infringes on their rights, please notify the project owner via the provided project owner email. Microsoft will investigate and take appropriate actions as necessary. + +## 10. Modifications to the Disclaimer: +Microsoft reserves the right to update or modify this disclaimer at any time without prior notice. It is your responsibility to review the disclaimer periodically for any changes. + +By proceeding to execute the code, you acknowledge that you have read, understood, and agreed to the terms outlined in this disclaimer. If you do not agree with these terms, refrain from running the provided code. \ No newline at end of file diff --git a/LICENSE b/LICENSE index 9e841e7a..63447fd8 100644 --- a/LICENSE +++ b/LICENSE @@ -1,21 +1,21 @@ - MIT License +Copyright (c) Microsoft Corporation. - Copyright (c) Microsoft Corporation. +MIT License - Permission is hereby granted, free of charge, to any person obtaining a copy - of this software and associated documentation files (the "Software"), to deal - in the Software without restriction, including without limitation the rights - to use, copy, modify, merge, publish, distribute, sublicense, and/or sell - copies of the Software, and to permit persons to whom the Software is - furnished to do so, subject to the following conditions: +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: - The above copyright notice and this permission notice shall be included in all - copies or substantial portions of the Software. +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. - THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR - IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, - FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE - AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER - LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, - OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE - SOFTWARE +THE SOFTWARE IS PROVIDED *AS IS*, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. \ No newline at end of file diff --git a/README.md b/README.md index 5cd7cecf..9a831e2c 100644 --- a/README.md +++ b/README.md @@ -1,28 +1,125 @@ -# Project + -> This repo has been populated by an initial template to help get you started. Please -> make sure to update the content to build a great experience for community-building. +# **UFO** ![ufo](./assets/ufo_blue.png =x24): A **U**I-**F**ocused Agent for Windows **O**S Interaction -As the maintainer of this project, please make a few updates: +
-- Improving this README.MD file to provide a great experience -- Updating SUPPORT.MD with content about this project's support experience -- Understanding the security reporting process in SECURITY.MD -- Remove this section from the README +![Python Version](https://img.shields.io/badge/Python-3776AB?&logo=python&logoColor=white-blue&label=3.10%20%7C%203.11)  +[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)  +![Welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat) -## Contributing +
-This project welcomes contributions and suggestions. Most contributions require you to agree to a -Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us -the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com. +**UFO** is a **UI-Focused** dual-agent framework that seamlessly navigates and operates within individual applications and across them to fulfill user requests on **Windows OS**, even when spanning multiple applications. -When you submit a pull request, a CLA bot will automatically determine whether you need to provide -a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions -provided by the bot. You will only need to do this once across all repos using our CLA. +

+ +

+ + +## 🆕 News +- 📅 2024-02-30 UFO is released on GitHub🎈. + + +## 💥 Highlights + +- [x] **First Windows Agent Framework** - UFO represents the first agent framework that can translate user request in natural language into grounded operation on Windows OS. +- [x] **Interactive Mode** - UFO allows for multiple sub-requests from users in the same session for completing complex task. +- [x] **Action Safeguard** - UFO supports safeguard to prompt for user confirmation when the action is sensitive. +- [x] **Easy Extension** - UFO is easy to extend to accomplish more complex tasks with different operations. + + +## ✨ Getting Started + + +### 🛠️ Step 1: Installation +UFO requires **Python >= 3.10** running on **Windows OS >= 10**. It can be installed by running the following command: +```bash +# [optional to create conda environment] +# conda create -n ufo python=3.10 +# conda activate ufo + +# clone the repository +git clone https://github.com/microsoft/UFO.git +cd UFO +# install the requirements +pip install -r requirements.txt +``` + +### 🖊️ Step 2: Configure the LLMs +Before running UFO, you need to provide your LLM configurations. Taking OpenAI as an example, you can configure `ufo/config/config.yaml` file as follows. + +#### OpenAI +``` +OPENAI_API_BASE: Your OpenAI Endpoint # The base URL for the OpenAI API +OPENAI_API_KEY: Your OpenAI Key # Set the value to sk-xxx if you host the openai interface for open llm model +OPENAI_API_MODEL: GPT Model Name # The only OpenAI model by now that accepts visual input +``` + +### 🚩 Step 3: Start UFO + +#### ⌨️ Command Line (CLI) + +```bash +# assume you are in the cloned UFO folder +python -m ufo --task +``` + +This will start the UFO process and you can interact with it through the command line interface. +If everything goes well, you will see the following message: + +```bash +Welcome to use UFO🛸, A UI-focused Multimodal Agent for Windows OS. + _ _ _____ ___ +| | | || ___| / _ \ +| | | || |_ | | | | +| |_| || _| | |_| | + \___/ |_| \___/ +Please enter your request to be completed🛸: +``` +#### <**Reminder: Before inputing your request, please make sure the targeted applications are active on the system.**> + + +### Step 4 🎥: Execution Logs + +You can find the screenshots taken and request and reponse logs in the following folder: +``` +ufo/logs// +``` +You may use them to debug, replay, or analyze the agent output. + + +## ❓Get help +* ❔GitHub Issues (prefered) +* For other communications, please contact ufo-agent@microsoft.com +--- + +## 🎬 Demo Examples + +We present two demos videos that complete user request on Windows OS using UFO. + +#### 1️⃣🗑️ Example 1: Deleting all notes on a PowerPoint presentation. +In this example, we will show you how to use UFO to deleting all notes on a PowerPoint presentation with just a few simple steps. Explore it to work smarter not harder! + + +#### 2️⃣📧 Example 2: Composing an email using text from multiple sources. +In this example, we will show you how to use UFO to extract texts from Word documents, description of an image, to compose an email and send. Enjoy your cross-application experiment with UFO! + + +## 📚 Citation +Our paper could be found [here](http://export.arxiv.org/abs/2311.17541). +If you use UFO in your research, please cite our paper: +``` +@article{ufo, + title={UFO: A UI-Focused Agent for Windows OS Interaction}, + author={Chaoyun Zhang, Liqun Li, Shilin He, Xu Zhang, Bo Qiao, Si Qin, Minghua Ma, Yu Kang, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang, Qi Zhang}, + journal={arXiv preprint arXiv:2311.17541}, + year={2024} +} +``` -This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/). -For more information see the [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) or -contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or comments. ## Trademarks @@ -30,4 +127,4 @@ This project may contain trademarks or logos for projects, products, or services trademarks or logos is subject to and must follow [Microsoft's Trademark & Brand Guidelines](https://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general). 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 --> -# **UFO** ![ufo](./assets/ufo_blue.png =x24): A **U**I-**F**ocused Agent for Windows **O**S Interaction + + + +

+ A UI-Focused Agent for Windows OS Interaction +

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ztb~ONS(wbPhCTgNxXgZQa|bn!DTed!(X6FCSq*q-M6mD#vUk+M7*J>jxm|Iw;r9b6 z+S}q4=?GIf<{vh+{PrC=IPrs=70dctw_&y`WLe;FL}XcY8fh#mEGcS=SaQ{AglrKm zpdOsg=%;|f@ZvDcGOw8Mv5UBr0GIBC<`vr76<&)!wL-!#pbK^m^(pl0>4SAhOpRx{ z3h+fS&^N*VC9AOTi2VK*Jij`#JOW;U7BPS4-7`5y+W&C{&inuBKLK%*m&>fLM{3Jo T+!%+wV3_(bt)p2=+jSVpD& diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml index 6180231a..16384cca 100644 --- a/ufo/config/config.yaml +++ b/ufo/config/config.yaml @@ -1,8 +1,8 @@ version: 0.1 -OPENAI_API_BASE: "https://cloudgpt-swc.openai.azure.com/openai/deployments/gpt-4-visual-preview/chat/completions?api-version=2023-12-01-preview" # The base URL for the OpenAI API +OPENAI_API_BASE: "" # The base URL for the OpenAI API OPENAI_API_KEY: "" # Set the value to sk-xxx if you host the openai interface for open llm model -OPENAI_API_MODEL: "gpt-4-visual-preview" # The only OpenAI model by now that accepts visual input +OPENAI_API_MODEL: "" # The only OpenAI model by now that accepts visual input CONTROL_BACKEND: "uia" # The backend for control action MAX_TOKENS: 2000 # The max token limit for the response completion MAX_RETRY: 3 # The max retry limit for the response completion From 5b542354e0468b8ce2244cd34ee5701e7299ee3e Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 6 Feb 2024 19:51:12 +0800 Subject: [PATCH 009/223] init commit --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 3b975d3d..789020d2 100644 --- a/README.md +++ b/README.md @@ -6,7 +6,7 @@

- A UI-Focused Agent for Windows OS Interaction + UFO rc="./assets/ufo_blue.png" width="36" />: A UI-Focused Agent for Windows OS Interaction

From 6b522a5ce4c1aa1e432eb4cb1c848d0ddca80c6b Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 6 Feb 2024 19:52:08 +0800 Subject: [PATCH 010/223] init commit --- README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 789020d2..0905ac87 100644 --- a/README.md +++ b/README.md @@ -6,9 +6,10 @@

- UFO rc="./assets/ufo_blue.png" width="36" />: A UI-Focused Agent for Windows OS Interaction + UFO UFO Image: A UI-Focused Agent for Windows OS Interaction

+
![Python Version](https://img.shields.io/badge/Python-3776AB?&logo=python&logoColor=white-blue&label=3.10%20%7C%203.11)  From ac2a71d6fb21c0225e561b425c79a56963357eb0 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 6 Feb 2024 19:57:20 +0800 Subject: [PATCH 011/223] Update README.md Update video. --- README.md | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 0905ac87..61c3206e 100644 --- a/README.md +++ b/README.md @@ -110,10 +110,18 @@ We present two demos videos that complete user request on Windows OS using UFO. In this example, we will show you how to use UFO to deleting all notes on a PowerPoint presentation with just a few simple steps. Explore it to work smarter not harder! +https://github.com/microsoft/UFO/assets/11352048/cf60c643-04f7-4180-9a55-5fb240627834 + + + #### 2️⃣📧 Example 2: Composing an email using text from multiple sources. In this example, we will show you how to use UFO to extract texts from Word documents, description of an image, to compose an email and send. Enjoy your cross-application experiment with UFO! +https://github.com/microsoft/UFO/assets/11352048/aa41ad47-fae7-4334-8e0b-ba71c4fc32e0 + + + ## 📚 Citation Our paper could be found [here](http://export.arxiv.org/abs/2311.17541). If you use UFO in your research, please cite our paper: @@ -133,4 +141,4 @@ This project may contain trademarks or logos for projects, products, or services trademarks or logos is subject to and must follow [Microsoft's Trademark & Brand Guidelines](https://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general). Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. -Any use of third-party trademarks or logos are subject to those third-party's policies. \ No newline at end of file +Any use of third-party trademarks or logos are subject to those third-party's policies. From b1ab9bb9e9a8f1d2f60372d4897eea36ee2dbf25 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 6 Feb 2024 20:05:27 +0800 Subject: [PATCH 012/223] readme --- README.md | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 61c3206e..612fc448 100644 --- a/README.md +++ b/README.md @@ -92,7 +92,7 @@ Please enter your request to be completed🛸: You can find the screenshots taken and request and reponse logs in the following folder: ``` -ufo/logs// +./ufo/logs// ``` You may use them to debug, replay, or analyze the agent output. @@ -135,6 +135,10 @@ If you use UFO in your research, please cite our paper: ``` +## Disclaimer +By choosing to run the provided code, you acknowledge and agree to the following terms and conditions regarding the functionality and data handling practices in [DISCLAIMER.md](./DISCLAIMER.md) + + ## Trademarks This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft From e279b2cc218ac2a2e7b2333e43b10613c47c42f9 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 6 Feb 2024 20:13:58 +0800 Subject: [PATCH 013/223] readme --- README.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 612fc448..f14da2ee 100644 --- a/README.md +++ b/README.md @@ -26,12 +26,12 @@ ## 🆕 News -- 📅 2024-02-30 UFO is released on GitHub🎈. +- 📅 2024-02-07 UFO is released on GitHub🎈. ## 💥 Highlights -- [x] **First Windows Agent Framework** - UFO represents the first agent framework that can translate user request in natural language into grounded operation on Windows OS. +- [x] **First Windows Agent** - UFO represents the first agent framework that can translate user request in natural language into grounded operation on Windows OS. - [x] **Interactive Mode** - UFO allows for multiple sub-requests from users in the same session for completing complex task. - [x] **Action Safeguard** - UFO supports safeguard to prompt for user confirmation when the action is sensitive. - [x] **Easy Extension** - UFO is easy to extend to accomplish more complex tasks with different operations. @@ -104,7 +104,7 @@ You may use them to debug, replay, or analyze the agent output. ## 🎬 Demo Examples -We present two demos videos that complete user request on Windows OS using UFO. +We present two demos videos that complete user request on Windows OS using UFO. For more video, please consult our technical report. #### 1️⃣🗑️ Example 1: Deleting all notes on a PowerPoint presentation. In this example, we will show you how to use UFO to deleting all notes on a PowerPoint presentation with just a few simple steps. Explore it to work smarter not harder! @@ -128,7 +128,7 @@ If you use UFO in your research, please cite our paper: ``` @article{ufo, title={UFO: A UI-Focused Agent for Windows OS Interaction}, - author={Chaoyun Zhang, Liqun Li, Shilin He, Xu Zhang, Bo Qiao, Si Qin, Minghua Ma, Yu Kang, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang, Qi Zhang}, + author={Chaoyun Zhang, Liqun Li, Shilin He, Xu Zhang, Bo Qiao, Si Qin, Minghua Ma, Yu Kang, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang, Qi Zhang}, journal={arXiv preprint arXiv:2311.17541}, year={2024} } From bb9c187131cb6a15a4df761e7b228f76870d20b6 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 6 Feb 2024 20:16:59 +0800 Subject: [PATCH 014/223] readme --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index f14da2ee..8ce92936 100644 --- a/README.md +++ b/README.md @@ -60,7 +60,7 @@ Before running UFO, you need to provide your LLM configurations. Taking OpenAI a #### OpenAI ``` OPENAI_API_BASE: Your OpenAI Endpoint # The base URL for the OpenAI API -OPENAI_API_KEY: Your OpenAI Key # Set the value to sk-xxx if you host the openai interface for open llm model +OPENAI_API_KEY: Your OpenAI Key # Set the value to the openai key for the llm model OPENAI_API_MODEL: GPT Model Name # The only OpenAI model by now that accepts visual input ``` @@ -85,7 +85,7 @@ Welcome to use UFO🛸, A UI-focused Multimodal Agent for Windows OS. \___/ |_| \___/ Please enter your request to be completed🛸: ``` -#### <**Reminder: Before inputing your request, please make sure the targeted applications are active on the system.**> +#### **Reminder❗: Before UFO executing your request, please make sure the targeted applications are active on the system.** ### Step 4 🎥: Execution Logs From 6ee45087288f61a034911e262de85658831943cd Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 7 Feb 2024 10:43:49 +0800 Subject: [PATCH 015/223] readme --- README.md | 2 +- assets/overview.png | Bin 211834 -> 0 bytes assets/overview_n.png | Bin 0 -> 211816 bytes 3 files changed, 1 insertion(+), 1 deletion(-) delete mode 100644 assets/overview.png create mode 100644 assets/overview_n.png diff --git a/README.md b/README.md index 8ce92936..25b0fb2f 100644 --- a/README.md +++ b/README.md @@ -21,7 +21,7 @@ **UFO** is a **UI-Focused** dual-agent framework that seamlessly navigates and operates within individual applications and across them to fulfill user requests on **Windows OS**, even when spanning multiple applications.

- +

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b/README.md @@ -18,7 +18,7 @@

-**UFO** is a **UI-Focused** dual-agent framework that seamlessly navigates and operates within individual applications and across them to fulfill user requests on **Windows OS**, even when spanning multiple applications. +**UFO** is a **UI-Focused** dual-agent framework to fulfill user requests on **Windows OS** by seamlessly navigating and operating within individual or spanning multiple applications.

@@ -26,7 +26,7 @@ ## 🆕 News -- 📅 2024-02-07 UFO is released on GitHub🎈. +- 📅 2024-02-08 UFO is released on GitHub🎈. ## 💥 Highlights From 3de5487278f1eb74a4f9a2f8401d94dd5f2b32e3 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 7 Feb 2024 14:23:29 +0800 Subject: [PATCH 017/223] readme --- README.md | 24 +++++++++++++++--------- assets/ufo.png | Bin 0 -> 137629 bytes ufo/config/config.yaml | 2 +- ufo/module/flow.py | 2 +- ufo/ufo.py | 7 ++++--- 5 files changed, 21 insertions(+), 14 deletions(-) create mode 100644 assets/ufo.png diff --git a/README.md b/README.md index c12e9361..a309b385 100644 --- a/README.md +++ b/README.md @@ -1,10 +1,3 @@ - - - - -

UFO UFO Image: A UI-Focused Agent for Windows OS Interaction

@@ -25,6 +18,16 @@ +## Framework +UFO UFO Image operates as a dual-agent framework, encompassing: +- AppAgent 🤖, tasked with choosing an application for fulfilling user requests. This agent may also switch to a different application when a request spans multiple applications, and the task is partially completed in the preceding application. +- ActAgent 👾, responsible for iteratively executing actions on the selected applications until the task is successfully concluded within a specific application. +Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend the application UI and fulfill the user's request. For more details, please consult our technical report. +

+ +

+ + ## 🆕 News - 📅 2024-02-08 UFO is released on GitHub🎈. @@ -37,6 +40,9 @@ - [x] **Easy Extension** - UFO is easy to extend to accomplish more complex tasks with different operations. + + + ## ✨ Getting Started @@ -77,7 +83,7 @@ This will start the UFO process and you can interact with it through the command If everything goes well, you will see the following message: ```bash -Welcome to use UFO🛸, A UI-focused Multimodal Agent for Windows OS. +Welcome to use UFO🛸, A UI-focused Agent for Windows OS Interaction. _ _ _____ ___ | | | || ___| / _ \ | | | || |_ | | | | @@ -104,7 +110,7 @@ You may use them to debug, replay, or analyze the agent output. ## 🎬 Demo Examples -We present two demos videos that complete user request on Windows OS using UFO. For more video, please consult our technical report. +We present two demo videos that complete user request on Windows OS using UFO. For more cases, please consult our technical report. #### 1️⃣🗑️ Example 1: Deleting all notes on a PowerPoint presentation. In this example, we will show you how to use UFO to deleting all notes on a PowerPoint presentation with just a few simple steps. 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-OPENAI_API_KEY: "" # Set the value to sk-xxx if you host the openai interface for open llm model +OPENAI_API_KEY: "" # The OpenAI API key OPENAI_API_MODEL: "" # The only OpenAI model by now that accepts visual input CONTROL_BACKEND: "uia" # The backend for control action MAX_TOKENS: 2000 # The max token limit for the response completion diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 8e619a08..1e1ae682 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -51,7 +51,7 @@ def __init__(self, task): - print_with_color("""Welcome to use UFO🛸, A UI-focused Multimodal Agent for Windows OS. + print_with_color("""Welcome to use UFO🛸, A UI-focused Agent for Windows OS Interaction. {art} Please enter your request to be completed🛸: """.format(art=text2art("UFO")), "cyan") diff --git a/ufo/ufo.py b/ufo/ufo.py index 7eea242d..dcb32fe7 100644 --- a/ufo/ufo.py +++ b/ufo/ufo.py @@ -1,5 +1,4 @@ import argparse -import os from datetime import datetime from .config.config import load_config @@ -25,8 +24,6 @@ } - - def main(): """ Main function. @@ -38,6 +35,7 @@ def main(): status = session.get_status() round = session.get_round() + # Start the task while status.upper() not in ["ALLFINISH", "ERROR", "MAX_STEP_REACHED"]: round = session.get_round() @@ -78,6 +76,8 @@ def main(): result = session.get_results() round = session.get_round() + + # Print the result if result != "": print_with_color("Result for round {round}:".format( round=round), "magenta") @@ -85,6 +85,7 @@ def main(): session.set_round(round+1) + # Print the total cost total_cost = session.get_cost() formatted_cost = '${:.2f}'.format(total_cost) print_with_color(f"Request total cost is {formatted_cost}", "yellow") From 5b3c6baf1cb774deb9b73091fc9185f04f490e05 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 7 Feb 2024 14:24:02 +0800 Subject: [PATCH 018/223] readme --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index a309b385..03d723c1 100644 --- a/README.md +++ b/README.md @@ -22,6 +22,7 @@ UFO UFO Image operates as a dual-agent framework, encompassing: - AppAgent 🤖, tasked with choosing an application for fulfilling user requests. This agent may also switch to a different application when a request spans multiple applications, and the task is partially completed in the preceding application. - ActAgent 👾, responsible for iteratively executing actions on the selected applications until the task is successfully concluded within a specific application. + Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend the application UI and fulfill the user's request. For more details, please consult our technical report.

From 9e7b927352cac8f702cf95b9dd0500492d0aea33 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 7 Feb 2024 14:24:48 +0800 Subject: [PATCH 019/223] readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 03d723c1..3e988e99 100644 --- a/README.md +++ b/README.md @@ -18,7 +18,7 @@

-## Framework +## 🕌 Framework UFO UFO Image operates as a dual-agent framework, encompassing: - AppAgent 🤖, tasked with choosing an application for fulfilling user requests. This agent may also switch to a different application when a request spans multiple applications, and the task is partially completed in the preceding application. - ActAgent 👾, responsible for iteratively executing actions on the selected applications until the task is successfully concluded within a specific application. From 787b55cf2fe56a105996d4f2ecc7bf19ac85b1b2 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 7 Feb 2024 14:29:26 +0800 Subject: [PATCH 020/223] readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 3e988e99..57fb2e23 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,5 @@

- UFO UFO Image: A UI-Focused Agent for Windows OS Interaction + UFO UFO Image: A UI-Focused Agent for Windows OS Interaction

From 2fe3990765408655835556634bb1d3218d61e2f5 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 7 Feb 2024 18:42:41 +0800 Subject: [PATCH 021/223] support openai --- README.md | 19 +++++++++++++++++-- ufo/config/config.yaml | 7 ++++--- ufo/ufo.py | 16 ++++++++++++---- 3 files changed, 33 insertions(+), 9 deletions(-) diff --git a/README.md b/README.md index 57fb2e23..a25232ce 100644 --- a/README.md +++ b/README.md @@ -42,8 +42,6 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th - - ## ✨ Getting Started @@ -71,6 +69,14 @@ OPENAI_API_KEY: Your OpenAI Key # Set the value to the openai key for the llm m OPENAI_API_MODEL: GPT Model Name # The only OpenAI model by now that accepts visual input ``` +#### Azure OpenAI +``` +OPENAI_API_BASE: Your OpenAI Endpoint # The base URL for the OpenAI API +OPENAI_API_KEY: Your OpenAI Key # Set the value to the openai key for the llm model +OPENAI_API_MODEL: GPT Model Name # The only OpenAI model by now that accepts visual input +``` + + ### 🚩 Step 3: Start UFO #### ⌨️ Command Line (CLI) @@ -129,6 +135,15 @@ https://github.com/microsoft/UFO/assets/11352048/aa41ad47-fae7-4334-8e0b-ba71c4f + +## 📊 Evaluation +To evaluate, please refer to the [WindosBench](./DISCLAIMER.md) in the Section A of Appendix in our technical report. Some tips for completing your request: + + + + + + ## 📚 Citation Our paper could be found [here](http://export.arxiv.org/abs/2311.17541). If you use UFO in your research, please cite our paper: diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml index c98f15e3..8dea64ac 100644 --- a/ufo/config/config.yaml +++ b/ufo/config/config.yaml @@ -1,8 +1,9 @@ version: 0.1 -OPENAI_API_BASE: "" # The base URL for the OpenAI API -OPENAI_API_KEY: "" # The OpenAI API key -OPENAI_API_MODEL: "" # The only OpenAI model by now that accepts visual input +API_TYPE: "openai" # The API type, "openai" for the OpenAI API, aoai for the AOAI API. +OPENAI_API_BASE: "YOUR_ENDPOINT" # The the OpenAI API endpoint, "https://api.openai.com/v1/models" for the OpenAI API. +OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key +OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input CONTROL_BACKEND: "uia" # The backend for control action MAX_TOKENS: 2000 # The max token limit for the response completion MAX_RETRY: 3 # The max retry limit for the response completion diff --git a/ufo/ufo.py b/ufo/ufo.py index dcb32fe7..a4ce2882 100644 --- a/ufo/ufo.py +++ b/ufo/ufo.py @@ -18,10 +18,18 @@ parsed_args = args.parse_args() -headers = { - "Content-Type": "application/json", - "api-key": parsed_args.gptkey, -} +if configs["API_TYPE"].lower() == "openai": + headers = { + "Content-Type": "application/json", + "api-key": parsed_args.gptkey, + } +elif configs["API_TYPE"].lower() == "aoai": + headers = { + "Content-Type": "application/json", + "Authorization": f"Bearer {parsed_args.gptkey}" + } +else: + raise ValueError("API_TYPE should be either 'openai' or 'aoai'.") def main(): From d2f404e14eddcc324130da14ac8a0b202d7b770a Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 7 Feb 2024 18:53:46 +0800 Subject: [PATCH 022/223] readme --- README.md | 16 ++++++++++------ ufo/config/config.yaml | 2 +- 2 files changed, 11 insertions(+), 7 deletions(-) diff --git a/README.md b/README.md index a25232ce..3a5830bf 100644 --- a/README.md +++ b/README.md @@ -64,16 +64,18 @@ Before running UFO, you need to provide your LLM configurations. Taking OpenAI a #### OpenAI ``` -OPENAI_API_BASE: Your OpenAI Endpoint # The base URL for the OpenAI API +API_TYPE: "openai" +OPENAI_API_BASE: "https://api.openai.com/v1/chat/completions" # The base URL for the OpenAI API OPENAI_API_KEY: Your OpenAI Key # Set the value to the openai key for the llm model -OPENAI_API_MODEL: GPT Model Name # The only OpenAI model by now that accepts visual input +OPENAI_API_MODEL: GPT-V Model Name # The only OpenAI model by now that accepts visual input ``` -#### Azure OpenAI +#### Azure OpenAI (AOAI) ``` +API_TYPE: "aoai" OPENAI_API_BASE: Your OpenAI Endpoint # The base URL for the OpenAI API OPENAI_API_KEY: Your OpenAI Key # Set the value to the openai key for the llm model -OPENAI_API_MODEL: GPT Model Name # The only OpenAI model by now that accepts visual input +OPENAI_API_MODEL: GPT-V Model Name # The only OpenAI model by now that accepts visual input ``` @@ -137,10 +139,12 @@ https://github.com/microsoft/UFO/assets/11352048/aa41ad47-fae7-4334-8e0b-ba71c4f ## 📊 Evaluation -To evaluate, please refer to the [WindosBench](./DISCLAIMER.md) in the Section A of Appendix in our technical report. Some tips for completing your request: - +Please consult the [WindosBench](./DISCLAIMER.md) provided in Section A of the Appendix within our technical report. Here are some tips (and requirements) to aid in completing your request: +- Prior to UFO execution of your request, ensure that the targeted application is active (though it may be minimized). +- Occasionally, requests to GPT-V may trigger content safety measures. UFO will attempt to retry regardless, but adjusting the size or scale of the application window may prove helpful. We are actively solving this issue. +- Please note that the output of GPT-V may not consistently align with the same request. If unsuccessful with your initial attempt, consider trying again. diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml index 8dea64ac..1316b7a6 100644 --- a/ufo/config/config.yaml +++ b/ufo/config/config.yaml @@ -1,7 +1,7 @@ version: 0.1 API_TYPE: "openai" # The API type, "openai" for the OpenAI API, aoai for the AOAI API. -OPENAI_API_BASE: "YOUR_ENDPOINT" # The the OpenAI API endpoint, "https://api.openai.com/v1/models" for the OpenAI API. +OPENAI_API_BASE: "YOUR_ENDPOINT" # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input CONTROL_BACKEND: "uia" # The backend for control action From faa095c8492bf094e0d53fd96e79b99dc7b04cb2 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 7 Feb 2024 18:55:44 +0800 Subject: [PATCH 023/223] readme --- README.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index 3a5830bf..57bba86a 100644 --- a/README.md +++ b/README.md @@ -66,16 +66,16 @@ Before running UFO, you need to provide your LLM configurations. Taking OpenAI a ``` API_TYPE: "openai" OPENAI_API_BASE: "https://api.openai.com/v1/chat/completions" # The base URL for the OpenAI API -OPENAI_API_KEY: Your OpenAI Key # Set the value to the openai key for the llm model -OPENAI_API_MODEL: GPT-V Model Name # The only OpenAI model by now that accepts visual input +OPENAI_API_KEY: "YOUR_API_KEY" # Set the value to the openai key for the llm model +OPENAI_API_MODEL: "GPTV_MODEL_NAME" # The only OpenAI model by now that accepts visual input ``` #### Azure OpenAI (AOAI) ``` API_TYPE: "aoai" -OPENAI_API_BASE: Your OpenAI Endpoint # The base URL for the OpenAI API -OPENAI_API_KEY: Your OpenAI Key # Set the value to the openai key for the llm model -OPENAI_API_MODEL: GPT-V Model Name # The only OpenAI model by now that accepts visual input +OPENAI_API_BASE: "YOUR_ENDPOINT" +OPENAI_API_KEY: "YOUR_API_KEY" # Set the value to the openai key for the llm model +OPENAI_API_MODEL: "GPTV_MODEL_NAME" # The only OpenAI model by now that accepts visual input ``` From f9542d251a7367fac6fb5cf13539125b8abf7987 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 7 Feb 2024 19:05:57 +0800 Subject: [PATCH 024/223] fix api --- ufo/config/config.yaml | 2 +- ufo/ufo.py | 7 +++++-- 2 files changed, 6 insertions(+), 3 deletions(-) diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml index 1316b7a6..cc71250e 100644 --- a/ufo/config/config.yaml +++ b/ufo/config/config.yaml @@ -1,6 +1,6 @@ version: 0.1 -API_TYPE: "openai" # The API type, "openai" for the OpenAI API, aoai for the AOAI API. +API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. OPENAI_API_BASE: "YOUR_ENDPOINT" # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input diff --git a/ufo/ufo.py b/ufo/ufo.py index a4ce2882..1af1b8a0 100644 --- a/ufo/ufo.py +++ b/ufo/ufo.py @@ -18,12 +18,12 @@ parsed_args = args.parse_args() -if configs["API_TYPE"].lower() == "openai": +if configs["API_TYPE"].lower() == "aoai": headers = { "Content-Type": "application/json", "api-key": parsed_args.gptkey, } -elif configs["API_TYPE"].lower() == "aoai": +elif configs["API_TYPE"].lower() == "openai": headers = { "Content-Type": "application/json", "Authorization": f"Bearer {parsed_args.gptkey}" @@ -32,6 +32,9 @@ raise ValueError("API_TYPE should be either 'openai' or 'aoai'.") +print(headers) + + def main(): """ Main function. From a71cab77f174dd74ac51bb4a8b53f3b0298e4d2c Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 7 Feb 2024 19:15:20 +0800 Subject: [PATCH 025/223] readme --- README.md | 11 +++++++---- ufo/config/config.yaml | 2 +- 2 files changed, 8 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index 57bba86a..827ce8f5 100644 --- a/README.md +++ b/README.md @@ -59,7 +59,7 @@ cd UFO pip install -r requirements.txt ``` -### 🖊️ Step 2: Configure the LLMs +### ⚙️ Step 2: Configure the LLMs Before running UFO, you need to provide your LLM configurations. Taking OpenAI as an example, you can configure `ufo/config/config.yaml` file as follows. #### OpenAI @@ -73,13 +73,13 @@ OPENAI_API_MODEL: "GPTV_MODEL_NAME" # The only OpenAI model by now that accepts #### Azure OpenAI (AOAI) ``` API_TYPE: "aoai" -OPENAI_API_BASE: "YOUR_ENDPOINT" +OPENAI_API_BASE: "YOUR_ENDPOINT" # The AOAI API endpoint OPENAI_API_KEY: "YOUR_API_KEY" # Set the value to the openai key for the llm model OPENAI_API_MODEL: "GPTV_MODEL_NAME" # The only OpenAI model by now that accepts visual input ``` -### 🚩 Step 3: Start UFO +### 🎉 Step 3: Start UFO #### ⌨️ Command Line (CLI) @@ -105,7 +105,7 @@ Please enter your request to be completed🛸: ### Step 4 🎥: Execution Logs -You can find the screenshots taken and request and reponse logs in the following folder: +You can find the screenshots taken and request & reponse logs in the following folder: ``` ./ufo/logs// ``` @@ -160,6 +160,9 @@ If you use UFO in your research, please cite our paper: } ``` +## 🎨 Related Project +You may also find [TaskWeaver](https://github.com/microsoft/TaskWeaver?tab=readme-ov-file) useful, a code-first agent framework for seamlessly planning and executing data analytics tasks. + ## Disclaimer By choosing to run the provided code, you acknowledge and agree to the following terms and conditions regarding the functionality and data handling practices in [DISCLAIMER.md](./DISCLAIMER.md) diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml index cc71250e..a4836f2b 100644 --- a/ufo/config/config.yaml +++ b/ufo/config/config.yaml @@ -27,7 +27,7 @@ ANNOTATION_COLORS: { "ComboBox": "#D8B6D4" } -PRINT_LOG: FALSE # Whether to print the log +PRINT_LOG: False # Whether to print the log CONCAT_SCREENSHOT: True # Whether to concat the screenshot for the control item LOG_LEVEL: "DEBUG" # The log level INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation From 4b05b0dfebeb7a82e39aa9ea4959f430eb15be69 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 7 Feb 2024 19:18:32 +0800 Subject: [PATCH 026/223] readme --- README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index 827ce8f5..86279788 100644 --- a/README.md +++ b/README.md @@ -100,7 +100,7 @@ Welcome to use UFO🛸, A UI-focused Agent for Windows OS Interaction. \___/ |_| \___/ Please enter your request to be completed🛸: ``` -#### **Reminder❗: Before UFO executing your request, please make sure the targeted applications are active on the system.** +#### **⚠️Reminder: Before UFO executing your request, please make sure the targeted applications are active on the system.** ### Step 4 🎥: Execution Logs @@ -164,11 +164,11 @@ If you use UFO in your research, please cite our paper: You may also find [TaskWeaver](https://github.com/microsoft/TaskWeaver?tab=readme-ov-file) useful, a code-first agent framework for seamlessly planning and executing data analytics tasks. -## Disclaimer +## ⚠️ Disclaimer By choosing to run the provided code, you acknowledge and agree to the following terms and conditions regarding the functionality and data handling practices in [DISCLAIMER.md](./DISCLAIMER.md) -## Trademarks +## logo Trademarks This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft trademarks or logos is subject to and must follow From 398584062f601810de0faa1562784395d45d9f65 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 7 Feb 2024 19:27:46 +0800 Subject: [PATCH 027/223] readme --- README.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/README.md b/README.md index 86279788..a20381dc 100644 --- a/README.md +++ b/README.md @@ -35,10 +35,10 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 💥 Highlights -- [x] **First Windows Agent** - UFO represents the first agent framework that can translate user request in natural language into grounded operation on Windows OS. -- [x] **Interactive Mode** - UFO allows for multiple sub-requests from users in the same session for completing complex task. -- [x] **Action Safeguard** - UFO supports safeguard to prompt for user confirmation when the action is sensitive. -- [x] **Easy Extension** - UFO is easy to extend to accomplish more complex tasks with different operations. +- [x] **First Windows Agent** - UFO is the pioneering agent framework capable of translating user requests in natural language into actionable operations on Windows OS. +- [x] **Interactive Mode** - UFO facilitates multiple sub-requests from users within the same session, enabling the completion of complex tasks seamlessly. +- [x] **Action Safeguard** - UFO incorporates safeguards to prompt user confirmation for sensitive actions, enhancing security and preventing inadvertent operations. +- [x] **Easy Extension** - UFO offers effortless extensibility, allowing for the integration of additional functionalities and control types to tackle diverse and intricate tasks with ease. @@ -140,7 +140,7 @@ https://github.com/microsoft/UFO/assets/11352048/aa41ad47-fae7-4334-8e0b-ba71c4f ## 📊 Evaluation -Please consult the [WindosBench](./DISCLAIMER.md) provided in Section A of the Appendix within our technical report. Here are some tips (and requirements) to aid in completing your request: +Please consult the [WindowsBench](http://export.arxiv.org/abs/2311.17541) provided in Section A of the Appendix within our technical report. Here are some tips (and requirements) to aid in completing your request: - Prior to UFO execution of your request, ensure that the targeted application is active (though it may be minimized). - Occasionally, requests to GPT-V may trigger content safety measures. UFO will attempt to retry regardless, but adjusting the size or scale of the application window may prove helpful. We are actively solving this issue. @@ -149,7 +149,7 @@ Please consult the [WindosBench](./DISCLAIMER.md) provided in Section A of the A ## 📚 Citation -Our paper could be found [here](http://export.arxiv.org/abs/2311.17541). +Our technical report paper can be found [here](http://export.arxiv.org/abs/2311.17541). If you use UFO in your research, please cite our paper: ``` @article{ufo, @@ -161,7 +161,7 @@ If you use UFO in your research, please cite our paper: ``` ## 🎨 Related Project -You may also find [TaskWeaver](https://github.com/microsoft/TaskWeaver?tab=readme-ov-file) useful, a code-first agent framework for seamlessly planning and executing data analytics tasks. +You may also find [TaskWeaver](https://github.com/microsoft/TaskWeaver?tab=readme-ov-file) useful, a code-first LLM agent framework for seamlessly planning and executing data analytics tasks. ## ⚠️ Disclaimer From cbbd3857bf4483ece1d201b6a630968343dffec6 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 7 Feb 2024 19:30:09 +0800 Subject: [PATCH 028/223] readme --- README.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index a20381dc..32ceaed4 100644 --- a/README.md +++ b/README.md @@ -23,7 +23,7 @@ - AppAgent 🤖, tasked with choosing an application for fulfilling user requests. This agent may also switch to a different application when a request spans multiple applications, and the task is partially completed in the preceding application. - ActAgent 👾, responsible for iteratively executing actions on the selected applications until the task is successfully concluded within a specific application. -Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend the application UI and fulfill the user's request. For more details, please consult our technical report. +Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend the application UI and fulfill the user's request. For more details, please consult our [technical report](http://export.arxiv.org/abs/2311.17541).

@@ -119,10 +119,10 @@ You may use them to debug, replay, or analyze the agent output. ## 🎬 Demo Examples -We present two demo videos that complete user request on Windows OS using UFO. For more cases, please consult our technical report. +We present two demo videos that complete user request on Windows OS using UFO. For more cases, please consult our [technical report](http://export.arxiv.org/abs/2311.17541). #### 1️⃣🗑️ Example 1: Deleting all notes on a PowerPoint presentation. -In this example, we will show you how to use UFO to deleting all notes on a PowerPoint presentation with just a few simple steps. Explore it to work smarter not harder! +In this example, we will demonstrate how to efficiently use UFO to delete all notes on a PowerPoint presentation with just a few simple steps. Explore this functionality to enhance your productivity and work smarter, not harder! https://github.com/microsoft/UFO/assets/11352048/cf60c643-04f7-4180-9a55-5fb240627834 @@ -130,7 +130,7 @@ https://github.com/microsoft/UFO/assets/11352048/cf60c643-04f7-4180-9a55-5fb2406 #### 2️⃣📧 Example 2: Composing an email using text from multiple sources. -In this example, we will show you how to use UFO to extract texts from Word documents, description of an image, to compose an email and send. Enjoy your cross-application experiment with UFO! +In this example, we will demonstrate how to utilize UFO to extract text from Word documents, describe an image, compose an email, and send it seamlessly. Enjoy the versatility and efficiency of cross-application experiences with UFO! https://github.com/microsoft/UFO/assets/11352048/aa41ad47-fae7-4334-8e0b-ba71c4fc32e0 From f5d0f24e8ce569eaa085583cf4d068e2434ab56d Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 7 Feb 2024 19:31:29 +0800 Subject: [PATCH 029/223] readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 32ceaed4..5893c6e6 100644 --- a/README.md +++ b/README.md @@ -81,7 +81,7 @@ OPENAI_API_MODEL: "GPTV_MODEL_NAME" # The only OpenAI model by now that accepts ### 🎉 Step 3: Start UFO -#### ⌨️ Command Line (CLI) +#### ⌨️ You can execute the following on your Windows command Line (CLI): ```bash # assume you are in the cloned UFO folder From 302cf031f4a173ad945bc057c2a45c480ac5835b Mon Sep 17 00:00:00 2001 From: Chaoyun Zhang Date: Wed, 7 Feb 2024 22:49:13 +0800 Subject: [PATCH 030/223] readme --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 5893c6e6..ae4438c7 100644 --- a/README.md +++ b/README.md @@ -144,6 +144,7 @@ Please consult the [WindowsBench](http://export.arxiv.org/abs/2311.17541) provid - Prior to UFO execution of your request, ensure that the targeted application is active (though it may be minimized). - Occasionally, requests to GPT-V may trigger content safety measures. UFO will attempt to retry regardless, but adjusting the size or scale of the application window may prove helpful. We are actively solving this issue. +- Currently, UFO supports a limited set of applications and UI controls that are compatible with the Windows **UI Automation** API. Our future plans include extending support to the Win32 API to enhance its capabilities. - Please note that the output of GPT-V may not consistently align with the same request. If unsuccessful with your initial attempt, consider trying again. From e57dc48dfd71939ee073dfaa55d80a630f02a6dc Mon Sep 17 00:00:00 2001 From: Chaoyun Zhang Date: Wed, 7 Feb 2024 23:55:56 +0800 Subject: [PATCH 031/223] readme --- README.md | 3 ++- assets/framework.png | Bin 0 -> 947250 bytes 2 files changed, 2 insertions(+), 1 deletion(-) create mode 100644 assets/framework.png diff --git a/README.md b/README.md index ae4438c7..fa973e09 100644 --- a/README.md +++ b/README.md @@ -22,10 +22,11 @@ UFO UFO Image operates as a dual-agent framework, encompassing: - AppAgent 🤖, tasked with choosing an application for fulfilling user requests. This agent may also switch to a different application when a request spans multiple applications, and the task is partially completed in the preceding application. - ActAgent 👾, responsible for iteratively executing actions on the selected applications until the task is successfully concluded within a specific application. +- Control Interaction 🎮, is tasked with translating actions from AppAgent and ActAgent into interactions with the application and its UI controls. It's essential that the targeted controls are compatible with the Windows **UI Automation** API. Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend the application UI and fulfill the user's request. For more details, please consult our [technical report](http://export.arxiv.org/abs/2311.17541).

- +

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zs4=YL|Juplg-wq;1zp$ixwyk!hxNp#lNa^%JQ8tkhhVXBMEDcBj%^ zs!7{-?MKhE6{rzz%oVt10-~?w;>Y9vH?Mp2zkGQ3tLH>-344w54^UBP7#D6s(T^g?e+`iZ(zvD<6Ah}0 zI6^_)KR+ZWgpx-<@k$DizmRPjpv>iR9oS`>$@%AdFjyyhiG&At7Gziu|9*Ys;XmV= zU(Xz_{EXs$J*#Qhuyntk0LsR&!}otag26;LE(iVgP$!%1Uw(T=*ti(=+cSZOKcl{1 qkL5S6uKaoc{`LRo0H5x~uXCQxc-<-JH(deEM^D>WtMH7&t^Wn?PM6UD literal 0 HcmV?d00001 From 9a326f1a20d961cd1b494540d3c72e3c6ade6912 Mon Sep 17 00:00:00 2001 From: Chaoyun Zhang Date: Thu, 8 Feb 2024 10:40:44 +0800 Subject: [PATCH 032/223] readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index fa973e09..baa60f0e 100644 --- a/README.md +++ b/README.md @@ -31,7 +31,7 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 🆕 News -- 📅 2024-02-08 UFO is released on GitHub🎈. +- 📅 2024-02-09 UFO is released on GitHub🎈. ## 💥 Highlights From e0f0282ce776a4651d38c9ce70ff8b72133ee4e9 Mon Sep 17 00:00:00 2001 From: Chaoyun Zhang Date: Thu, 8 Feb 2024 23:45:04 +0800 Subject: [PATCH 033/223] readme --- DISCLAIMER.md | 2 +- README.md | 4 +++- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/DISCLAIMER.md b/DISCLAIMER.md index dc6a096b..cee3321c 100644 --- a/DISCLAIMER.md +++ b/DISCLAIMER.md @@ -15,7 +15,7 @@ It is crucial to note that Microsoft, the provider of this code, explicitly stat By running the code, you understand and accept the responsibility for the content and nature of the data present on your desktop during the execution period. It is your responsibility to ensure that no sensitive or confidential information is visible or captured during this process. ## 5. Security Measures: -Microsoft has implemented security measures to safeguard the data transmission process. However, it is recommended that you run the code in a secure and controlled environment to minimize potential risks. Ensure that you are running the latest security updates on your system. +Microsoft has implemented security measures to safeguard the action execution. However, it is recommended that you run the code in a secure and controlled environment to minimize potential risks. Ensure that you are running the latest security updates on your system. ## 6. Consent for Inference: You explicitly provide consent for the GPT model to analyze the captured screenshots for the purpose of generating relevant outputs. This consent is inherent in the act of executing the code. diff --git a/README.md b/README.md index baa60f0e..1c712d76 100644 --- a/README.md +++ b/README.md @@ -101,7 +101,9 @@ Welcome to use UFO🛸, A UI-focused Agent for Windows OS Interaction. \___/ |_| \___/ Please enter your request to be completed🛸: ``` -#### **⚠️Reminder: Before UFO executing your request, please make sure the targeted applications are active on the system.** +#### **⚠️Reminder:#### +- Before UFO executing your request, please make sure the targeted applications are active on the system. +- The GPT-V accepts screenshots of your desktop and application GUI as input. Please ensure that no sensitive or confidential information is visible or captured during the execution process. For further information, refer to [DISCLAIMER.md](./DISCLAIMER.md). ### Step 4 🎥: Execution Logs From 5469f465886ad28a736f4af9a980c5ddb52a7d76 Mon Sep 17 00:00:00 2001 From: Chaoyun Zhang Date: Thu, 8 Feb 2024 23:46:14 +0800 Subject: [PATCH 034/223] readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 1c712d76..a28291c5 100644 --- a/README.md +++ b/README.md @@ -101,7 +101,7 @@ Welcome to use UFO🛸, A UI-focused Agent for Windows OS Interaction. \___/ |_| \___/ Please enter your request to be completed🛸: ``` -#### **⚠️Reminder:#### +#### ⚠️Reminder: #### - Before UFO executing your request, please make sure the targeted applications are active on the system. - The GPT-V accepts screenshots of your desktop and application GUI as input. Please ensure that no sensitive or confidential information is visible or captured during the execution process. For further information, refer to [DISCLAIMER.md](./DISCLAIMER.md). From c6c0a6b9baa556c1f8d6da64b5c2680b8fd56a7a Mon Sep 17 00:00:00 2001 From: Chaoyun Zhang Date: Fri, 9 Feb 2024 01:06:08 +0800 Subject: [PATCH 035/223] readme --- DISCLAIMER.md | 18 ++++++++---------- README.md | 2 +- 2 files changed, 9 insertions(+), 11 deletions(-) diff --git a/DISCLAIMER.md b/DISCLAIMER.md index cee3321c..1688b3db 100644 --- a/DISCLAIMER.md +++ b/DISCLAIMER.md @@ -5,31 +5,29 @@ By choosing to run the provided code, you acknowledge and agree to the following ## 1. Code Functionality: The code you are about to execute has the capability to capture screenshots of your working desktop environment and active applications. These screenshots will be processed and sent to the GPT model for inference. -## 2. Data Transmission: -Upon execution, the captured screenshots will be transmitted to external servers hosting the GPT model. This transmission is necessary for the inference process to generate relevant outputs based on the visual information provided. -## 3. Data Privacy and Storage: +## 2. Data Privacy and Storage: It is crucial to note that Microsoft, the provider of this code, explicitly states that it does not collect or save any of the transmitted data. The captured screenshots are processed in real-time for the purpose of inference, and no permanent storage or record of this data is retained by Microsoft. -## 4. User Responsibility: +## 3. User Responsibility: By running the code, you understand and accept the responsibility for the content and nature of the data present on your desktop during the execution period. It is your responsibility to ensure that no sensitive or confidential information is visible or captured during this process. -## 5. Security Measures: +## 4. Security Measures: Microsoft has implemented security measures to safeguard the action execution. However, it is recommended that you run the code in a secure and controlled environment to minimize potential risks. Ensure that you are running the latest security updates on your system. -## 6. Consent for Inference: +## 5. Consent for Inference: You explicitly provide consent for the GPT model to analyze the captured screenshots for the purpose of generating relevant outputs. This consent is inherent in the act of executing the code. -## 7. No Guarantee of Accuracy: +## 6. No Guarantee of Accuracy: The outputs generated by the GPT model are based on patterns learned during training and may not always be accurate or contextually relevant. Microsoft does not guarantee the accuracy or suitability of the inferences made by the model. -## 8. Indemnification: +## 7. Indemnification: Users agree to defend, indemnify, and hold Microsoft harmless from and against all damages, costs, and attorneys' fees in connection with any claims arising from the use of this Repo. -## 9. Reporting Infringements: +## 8. Reporting Infringements: If anyone believes that this Repo infringes on their rights, please notify the project owner via the provided project owner email. Microsoft will investigate and take appropriate actions as necessary. -## 10. Modifications to the Disclaimer: +## 9. Modifications to the Disclaimer: Microsoft reserves the right to update or modify this disclaimer at any time without prior notice. It is your responsibility to review the disclaimer periodically for any changes. By proceeding to execute the code, you acknowledge that you have read, understood, and agreed to the terms outlined in this disclaimer. If you do not agree with these terms, refrain from running the provided code. \ No newline at end of file diff --git a/README.md b/README.md index a28291c5..75c796eb 100644 --- a/README.md +++ b/README.md @@ -122,7 +122,7 @@ You may use them to debug, replay, or analyze the agent output. ## 🎬 Demo Examples -We present two demo videos that complete user request on Windows OS using UFO. For more cases, please consult our [technical report](http://export.arxiv.org/abs/2311.17541). +We present two demo videos that complete user request on Windows OS using UFO. For more case stufu, please consult our [technical report](http://export.arxiv.org/abs/2311.17541). #### 1️⃣🗑️ Example 1: Deleting all notes on a PowerPoint presentation. In this example, we will demonstrate how to efficiently use UFO to delete all notes on a PowerPoint presentation with just a few simple steps. Explore this functionality to enhance your productivity and work smarter, not harder! From bb6daef9f193fa0b5405c38a9b66a9c0c024097e Mon Sep 17 00:00:00 2001 From: Chaoyun Zhang Date: Fri, 9 Feb 2024 01:09:19 +0800 Subject: [PATCH 036/223] readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 75c796eb..ffe20063 100644 --- a/README.md +++ b/README.md @@ -31,7 +31,7 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 🆕 News -- 📅 2024-02-09 UFO is released on GitHub🎈. +- 📅 2024-02-09 UFO is released on GitHub🎈. Happy Chinese New year🎊! ## 💥 Highlights From e9b850a4163db8921043484cad67a6eec7f1dacd Mon Sep 17 00:00:00 2001 From: Chaoyun Zhang Date: Fri, 9 Feb 2024 15:10:53 +0800 Subject: [PATCH 037/223] readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index ffe20063..5f4a274e 100644 --- a/README.md +++ b/README.md @@ -39,7 +39,7 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th - [x] **First Windows Agent** - UFO is the pioneering agent framework capable of translating user requests in natural language into actionable operations on Windows OS. - [x] **Interactive Mode** - UFO facilitates multiple sub-requests from users within the same session, enabling the completion of complex tasks seamlessly. - [x] **Action Safeguard** - UFO incorporates safeguards to prompt user confirmation for sensitive actions, enhancing security and preventing inadvertent operations. -- [x] **Easy Extension** - UFO offers effortless extensibility, allowing for the integration of additional functionalities and control types to tackle diverse and intricate tasks with ease. +- [x] **Easy Extension** - UFO offers extensibility, allowing for the integration of additional functionalities and control types to tackle diverse and intricate tasks with ease. From 7632142b5349e343ca01c034f7b1b0b8a55ef870 Mon Sep 17 00:00:00 2001 From: Chaoyun Zhang Date: Fri, 9 Feb 2024 18:52:29 +0800 Subject: [PATCH 038/223] readme --- README.md | 9 ++++----- assets/UFO_paper.pdf | Bin 0 -> 11684072 bytes 2 files changed, 4 insertions(+), 5 deletions(-) create mode 100644 assets/UFO_paper.pdf diff --git a/README.md b/README.md index 5f4a274e..a56abd7a 100644 --- a/README.md +++ b/README.md @@ -24,7 +24,7 @@ - ActAgent 👾, responsible for iteratively executing actions on the selected applications until the task is successfully concluded within a specific application. - Control Interaction 🎮, is tasked with translating actions from AppAgent and ActAgent into interactions with the application and its UI controls. It's essential that the targeted controls are compatible with the Windows **UI Automation** API. -Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend the application UI and fulfill the user's request. For more details, please consult our [technical report](http://export.arxiv.org/abs/2311.17541). +Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend the application UI and fulfill the user's request. For more details, please consult our [technical report](UFO_paper.pdf).

@@ -122,7 +122,7 @@ You may use them to debug, replay, or analyze the agent output. ## 🎬 Demo Examples -We present two demo videos that complete user request on Windows OS using UFO. For more case stufu, please consult our [technical report](http://export.arxiv.org/abs/2311.17541). +We present two demo videos that complete user request on Windows OS using UFO. For more case stufu, please consult our [technical report](UFO_paper.pdf). #### 1️⃣🗑️ Example 1: Deleting all notes on a PowerPoint presentation. In this example, we will demonstrate how to efficiently use UFO to delete all notes on a PowerPoint presentation with just a few simple steps. Explore this functionality to enhance your productivity and work smarter, not harder! @@ -143,7 +143,7 @@ https://github.com/microsoft/UFO/assets/11352048/aa41ad47-fae7-4334-8e0b-ba71c4f ## 📊 Evaluation -Please consult the [WindowsBench](http://export.arxiv.org/abs/2311.17541) provided in Section A of the Appendix within our technical report. Here are some tips (and requirements) to aid in completing your request: +Please consult the [WindowsBench](./assets/UFO_paper.pdf) provided in Section A of the Appendix within our technical report. Here are some tips (and requirements) to aid in completing your request: - Prior to UFO execution of your request, ensure that the targeted application is active (though it may be minimized). - Occasionally, requests to GPT-V may trigger content safety measures. UFO will attempt to retry regardless, but adjusting the size or scale of the application window may prove helpful. We are actively solving this issue. @@ -153,13 +153,12 @@ Please consult the [WindowsBench](http://export.arxiv.org/abs/2311.17541) provid ## 📚 Citation -Our technical report paper can be found [here](http://export.arxiv.org/abs/2311.17541). +Our technical report paper can be found [here](./assets/UFO_paper.pdf). If you use UFO in your research, please cite our paper: ``` @article{ufo, title={UFO: A UI-Focused Agent for Windows OS Interaction}, author={Chaoyun Zhang, Liqun Li, Shilin He, Xu Zhang, Bo Qiao, Si Qin, Minghua Ma, Yu Kang, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang, Qi Zhang}, - journal={arXiv preprint arXiv:2311.17541}, year={2024} } ``` diff --git a/assets/UFO_paper.pdf b/assets/UFO_paper.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f2fa7a991145c2f514003ea3be15030c9271f6f2 GIT binary patch literal 11684072 zcmeEsWmp{TvMuiJ?(XhRaCi5?g2UkMPH>k10g|AB;O-LK-8DD_3wDQ3&i?kf`|rKK zHatAdRM%TwwYuu!=rJ1X( zk0pSN9rTHeot=k|i;b6qj8&G*fQ*BmkBf|lgP+WZj8%mUw3M5SRf>$8my?%+kBn8B zjFXLwRr75PFBdN-2bqWnf~6zi%{1Bn^PjgsIQ|icrnj>t8LO_kr4=X)OGj&<4ahrQ zGFE9@d!VH&=xA>Sw0vi2;RFDw{drV1b9HbddqY9e$==<;(Txlgo~o-Qz}5ojg` zTQYVKrhl0B_!}(Fe+P(F?j4zdkQKWbA14pDg*h)f0Kj7ovdL-5&BJbGVad+JZpp;r~{1#0X4lj&C?JOg`(39E;@OBoG` zG%Hx?`;)_JDo9B?6L6eW>@-o6W_K-1Yv+L zU^y(mzROO`ax`D7dsgl&!rbVzTL1_!F|!MGNQQG;!uKiyd}AH1v#k+&BS)M#zBnAF zTbRb=E9a2_AP(^Lht`uCjWaT z{P)v;5%@0x|3%=x2>cg;|03}J1A(_r@~v6>yCqgObFg#+wQQXHe|B&x&X$hi7C>7k zM>2L^?!VeP6?dRLsC5SE@$m8dsi$gYZK?D}d#UAS`9J4b-^72YasR3IXQL`<1~jvG zvi?WQ4D#ZwgZ$fz|Jb)`ka2N>dQ=rM9`3hp{m(X+8`N9=v+1)iH8nLi-8Am*f(N|g zh~f|f&m8ONLIKo%=3--`ml|NJktk`SHvNi6pA$@D>NIaI287DpLxqEM!^#M!^|E?gJni#Sod(%dz0O2nQa1^scFce6km0NV!;>+`}2w3H7jfp zRT-u8QuKqN1_v)a*qCN?)BVZnI~w%Z=-3G*;Pw=qoWT5f<8H|X;-GdTJ-UwZgVJ}q zB)DPVsT4L~dnz;Ygf~fvYWoUfP@6p^10q&fzr>J>g}y~;m*b=BA(#bKxY^DNvseT# zT4V^NIZr4Vo7FaceQFjaMEvqT+erIbuXE!K{S5s;CL#l8n257otg@-lK+##^uqgqX zFxhjs7ECcrEJb;YBt>s2e26HH8{WGb!^H7L;vanV->yQHgQ5^U@!e2%@}vW3uc7sk zVUTm7E0_!g?2$&d6myZf;YT1Ucyi^;Zw((aJ-n@$DjjN`x@Z#{q>pM07rsM~5aUe2 zN+9Pl>Q=E?)(vvivvUwF8lf2#-bijH{W2(}81RIhCIDbjVdEu&=deQ#5?PT!Mx|+k zfpO0)PygTDEhy>U((>=56L)lU0=m8N8(!`|(-p*dB%K_AmX07XNSXJ~9F}o)a(8}H z`it`@fjE>x5E0{HHm+jXXj+&WC77lULJlHF0Qw${KsOEc5-$2!!oE;{f~YR>S1f?Y2wJ@46vdH`TwT)#_-;ONa35ye}(af{LN!! zcL#G2zXV<5Uy;30N+~a(j0OHj!H^mSPbN-bnf9Slau>aEx zXafYP{4)ryH^ZF&3<8uWAjv<2;QGVxKZD?Ua~X8Ke_fpW56k}yg8L84|GYY=2tcd; z83gy6Wsp<z_gJyjcdh`7a%wH_KfA^qJ?)GRX0N>Aaa?|LampmOwL5^@1S% z(=I4O-jYPa-5mJGEaWZ!|E{gSGvV)N2I#59|8EbCHC-hqLK&oX#L2+SVj{5=@`J}^ z9(aO}vIMO|VhFJua7$NkbCd2;KFFTU;FgIStt--+ zl%{kkw^oF3FYBk(HDqa-=jG`v#2)RQV%~TQd~ppe@P4j!j014fx_`@7&VOkW=rrWJ znbCjNAHPip$}>PEr?DIkeX3YM54^F?iT}*P_P(iFRNzL2(Ba}kEhFI&K{<0dUadzJ z|6?TQiGPB^xBNVTN4`AOZxBVMKpO0&!!Rf9q9JPSPCjauO}ra(0dL;NQ!AIsb*2tK zqt(^?HXUo$vJ`8+8$RwH+4xO3j;_pl+u23Km#4YIaV*SD2w8Do^+hp7j3sH!SsuPq+!0iE9sh5gv_D@=%^M;s>4S6Lf34?Ul5ws z?cFBI{HIDW@4b}4Pc!;Y`5$8R%Jyi zn7jCu8}}N5dFrBP98&BE&Gb@_Ipeb4VVGD;rZNS#`S6W99@wpoZNgdk%8Uo0Z}OU9rF%OGOxQF`sgxS)dJ zU7F2?4aqzkJ|jhRbga_)Yh3LvZ8U}pPO#pl){O%^5>`DGrP0Y9D^bQ3{B#qt^-*f} z(UEZvvSv%n`FbvNIyZn?JJtQ8LCBW#2ZGnGqooy+eT@zs-f+ytAJrVe6Pi;6U{}OGk8z{^C?@ZM zH)78|v2h1WA`;IdRo-{>aNoAF_(^1OLCTa3$ri<&<&~-fg_W2huxRRRPjiY`8|1M7 z$0vQ(A_^nQQmwo%)QV@F z9eV>^W|vEpOjxYuue~$;P(3i;k46t;<{vi#POMIoa?c@QhgIi9TAFt zkch9DM;+XngpU&=6aYJzZk-p74(ch+w=xU=4Q511htKEHc*&Nd!S;zNYx?i+O zW$`NKh$^+D^|Cm%g9i4e&&jl4AARPYGT~Qf?jIEo+m~vXq3w3jYS9Q7wrChJ|7omI#kHHJ%Ts>4ie~JL1I)Mhun_4swc`T&MU< z4@P|mkGdSNdYIaRwJ6C?@Sxw;_YD!ttHBKsPjqO*xHNrlJYt-gv;Zh6RLc-LI%zB+ zoS6*RJQZ19{{$!Rq@HgX^pi)L%FCe5ulKXMV@aSHK6Xf3xJ%B5mlFm$>xF|c5mmhU zyaK0bSY^d+4?o8n}L*Gb-Nn+xoft!!GC$hFA{|b?20L!^!(xl79FHmXZxskRE-p z-XZwI=q4*i)G(D0ygE)pl$w>KADo=2Axl$Tsvmwm7(3Qolm^kT1ao0q&*m0moJ^n+ zF%Q-SYcYLf-+$~_-yX+*w}t<)^ZSb!ad3eip#Nk>X?g~pyA8+zch!>`j0JVc{jrYT zKWV;blnpPfEv`7^?26A1asK?tA((vP6X-9BwyT>wczN_A3JM+r3fvEj_Nu{n_u2V& zPjQpby9ZNkzvLU-&LZOqXVDj-%XgpMPKg=L&rTqtMt3_l)^m*v5lVy#B}*`m)>gAD zlMTbYBhCgM=U%-Y&YtdaNGD!=uD_=xNTls&(n=}KLE6hy$WtVW z#?`63=r|{zjohgXHsH-<_ER5t7pB*de4TSG7CjW`OEScFC29BEd$v{T)-PH_=S)^{MCZ~y+RJm6 zF{w|?2-mXC4s`7i*7=H~pfyH)-^_w~ zKym$8*h%OeklraoJV1;$bFY9X-HVm(Z-=z*J-m9cMZ^%jWifuJ^@*cj`gN8|GT~r& zbI&bw(5Ks8oac7$!F21v?-4H@y?fsvDp1df)@?QB`zL?1T(ZjzkJaiND}n(@Go~fg z--0g*fS~Av z_i}BZMxn^z;8e1b=+6+Cx!k}vYhrhpKQ7LNw{Bz3<(|)l;*dXoZ%+v?q^i!u>$@SU z8F}Zw7GH+Kxib(zo@Y7UW-Wz+Hna>b*KZV1@(WA&1L6$RZ2Q}UVfExP2$|9d3mtzf= zqc&>mdpCrf)V@5*x+uO7oSDTGBx)Qlp%U9wrTkJypC-6UoF#V31ms#+j*;F>buj!$ zc|DszUqL)nql@u*uOq8)7-?$y6Uf+UI$v`Vm$uQu?j&Rf&a}BNz2osrA&p|S{pJ&n zE(tj5QeZB~2~4S3Ka!!?-O_>fFD81)20UK+cTkR_)C*8-OX{vIx9{|h$&`T4!c~_q z+}w2Nk!nQ?@4fo_O*tQal2nB(cqDsgmNI^0HCd7CFHC1FEqlk-7-X4!!qObb%Z()* z4@s2-iHzio2A6M!y`&ZQOLIUEueW2A2F4)HT0StW{ASdlLCb?RtX9~toJ+*+p!S*p zfgu`^p-jDJ=>;Lnx?*SV<=i-CNrnaLm`hus>X?_Qzlsky$Hw+Gu`TX?nl;wnCH9_k z9>+uHC5<`}65a)4PkU(yA8Yd<@{SjaCNwb9lz+2pE88T73QMkbR}>xZpp`kIXT}q$0*!lsLyUFc@Z1%^SQ4 zGw+@@rPR>5Qw(b=aB$y^+7eAmWG+^0f}1(UhnXfpgy4ID>&#&{Dp?BpF>vL+2Khqy z+^rIQE$TO%F3Ot2zPo9_WAqH1;*?VxFOeU=g81SxF8s49$zwX}RTc8507=l~jlWXH z$a5MYdicUnkVykr4P;_lePw><{06zdMFywm4)FJA3uQPTASG9igdcA~&Tn^|xRJ!8 ziu)wCs%|{>{&Y5un?vWUGK~eg1X+lOQ^U4Le2Ea!tL3tpVmKCBeowLKdkO7L^K7oj zN?CNpHW!NiWOr3Sth*j6mHNgZb02W9MF=(lb{FAQ@s<1;^lSNvRT? 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@@ -30,7 +33,7 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th -## 🆕 News +## 📢 News - 📅 2024-02-14: Our [technical report](https://arxiv.org/abs/2402.07939) is online! - 📅 2024-02-10: UFO is released on GitHub🎈. Happy Chinese New year🐉! diff --git a/ufo/module/flow.py b/ufo/module/flow.py index e252c141..2821888a 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -242,7 +242,7 @@ def process_action_selection(self, headers): print_with_color("Selected item🕹️: {control_text}, Label: {label}".format(control_text=control_text, label=control_label), "yellow") print_with_color("Action applied⚒️: {action}".format(action=action), "blue") print_with_color("Status📊: {status}".format(status=self.status), "blue") - print_with_color("Next Plan📚: {plan}".format(plan=self.plan.replace("\\n", "\n")), "cyan") + print_with_color("Next Plan📚: {plan}".format(plan=str(self.plan).replace("\\n", "\n")), "cyan") print_with_color("Comment💬: {comment}".format(comment=comment), "green") From 8239e5b76f7d98ecab223cb7d7d59f208a8ef825 Mon Sep 17 00:00:00 2001 From: Chaoyun Zhang Date: Fri, 23 Feb 2024 00:34:31 +0800 Subject: [PATCH 060/223] x --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 2bbcbef0..c2893e80 100644 --- a/README.md +++ b/README.md @@ -8,7 +8,7 @@ ![Python Version](https://img.shields.io/badge/Python-3776AB?&logo=python&logoColor=white-blue&label=3.10%20%7C%203.11)  [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)  ![Welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat) -![X (formerly Twitter) Follow](https://img.shields.io/twitter/follow/:UFO_Agent) +![X (formerly Twitter) Follow](https://img.shields.io/twitter/follow/UFO_Agent) From 07177237a372825864a92112187e5fc60af488c0 Mon Sep 17 00:00:00 2001 From: Chaoyun Zhang Date: Fri, 23 Feb 2024 00:36:18 +0800 Subject: [PATCH 061/223] x --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index c2893e80..8220888e 100644 --- a/README.md +++ b/README.md @@ -7,7 +7,7 @@ ![Python Version](https://img.shields.io/badge/Python-3776AB?&logo=python&logoColor=white-blue&label=3.10%20%7C%203.11)  [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)  -![Welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat) +![Welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat)  ![X (formerly Twitter) Follow](https://img.shields.io/twitter/follow/UFO_Agent) From ca9eb32325d7ec158c463f34251073e8636072c3 Mon Sep 17 00:00:00 2001 From: Chaoyun Zhang Date: Fri, 23 Feb 2024 00:37:26 +0800 Subject: [PATCH 062/223] x --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 8220888e..39561d19 100644 --- a/README.md +++ b/README.md @@ -8,7 +8,7 @@ ![Python Version](https://img.shields.io/badge/Python-3776AB?&logo=python&logoColor=white-blue&label=3.10%20%7C%203.11)  [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)  ![Welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat)  -![X (formerly Twitter) Follow](https://img.shields.io/twitter/follow/UFO_Agent) +[![X (formerly Twitter) Follow](https://img.shields.io/twitter/follow/UFO_Agent)](https://twitter.com/intent/follow?screen_name=UFO_Agent) From 49b0e6aed18c789a1c6a6e19d156e15e3d325735 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Fri, 23 Feb 2024 20:05:16 +0800 Subject: [PATCH 063/223] qwen --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 39561d19..179d493b 100644 --- a/README.md +++ b/README.md @@ -5,6 +5,7 @@
+[![arxiv](https://img.shields.io/badge/Technical%20Report-arXiv%20%7C%202402.07939-b31b1b.svg)](https://arxiv.org/abs/2402.07939)  ![Python Version](https://img.shields.io/badge/Python-3776AB?&logo=python&logoColor=white-blue&label=3.10%20%7C%203.11)  [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)  ![Welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat)  From 9ff38684076c1a036ac748e5a44ac99e410dbeac Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Fri, 23 Feb 2024 20:05:49 +0800 Subject: [PATCH 064/223] arxiv --- README.md | 2 -- 1 file changed, 2 deletions(-) diff --git a/README.md b/README.md index 179d493b..66064068 100644 --- a/README.md +++ b/README.md @@ -11,8 +11,6 @@ ![Welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat)  [![X (formerly Twitter) Follow](https://img.shields.io/twitter/follow/UFO_Agent)](https://twitter.com/intent/follow?screen_name=UFO_Agent) - -
**UFO** is a **UI-Focused** dual-agent framework to fulfill user requests on **Windows OS** by seamlessly navigating and operating within individual or spanning multiple applications. From eef206e299d492c4619d4b0ab6ad8fe16963504a Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Fri, 23 Feb 2024 20:07:11 +0800 Subject: [PATCH 065/223] arxiv --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 66064068..fc65ae7f 100644 --- a/README.md +++ b/README.md @@ -5,7 +5,7 @@
-[![arxiv](https://img.shields.io/badge/Technical%20Report-arXiv%20%7C%202402.07939-b31b1b.svg)](https://arxiv.org/abs/2402.07939)  +[![arxiv](https://img.shields.io/badge/Paper-arXiv%20%7C%202402.07939-b31b1b.svg)](https://arxiv.org/abs/2402.07939)  ![Python Version](https://img.shields.io/badge/Python-3776AB?&logo=python&logoColor=white-blue&label=3.10%20%7C%203.11)  [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)  ![Welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat)  From 2b7a353391996b5754123f731940ccc73232cfe2 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 24 Feb 2024 20:33:25 +0800 Subject: [PATCH 066/223] arxiv --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index fc65ae7f..bbf117f2 100644 --- a/README.md +++ b/README.md @@ -5,7 +5,7 @@
-[![arxiv](https://img.shields.io/badge/Paper-arXiv%20%7C%202402.07939-b31b1b.svg)](https://arxiv.org/abs/2402.07939)  +[![arxiv](https://img.shields.io/badge/Paper-arXiv:202402.07939-b31b1b.svg)](https://arxiv.org/abs/2402.07939)  ![Python Version](https://img.shields.io/badge/Python-3776AB?&logo=python&logoColor=white-blue&label=3.10%20%7C%203.11)  [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)  ![Welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat)  From b452fc30c18d927bc4c2639c7e4165445d7593fe Mon Sep 17 00:00:00 2001 From: Yu Kang Date: Mon, 26 Feb 2024 21:12:25 +0800 Subject: [PATCH 067/223] Add config file to ignore, and added a template config file for user reference --- .gitignore | 3 +++ ufo/config/config.yaml.template | 42 +++++++++++++++++++++++++++++++++ 2 files changed, 45 insertions(+) create mode 100644 ufo/config/config.yaml.template diff --git a/.gitignore b/.gitignore index 182c5752..35df3064 100644 --- a/.gitignore +++ b/.gitignore @@ -6,3 +6,6 @@ __pycache__/ **/__pycache__/ *.pyc + +# Ignore the config file +ufo/config/config.yaml diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template new file mode 100644 index 00000000..31358a10 --- /dev/null +++ b/ufo/config/config.yaml.template @@ -0,0 +1,42 @@ +version: 0.1 + +API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. +OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. +OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key +AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply +OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input +CONTROL_BACKEND: "uia" # The backend for control action +MAX_TOKENS: 2000 # The max token limit for the response completion +MAX_RETRY: 3 # The max retry limit for the response completion +MAX_STEP: 30 # The max step limit for completing the user request +SLEEP_TIME: 5 # The sleep time between each step to wait for the window to be ready +TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model +TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model +SAFE_GUARD: True # Whether to use the safe guard to prevent the model from doing sensitve operations. +CONTROL_TYPE_LIST: ["Button", "Edit", "TabItem", "Document", "ListItem", "MenuItem", "ScrollBar", "TreeItem", "Hyperlink", "ComboBox", "RadioButton"] # The list of control types that are allowed to be selected +HISTORY_KEYS: ["Step", "Thought", "ControlText", "Action", "Comment", "Results"] # The keys of the action history for the next step. +ANNOTATION_COLORS: { + "Button": "#FFF68F", + "Edit": "#A5F0B5", + "TabItem": "#A5E7F0", + "Document": "#FFD18A", + "ListItem": "#D9C3FE", + "MenuItem": "#E7FEC3", + "ScrollBar": "#FEC3F8", + "TreeItem": "#D6D6D6", + "Hyperlink": "#91FFEB", + "ComboBox": "#D8B6D4" + } + +PRINT_LOG: False # Whether to print the log +CONCAT_SCREENSHOT: True # Whether to concat the screenshot for the control item +LOG_LEVEL: "DEBUG" # The log level +INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation +REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model +APP_SELECTION_PROMPT: "ufo/prompts/base/app_selection.yaml" # The prompt for the app selection +ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt for the action selection +INPUT_TEXT_API: "type_keys" # The input text API + + + + \ No newline at end of file From f8d837590f45cb5febf82a183d1a16eeafe996cb Mon Sep 17 00:00:00 2001 From: Yu Kang Date: Mon, 26 Feb 2024 21:12:25 +0800 Subject: [PATCH 068/223] Add config file to ignore, and added a template config file for user reference --- .gitignore | 3 +++ ufo/config/config.yaml.template | 42 +++++++++++++++++++++++++++++++++ 2 files changed, 45 insertions(+) create mode 100644 ufo/config/config.yaml.template diff --git a/.gitignore b/.gitignore index 182c5752..35df3064 100644 --- a/.gitignore +++ b/.gitignore @@ -6,3 +6,6 @@ __pycache__/ **/__pycache__/ *.pyc + +# Ignore the config file +ufo/config/config.yaml diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template new file mode 100644 index 00000000..31358a10 --- /dev/null +++ b/ufo/config/config.yaml.template @@ -0,0 +1,42 @@ +version: 0.1 + +API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. +OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. +OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key +AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply +OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input +CONTROL_BACKEND: "uia" # The backend for control action +MAX_TOKENS: 2000 # The max token limit for the response completion +MAX_RETRY: 3 # The max retry limit for the response completion +MAX_STEP: 30 # The max step limit for completing the user request +SLEEP_TIME: 5 # The sleep time between each step to wait for the window to be ready +TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model +TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model +SAFE_GUARD: True # Whether to use the safe guard to prevent the model from doing sensitve operations. +CONTROL_TYPE_LIST: ["Button", "Edit", "TabItem", "Document", "ListItem", "MenuItem", "ScrollBar", "TreeItem", "Hyperlink", "ComboBox", "RadioButton"] # The list of control types that are allowed to be selected +HISTORY_KEYS: ["Step", "Thought", "ControlText", "Action", "Comment", "Results"] # The keys of the action history for the next step. +ANNOTATION_COLORS: { + "Button": "#FFF68F", + "Edit": "#A5F0B5", + "TabItem": "#A5E7F0", + "Document": "#FFD18A", + "ListItem": "#D9C3FE", + "MenuItem": "#E7FEC3", + "ScrollBar": "#FEC3F8", + "TreeItem": "#D6D6D6", + "Hyperlink": "#91FFEB", + "ComboBox": "#D8B6D4" + } + +PRINT_LOG: False # Whether to print the log +CONCAT_SCREENSHOT: True # Whether to concat the screenshot for the control item +LOG_LEVEL: "DEBUG" # The log level +INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation +REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model +APP_SELECTION_PROMPT: "ufo/prompts/base/app_selection.yaml" # The prompt for the app selection +ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt for the action selection +INPUT_TEXT_API: "type_keys" # The input text API + + + + \ No newline at end of file From 2bbc7992eb261966d661629232c75153d917dda0 Mon Sep 17 00:00:00 2001 From: Yu Kang Date: Mon, 26 Feb 2024 21:17:54 +0800 Subject: [PATCH 069/223] Update dict format in app_selection.yaml --- ufo/prompts/base/app_selection.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ufo/prompts/base/app_selection.yaml b/ufo/prompts/base/app_selection.yaml index 816c47e0..e534389f 100644 --- a/ufo/prompts/base/app_selection.yaml +++ b/ufo/prompts/base/app_selection.yaml @@ -10,7 +10,7 @@ system: |- ## Guidelines - You are given a screenshot of the current desktop, along with a list of available applications in the windows. - The screenshot of multiple screens is concatenated into one image. - - You are given the information of all available applications item in the current desktop window in a dict format: {"label": control_text: "the text of the application", control_type: "the type of the application"}. + - You are given the information of all available applications item in the current desktop window in a dict format: {label: "label", control_text: "the text of the application", control_type: "the type of the application"}. - You are provided your previous plan of action for reference to decide the application. This usually happens when the you have already completed the previous task on an application and need to switch to another application to complete the next task. - When the selected application is visible in the screenshot, analyze the screenshot of the application window on its current status. Draft your plan based on the current status of the application and user request, and do not include the steps that have been completed on the application base on your screenshot observation. - You are provided the user request history for reference to decide the selection of application or control item. From 82185aadb22808f3a521b2ca90a671f09f9d6591 Mon Sep 17 00:00:00 2001 From: Yu Kang Date: Mon, 26 Feb 2024 21:17:54 +0800 Subject: [PATCH 070/223] Update dict format in app_selection.yaml --- ufo/prompts/base/app_selection.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ufo/prompts/base/app_selection.yaml b/ufo/prompts/base/app_selection.yaml index 816c47e0..e534389f 100644 --- a/ufo/prompts/base/app_selection.yaml +++ b/ufo/prompts/base/app_selection.yaml @@ -10,7 +10,7 @@ system: |- ## Guidelines - You are given a screenshot of the current desktop, along with a list of available applications in the windows. - The screenshot of multiple screens is concatenated into one image. - - You are given the information of all available applications item in the current desktop window in a dict format: {"label": control_text: "the text of the application", control_type: "the type of the application"}. + - You are given the information of all available applications item in the current desktop window in a dict format: {label: "label", control_text: "the text of the application", control_type: "the type of the application"}. - You are provided your previous plan of action for reference to decide the application. This usually happens when the you have already completed the previous task on an application and need to switch to another application to complete the next task. - When the selected application is visible in the screenshot, analyze the screenshot of the application window on its current status. Draft your plan based on the current status of the application and user request, and do not include the steps that have been completed on the application base on your screenshot observation. - You are provided the user request history for reference to decide the selection of application or control item. From 27b2949a8c03307520de50aaef328d5a383142ec Mon Sep 17 00:00:00 2001 From: Yu Kang Date: Mon, 26 Feb 2024 21:39:12 +0800 Subject: [PATCH 071/223] Update configuration of API base URL for AOAI --- ufo/config/config.py | 14 ++++++++++++-- 1 file changed, 12 insertions(+), 2 deletions(-) diff --git a/ufo/config/config.py b/ufo/config/config.py index dc3dc031..780e70a9 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -22,6 +22,16 @@ def load_config(config_path="ufo/config/config.yaml"): if yaml_data: configs.update(yaml_data) except FileNotFoundError: - print(f"Warning: Config file not found at {config_path}. Using only environment variables.") + print( + f"Warning: Config file not found at {config_path}. Using only environment variables.") - return configs \ No newline at end of file + # Update the API base URL for AOAI + if configs["API_TYPE"].lower() == "aoai": + configs["OPENAI_API_BASE"] = "{endpoint}/openai/deployments/{deployment_name}/chat/completions?api-version={api_version}".format( + endpoint=configs["OPENAI_API_BASE"][:-1] if configs["OPENAI_API_BASE"].endswith( + "/") else configs["OPENAI_API_BASE"], + deployment_name=configs["AOAI_DEPLOYMENT"], + api_version="2024-02-15-preview" + ) + + return configs From 1915b772cb16ab8f257c79f52a2955e170d91444 Mon Sep 17 00:00:00 2001 From: Yu Kang Date: Mon, 26 Feb 2024 21:39:12 +0800 Subject: [PATCH 072/223] Update configuration of API base URL for AOAI --- ufo/config/config.py | 14 ++++++++++++-- 1 file changed, 12 insertions(+), 2 deletions(-) diff --git a/ufo/config/config.py b/ufo/config/config.py index dc3dc031..780e70a9 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -22,6 +22,16 @@ def load_config(config_path="ufo/config/config.yaml"): if yaml_data: configs.update(yaml_data) except FileNotFoundError: - print(f"Warning: Config file not found at {config_path}. Using only environment variables.") + print( + f"Warning: Config file not found at {config_path}. Using only environment variables.") - return configs \ No newline at end of file + # Update the API base URL for AOAI + if configs["API_TYPE"].lower() == "aoai": + configs["OPENAI_API_BASE"] = "{endpoint}/openai/deployments/{deployment_name}/chat/completions?api-version={api_version}".format( + endpoint=configs["OPENAI_API_BASE"][:-1] if configs["OPENAI_API_BASE"].endswith( + "/") else configs["OPENAI_API_BASE"], + deployment_name=configs["AOAI_DEPLOYMENT"], + api_version="2024-02-15-preview" + ) + + return configs From 71a4261c532c3604478b277a028aab2c6b3c2c49 Mon Sep 17 00:00:00 2001 From: Yu Kang Date: Tue, 27 Feb 2024 11:06:12 +0800 Subject: [PATCH 073/223] Remove obsolete config.yaml file --- ufo/config/config.yaml | 41 ----------------------------------------- 1 file changed, 41 deletions(-) delete mode 100644 ufo/config/config.yaml diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml deleted file mode 100644 index a4836f2b..00000000 --- a/ufo/config/config.yaml +++ /dev/null @@ -1,41 +0,0 @@ -version: 0.1 - -API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. -OPENAI_API_BASE: "YOUR_ENDPOINT" # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. -OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key -OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input -CONTROL_BACKEND: "uia" # The backend for control action -MAX_TOKENS: 2000 # The max token limit for the response completion -MAX_RETRY: 3 # The max retry limit for the response completion -MAX_STEP: 30 # The max step limit for completing the user request -SLEEP_TIME: 5 # The sleep time between each step to wait for the window to be ready -TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model -TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model -SAFE_GUARD: True # Whether to use the safe guard to prevent the model from doing sensitve operations. -CONTROL_TYPE_LIST: ["Button", "Edit", "TabItem", "Document", "ListItem", "MenuItem", "ScrollBar", "TreeItem", "Hyperlink", "ComboBox", "RadioButton"] # The list of control types that are allowed to be selected -HISTORY_KEYS: ["Step", "Thought", "ControlText", "Action", "Comment", "Results"] # The keys of the action history for the next step. -ANNOTATION_COLORS: { - "Button": "#FFF68F", - "Edit": "#A5F0B5", - "TabItem": "#A5E7F0", - "Document": "#FFD18A", - "ListItem": "#D9C3FE", - "MenuItem": "#E7FEC3", - "ScrollBar": "#FEC3F8", - "TreeItem": "#D6D6D6", - "Hyperlink": "#91FFEB", - "ComboBox": "#D8B6D4" - } - -PRINT_LOG: False # Whether to print the log -CONCAT_SCREENSHOT: True # Whether to concat the screenshot for the control item -LOG_LEVEL: "DEBUG" # The log level -INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation -REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model -APP_SELECTION_PROMPT: "ufo/prompts/base/app_selection.yaml" # The prompt for the app selection -ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt for the action selection -INPUT_TEXT_API: "type_keys" # The input text API - - - - \ No newline at end of file From 95ce45691d9e6467b6bed4ecd2b46df9ddf66efa Mon Sep 17 00:00:00 2001 From: Yu Kang Date: Tue, 27 Feb 2024 11:06:12 +0800 Subject: [PATCH 074/223] Remove obsolete config.yaml file --- ufo/config/config.yaml | 41 ----------------------------------------- 1 file changed, 41 deletions(-) delete mode 100644 ufo/config/config.yaml diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml deleted file mode 100644 index a4836f2b..00000000 --- a/ufo/config/config.yaml +++ /dev/null @@ -1,41 +0,0 @@ -version: 0.1 - -API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. -OPENAI_API_BASE: "YOUR_ENDPOINT" # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. -OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key -OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input -CONTROL_BACKEND: "uia" # The backend for control action -MAX_TOKENS: 2000 # The max token limit for the response completion -MAX_RETRY: 3 # The max retry limit for the response completion -MAX_STEP: 30 # The max step limit for completing the user request -SLEEP_TIME: 5 # The sleep time between each step to wait for the window to be ready -TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model -TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model -SAFE_GUARD: True # Whether to use the safe guard to prevent the model from doing sensitve operations. -CONTROL_TYPE_LIST: ["Button", "Edit", "TabItem", "Document", "ListItem", "MenuItem", "ScrollBar", "TreeItem", "Hyperlink", "ComboBox", "RadioButton"] # The list of control types that are allowed to be selected -HISTORY_KEYS: ["Step", "Thought", "ControlText", "Action", "Comment", "Results"] # The keys of the action history for the next step. -ANNOTATION_COLORS: { - "Button": "#FFF68F", - "Edit": "#A5F0B5", - "TabItem": "#A5E7F0", - "Document": "#FFD18A", - "ListItem": "#D9C3FE", - "MenuItem": "#E7FEC3", - "ScrollBar": "#FEC3F8", - "TreeItem": "#D6D6D6", - "Hyperlink": "#91FFEB", - "ComboBox": "#D8B6D4" - } - -PRINT_LOG: False # Whether to print the log -CONCAT_SCREENSHOT: True # Whether to concat the screenshot for the control item -LOG_LEVEL: "DEBUG" # The log level -INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation -REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model -APP_SELECTION_PROMPT: "ufo/prompts/base/app_selection.yaml" # The prompt for the app selection -ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt for the action selection -INPUT_TEXT_API: "type_keys" # The input text API - - - - \ No newline at end of file From 434bc94f811f7e23c7e1fc6cbc663b3f829aa410 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 2 Mar 2024 18:06:35 +0800 Subject: [PATCH 075/223] help doc processing --- .gitignore | 3 ++ ufo/rag/__init__.py | 2 + ufo/rag/basic.py | 39 +++++++++++++++++++ ufo/rag/utils.py | 38 +++++++++++++++++++ ufo/rag/xml_loader.py | 87 +++++++++++++++++++++++++++++++++++++++++++ 5 files changed, 169 insertions(+) create mode 100644 ufo/rag/__init__.py create mode 100644 ufo/rag/basic.py create mode 100644 ufo/rag/utils.py create mode 100644 ufo/rag/xml_loader.py diff --git a/.gitignore b/.gitignore index 35df3064..1b5569f8 100644 --- a/.gitignore +++ b/.gitignore @@ -9,3 +9,6 @@ __pycache__/ # Ignore the config file ufo/config/config.yaml + +# Ignore the helper files +ufo/rag/app_docs/* diff --git a/ufo/rag/__init__.py b/ufo/rag/__init__.py new file mode 100644 index 00000000..7f3fd831 --- /dev/null +++ b/ufo/rag/__init__.py @@ -0,0 +1,2 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. \ No newline at end of file diff --git a/ufo/rag/basic.py b/ufo/rag/basic.py new file mode 100644 index 00000000..4d83965e --- /dev/null +++ b/ufo/rag/basic.py @@ -0,0 +1,39 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. +import utils + + +class BasicDocumentLoader: + """ + A class to load documents from a list of files with a given extension list. + """ + + def __init__(self, extensions: str, directory: str = None): + """ + Create a new BasicDocumentLoader. + :param extensions: The extensions to load. + """ + self.extensions = extensions + self.directory = directory + + + def load_file_name(self): + """ + Load the documents from the given directory. + :param directory: The directory to load from. + :return: The list of loaded documents. + """ + return utils.find_files_with_extension(self.directory, self.extensions) + + + def construct_document_list(self): + """ + Load the metadata from the given directory. + :param directory: The directory to load from. + :return: The list of metadata for the loaded documents. + """ + pass + + + + \ No newline at end of file diff --git a/ufo/rag/utils.py b/ufo/rag/utils.py new file mode 100644 index 00000000..faa4a0e3 --- /dev/null +++ b/ufo/rag/utils.py @@ -0,0 +1,38 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. +import os + +def find_files_with_extension(directory, extension): + """ + Find files with the given extension in the given directory. + :param directory: The directory to search. + :param extension: The extension to search for. + :return: The list of matching files. + """ + matching_files = [] + + for root, _, files in os.walk(directory): + for file in files: + if file.endswith(extension): + matching_files.append(os.path.join(root, file)) + + return matching_files + + + +def find_files_with_extension_list(directory, extensions): + """ + Find files with the given extensions in the given directory. + :param directory: The directory to search. + :param extensions: The list of extensions to search for. + :return: The list of matching files. + """ + matching_files = [] + + for root, _, files in os.walk(directory): + for file in files: + if file.endswith(tuple(extensions)): + matching_files.append(os.path.join(root, file)) + + return matching_files + diff --git a/ufo/rag/xml_loader.py b/ufo/rag/xml_loader.py new file mode 100644 index 00000000..4a21659e --- /dev/null +++ b/ufo/rag/xml_loader.py @@ -0,0 +1,87 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +import basic +import utils +import os +from langchain_community.document_loaders import UnstructuredXMLLoader +import xml.etree.ElementTree as ET + + +class XMLLoader(basic.Loader): + """ + Class to load XML documents. + """ + + def __init__(self, directory: str = None): + """ + Create a new XMLLoader. + """ + + super().__init__() + self.extensions = ".xml" + self.directory = directory + + + def get_microsoft_document_metadata(self, file: str): + """ + Get the metadata for the given file. + :param file: The file to get the metadata for. + :return: The metadata for the given file. + """ + + if not os.path.exists(file): + return {'title': os.path.basename(file), 'summary': os.path.basename(file)} + + tree = ET.parse(file) + root = tree.getroot() + + # Extracting title + if root.find('title') is not None: + title = root.find('title').text + else: + title = None + + # Extracting content summary + + if root.find('Content-Summary') is not None: + summary = root.find('Content-Summary').attrib['value'] + else: + summary = None + + return {'title': title, 'summary': summary} + + + def get_microsoft_document_text(self, file: str): + """ + Get the text for the given file. + :param file: The file to get the text for. + :return: The text for the given file. + """ + return UnstructuredXMLLoader(file).load()[0] + + + def construct_document_list(self): + """ + Construct a document from the given file. + :param file: The file to construct the document from. + :return: The constructed document. + """ + documents = [] + for file in self.load_file_name(): + text = self.get_microsoft_document_text(file) + metadata = self.get_microsoft_document_metadata(file + ".meta") + title = metadata["title"] + summary = metadata["summary"] + + document = { + 'title': title, + 'summary': summary, + 'text':text + } + documents.append(document) + + return documents + + + From 41b4c34860e841eadd88ced93db60a5a852a0e71 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 2 Mar 2024 18:06:35 +0800 Subject: [PATCH 076/223] help doc processing --- .gitignore | 3 ++ ufo/rag/__init__.py | 2 + ufo/rag/basic.py | 39 +++++++++++++++++++ ufo/rag/utils.py | 38 +++++++++++++++++++ ufo/rag/xml_loader.py | 87 +++++++++++++++++++++++++++++++++++++++++++ 5 files changed, 169 insertions(+) create mode 100644 ufo/rag/__init__.py create mode 100644 ufo/rag/basic.py create mode 100644 ufo/rag/utils.py create mode 100644 ufo/rag/xml_loader.py diff --git a/.gitignore b/.gitignore index 35df3064..1b5569f8 100644 --- a/.gitignore +++ b/.gitignore @@ -9,3 +9,6 @@ __pycache__/ # Ignore the config file ufo/config/config.yaml + +# Ignore the helper files +ufo/rag/app_docs/* diff --git a/ufo/rag/__init__.py b/ufo/rag/__init__.py new file mode 100644 index 00000000..7f3fd831 --- /dev/null +++ b/ufo/rag/__init__.py @@ -0,0 +1,2 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. \ No newline at end of file diff --git a/ufo/rag/basic.py b/ufo/rag/basic.py new file mode 100644 index 00000000..4d83965e --- /dev/null +++ b/ufo/rag/basic.py @@ -0,0 +1,39 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. +import utils + + +class BasicDocumentLoader: + """ + A class to load documents from a list of files with a given extension list. + """ + + def __init__(self, extensions: str, directory: str = None): + """ + Create a new BasicDocumentLoader. + :param extensions: The extensions to load. + """ + self.extensions = extensions + self.directory = directory + + + def load_file_name(self): + """ + Load the documents from the given directory. + :param directory: The directory to load from. + :return: The list of loaded documents. + """ + return utils.find_files_with_extension(self.directory, self.extensions) + + + def construct_document_list(self): + """ + Load the metadata from the given directory. + :param directory: The directory to load from. + :return: The list of metadata for the loaded documents. + """ + pass + + + + \ No newline at end of file diff --git a/ufo/rag/utils.py b/ufo/rag/utils.py new file mode 100644 index 00000000..faa4a0e3 --- /dev/null +++ b/ufo/rag/utils.py @@ -0,0 +1,38 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. +import os + +def find_files_with_extension(directory, extension): + """ + Find files with the given extension in the given directory. + :param directory: The directory to search. + :param extension: The extension to search for. + :return: The list of matching files. + """ + matching_files = [] + + for root, _, files in os.walk(directory): + for file in files: + if file.endswith(extension): + matching_files.append(os.path.join(root, file)) + + return matching_files + + + +def find_files_with_extension_list(directory, extensions): + """ + Find files with the given extensions in the given directory. + :param directory: The directory to search. + :param extensions: The list of extensions to search for. + :return: The list of matching files. + """ + matching_files = [] + + for root, _, files in os.walk(directory): + for file in files: + if file.endswith(tuple(extensions)): + matching_files.append(os.path.join(root, file)) + + return matching_files + diff --git a/ufo/rag/xml_loader.py b/ufo/rag/xml_loader.py new file mode 100644 index 00000000..4a21659e --- /dev/null +++ b/ufo/rag/xml_loader.py @@ -0,0 +1,87 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +import basic +import utils +import os +from langchain_community.document_loaders import UnstructuredXMLLoader +import xml.etree.ElementTree as ET + + +class XMLLoader(basic.Loader): + """ + Class to load XML documents. + """ + + def __init__(self, directory: str = None): + """ + Create a new XMLLoader. + """ + + super().__init__() + self.extensions = ".xml" + self.directory = directory + + + def get_microsoft_document_metadata(self, file: str): + """ + Get the metadata for the given file. + :param file: The file to get the metadata for. + :return: The metadata for the given file. + """ + + if not os.path.exists(file): + return {'title': os.path.basename(file), 'summary': os.path.basename(file)} + + tree = ET.parse(file) + root = tree.getroot() + + # Extracting title + if root.find('title') is not None: + title = root.find('title').text + else: + title = None + + # Extracting content summary + + if root.find('Content-Summary') is not None: + summary = root.find('Content-Summary').attrib['value'] + else: + summary = None + + return {'title': title, 'summary': summary} + + + def get_microsoft_document_text(self, file: str): + """ + Get the text for the given file. + :param file: The file to get the text for. + :return: The text for the given file. + """ + return UnstructuredXMLLoader(file).load()[0] + + + def construct_document_list(self): + """ + Construct a document from the given file. + :param file: The file to construct the document from. + :return: The constructed document. + """ + documents = [] + for file in self.load_file_name(): + text = self.get_microsoft_document_text(file) + metadata = self.get_microsoft_document_metadata(file + ".meta") + title = metadata["title"] + summary = metadata["summary"] + + document = { + 'title': title, + 'summary': summary, + 'text':text + } + documents.append(document) + + return documents + + + From c690a42dd8995a33c089e0df9a5bdf01dc008507 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 2 Mar 2024 23:04:57 +0800 Subject: [PATCH 077/223] help doc build --- .gitignore | 2 + learner/__init__.py | 2 + learner/__main__.py | 8 +++ {ufo/rag => learner}/basic.py | 4 +- learner/indexer.py | 63 ++++++++++++++++++++ learner/learn.py | 36 +++++++++++ learner/records.json | 3 + learner/utils.py | 95 ++++++++++++++++++++++++++++++ {ufo/rag => learner}/xml_loader.py | 37 ++++++++++-- ufo/rag/utils.py | 38 ------------ 10 files changed, 242 insertions(+), 46 deletions(-) create mode 100644 learner/__init__.py create mode 100644 learner/__main__.py rename {ufo/rag => learner}/basic.py (91%) create mode 100644 learner/indexer.py create mode 100644 learner/learn.py create mode 100644 learner/records.json create mode 100644 learner/utils.py rename {ufo/rag => learner}/xml_loader.py (67%) delete mode 100644 ufo/rag/utils.py diff --git a/.gitignore b/.gitignore index 1b5569f8..74875e28 100644 --- a/.gitignore +++ b/.gitignore @@ -12,3 +12,5 @@ ufo/config/config.yaml # Ignore the helper files ufo/rag/app_docs/* +ufo/learn/records.json +vectordb/* diff --git a/learner/__init__.py b/learner/__init__.py new file mode 100644 index 00000000..7f3fd831 --- /dev/null +++ b/learner/__init__.py @@ -0,0 +1,2 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. \ No newline at end of file diff --git a/learner/__main__.py b/learner/__main__.py new file mode 100644 index 00000000..b79ff465 --- /dev/null +++ b/learner/__main__.py @@ -0,0 +1,8 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +from . import learn + +if __name__ == "__main__": + # Execute the main script + learn.main() \ No newline at end of file diff --git a/ufo/rag/basic.py b/learner/basic.py similarity index 91% rename from ufo/rag/basic.py rename to learner/basic.py index 4d83965e..3d63592f 100644 --- a/ufo/rag/basic.py +++ b/learner/basic.py @@ -1,6 +1,6 @@ # Copyright (c) Microsoft Corporation. # Licensed under the MIT License. -import utils +from . import utils class BasicDocumentLoader: @@ -8,7 +8,7 @@ class BasicDocumentLoader: A class to load documents from a list of files with a given extension list. """ - def __init__(self, extensions: str, directory: str = None): + def __init__(self, extensions: str = None, directory: str = None): """ Create a new BasicDocumentLoader. :param extensions: The extensions to load. diff --git a/learner/indexer.py b/learner/indexer.py new file mode 100644 index 00000000..022ad118 --- /dev/null +++ b/learner/indexer.py @@ -0,0 +1,63 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +from . import xml_loader +from .utils import load_json_file, save_json_file, print_with_color +from langchain_community.embeddings import HuggingFaceEmbeddings +from langchain_community.vectorstores import FAISS +import os + + +def create_indexer(app: str, docs: str, format: str, incremental: bool, save_path: str): + """ + Create an indexer for the given application. + :param app: The name of the application to create an indexer for. + :param docs: The help documents dir for the application. + :param format: The format of the help documents. + :param incremental: Whether to enable incremental updates. + :param save_path: The path to save the indexer to. + :return: The created indexer. + """ + + if os.path.exists("./learner/records.json"): + records = load_json_file("./learner/records.json") + else: + records = {} + + print_with_color("Loading documents from {docs}...".format(docs=docs), "cyan") + + loader = xml_loader.XMLLoader(docs) + documents = loader.construct_document() + + print_with_color("Creating indexer for {num} documents for {app}...".format(num=len(documents), app=app), "yellow") + + if format == "xml": + embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2") + else: + raise ValueError("Invalid format: " + format) + + db = FAISS.from_documents(documents, embeddings) + + if incremental: + if app in records: + print_with_color("Merging with previous indexer...", "yellow") + prev_db = FAISS.load_local(records[app], embeddings) + db.merge_from(prev_db) + + db_file_path = os.path.join(save_path, app) + db_file_path = os.path.abspath(db_file_path) + db.save_local(db_file_path) + + records[app] = db_file_path + + + save_json_file("./learner/records.json", records) + + print_with_color("Indexer for {app} created successfully. Save in {path}.".format(app=app, path=db_file_path), "green") + + return db_file_path + + + + + diff --git a/learner/learn.py b/learner/learn.py new file mode 100644 index 00000000..cc8489da --- /dev/null +++ b/learner/learn.py @@ -0,0 +1,36 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +import argparse +from . import indexer + + + +# configs = load_config() + +args = argparse.ArgumentParser() +args.add_argument("--app", help="The name of application to learn.", + type=str, default="./") +args.add_argument("--docs", help="The help application of the app.", type=str, + default="./") +args.add_argument("--format", help="The format of the help doc.", type=str, + default="xml") +args.add_argument('--incremental', action='store_true', help='Enable incremental update.') +args.add_argument("--save_path", help="The format of the help doc.", type=str, + default="./vectordb/docs/") + + + + +parsed_args = args.parse_args() + +def main(): + """ + Main function. + """ + + db_file_path = indexer.create_indexer(parsed_args.app, parsed_args.docs, parsed_args.format, parsed_args.incremental, parsed_args.save_path) + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/learner/records.json b/learner/records.json new file mode 100644 index 00000000..f8d74264 --- /dev/null +++ b/learner/records.json @@ -0,0 +1,3 @@ +{ + "powerpoint": "C:\\Users\\chaoyunzhang\\OneDrive - Microsoft\\Desktop\\research\\GPTV\\UFO-windows\\github\\UFO\\vectordb\\docs\\powerpoint" +} \ No newline at end of file diff --git a/learner/utils.py b/learner/utils.py new file mode 100644 index 00000000..b25b08d4 --- /dev/null +++ b/learner/utils.py @@ -0,0 +1,95 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. +import os +import json +from colorama import Fore, Style, init + +# init colorama +init() + +def print_with_color(text: str, color: str = ""): + """ + Print text with specified color using ANSI escape codes from Colorama library. + + :param text: The text to print. + :param color: The color of the text (options: red, green, yellow, blue, magenta, cyan, white, black). + """ + color_mapping = { + "red": Fore.RED, + "green": Fore.GREEN, + "yellow": Fore.YELLOW, + "blue": Fore.BLUE, + "magenta": Fore.MAGENTA, + "cyan": Fore.CYAN, + "white": Fore.WHITE, + "black": Fore.BLACK + } + + selected_color = color_mapping.get(color.lower(), "") + colored_text = selected_color + text + Style.RESET_ALL + + print(colored_text) + + + +def find_files_with_extension(directory, extension): + """ + Find files with the given extension in the given directory. + :param directory: The directory to search. + :param extension: The extension to search for. + :return: The list of matching files. + """ + matching_files = [] + + for root, _, files in os.walk(directory): + for file in files: + if file.endswith(extension): + path = os.path.join(root, file) + path = os.path.realpath(path) + matching_files.append(path) + + return matching_files + + + +def find_files_with_extension_list(directory, extensions): + """ + Find files with the given extensions in the given directory. + :param directory: The directory to search. + :param extensions: The list of extensions to search for. + :return: The list of matching files. + """ + matching_files = [] + + for root, _, files in os.walk(directory): + for file in files: + if file.endswith(tuple(extensions)): + path = os.path.join(root, file) + path = os.path.realpath(path) + matching_files.append(path) + + return matching_files + + + +def load_json_file(file_path): + """ + Load a JSON file. + :param file_path: The path to the file to load. + :return: The loaded JSON data. + """ + + with open(file_path, 'r') as file: + data = json.load(file) + return data + + + +def save_json_file(file_path, data): + """ + Save a JSON file. + :param file_path: The path to the file to save. + """ + + with open(file_path, 'w') as file: + json.dump(data, file, indent=4) diff --git a/ufo/rag/xml_loader.py b/learner/xml_loader.py similarity index 67% rename from ufo/rag/xml_loader.py rename to learner/xml_loader.py index 4a21659e..f08d603a 100644 --- a/ufo/rag/xml_loader.py +++ b/learner/xml_loader.py @@ -1,14 +1,14 @@ # Copyright (c) Microsoft Corporation. # Licensed under the MIT License. -import basic -import utils +from . import basic import os from langchain_community.document_loaders import UnstructuredXMLLoader +from langchain.docstore.document import Document import xml.etree.ElementTree as ET -class XMLLoader(basic.Loader): +class XMLLoader(basic.BasicDocumentLoader): """ Class to load XML documents. """ @@ -63,9 +63,8 @@ def get_microsoft_document_text(self, file: str): def construct_document_list(self): """ - Construct a document from the given file. - :param file: The file to construct the document from. - :return: The constructed document. + Construct a list of documents. + :return: The list of documents. """ documents = [] for file in self.load_file_name(): @@ -82,6 +81,32 @@ def construct_document_list(self): documents.append(document) return documents + + + + def construct_document(self): + """ + Construct a langchain document list. + :return: The langchain document list. + """ + documents = [] + for file in self.load_file_name(): + text = self.get_microsoft_document_text(file) + metadata = self.get_microsoft_document_metadata(file + ".meta") + title = metadata["title"] + summary = metadata["summary"] + page_content = """{title} - {summary}""".format(title=title, summary=summary) + + metadata = { + 'title': title, + 'summary': summary, + 'text':text + } + document = Document(page_content=page_content, metadata=metadata) + + documents.append(document) + return documents + diff --git a/ufo/rag/utils.py b/ufo/rag/utils.py deleted file mode 100644 index faa4a0e3..00000000 --- a/ufo/rag/utils.py +++ /dev/null @@ -1,38 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. -import os - -def find_files_with_extension(directory, extension): - """ - Find files with the given extension in the given directory. - :param directory: The directory to search. - :param extension: The extension to search for. - :return: The list of matching files. - """ - matching_files = [] - - for root, _, files in os.walk(directory): - for file in files: - if file.endswith(extension): - matching_files.append(os.path.join(root, file)) - - return matching_files - - - -def find_files_with_extension_list(directory, extensions): - """ - Find files with the given extensions in the given directory. - :param directory: The directory to search. - :param extensions: The list of extensions to search for. - :return: The list of matching files. - """ - matching_files = [] - - for root, _, files in os.walk(directory): - for file in files: - if file.endswith(tuple(extensions)): - matching_files.append(os.path.join(root, file)) - - return matching_files - From edc0a7a269179dc16ed9cbdb2b808ae70655b483 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 2 Mar 2024 23:04:57 +0800 Subject: [PATCH 078/223] help doc build --- .gitignore | 2 + learner/__init__.py | 2 + learner/__main__.py | 8 +++ {ufo/rag => learner}/basic.py | 4 +- learner/indexer.py | 63 ++++++++++++++++++++ learner/learn.py | 36 +++++++++++ learner/records.json | 3 + learner/utils.py | 95 ++++++++++++++++++++++++++++++ {ufo/rag => learner}/xml_loader.py | 37 ++++++++++-- ufo/rag/utils.py | 38 ------------ 10 files changed, 242 insertions(+), 46 deletions(-) create mode 100644 learner/__init__.py create mode 100644 learner/__main__.py rename {ufo/rag => learner}/basic.py (91%) create mode 100644 learner/indexer.py create mode 100644 learner/learn.py create mode 100644 learner/records.json create mode 100644 learner/utils.py rename {ufo/rag => learner}/xml_loader.py (67%) delete mode 100644 ufo/rag/utils.py diff --git a/.gitignore b/.gitignore index 1b5569f8..74875e28 100644 --- a/.gitignore +++ b/.gitignore @@ -12,3 +12,5 @@ ufo/config/config.yaml # Ignore the helper files ufo/rag/app_docs/* +ufo/learn/records.json +vectordb/* diff --git a/learner/__init__.py b/learner/__init__.py new file mode 100644 index 00000000..7f3fd831 --- /dev/null +++ b/learner/__init__.py @@ -0,0 +1,2 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. \ No newline at end of file diff --git a/learner/__main__.py b/learner/__main__.py new file mode 100644 index 00000000..b79ff465 --- /dev/null +++ b/learner/__main__.py @@ -0,0 +1,8 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +from . import learn + +if __name__ == "__main__": + # Execute the main script + learn.main() \ No newline at end of file diff --git a/ufo/rag/basic.py b/learner/basic.py similarity index 91% rename from ufo/rag/basic.py rename to learner/basic.py index 4d83965e..3d63592f 100644 --- a/ufo/rag/basic.py +++ b/learner/basic.py @@ -1,6 +1,6 @@ # Copyright (c) Microsoft Corporation. # Licensed under the MIT License. -import utils +from . import utils class BasicDocumentLoader: @@ -8,7 +8,7 @@ class BasicDocumentLoader: A class to load documents from a list of files with a given extension list. """ - def __init__(self, extensions: str, directory: str = None): + def __init__(self, extensions: str = None, directory: str = None): """ Create a new BasicDocumentLoader. :param extensions: The extensions to load. diff --git a/learner/indexer.py b/learner/indexer.py new file mode 100644 index 00000000..022ad118 --- /dev/null +++ b/learner/indexer.py @@ -0,0 +1,63 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +from . import xml_loader +from .utils import load_json_file, save_json_file, print_with_color +from langchain_community.embeddings import HuggingFaceEmbeddings +from langchain_community.vectorstores import FAISS +import os + + +def create_indexer(app: str, docs: str, format: str, incremental: bool, save_path: str): + """ + Create an indexer for the given application. + :param app: The name of the application to create an indexer for. + :param docs: The help documents dir for the application. + :param format: The format of the help documents. + :param incremental: Whether to enable incremental updates. + :param save_path: The path to save the indexer to. + :return: The created indexer. + """ + + if os.path.exists("./learner/records.json"): + records = load_json_file("./learner/records.json") + else: + records = {} + + print_with_color("Loading documents from {docs}...".format(docs=docs), "cyan") + + loader = xml_loader.XMLLoader(docs) + documents = loader.construct_document() + + print_with_color("Creating indexer for {num} documents for {app}...".format(num=len(documents), app=app), "yellow") + + if format == "xml": + embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2") + else: + raise ValueError("Invalid format: " + format) + + db = FAISS.from_documents(documents, embeddings) + + if incremental: + if app in records: + print_with_color("Merging with previous indexer...", "yellow") + prev_db = FAISS.load_local(records[app], embeddings) + db.merge_from(prev_db) + + db_file_path = os.path.join(save_path, app) + db_file_path = os.path.abspath(db_file_path) + db.save_local(db_file_path) + + records[app] = db_file_path + + + save_json_file("./learner/records.json", records) + + print_with_color("Indexer for {app} created successfully. Save in {path}.".format(app=app, path=db_file_path), "green") + + return db_file_path + + + + + diff --git a/learner/learn.py b/learner/learn.py new file mode 100644 index 00000000..cc8489da --- /dev/null +++ b/learner/learn.py @@ -0,0 +1,36 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +import argparse +from . import indexer + + + +# configs = load_config() + +args = argparse.ArgumentParser() +args.add_argument("--app", help="The name of application to learn.", + type=str, default="./") +args.add_argument("--docs", help="The help application of the app.", type=str, + default="./") +args.add_argument("--format", help="The format of the help doc.", type=str, + default="xml") +args.add_argument('--incremental', action='store_true', help='Enable incremental update.') +args.add_argument("--save_path", help="The format of the help doc.", type=str, + default="./vectordb/docs/") + + + + +parsed_args = args.parse_args() + +def main(): + """ + Main function. + """ + + db_file_path = indexer.create_indexer(parsed_args.app, parsed_args.docs, parsed_args.format, parsed_args.incremental, parsed_args.save_path) + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/learner/records.json b/learner/records.json new file mode 100644 index 00000000..f8d74264 --- /dev/null +++ b/learner/records.json @@ -0,0 +1,3 @@ +{ + "powerpoint": "C:\\Users\\chaoyunzhang\\OneDrive - Microsoft\\Desktop\\research\\GPTV\\UFO-windows\\github\\UFO\\vectordb\\docs\\powerpoint" +} \ No newline at end of file diff --git a/learner/utils.py b/learner/utils.py new file mode 100644 index 00000000..b25b08d4 --- /dev/null +++ b/learner/utils.py @@ -0,0 +1,95 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. +import os +import json +from colorama import Fore, Style, init + +# init colorama +init() + +def print_with_color(text: str, color: str = ""): + """ + Print text with specified color using ANSI escape codes from Colorama library. + + :param text: The text to print. + :param color: The color of the text (options: red, green, yellow, blue, magenta, cyan, white, black). + """ + color_mapping = { + "red": Fore.RED, + "green": Fore.GREEN, + "yellow": Fore.YELLOW, + "blue": Fore.BLUE, + "magenta": Fore.MAGENTA, + "cyan": Fore.CYAN, + "white": Fore.WHITE, + "black": Fore.BLACK + } + + selected_color = color_mapping.get(color.lower(), "") + colored_text = selected_color + text + Style.RESET_ALL + + print(colored_text) + + + +def find_files_with_extension(directory, extension): + """ + Find files with the given extension in the given directory. + :param directory: The directory to search. + :param extension: The extension to search for. + :return: The list of matching files. + """ + matching_files = [] + + for root, _, files in os.walk(directory): + for file in files: + if file.endswith(extension): + path = os.path.join(root, file) + path = os.path.realpath(path) + matching_files.append(path) + + return matching_files + + + +def find_files_with_extension_list(directory, extensions): + """ + Find files with the given extensions in the given directory. + :param directory: The directory to search. + :param extensions: The list of extensions to search for. + :return: The list of matching files. + """ + matching_files = [] + + for root, _, files in os.walk(directory): + for file in files: + if file.endswith(tuple(extensions)): + path = os.path.join(root, file) + path = os.path.realpath(path) + matching_files.append(path) + + return matching_files + + + +def load_json_file(file_path): + """ + Load a JSON file. + :param file_path: The path to the file to load. + :return: The loaded JSON data. + """ + + with open(file_path, 'r') as file: + data = json.load(file) + return data + + + +def save_json_file(file_path, data): + """ + Save a JSON file. + :param file_path: The path to the file to save. + """ + + with open(file_path, 'w') as file: + json.dump(data, file, indent=4) diff --git a/ufo/rag/xml_loader.py b/learner/xml_loader.py similarity index 67% rename from ufo/rag/xml_loader.py rename to learner/xml_loader.py index 4a21659e..f08d603a 100644 --- a/ufo/rag/xml_loader.py +++ b/learner/xml_loader.py @@ -1,14 +1,14 @@ # Copyright (c) Microsoft Corporation. # Licensed under the MIT License. -import basic -import utils +from . import basic import os from langchain_community.document_loaders import UnstructuredXMLLoader +from langchain.docstore.document import Document import xml.etree.ElementTree as ET -class XMLLoader(basic.Loader): +class XMLLoader(basic.BasicDocumentLoader): """ Class to load XML documents. """ @@ -63,9 +63,8 @@ def get_microsoft_document_text(self, file: str): def construct_document_list(self): """ - Construct a document from the given file. - :param file: The file to construct the document from. - :return: The constructed document. + Construct a list of documents. + :return: The list of documents. """ documents = [] for file in self.load_file_name(): @@ -82,6 +81,32 @@ def construct_document_list(self): documents.append(document) return documents + + + + def construct_document(self): + """ + Construct a langchain document list. + :return: The langchain document list. + """ + documents = [] + for file in self.load_file_name(): + text = self.get_microsoft_document_text(file) + metadata = self.get_microsoft_document_metadata(file + ".meta") + title = metadata["title"] + summary = metadata["summary"] + page_content = """{title} - {summary}""".format(title=title, summary=summary) + + metadata = { + 'title': title, + 'summary': summary, + 'text':text + } + document = Document(page_content=page_content, metadata=metadata) + + documents.append(document) + return documents + diff --git a/ufo/rag/utils.py b/ufo/rag/utils.py deleted file mode 100644 index faa4a0e3..00000000 --- a/ufo/rag/utils.py +++ /dev/null @@ -1,38 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. -import os - -def find_files_with_extension(directory, extension): - """ - Find files with the given extension in the given directory. - :param directory: The directory to search. - :param extension: The extension to search for. - :return: The list of matching files. - """ - matching_files = [] - - for root, _, files in os.walk(directory): - for file in files: - if file.endswith(extension): - matching_files.append(os.path.join(root, file)) - - return matching_files - - - -def find_files_with_extension_list(directory, extensions): - """ - Find files with the given extensions in the given directory. - :param directory: The directory to search. - :param extensions: The list of extensions to search for. - :return: The list of matching files. - """ - matching_files = [] - - for root, _, files in os.walk(directory): - for file in files: - if file.endswith(tuple(extensions)): - matching_files.append(os.path.join(root, file)) - - return matching_files - From edc8439e7c0df14574e33e525b4e1dd23f085b26 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 2 Mar 2024 23:06:13 +0800 Subject: [PATCH 079/223] help doc build --- .gitignore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 74875e28..c8a65e15 100644 --- a/.gitignore +++ b/.gitignore @@ -12,5 +12,5 @@ ufo/config/config.yaml # Ignore the helper files ufo/rag/app_docs/* -ufo/learn/records.json +learner/records.json vectordb/* From 83373ce447b851ebb8d65a16e7d455a137ce76df Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 2 Mar 2024 23:06:13 +0800 Subject: [PATCH 080/223] help doc build --- .gitignore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 74875e28..c8a65e15 100644 --- a/.gitignore +++ b/.gitignore @@ -12,5 +12,5 @@ ufo/config/config.yaml # Ignore the helper files ufo/rag/app_docs/* -ufo/learn/records.json +learner/records.json vectordb/* From 1ecf0868c51a6248ac6ce650726d64acb37fed92 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 2 Mar 2024 23:07:04 +0800 Subject: [PATCH 081/223] help doc build --- learner/records.json | 3 --- 1 file changed, 3 deletions(-) delete mode 100644 learner/records.json diff --git a/learner/records.json b/learner/records.json deleted file mode 100644 index f8d74264..00000000 --- a/learner/records.json +++ /dev/null @@ -1,3 +0,0 @@ -{ - "powerpoint": "C:\\Users\\chaoyunzhang\\OneDrive - Microsoft\\Desktop\\research\\GPTV\\UFO-windows\\github\\UFO\\vectordb\\docs\\powerpoint" -} \ No newline at end of file From 0ebe839e85e71ef77f612e310c44510f69a7cc0e Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 2 Mar 2024 23:07:04 +0800 Subject: [PATCH 082/223] help doc build --- learner/records.json | 3 --- 1 file changed, 3 deletions(-) delete mode 100644 learner/records.json diff --git a/learner/records.json b/learner/records.json deleted file mode 100644 index f8d74264..00000000 --- a/learner/records.json +++ /dev/null @@ -1,3 +0,0 @@ -{ - "powerpoint": "C:\\Users\\chaoyunzhang\\OneDrive - Microsoft\\Desktop\\research\\GPTV\\UFO-windows\\github\\UFO\\vectordb\\docs\\powerpoint" -} \ No newline at end of file From c0617c8dbfbcb4b30e7a4afa9780961ffc9049fe Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 19:51:53 +0800 Subject: [PATCH 083/223] web retriever --- ufo/rag/web_retriever.py | 97 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 97 insertions(+) create mode 100644 ufo/rag/web_retriever.py diff --git a/ufo/rag/web_retriever.py b/ufo/rag/web_retriever.py new file mode 100644 index 00000000..7d5d691f --- /dev/null +++ b/ufo/rag/web_retriever.py @@ -0,0 +1,97 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +import requests +from ..config.config import load_config +from langchain.text_splitter import HTMLHeaderTextSplitter +from langchain.docstore.document import Document + +configs = load_config() + + +class BingWebRetriever: + """ + Class to retrieve web documents. + """ + + def __init__(self): + """ + Create a new WebRetriever. + """ + self.api_key = configs["BING_API_KEY"] + + + def search(self, query: str, top_k: int = 1): + """ + Retrieve the web document from the given URL. + :param url: The URL to retrieve the web document from. + :return: The web document from the given URL. + """ + url = f"https://api.bing.microsoft.com/v7.0/search?q={query}" + if top_k > 0: + url += f"&count={top_k}" + try: + response = requests.get(url, headers={"Ocp-Apim-Subscription-Key": self.api_key}) + except requests.RequestException as e: + print(f"Error when searching: {e}") + return None + result_list = [] + + for item in response.json()["webPages"]["value"]: + result_list.append({"name": item["name"], "url": item["url"], "snippet": item["snippet"]}) + + return result_list + + + def get_url_text(self, url: str): + """ + Retrieve the web document from the given URL. + :param url: The URL to retrieve the web document from. + :return: The web text from the given URL. + """ + try: + headers = { + 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36' + } + response = requests.get(url, headers=headers) + if response.status_code == 200: + html_splitter = HTMLHeaderTextSplitter(headers_to_split_on=[]) + document = html_splitter.split_text(response.text) + return document + + else: + print("Error in getting search result for {url}, error code: {status_code}.".format(url=url, status_code=response.status_code)) + return None + except requests.exceptions.RequestException as e: + print("Error in getting search result for {url}: {e}.".format(url=url, e=e)) + return None + + + def create_documents(self, result_list: list): + """ + Create documents from the given result list. + :param result_list: The result list to create documents from. + :return: The documents from the given result list. + """ + document_list = [] + + for result in result_list: + documents = self.get_url_text(result["url"]) + for document in documents: + page_content = document.page_content + metadata = document.metadata + metadata["url"] = result["url"] + metadata["name"] = result["name"] + metadata["snippet"] = result["snippet"] + + document = Document(page_content=page_content, metadata=metadata) + + + document_list.append(document) + + return document_list + + + + + \ No newline at end of file From bf45ace2eca9e0ba019d4556bacfa5e8aaf489bb Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 19:51:53 +0800 Subject: [PATCH 084/223] web retriever --- ufo/rag/web_retriever.py | 97 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 97 insertions(+) create mode 100644 ufo/rag/web_retriever.py diff --git a/ufo/rag/web_retriever.py b/ufo/rag/web_retriever.py new file mode 100644 index 00000000..7d5d691f --- /dev/null +++ b/ufo/rag/web_retriever.py @@ -0,0 +1,97 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +import requests +from ..config.config import load_config +from langchain.text_splitter import HTMLHeaderTextSplitter +from langchain.docstore.document import Document + +configs = load_config() + + +class BingWebRetriever: + """ + Class to retrieve web documents. + """ + + def __init__(self): + """ + Create a new WebRetriever. + """ + self.api_key = configs["BING_API_KEY"] + + + def search(self, query: str, top_k: int = 1): + """ + Retrieve the web document from the given URL. + :param url: The URL to retrieve the web document from. + :return: The web document from the given URL. + """ + url = f"https://api.bing.microsoft.com/v7.0/search?q={query}" + if top_k > 0: + url += f"&count={top_k}" + try: + response = requests.get(url, headers={"Ocp-Apim-Subscription-Key": self.api_key}) + except requests.RequestException as e: + print(f"Error when searching: {e}") + return None + result_list = [] + + for item in response.json()["webPages"]["value"]: + result_list.append({"name": item["name"], "url": item["url"], "snippet": item["snippet"]}) + + return result_list + + + def get_url_text(self, url: str): + """ + Retrieve the web document from the given URL. + :param url: The URL to retrieve the web document from. + :return: The web text from the given URL. + """ + try: + headers = { + 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36' + } + response = requests.get(url, headers=headers) + if response.status_code == 200: + html_splitter = HTMLHeaderTextSplitter(headers_to_split_on=[]) + document = html_splitter.split_text(response.text) + return document + + else: + print("Error in getting search result for {url}, error code: {status_code}.".format(url=url, status_code=response.status_code)) + return None + except requests.exceptions.RequestException as e: + print("Error in getting search result for {url}: {e}.".format(url=url, e=e)) + return None + + + def create_documents(self, result_list: list): + """ + Create documents from the given result list. + :param result_list: The result list to create documents from. + :return: The documents from the given result list. + """ + document_list = [] + + for result in result_list: + documents = self.get_url_text(result["url"]) + for document in documents: + page_content = document.page_content + metadata = document.metadata + metadata["url"] = result["url"] + metadata["name"] = result["name"] + metadata["snippet"] = result["snippet"] + + document = Document(page_content=page_content, metadata=metadata) + + + document_list.append(document) + + return document_list + + + + + \ No newline at end of file From 7243570e48edf582eee53ffac91003897d906683 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 20:07:36 +0800 Subject: [PATCH 085/223] add retriever --- ufo/rag/basic.py | 18 ++++++++++++++++++ ufo/rag/web_retriever.py | 19 ++++++++++++++++++- 2 files changed, 36 insertions(+), 1 deletion(-) create mode 100644 ufo/rag/basic.py diff --git a/ufo/rag/basic.py b/ufo/rag/basic.py new file mode 100644 index 00000000..c5e9352c --- /dev/null +++ b/ufo/rag/basic.py @@ -0,0 +1,18 @@ +class Retriever: + """ + Class to retrieve documents. + """ + + def __init__(self, indexer) -> None: + self.indexer = indexer + + + def retrieve(self, query: str, top_k: int, filter=None): + """ + Retrieve the document from the given query. + :param query: The query to retrieve the document from. + :param top_k: The number of documents to retrieve. + :filter: The filter to apply to the retrieved documents. + :return: The document from the given query. + """ + return self.indexer.similarity_search(query, top_k, filter=filter) \ No newline at end of file diff --git a/ufo/rag/web_retriever.py b/ufo/rag/web_retriever.py index 7d5d691f..363384b3 100644 --- a/ufo/rag/web_retriever.py +++ b/ufo/rag/web_retriever.py @@ -5,6 +5,9 @@ from ..config.config import load_config from langchain.text_splitter import HTMLHeaderTextSplitter from langchain.docstore.document import Document +from langchain_community.embeddings import HuggingFaceEmbeddings +from langchain_community.vectorstores import FAISS + configs = load_config() @@ -58,7 +61,6 @@ def get_url_text(self, url: str): html_splitter = HTMLHeaderTextSplitter(headers_to_split_on=[]) document = html_splitter.split_text(response.text) return document - else: print("Error in getting search result for {url}, error code: {status_code}.".format(url=url, status_code=response.status_code)) return None @@ -90,6 +92,21 @@ def create_documents(self, result_list: list): document_list.append(document) return document_list + + def create_indexer(self, documents: list): + """ + Create an indexer for the given query. + :param query: The query to create an indexer for. + :return: The created indexer. + """ + embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2") + + db = FAISS.from_documents(documents, embeddings) + + return db + + + From 4dfa68398dc5217351d13a67bb850c3936f77a37 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 20:07:36 +0800 Subject: [PATCH 086/223] add retriever --- ufo/rag/basic.py | 18 ++++++++++++++++++ ufo/rag/web_retriever.py | 19 ++++++++++++++++++- 2 files changed, 36 insertions(+), 1 deletion(-) create mode 100644 ufo/rag/basic.py diff --git a/ufo/rag/basic.py b/ufo/rag/basic.py new file mode 100644 index 00000000..c5e9352c --- /dev/null +++ b/ufo/rag/basic.py @@ -0,0 +1,18 @@ +class Retriever: + """ + Class to retrieve documents. + """ + + def __init__(self, indexer) -> None: + self.indexer = indexer + + + def retrieve(self, query: str, top_k: int, filter=None): + """ + Retrieve the document from the given query. + :param query: The query to retrieve the document from. + :param top_k: The number of documents to retrieve. + :filter: The filter to apply to the retrieved documents. + :return: The document from the given query. + """ + return self.indexer.similarity_search(query, top_k, filter=filter) \ No newline at end of file diff --git a/ufo/rag/web_retriever.py b/ufo/rag/web_retriever.py index 7d5d691f..363384b3 100644 --- a/ufo/rag/web_retriever.py +++ b/ufo/rag/web_retriever.py @@ -5,6 +5,9 @@ from ..config.config import load_config from langchain.text_splitter import HTMLHeaderTextSplitter from langchain.docstore.document import Document +from langchain_community.embeddings import HuggingFaceEmbeddings +from langchain_community.vectorstores import FAISS + configs = load_config() @@ -58,7 +61,6 @@ def get_url_text(self, url: str): html_splitter = HTMLHeaderTextSplitter(headers_to_split_on=[]) document = html_splitter.split_text(response.text) return document - else: print("Error in getting search result for {url}, error code: {status_code}.".format(url=url, status_code=response.status_code)) return None @@ -90,6 +92,21 @@ def create_documents(self, result_list: list): document_list.append(document) return document_list + + def create_indexer(self, documents: list): + """ + Create an indexer for the given query. + :param query: The query to create an indexer for. + :return: The created indexer. + """ + embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2") + + db = FAISS.from_documents(documents, embeddings) + + return db + + + From 677fc065abf06aa50f26646160129769281a518b Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 21:09:26 +0800 Subject: [PATCH 087/223] get config --- ufo/config/config.py | 17 +++++++++++++++++ ufo/rag/basic.py | 37 ++++++++++++++++++++++++++++++++++++- 2 files changed, 53 insertions(+), 1 deletion(-) diff --git a/ufo/config/config.py b/ufo/config/config.py index 780e70a9..a95f8904 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -3,6 +3,7 @@ import os import yaml +import json def load_config(config_path="ufo/config/config.yaml"): @@ -35,3 +36,19 @@ def load_config(config_path="ufo/config/config.yaml"): ) return configs + + + +def get_offline_learner_indexer_config(): + """ + Get the list of offline indexers. + :return: The list of offline indexers. + """ + + file_path = "learner/records.json" + if os.path.exists(file_path): + with open(file_path, 'r') as file: + records = json.load(file) + else: + records = {} + return records \ No newline at end of file diff --git a/ufo/rag/basic.py b/ufo/rag/basic.py index c5e9352c..317b3b8f 100644 --- a/ufo/rag/basic.py +++ b/ufo/rag/basic.py @@ -1,3 +1,6 @@ +import os +import json + class Retriever: """ Class to retrieve documents. @@ -15,4 +18,36 @@ def retrieve(self, query: str, top_k: int, filter=None): :filter: The filter to apply to the retrieved documents. :return: The document from the given query. """ - return self.indexer.similarity_search(query, top_k, filter=filter) \ No newline at end of file + return self.indexer.similarity_search(query, top_k, filter=filter) + + + + +def load_json_file(file_path): + """ + Load a JSON file. + :param file_path: The path to the file to load. + :return: The loaded JSON data. + """ + + with open(file_path, 'r') as file: + data = json.load(file) + return data + + +def get_offline_config(): + """ + Get the list of offline indexers. + :return: The list of offline indexers. + """ + + if os.path.exists("learner/records.json"): + records = load_json_file("./learner/records.json") + else: + records = {} + return records + + + + + \ No newline at end of file From bc813e420d71d493e50c7e85bf482c50b826096b Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 21:09:26 +0800 Subject: [PATCH 088/223] get config --- ufo/config/config.py | 17 +++++++++++++++++ ufo/rag/basic.py | 37 ++++++++++++++++++++++++++++++++++++- 2 files changed, 53 insertions(+), 1 deletion(-) diff --git a/ufo/config/config.py b/ufo/config/config.py index 780e70a9..a95f8904 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -3,6 +3,7 @@ import os import yaml +import json def load_config(config_path="ufo/config/config.yaml"): @@ -35,3 +36,19 @@ def load_config(config_path="ufo/config/config.yaml"): ) return configs + + + +def get_offline_learner_indexer_config(): + """ + Get the list of offline indexers. + :return: The list of offline indexers. + """ + + file_path = "learner/records.json" + if os.path.exists(file_path): + with open(file_path, 'r') as file: + records = json.load(file) + else: + records = {} + return records \ No newline at end of file diff --git a/ufo/rag/basic.py b/ufo/rag/basic.py index c5e9352c..317b3b8f 100644 --- a/ufo/rag/basic.py +++ b/ufo/rag/basic.py @@ -1,3 +1,6 @@ +import os +import json + class Retriever: """ Class to retrieve documents. @@ -15,4 +18,36 @@ def retrieve(self, query: str, top_k: int, filter=None): :filter: The filter to apply to the retrieved documents. :return: The document from the given query. """ - return self.indexer.similarity_search(query, top_k, filter=filter) \ No newline at end of file + return self.indexer.similarity_search(query, top_k, filter=filter) + + + + +def load_json_file(file_path): + """ + Load a JSON file. + :param file_path: The path to the file to load. + :return: The loaded JSON data. + """ + + with open(file_path, 'r') as file: + data = json.load(file) + return data + + +def get_offline_config(): + """ + Get the list of offline indexers. + :return: The list of offline indexers. + """ + + if os.path.exists("learner/records.json"): + records = load_json_file("./learner/records.json") + else: + records = {} + return records + + + + + \ No newline at end of file From 58a1fa0f4926532dba533714b540acf7473c56c9 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:09:19 +0800 Subject: [PATCH 089/223] get config --- ufo/rag/basic.py | 19 ------------------- 1 file changed, 19 deletions(-) diff --git a/ufo/rag/basic.py b/ufo/rag/basic.py index 317b3b8f..77deecd6 100644 --- a/ufo/rag/basic.py +++ b/ufo/rag/basic.py @@ -23,29 +23,10 @@ def retrieve(self, query: str, top_k: int, filter=None): -def load_json_file(file_path): - """ - Load a JSON file. - :param file_path: The path to the file to load. - :return: The loaded JSON data. - """ - with open(file_path, 'r') as file: - data = json.load(file) - return data -def get_offline_config(): - """ - Get the list of offline indexers. - :return: The list of offline indexers. - """ - if os.path.exists("learner/records.json"): - records = load_json_file("./learner/records.json") - else: - records = {} - return records From b3dcb3478f99a09465f6a89d3ffb369e9edafd6b Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:09:19 +0800 Subject: [PATCH 090/223] get config --- ufo/rag/basic.py | 19 ------------------- 1 file changed, 19 deletions(-) diff --git a/ufo/rag/basic.py b/ufo/rag/basic.py index 317b3b8f..77deecd6 100644 --- a/ufo/rag/basic.py +++ b/ufo/rag/basic.py @@ -23,29 +23,10 @@ def retrieve(self, query: str, top_k: int, filter=None): -def load_json_file(file_path): - """ - Load a JSON file. - :param file_path: The path to the file to load. - :return: The loaded JSON data. - """ - with open(file_path, 'r') as file: - data = json.load(file) - return data -def get_offline_config(): - """ - Get the list of offline indexers. - :return: The list of offline indexers. - """ - if os.path.exists("learner/records.json"): - records = load_json_file("./learner/records.json") - else: - records = {} - return records From edf5507ba1b2c02234fb89d5b240b8b12afbd553 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:10:28 +0800 Subject: [PATCH 091/223] get config --- ufo/config/config.yaml.template | 2 ++ 1 file changed, 2 insertions(+) diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index 31358a10..1a99b317 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -4,6 +4,8 @@ API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply +BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key + OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input CONTROL_BACKEND: "uia" # The backend for control action MAX_TOKENS: 2000 # The max token limit for the response completion From 289042eb11ebdccfd4c34b2e2d03feefa89e8e32 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:10:28 +0800 Subject: [PATCH 092/223] get config --- ufo/config/config.yaml.template | 2 ++ 1 file changed, 2 insertions(+) diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index 31358a10..1a99b317 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -4,6 +4,8 @@ API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply +BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key + OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input CONTROL_BACKEND: "uia" # The backend for control action MAX_TOKENS: 2000 # The max token limit for the response completion From 2cc4814db8671488543bf3231ffef6676b73ec81 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:19:37 +0800 Subject: [PATCH 093/223] ignore updating config --- .gitattributes | 1 + .gitignore | 2 +- ufo/config/config.yaml | 44 ++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 46 insertions(+), 1 deletion(-) create mode 100644 .gitattributes create mode 100644 ufo/config/config.yaml diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 00000000..ae7d9e18 --- /dev/null +++ b/.gitattributes @@ -0,0 +1 @@ +ufo/config/config.yaml export-ignore diff --git a/.gitignore b/.gitignore index c8a65e15..27f533f9 100644 --- a/.gitignore +++ b/.gitignore @@ -8,7 +8,7 @@ __pycache__/ *.pyc # Ignore the config file -ufo/config/config.yaml +# ufo/config/config.yaml # Ignore the helper files ufo/rag/app_docs/* diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml new file mode 100644 index 00000000..1a99b317 --- /dev/null +++ b/ufo/config/config.yaml @@ -0,0 +1,44 @@ +version: 0.1 + +API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. +OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. +OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key +AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply +BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key + +OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input +CONTROL_BACKEND: "uia" # The backend for control action +MAX_TOKENS: 2000 # The max token limit for the response completion +MAX_RETRY: 3 # The max retry limit for the response completion +MAX_STEP: 30 # The max step limit for completing the user request +SLEEP_TIME: 5 # The sleep time between each step to wait for the window to be ready +TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model +TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model +SAFE_GUARD: True # Whether to use the safe guard to prevent the model from doing sensitve operations. +CONTROL_TYPE_LIST: ["Button", "Edit", "TabItem", "Document", "ListItem", "MenuItem", "ScrollBar", "TreeItem", "Hyperlink", "ComboBox", "RadioButton"] # The list of control types that are allowed to be selected +HISTORY_KEYS: ["Step", "Thought", "ControlText", "Action", "Comment", "Results"] # The keys of the action history for the next step. +ANNOTATION_COLORS: { + "Button": "#FFF68F", + "Edit": "#A5F0B5", + "TabItem": "#A5E7F0", + "Document": "#FFD18A", + "ListItem": "#D9C3FE", + "MenuItem": "#E7FEC3", + "ScrollBar": "#FEC3F8", + "TreeItem": "#D6D6D6", + "Hyperlink": "#91FFEB", + "ComboBox": "#D8B6D4" + } + +PRINT_LOG: False # Whether to print the log +CONCAT_SCREENSHOT: True # Whether to concat the screenshot for the control item +LOG_LEVEL: "DEBUG" # The log level +INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation +REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model +APP_SELECTION_PROMPT: "ufo/prompts/base/app_selection.yaml" # The prompt for the app selection +ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt for the action selection +INPUT_TEXT_API: "type_keys" # The input text API + + + + \ No newline at end of file From b843be4924bf5158750b1b185b253a84a0758f6b Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:19:37 +0800 Subject: [PATCH 094/223] ignore updating config --- .gitattributes | 1 + .gitignore | 2 +- ufo/config/config.yaml | 44 ++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 46 insertions(+), 1 deletion(-) create mode 100644 .gitattributes create mode 100644 ufo/config/config.yaml diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 00000000..ae7d9e18 --- /dev/null +++ b/.gitattributes @@ -0,0 +1 @@ +ufo/config/config.yaml export-ignore diff --git a/.gitignore b/.gitignore index c8a65e15..27f533f9 100644 --- a/.gitignore +++ b/.gitignore @@ -8,7 +8,7 @@ __pycache__/ *.pyc # Ignore the config file -ufo/config/config.yaml +# ufo/config/config.yaml # Ignore the helper files ufo/rag/app_docs/* diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml new file mode 100644 index 00000000..1a99b317 --- /dev/null +++ b/ufo/config/config.yaml @@ -0,0 +1,44 @@ +version: 0.1 + +API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. +OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. +OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key +AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply +BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key + +OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input +CONTROL_BACKEND: "uia" # The backend for control action +MAX_TOKENS: 2000 # The max token limit for the response completion +MAX_RETRY: 3 # The max retry limit for the response completion +MAX_STEP: 30 # The max step limit for completing the user request +SLEEP_TIME: 5 # The sleep time between each step to wait for the window to be ready +TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model +TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model +SAFE_GUARD: True # Whether to use the safe guard to prevent the model from doing sensitve operations. +CONTROL_TYPE_LIST: ["Button", "Edit", "TabItem", "Document", "ListItem", "MenuItem", "ScrollBar", "TreeItem", "Hyperlink", "ComboBox", "RadioButton"] # The list of control types that are allowed to be selected +HISTORY_KEYS: ["Step", "Thought", "ControlText", "Action", "Comment", "Results"] # The keys of the action history for the next step. +ANNOTATION_COLORS: { + "Button": "#FFF68F", + "Edit": "#A5F0B5", + "TabItem": "#A5E7F0", + "Document": "#FFD18A", + "ListItem": "#D9C3FE", + "MenuItem": "#E7FEC3", + "ScrollBar": "#FEC3F8", + "TreeItem": "#D6D6D6", + "Hyperlink": "#91FFEB", + "ComboBox": "#D8B6D4" + } + +PRINT_LOG: False # Whether to print the log +CONCAT_SCREENSHOT: True # Whether to concat the screenshot for the control item +LOG_LEVEL: "DEBUG" # The log level +INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation +REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model +APP_SELECTION_PROMPT: "ufo/prompts/base/app_selection.yaml" # The prompt for the app selection +ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt for the action selection +INPUT_TEXT_API: "type_keys" # The input text API + + + + \ No newline at end of file From ce77ffd0a651ac8f43ad22456502579dc6d99526 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:20:14 +0800 Subject: [PATCH 095/223] ignore updating config --- ufo/config/config.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml index 1a99b317..99737c99 100644 --- a/ufo/config/config.yaml +++ b/ufo/config/config.yaml @@ -1,6 +1,6 @@ version: 0.1 -API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. +API_TYPE: "openai2" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply From 4afbbde6916ab483718c3c4935959db9a4330833 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:20:14 +0800 Subject: [PATCH 096/223] ignore updating config --- ufo/config/config.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml index 1a99b317..99737c99 100644 --- a/ufo/config/config.yaml +++ b/ufo/config/config.yaml @@ -1,6 +1,6 @@ version: 0.1 -API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. +API_TYPE: "openai2" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply From ee83b33354b30eb99fd404cd11268114eb3b2cdd Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:21:17 +0800 Subject: [PATCH 097/223] ignore updating config --- .gitattributes | 2 ++ ufo/config/config.yaml | 2 +- 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/.gitattributes b/.gitattributes index ae7d9e18..d88d9ce4 100644 --- a/.gitattributes +++ b/.gitattributes @@ -1 +1,3 @@ +# .gitattributes + ufo/config/config.yaml export-ignore diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml index 99737c99..1a99b317 100644 --- a/ufo/config/config.yaml +++ b/ufo/config/config.yaml @@ -1,6 +1,6 @@ version: 0.1 -API_TYPE: "openai2" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. +API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply From 6fab7a5ff1354c0b813c32d89223c6596dd1dd5c Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:21:17 +0800 Subject: [PATCH 098/223] ignore updating config --- .gitattributes | 2 ++ ufo/config/config.yaml | 2 +- 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/.gitattributes b/.gitattributes index ae7d9e18..d88d9ce4 100644 --- a/.gitattributes +++ b/.gitattributes @@ -1 +1,3 @@ +# .gitattributes + ufo/config/config.yaml export-ignore diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml index 99737c99..1a99b317 100644 --- a/ufo/config/config.yaml +++ b/ufo/config/config.yaml @@ -1,6 +1,6 @@ version: 0.1 -API_TYPE: "openai2" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. +API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply From ca06bb73f3024ee39d7954743a8f93a3842814fd Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:24:10 +0800 Subject: [PATCH 099/223] ignore updating config --- .gitignore | 3 +-- ufo/config/config.yaml | 2 +- 2 files changed, 2 insertions(+), 3 deletions(-) diff --git a/.gitignore b/.gitignore index 27f533f9..e4c9b91f 100644 --- a/.gitignore +++ b/.gitignore @@ -7,8 +7,7 @@ __pycache__/ **/__pycache__/ *.pyc -# Ignore the config file -# ufo/config/config.yaml + # Ignore the helper files ufo/rag/app_docs/* diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml index 1a99b317..99737c99 100644 --- a/ufo/config/config.yaml +++ b/ufo/config/config.yaml @@ -1,6 +1,6 @@ version: 0.1 -API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. +API_TYPE: "openai2" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply From 848123c3f29b9ef24f0611f8b3b79b6800d890ec Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:24:10 +0800 Subject: [PATCH 100/223] ignore updating config --- .gitignore | 3 +-- ufo/config/config.yaml | 2 +- 2 files changed, 2 insertions(+), 3 deletions(-) diff --git a/.gitignore b/.gitignore index 27f533f9..e4c9b91f 100644 --- a/.gitignore +++ b/.gitignore @@ -7,8 +7,7 @@ __pycache__/ **/__pycache__/ *.pyc -# Ignore the config file -# ufo/config/config.yaml + # Ignore the helper files ufo/rag/app_docs/* diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml index 1a99b317..99737c99 100644 --- a/ufo/config/config.yaml +++ b/ufo/config/config.yaml @@ -1,6 +1,6 @@ version: 0.1 -API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. +API_TYPE: "openai2" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply From 009b339eba9e6bf705d0df6fef7042624abc453b Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:35:10 +0800 Subject: [PATCH 101/223] ignore updating config --- .gitattributes | 3 --- .gitignore | 3 ++- 2 files changed, 2 insertions(+), 4 deletions(-) delete mode 100644 .gitattributes diff --git a/.gitattributes b/.gitattributes deleted file mode 100644 index d88d9ce4..00000000 --- a/.gitattributes +++ /dev/null @@ -1,3 +0,0 @@ -# .gitattributes - -ufo/config/config.yaml export-ignore diff --git a/.gitignore b/.gitignore index e4c9b91f..27f533f9 100644 --- a/.gitignore +++ b/.gitignore @@ -7,7 +7,8 @@ __pycache__/ **/__pycache__/ *.pyc - +# Ignore the config file +# ufo/config/config.yaml # Ignore the helper files ufo/rag/app_docs/* From 4cea0663b595274452c03c7d7e68cc5f20be7e93 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:35:10 +0800 Subject: [PATCH 102/223] ignore updating config --- .gitattributes | 3 --- .gitignore | 3 ++- 2 files changed, 2 insertions(+), 4 deletions(-) delete mode 100644 .gitattributes diff --git a/.gitattributes b/.gitattributes deleted file mode 100644 index d88d9ce4..00000000 --- a/.gitattributes +++ /dev/null @@ -1,3 +0,0 @@ -# .gitattributes - -ufo/config/config.yaml export-ignore diff --git a/.gitignore b/.gitignore index e4c9b91f..27f533f9 100644 --- a/.gitignore +++ b/.gitignore @@ -7,7 +7,8 @@ __pycache__/ **/__pycache__/ *.pyc - +# Ignore the config file +# ufo/config/config.yaml # Ignore the helper files ufo/rag/app_docs/* From ee037519cd692b62de6c3244229b54c712b2f8ee Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:35:29 +0800 Subject: [PATCH 103/223] ignore updating config --- .gitignore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 27f533f9..c8a65e15 100644 --- a/.gitignore +++ b/.gitignore @@ -8,7 +8,7 @@ __pycache__/ *.pyc # Ignore the config file -# ufo/config/config.yaml +ufo/config/config.yaml # Ignore the helper files ufo/rag/app_docs/* From 34b7a8680dda91af26af78713ef0553c8f3ad103 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:35:29 +0800 Subject: [PATCH 104/223] ignore updating config --- .gitignore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 27f533f9..c8a65e15 100644 --- a/.gitignore +++ b/.gitignore @@ -8,7 +8,7 @@ __pycache__/ *.pyc # Ignore the config file -# ufo/config/config.yaml +ufo/config/config.yaml # Ignore the helper files ufo/rag/app_docs/* From c24048ae64845106659bd3857549e830af4ba770 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:36:33 +0800 Subject: [PATCH 105/223] ignore updating config --- ufo/config/config.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml index 99737c99..1a99b317 100644 --- a/ufo/config/config.yaml +++ b/ufo/config/config.yaml @@ -1,6 +1,6 @@ version: 0.1 -API_TYPE: "openai2" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. +API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply From ef11790f343946293ab475840bcfc38414633f73 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:36:33 +0800 Subject: [PATCH 106/223] ignore updating config --- ufo/config/config.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml index 99737c99..1a99b317 100644 --- a/ufo/config/config.yaml +++ b/ufo/config/config.yaml @@ -1,6 +1,6 @@ version: 0.1 -API_TYPE: "openai2" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. +API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply From 5726239fb9ca7d16c6726815f8d63cb5a5de4d14 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:38:14 +0800 Subject: [PATCH 107/223] ignore updating config --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index c8a65e15..ba2d20f1 100644 --- a/.gitignore +++ b/.gitignore @@ -10,6 +10,7 @@ __pycache__/ # Ignore the config file ufo/config/config.yaml + # Ignore the helper files ufo/rag/app_docs/* learner/records.json From dde96cb93e5dcf308c79810cddbde8d241dd6458 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:38:14 +0800 Subject: [PATCH 108/223] ignore updating config --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index c8a65e15..ba2d20f1 100644 --- a/.gitignore +++ b/.gitignore @@ -10,6 +10,7 @@ __pycache__/ # Ignore the config file ufo/config/config.yaml + # Ignore the helper files ufo/rag/app_docs/* learner/records.json From ce30854930c0fc6ac0957df8391061ed2794c050 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:40:48 +0800 Subject: [PATCH 109/223] ignore updating config --- ufo/config/config.yaml | 44 ------------------------------------------ 1 file changed, 44 deletions(-) delete mode 100644 ufo/config/config.yaml diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml deleted file mode 100644 index 1a99b317..00000000 --- a/ufo/config/config.yaml +++ /dev/null @@ -1,44 +0,0 @@ -version: 0.1 - -API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. -OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. -OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key -AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply -BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key - -OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input -CONTROL_BACKEND: "uia" # The backend for control action -MAX_TOKENS: 2000 # The max token limit for the response completion -MAX_RETRY: 3 # The max retry limit for the response completion -MAX_STEP: 30 # The max step limit for completing the user request -SLEEP_TIME: 5 # The sleep time between each step to wait for the window to be ready -TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model -TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model -SAFE_GUARD: True # Whether to use the safe guard to prevent the model from doing sensitve operations. -CONTROL_TYPE_LIST: ["Button", "Edit", "TabItem", "Document", "ListItem", "MenuItem", "ScrollBar", "TreeItem", "Hyperlink", "ComboBox", "RadioButton"] # The list of control types that are allowed to be selected -HISTORY_KEYS: ["Step", "Thought", "ControlText", "Action", "Comment", "Results"] # The keys of the action history for the next step. -ANNOTATION_COLORS: { - "Button": "#FFF68F", - "Edit": "#A5F0B5", - "TabItem": "#A5E7F0", - "Document": "#FFD18A", - "ListItem": "#D9C3FE", - "MenuItem": "#E7FEC3", - "ScrollBar": "#FEC3F8", - "TreeItem": "#D6D6D6", - "Hyperlink": "#91FFEB", - "ComboBox": "#D8B6D4" - } - -PRINT_LOG: False # Whether to print the log -CONCAT_SCREENSHOT: True # Whether to concat the screenshot for the control item -LOG_LEVEL: "DEBUG" # The log level -INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation -REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model -APP_SELECTION_PROMPT: "ufo/prompts/base/app_selection.yaml" # The prompt for the app selection -ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt for the action selection -INPUT_TEXT_API: "type_keys" # The input text API - - - - \ No newline at end of file From 58c977f9d9c8ded72a939f15d977fecae6301db3 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 3 Mar 2024 22:40:48 +0800 Subject: [PATCH 110/223] ignore updating config --- ufo/config/config.yaml | 44 ------------------------------------------ 1 file changed, 44 deletions(-) delete mode 100644 ufo/config/config.yaml diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml deleted file mode 100644 index 1a99b317..00000000 --- a/ufo/config/config.yaml +++ /dev/null @@ -1,44 +0,0 @@ -version: 0.1 - -API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. -OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. -OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key -AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply -BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key - -OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input -CONTROL_BACKEND: "uia" # The backend for control action -MAX_TOKENS: 2000 # The max token limit for the response completion -MAX_RETRY: 3 # The max retry limit for the response completion -MAX_STEP: 30 # The max step limit for completing the user request -SLEEP_TIME: 5 # The sleep time between each step to wait for the window to be ready -TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model -TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model -SAFE_GUARD: True # Whether to use the safe guard to prevent the model from doing sensitve operations. -CONTROL_TYPE_LIST: ["Button", "Edit", "TabItem", "Document", "ListItem", "MenuItem", "ScrollBar", "TreeItem", "Hyperlink", "ComboBox", "RadioButton"] # The list of control types that are allowed to be selected -HISTORY_KEYS: ["Step", "Thought", "ControlText", "Action", "Comment", "Results"] # The keys of the action history for the next step. -ANNOTATION_COLORS: { - "Button": "#FFF68F", - "Edit": "#A5F0B5", - "TabItem": "#A5E7F0", - "Document": "#FFD18A", - "ListItem": "#D9C3FE", - "MenuItem": "#E7FEC3", - "ScrollBar": "#FEC3F8", - "TreeItem": "#D6D6D6", - "Hyperlink": "#91FFEB", - "ComboBox": "#D8B6D4" - } - -PRINT_LOG: False # Whether to print the log -CONCAT_SCREENSHOT: True # Whether to concat the screenshot for the control item -LOG_LEVEL: "DEBUG" # The log level -INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation -REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model -APP_SELECTION_PROMPT: "ufo/prompts/base/app_selection.yaml" # The prompt for the app selection -ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt for the action selection -INPUT_TEXT_API: "type_keys" # The input text API - - - - \ No newline at end of file From f921a86aac02d050a95ceab95674af05970f9841 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 4 Mar 2024 21:06:31 +0800 Subject: [PATCH 111/223] rag dev --- learner/learn.py | 2 +- ufo/config/config.py | 3 +- ufo/llm/prompt.py | 32 ++- ufo/module/flow.py | 37 ++- ufo/prompts/base/action_selection_rag.yaml | 291 +++++++++++++++++++++ ufo/rag/basic.py | 34 --- ufo/rag/retriever.py | 108 ++++++++ ufo/rag/web_retriever.py | 2 - 8 files changed, 467 insertions(+), 42 deletions(-) create mode 100644 ufo/prompts/base/action_selection_rag.yaml delete mode 100644 ufo/rag/basic.py create mode 100644 ufo/rag/retriever.py diff --git a/learner/learn.py b/learner/learn.py index cc8489da..dcbd758b 100644 --- a/learner/learn.py +++ b/learner/learn.py @@ -29,7 +29,7 @@ def main(): Main function. """ - db_file_path = indexer.create_indexer(parsed_args.app, parsed_args.docs, parsed_args.format, parsed_args.incremental, parsed_args.save_path) + indexer.create_indexer(parsed_args.app, parsed_args.docs, parsed_args.format, parsed_args.incremental, parsed_args.save_path) if __name__ == "__main__": diff --git a/ufo/config/config.py b/ufo/config/config.py index a95f8904..78e2d95e 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -41,10 +41,11 @@ def load_config(config_path="ufo/config/config.yaml"): def get_offline_learner_indexer_config(): """ - Get the list of offline indexers. + Get the list of offline indexers obtained from the learner. :return: The list of offline indexers. """ + # The fixed path of the offline indexer config file. file_path = "learner/records.json" if os.path.exists(file_path): with open(file_path, 'r') as file: diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index 26adf3e2..4bae2bad 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -64,14 +64,42 @@ def app_selection_prompt_construction(prompt_template: str, user_request: str, a return prompt_template["user"].format(user_request=user_request, applications=app_info) -def action_selection_prompt_construction(prompt_template: str, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str): +def action_selection_prompt_construction(prompt_template: str, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str=""): """ Construct the prompt for action selection. :param prompt_template: The template of the prompt. :param action_history: The action history. :param control_item: The control item. :param user_request: The user request. + :param retrieved_docs: The retrieved documents. return: The prompt for action selection. """ - return prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request) + prompt = prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), + control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request) + + if retrieved_docs: + prompt = prompt.format(retrieved_docs=retrieved_docs) + return prompt + + + +def retrived_documents_prompt_construction(header: str, separator: str, documents: list): + """ + Construct the prompt for retrieved documents. + :param header: The header of the prompt. + :param separator: The separator of the prompt. + :param documents: The retrieved documents. + return: The prompt for retrieved documents. + """ + + prompts = "\n<{header}:>\n".format(header=header) + for i, document in enumerate(documents): + prompts += "\n" + prompts += "[{separator} {i}:]".format(separator=separator, i=i+1) + prompts += "\n" + prompts += document + prompts += "\n" + return prompts + + diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 2821888a..5b1e5326 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -6,9 +6,11 @@ import time import json import yaml + from art import text2art from pywinauto.uia_defines import NoPatternInterfaceError +from ..rag import retriever from ..config.config import load_config from ..llm import llm_call from ..llm import prompt as prompter @@ -51,6 +53,8 @@ def __init__(self, task): self.request = "" self.results = "" self.cost = 0 + self.offline_doc_retriever = None + self.online_doc_retriever = None @@ -79,7 +83,7 @@ def process_application_selection(self, headers): desktop_windows_dict, desktop_windows_info = control.get_desktop_app_info_dict() - app_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request) + app_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request, self.rag_prompt()) app_selection_prompt_message = prompter.prompt_construction(self.app_selection_prompt["system"], [desktop_screen_url], app_selection_prompt_user_message) self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) @@ -142,6 +146,14 @@ def process_application_selection(self, headers): self.app_window = app_window self.app_window.set_focus() + + if configs["RAG_OFFLINE_DOCS"]: + print_with_color("Loading offline document indexer for {app}...".format(app=self.application), "magenta") + self.offline_doc_retriever = retriever.create_offline_doc_retriever(self.application) + if configs["RAG_ONLINE_DOCS"]: + print_with_color("Creating a Bing search indexer...", "magenta") + self.online_doc_retriever = retriever.create_online_search_retriever(self.request) + time.sleep(configs["SLEEP_TIME"]) self.step += 1 @@ -201,7 +213,8 @@ def process_action_selection(self, headers): screenshot_annotated_url = encode_image_from_path(annotated_screenshot_save_path) image_url += [screenshot_url, screenshot_annotated_url] - action_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request) + + action_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request, retrived_docs) action_selection_prompt_message = prompter.prompt_construction(self.action_selection_prompt["system"], image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"]) self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) @@ -304,6 +317,26 @@ def process_action_selection(self, headers): return + def rag_prompt(self): + """ + Retrieving documents for the user request. + :return: The retrieved documents string. + """ + + retrieved_docs = "" + if self.offline_doc_retriever: + offline_docs = self.offline_doc_retriever.retrieve(self.request, configs["RAG_OFFLINE_DOCS_RETRIEVED_TOPK"], filter=None) + offline_docs_prompt = prompter.retrived_documents_prompt_construction("Help Documents", "Document", [doc.page_content for doc in offline_docs]) + retrieved_docs += offline_docs_prompt + + if self.online_doc_retriever: + online_search_docs = self.online_doc_retriever.retrieve(self.request, configs["RAG_ONLINE_RETRIEVED_TOPK"], filter=None) + online_docs_prompt = prompter.retrived_documents_prompt_construction("Online Search Results", "Search Result", [doc.page_content for doc in online_search_docs]) + retrieved_docs += online_docs_prompt + + return retrieved_docs + + def set_new_round(self): """ Start a new round. diff --git a/ufo/prompts/base/action_selection_rag.yaml b/ufo/prompts/base/action_selection_rag.yaml new file mode 100644 index 00000000..921945a6 --- /dev/null +++ b/ufo/prompts/base/action_selection_rag.yaml @@ -0,0 +1,291 @@ +version: 1.0 + +system: |- + Your name is UFO, a UI-focused agent for Windows OS. You are a virtual assistant that can help users to complete requests by interacting with the UI of the system. + Your task is to navigate and take action on control item of the current application window step-by-step to complete users' current request. + - You are provided two screenshots of the current application window, and the screenshot from the last step for reference. + - You are provided a list of control items of the current application window for reference. + - You are provided your previous plan of action for reference to decide the next step. But you are not required to strictly follow your previous plan of action. Revise your previous plan of action base on the screenshot if necessary. + - You are provided the user request history for reference to decide the next step. These requests are the requests that you have completed before. You may need to use them as reference for the next action. + - You are provided the function return from your previous action for reference to decide the next step. You may use the return of your previous action to complete the user request. + - You are provided the steps history, including historical actions, thoughts, and results of your previous steps for reference to decide the next step. Use them to help you think about the next step. + - You are required to select the control item and take one-step action on it to complete the user request for one step. The one-step action means calling a function with arguments for only once. + - You are required to decide whether the task status, and detail a plan of following actions to accomplish the current user request. Do not include any additional actions beyond the completion of the current user request. + + ## On screenshots + - You are provided two versions of screenshots of the current application in a single image, one with annotation (right) and one without annotation (left). + - You are also provided the screenshot from the last step for your reference and comparison. The control items selected at the last step is labeled with red rectangle box on the screenshot. Use it to help you think whether the previous action has taken effect. + - The annotation is to help you identify the control elements on the application. + - The annotation is a small rectangle with a number in the center of the rectangle in the top left corner of the control item. The number is the label of the control item. + - You can refer to the clean screenshot without annotation to see what control item are without blocking the view by the annotation. + - Different types of control items have different colors of annotation. + - Use the screenshot to analyze the state of current application window. You may need to take all actions on your previous plan, as the state of the application window may be different from your previous plan. + + + ## Control item + - The control item is the element on the page that you can interact with, we limit the actionable control item to the following: + - "Button" is the control item that you can click. It is labeled with yellow annotation on the screenshot. + - "Edit" is the control item that you can click and input text. It is labeled with green annotation on the screenshot. + - "TabItem" is the control item that you can click and switch to another page. It is labeled with blue annotation on the screenshot. + - "ListItem" is the control item that you can click and select. It is labeled with purple annotation on the screenshot. + - "MenuItem" is the control item that you can click and select. It is labeled with light lighter green annotation on the screenshot. + - "ScrollBar" is the control item that you can scroll. It is labeled with pink annotation on the screenshot. + - "TreeItem" is the control item that you can click and select. It is labeled with gray annotation on the screenshot. + - "Document" is the control item that you can click and select text. It is labeled with orange annotation on the screenshot. + - "Hyperlink" is the control item that you can click and open a link. It is labeled with light blue annotation on the screenshot. + - "ComboBox" is the control item that you can click and input text. It is labeled with light purple annotation on the screenshot. The Google search box is an example of ComboBox. + - You are given the information of all available control item in the current application window in a list format: {label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}. + + ## Action on the control item + - You are able to use pywinauto to interact with the control item. + - The action type are limited to ["Click", "SetText", "Annotate", "Summary", "GetText", "Scroll"]. + + - "Click" is to click the control item with mouse. + [1] API call: click_input(button=, double) + [2] Args: + - button: 'The mouse button to click. One of ''left'', ''right'', ''middle'' or ''x'' (Default: ''left'')' + - double: 'Whether to perform a double click or not (Default: False)' + [3] Example: click_input(button="left", double=False) + [4] Available control item: All control items. + [5] Return: None + + - "SetText" is to input text to the control item. + [1] API call: set_edit_text(text="") + [2] Args: + - text: The text input to the Edit control item. It will change the content of current text in the edit block. Set text ='' if you want to clear current text in the block. You must also use Double Backslash escape character to escape the single quote in the string argument. + [3] Example: set_edit_text(text="Hello World. \\n I enjoy the reading of the book 'The Lord of the Rings'. It's a great book.") + [4] Available control item: [Edit] + [5] Return: None + + - "Annotate" is to take a screenshot of the current application window and annotate the control item on the screenshot. + [1] API call: annotation(control_labels: List[str]=[]) + [2] Args: + - control_labels: The list of annotated label of the control item. If the list is empty, it will annotate all the control items on the screenshot. + [3] Example: annotation(control_labels=["1", "2", "3", "36", "58"]) + [4] Available control item: All control items. + [5] Return: None + + - "Summary" is to summarize your observation of the current application window base on the clean screenshot. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. You must use the 'text' argument to input the text to be summarized. + [1] API call: summary(text="") + [2] Args: None + [3] Example: summary(text="The image shows a workflow of a AI agent framework. \\n The framework has three components: the 'data collection', the 'data processing' and the 'data analysis'.") + [4] Available control item: All control items. + [5] Return: the summary of the image. + + - "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. + [1] API call: texts() + [2] Args: None + [3] Example: texts() + [4] All control items. + [5] Return: the text content of the control item. + + + - "Scroll" is to scroll the control item. It typical apply to a ScrollBar type of control item when user request is to scroll the control item, or the targeted control item is not visible nor available in the control item list, but you know the control item is in the application window and you need to scroll to find it. + [1] API call: wheel_mouse_input() + [2] Args: + - wheel_dist: The distance to scroll. Positive values indicate upward scrolling, negative values indicate downward scrolling. + [3] Example: wheel_mouse_input(wheel_dist=-20) + [4] All control items. + [5] Return: None + + + + ## Status of the task + - You are required to decide the status of the task after taking the current action, choose from the following actions, and fill in the "Status" field in the response. + - "CONTINUE": means the task is not finished and need further action. + - "FINISH": means the entire user request is finished and no further actions are required, nor switching to another application window is required. If the user request is finished after the current action, you should also output "FINISH". Note that the user's request may need to be completed in multiple application windows, but you should only output "FINISH" when the entire request is finished. + - "PENDING": means the current one-step action you are taking is sensitive to the system and need to be confirmed by the user before its execution. This does not apply to future actions after the current step. Below are some examples of sensitive actions, but they are not limited to these cases: + [1] Taking the "Send" action for a message or email: + The sending action (e.g. clicking the send button) is sensitive to the system and as the message or email is sent, it can not be retrieved. Thus, the user need to confirm the sending action. Note that inputting the message or email is not sensitive, but clicking the send button is sensitive. + [2] Deleting or modifying files and folders: + Deleting or modifying files and folders, especially those located in critical system directories or containing important user data. + [3] Close an Window or Application: + Closing an window or application, since it may cause data loss or system crash. + [4] Accessing Webcam or Microphone: + Accessing the webcam or microphone without explicit user consent, as this raises privacy concerns. + [5] Installing or Uninstalling Software: + Installing or uninstalling software applications, as this can affect the system's configuration and potentially introduce security risks. + [6] Browser History or Password Retrieval: + Accessing sensitive user data such as browser history or stored passwords. + Please justify your decision on why current one-step action you output (not future actions in your "Plan") is sensitive in your "Thought". + For example, if the user request is to send a message to someone, you only need to output "Pending" in the "Status" field in the response when the current one-step action is to click the send button. + The system will automatically ask the user to confirm the current action. If the user confirms the action, the system will continue to execute the current action you output. Otherwise, the system will stop executing the action and ask the user to provide a new action. + The "Pending" only applies to the current action you are taking, not related to future actions in your plan. + If the current user request is finished after the current action, you must strictly output "" in the "Status" field in the response. + - "SCREENSHOT": + If you believe (1) annotations of control items of interest are overlapped or not visible on the screenshot, so you cannot identify and select the control item; and (2) the provided information of control item list is not enough to identify and select the control item, you should output "SCREENSHOT" in the "Status" field in the response. The system will automatically take a new screenshot and provide a new control item list for you to identify and select the control item. + Selecting "SCREENSHOT" in the "Status" field if and only if both (1) and (2) are satisfied. Otherwise, you should not select "SCREENSHOT" in the "Status" field in the response. For example, if the current control "17" is not blocked by other annotation so it is not visible, but you can get its information from the control item list to make a decision, you should not select "SCREENSHOT" in the "Status" field in the response. + If you select "SCREENSHOT" in the "Status" field in the response, you should also call the "annotate" action on the screenshot, and decide the required labels of control item list to screenshoted and annotated. + You can only select available control items in the control item list given and filled their labels in the "annotate" action, e.g. annotate(control_labels=['1', '2', '3', '36', '58']). The new screenshot will be only annotated with the control items with the given labels. + - "APP_SELECTION": + If you believe the one of the two following cases is satisfied, you should output "APP_SELECTION" in the "Status" field in the response. + [1] Current application window is not the correct application window to complete the user request; + [2] No further action is needed after taking the current one-step action on the current application, and next step is to switch to another application to take following actions. + You must set to "APP_SELECTION" (not "CONTINUE") immediately when you believe no further action is needed after taking the current action, and decide to switch to another application window for the next step. + + ## Other Guidelines + - You are required to select the control item and take open-step action by calling API on it to complete the user request for one step. + - You are required to are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: + {"Observation": + "Thought": + "ControlLabel": + "ControlText": + "Function": + "Args": + "Status": + "Plan": for reference, and you can reflect on it and revise if necessary. If you believe the task is finished and no further actions are required after the current action, output "".> + "Comment": + + - If the user request includes asking questions, and you can answer the question without taking calling API on the application at current step, you should answer the question in the "Comment" field in the response, and set the "Status" as "FINISH". + - If the required control item is not visible in the screenshot, and not available in the control item list, you may need to take action on other control items to navigate to the required control item. + - You can use your action/observation/comment history to help think about the next step. However, you must rely more on the current screenshots and control item list to make the decision. + - You must select the control item in the given list . You must not generate not in the list or in the historical steps. In your response, the ControlText of the selected control item must strictly match exactly with its ControlLabel in the given . Otherwise, the system will be destroyed and the user's computer will be crashed. + - When you are asked to get text, it usually apply to Edit and Document control item. Use this guideline to choose the control item and apply texts() action on it. + - You are not allowed to use keyboard shortcut to complete the user request. + - You must look at the both screenshots and the control item list carefully, analyse the current status before you select the control item and take action on it. Base on the status of the application window, reflect on your previous plan for removing redundant actions or adding missing actions to complete the current user request. + - You must use double-quoted string for the string arguments of your control Action. {"text": "Hello World. \\n you're my friend. Tom's home is great.')"}. Otherwise it will crash the system and destroy the user's computer. + - You must stop and output "FINISH" in "Status" field in your response if you believe the task has finished or finished after the current action. + - You must not do additional actions beyond the completion of the current user request. For example, if the user request is to open a new email window, you must stop and output FINISH in "Status" after you open the new email window. You must not input the email address, title and content of the email if the user does not explicitly request you to do so. + - You must check carefully on there are actions missing from the plan, given your previous plan, action history and the screenshots. If there are actions missing from the plan, you must remedy and take the missing action. For example, if the user request is to send an email, you must check carefully on whether all required information of the email is inputted. If not, you must input the missing information if you know what should input. + - You must carefully observe analyze the screenshots and action history to see if some actions in the previous plan are redundant to completing current user request. If there are redundant actions, you must remove them from the plan and do not take the redundant actions. For instance, if the next action in the previous plan is to click the "New Email" button to open a new email window, but the new email editing window is already opened base on the screenshot, you must remove the action of clicking the "New Email" button from the plan and do not take it for the current action. + - You must try your best to find the control item required for the next step in your previous plan on the current screenshot, and use the previous screenshots to examine whether the last action has taken effect and met your expectation. The more careful your observe and analyze, the more tip you will get. + - Check your step history and the screenshot of the last step to see if you have taken the same action before. You must not take repetitive actions from history if the previous action has already taken effect. For example, if have already opened the new email editing window, you must not open it again. + - Compare the current screenshot with the screenshot of the last step to see if the previous action has taken effect. If the previous action has taken effect, you must not take the same action again. + - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. + - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. + - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. + - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current screenshots and control item list to make the decision. + + + ## Response Examples: + - Example 1: + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", + "Thought": "Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action.", + "ControlLabel": "1", + "ControlText": "New Email", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", + "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} + + + - Example 2: + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", + "ControlLabel": "34", + "ControlText": "Main Page", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", + "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} + + + - Example 3: + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", + "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", + "ControlLabel": "36", + "ControlText": "Type a new message", + "Function": "set_edit_text", + "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, + "Status": "CONTINUE", + "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", + "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} + + + - Example 4: + User Request: + "Draft an email to Amy to ask her how she feels about the new project." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", + "ControlLabel": "36", + "ControlText": "Email Body", + "Function": "set_edit_text", + "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, + "Status": "FINISH", + "Plan": "", + "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + + + - Example 5: + User Request: + "Search for the word 'UFO' in the document." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. The previous action of inputting 'UFO' took effect based on the screenshot of the last step.", + "Thought": "Base on the screenshots, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", + "ControlLabel": "59", + "ControlText": "Find", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "FINISH", + "Plan": "", + "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} + + + - Example 6: + User Request: + "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." + Response: + {"Observation": "The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot.", + "Thought": "Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. ", + "ControlLabel": "83", + "ControlText": "framework - Word", + "Function": "texts", + "Args": {}, + "Status": "APP_SELECTION", + "Plan": "(1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the results from my history steps and I will use them to compose the message.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", + "Comment": "The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task."} + + + - Example 7: + User Request: + "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Response: + {"Observation": "The current screenshot shows the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", + "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", + "ControlLabel": "59", + "ControlText": "File", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} + + + - Example 8: + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that the Edge browser is visible in the screenshot, and the with the Google search page opened.", + "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", + "ControlLabel": "36", + "ControlText": "搜索", + "Function": "set_edit_text", + "Args": {"text": "Imdiffusion GitHub"}, + "Status": "CONTINUE", + "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. + Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. + Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Your output must be able to be able to be parsed by json.loads(). Otherwise, it will crash the system and destroy the user's computer. + +user: |- + {retrieved_docs} + {control_item} + {request_history} + {action_history} + {prev_plan} + {user_request} + diff --git a/ufo/rag/basic.py b/ufo/rag/basic.py deleted file mode 100644 index 77deecd6..00000000 --- a/ufo/rag/basic.py +++ /dev/null @@ -1,34 +0,0 @@ -import os -import json - -class Retriever: - """ - Class to retrieve documents. - """ - - def __init__(self, indexer) -> None: - self.indexer = indexer - - - def retrieve(self, query: str, top_k: int, filter=None): - """ - Retrieve the document from the given query. - :param query: The query to retrieve the document from. - :param top_k: The number of documents to retrieve. - :filter: The filter to apply to the retrieved documents. - :return: The document from the given query. - """ - return self.indexer.similarity_search(query, top_k, filter=filter) - - - - - - - - - - - - - \ No newline at end of file diff --git a/ufo/rag/retriever.py b/ufo/rag/retriever.py new file mode 100644 index 00000000..deb5a3af --- /dev/null +++ b/ufo/rag/retriever.py @@ -0,0 +1,108 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +from langchain_community.vectorstores import FAISS +from langchain_community.embeddings import HuggingFaceEmbeddings +from ..config.config import get_offline_learner_indexer_config, load_config +from . import web_retriever + + +configs = load_config() + +class Retriever: + """ + Class to retrieve documents. + """ + + def __init__(self, indexer) -> None: + self.indexer = indexer + + + def retrieve(self, query: str, top_k: int, filter=None): + """ + Retrieve the document from the given query. + :param query: The query to retrieve the document from. + :param top_k: The number of documents to retrieve. + :filter: The filter to apply to the retrieved documents. + :return: The document from the given query. + """ + return self.indexer.similarity_search(query, top_k, filter=filter) + + + +def get_offline_indexer_path(app_name: str): + """ + Get the path to the offline indexer. + :param app_name: The name of the application. + :return: The path to the offline indexer. + """ + offline_records = get_offline_learner_indexer_config() + for key in offline_records: + if key.lower() in app_name.lower(): + return offline_records[key] + + return None + + + +def load_indexer(path: str): + """ + Load the retriever. + :param path: The path to load the retriever from. + :return: The loaded retriever. + """ + + embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2") + db = FAISS.load_local(path, embeddings) + + return db + + + +def create_online_search_retriever(query): + """ + Create an online search indexer. + :param query: The query to create an indexer for. + :return: The created indexer. + """ + + bing_retriever = web_retriever.BingWebRetriever() + + result_list = bing_retriever.search(query, top_k=configs["RAG_ONLINE_SEARCH_TOPK"]) + documents = bing_retriever.create_documents(result_list) + if len(documents) == 0: + return None + indexer = bing_retriever.create_indexer(documents) + + return Retriever(indexer) + + + + +def create_offline_doc_retriever(app_name): + """ + Create an offline document indexer. + :param app_name: The name of the application to create an indexer for. + :return: The created indexer. + """ + + path = get_offline_indexer_path(app_name) + + if path: + indexer = load_indexer(path) + return Retriever(indexer) + + return None + + + + + + + + + + + + + \ No newline at end of file diff --git a/ufo/rag/web_retriever.py b/ufo/rag/web_retriever.py index 363384b3..192df430 100644 --- a/ufo/rag/web_retriever.py +++ b/ufo/rag/web_retriever.py @@ -87,8 +87,6 @@ def create_documents(self, result_list: list): metadata["snippet"] = result["snippet"] document = Document(page_content=page_content, metadata=metadata) - - document_list.append(document) return document_list From 2d830b45e27225f049f886a319f1b4c55b10eb4c Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 4 Mar 2024 21:06:31 +0800 Subject: [PATCH 112/223] rag dev --- learner/learn.py | 2 +- ufo/config/config.py | 3 +- ufo/llm/prompt.py | 32 ++- ufo/module/flow.py | 37 ++- ufo/prompts/base/action_selection_rag.yaml | 291 +++++++++++++++++++++ ufo/rag/basic.py | 34 --- ufo/rag/retriever.py | 108 ++++++++ ufo/rag/web_retriever.py | 2 - 8 files changed, 467 insertions(+), 42 deletions(-) create mode 100644 ufo/prompts/base/action_selection_rag.yaml delete mode 100644 ufo/rag/basic.py create mode 100644 ufo/rag/retriever.py diff --git a/learner/learn.py b/learner/learn.py index cc8489da..dcbd758b 100644 --- a/learner/learn.py +++ b/learner/learn.py @@ -29,7 +29,7 @@ def main(): Main function. """ - db_file_path = indexer.create_indexer(parsed_args.app, parsed_args.docs, parsed_args.format, parsed_args.incremental, parsed_args.save_path) + indexer.create_indexer(parsed_args.app, parsed_args.docs, parsed_args.format, parsed_args.incremental, parsed_args.save_path) if __name__ == "__main__": diff --git a/ufo/config/config.py b/ufo/config/config.py index a95f8904..78e2d95e 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -41,10 +41,11 @@ def load_config(config_path="ufo/config/config.yaml"): def get_offline_learner_indexer_config(): """ - Get the list of offline indexers. + Get the list of offline indexers obtained from the learner. :return: The list of offline indexers. """ + # The fixed path of the offline indexer config file. file_path = "learner/records.json" if os.path.exists(file_path): with open(file_path, 'r') as file: diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index 26adf3e2..4bae2bad 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -64,14 +64,42 @@ def app_selection_prompt_construction(prompt_template: str, user_request: str, a return prompt_template["user"].format(user_request=user_request, applications=app_info) -def action_selection_prompt_construction(prompt_template: str, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str): +def action_selection_prompt_construction(prompt_template: str, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str=""): """ Construct the prompt for action selection. :param prompt_template: The template of the prompt. :param action_history: The action history. :param control_item: The control item. :param user_request: The user request. + :param retrieved_docs: The retrieved documents. return: The prompt for action selection. """ - return prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request) + prompt = prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), + control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request) + + if retrieved_docs: + prompt = prompt.format(retrieved_docs=retrieved_docs) + return prompt + + + +def retrived_documents_prompt_construction(header: str, separator: str, documents: list): + """ + Construct the prompt for retrieved documents. + :param header: The header of the prompt. + :param separator: The separator of the prompt. + :param documents: The retrieved documents. + return: The prompt for retrieved documents. + """ + + prompts = "\n<{header}:>\n".format(header=header) + for i, document in enumerate(documents): + prompts += "\n" + prompts += "[{separator} {i}:]".format(separator=separator, i=i+1) + prompts += "\n" + prompts += document + prompts += "\n" + return prompts + + diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 2821888a..5b1e5326 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -6,9 +6,11 @@ import time import json import yaml + from art import text2art from pywinauto.uia_defines import NoPatternInterfaceError +from ..rag import retriever from ..config.config import load_config from ..llm import llm_call from ..llm import prompt as prompter @@ -51,6 +53,8 @@ def __init__(self, task): self.request = "" self.results = "" self.cost = 0 + self.offline_doc_retriever = None + self.online_doc_retriever = None @@ -79,7 +83,7 @@ def process_application_selection(self, headers): desktop_windows_dict, desktop_windows_info = control.get_desktop_app_info_dict() - app_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request) + app_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request, self.rag_prompt()) app_selection_prompt_message = prompter.prompt_construction(self.app_selection_prompt["system"], [desktop_screen_url], app_selection_prompt_user_message) self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) @@ -142,6 +146,14 @@ def process_application_selection(self, headers): self.app_window = app_window self.app_window.set_focus() + + if configs["RAG_OFFLINE_DOCS"]: + print_with_color("Loading offline document indexer for {app}...".format(app=self.application), "magenta") + self.offline_doc_retriever = retriever.create_offline_doc_retriever(self.application) + if configs["RAG_ONLINE_DOCS"]: + print_with_color("Creating a Bing search indexer...", "magenta") + self.online_doc_retriever = retriever.create_online_search_retriever(self.request) + time.sleep(configs["SLEEP_TIME"]) self.step += 1 @@ -201,7 +213,8 @@ def process_action_selection(self, headers): screenshot_annotated_url = encode_image_from_path(annotated_screenshot_save_path) image_url += [screenshot_url, screenshot_annotated_url] - action_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request) + + action_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request, retrived_docs) action_selection_prompt_message = prompter.prompt_construction(self.action_selection_prompt["system"], image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"]) self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) @@ -304,6 +317,26 @@ def process_action_selection(self, headers): return + def rag_prompt(self): + """ + Retrieving documents for the user request. + :return: The retrieved documents string. + """ + + retrieved_docs = "" + if self.offline_doc_retriever: + offline_docs = self.offline_doc_retriever.retrieve(self.request, configs["RAG_OFFLINE_DOCS_RETRIEVED_TOPK"], filter=None) + offline_docs_prompt = prompter.retrived_documents_prompt_construction("Help Documents", "Document", [doc.page_content for doc in offline_docs]) + retrieved_docs += offline_docs_prompt + + if self.online_doc_retriever: + online_search_docs = self.online_doc_retriever.retrieve(self.request, configs["RAG_ONLINE_RETRIEVED_TOPK"], filter=None) + online_docs_prompt = prompter.retrived_documents_prompt_construction("Online Search Results", "Search Result", [doc.page_content for doc in online_search_docs]) + retrieved_docs += online_docs_prompt + + return retrieved_docs + + def set_new_round(self): """ Start a new round. diff --git a/ufo/prompts/base/action_selection_rag.yaml b/ufo/prompts/base/action_selection_rag.yaml new file mode 100644 index 00000000..921945a6 --- /dev/null +++ b/ufo/prompts/base/action_selection_rag.yaml @@ -0,0 +1,291 @@ +version: 1.0 + +system: |- + Your name is UFO, a UI-focused agent for Windows OS. You are a virtual assistant that can help users to complete requests by interacting with the UI of the system. + Your task is to navigate and take action on control item of the current application window step-by-step to complete users' current request. + - You are provided two screenshots of the current application window, and the screenshot from the last step for reference. + - You are provided a list of control items of the current application window for reference. + - You are provided your previous plan of action for reference to decide the next step. But you are not required to strictly follow your previous plan of action. Revise your previous plan of action base on the screenshot if necessary. + - You are provided the user request history for reference to decide the next step. These requests are the requests that you have completed before. You may need to use them as reference for the next action. + - You are provided the function return from your previous action for reference to decide the next step. You may use the return of your previous action to complete the user request. + - You are provided the steps history, including historical actions, thoughts, and results of your previous steps for reference to decide the next step. Use them to help you think about the next step. + - You are required to select the control item and take one-step action on it to complete the user request for one step. The one-step action means calling a function with arguments for only once. + - You are required to decide whether the task status, and detail a plan of following actions to accomplish the current user request. Do not include any additional actions beyond the completion of the current user request. + + ## On screenshots + - You are provided two versions of screenshots of the current application in a single image, one with annotation (right) and one without annotation (left). + - You are also provided the screenshot from the last step for your reference and comparison. The control items selected at the last step is labeled with red rectangle box on the screenshot. Use it to help you think whether the previous action has taken effect. + - The annotation is to help you identify the control elements on the application. + - The annotation is a small rectangle with a number in the center of the rectangle in the top left corner of the control item. The number is the label of the control item. + - You can refer to the clean screenshot without annotation to see what control item are without blocking the view by the annotation. + - Different types of control items have different colors of annotation. + - Use the screenshot to analyze the state of current application window. You may need to take all actions on your previous plan, as the state of the application window may be different from your previous plan. + + + ## Control item + - The control item is the element on the page that you can interact with, we limit the actionable control item to the following: + - "Button" is the control item that you can click. It is labeled with yellow annotation on the screenshot. + - "Edit" is the control item that you can click and input text. It is labeled with green annotation on the screenshot. + - "TabItem" is the control item that you can click and switch to another page. It is labeled with blue annotation on the screenshot. + - "ListItem" is the control item that you can click and select. It is labeled with purple annotation on the screenshot. + - "MenuItem" is the control item that you can click and select. It is labeled with light lighter green annotation on the screenshot. + - "ScrollBar" is the control item that you can scroll. It is labeled with pink annotation on the screenshot. + - "TreeItem" is the control item that you can click and select. It is labeled with gray annotation on the screenshot. + - "Document" is the control item that you can click and select text. It is labeled with orange annotation on the screenshot. + - "Hyperlink" is the control item that you can click and open a link. It is labeled with light blue annotation on the screenshot. + - "ComboBox" is the control item that you can click and input text. It is labeled with light purple annotation on the screenshot. The Google search box is an example of ComboBox. + - You are given the information of all available control item in the current application window in a list format: {label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}. + + ## Action on the control item + - You are able to use pywinauto to interact with the control item. + - The action type are limited to ["Click", "SetText", "Annotate", "Summary", "GetText", "Scroll"]. + + - "Click" is to click the control item with mouse. + [1] API call: click_input(button=, double) + [2] Args: + - button: 'The mouse button to click. One of ''left'', ''right'', ''middle'' or ''x'' (Default: ''left'')' + - double: 'Whether to perform a double click or not (Default: False)' + [3] Example: click_input(button="left", double=False) + [4] Available control item: All control items. + [5] Return: None + + - "SetText" is to input text to the control item. + [1] API call: set_edit_text(text="") + [2] Args: + - text: The text input to the Edit control item. It will change the content of current text in the edit block. Set text ='' if you want to clear current text in the block. You must also use Double Backslash escape character to escape the single quote in the string argument. + [3] Example: set_edit_text(text="Hello World. \\n I enjoy the reading of the book 'The Lord of the Rings'. It's a great book.") + [4] Available control item: [Edit] + [5] Return: None + + - "Annotate" is to take a screenshot of the current application window and annotate the control item on the screenshot. + [1] API call: annotation(control_labels: List[str]=[]) + [2] Args: + - control_labels: The list of annotated label of the control item. If the list is empty, it will annotate all the control items on the screenshot. + [3] Example: annotation(control_labels=["1", "2", "3", "36", "58"]) + [4] Available control item: All control items. + [5] Return: None + + - "Summary" is to summarize your observation of the current application window base on the clean screenshot. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. You must use the 'text' argument to input the text to be summarized. + [1] API call: summary(text="") + [2] Args: None + [3] Example: summary(text="The image shows a workflow of a AI agent framework. \\n The framework has three components: the 'data collection', the 'data processing' and the 'data analysis'.") + [4] Available control item: All control items. + [5] Return: the summary of the image. + + - "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. + [1] API call: texts() + [2] Args: None + [3] Example: texts() + [4] All control items. + [5] Return: the text content of the control item. + + + - "Scroll" is to scroll the control item. It typical apply to a ScrollBar type of control item when user request is to scroll the control item, or the targeted control item is not visible nor available in the control item list, but you know the control item is in the application window and you need to scroll to find it. + [1] API call: wheel_mouse_input() + [2] Args: + - wheel_dist: The distance to scroll. Positive values indicate upward scrolling, negative values indicate downward scrolling. + [3] Example: wheel_mouse_input(wheel_dist=-20) + [4] All control items. + [5] Return: None + + + + ## Status of the task + - You are required to decide the status of the task after taking the current action, choose from the following actions, and fill in the "Status" field in the response. + - "CONTINUE": means the task is not finished and need further action. + - "FINISH": means the entire user request is finished and no further actions are required, nor switching to another application window is required. If the user request is finished after the current action, you should also output "FINISH". Note that the user's request may need to be completed in multiple application windows, but you should only output "FINISH" when the entire request is finished. + - "PENDING": means the current one-step action you are taking is sensitive to the system and need to be confirmed by the user before its execution. This does not apply to future actions after the current step. Below are some examples of sensitive actions, but they are not limited to these cases: + [1] Taking the "Send" action for a message or email: + The sending action (e.g. clicking the send button) is sensitive to the system and as the message or email is sent, it can not be retrieved. Thus, the user need to confirm the sending action. Note that inputting the message or email is not sensitive, but clicking the send button is sensitive. + [2] Deleting or modifying files and folders: + Deleting or modifying files and folders, especially those located in critical system directories or containing important user data. + [3] Close an Window or Application: + Closing an window or application, since it may cause data loss or system crash. + [4] Accessing Webcam or Microphone: + Accessing the webcam or microphone without explicit user consent, as this raises privacy concerns. + [5] Installing or Uninstalling Software: + Installing or uninstalling software applications, as this can affect the system's configuration and potentially introduce security risks. + [6] Browser History or Password Retrieval: + Accessing sensitive user data such as browser history or stored passwords. + Please justify your decision on why current one-step action you output (not future actions in your "Plan") is sensitive in your "Thought". + For example, if the user request is to send a message to someone, you only need to output "Pending" in the "Status" field in the response when the current one-step action is to click the send button. + The system will automatically ask the user to confirm the current action. If the user confirms the action, the system will continue to execute the current action you output. Otherwise, the system will stop executing the action and ask the user to provide a new action. + The "Pending" only applies to the current action you are taking, not related to future actions in your plan. + If the current user request is finished after the current action, you must strictly output "" in the "Status" field in the response. + - "SCREENSHOT": + If you believe (1) annotations of control items of interest are overlapped or not visible on the screenshot, so you cannot identify and select the control item; and (2) the provided information of control item list is not enough to identify and select the control item, you should output "SCREENSHOT" in the "Status" field in the response. The system will automatically take a new screenshot and provide a new control item list for you to identify and select the control item. + Selecting "SCREENSHOT" in the "Status" field if and only if both (1) and (2) are satisfied. Otherwise, you should not select "SCREENSHOT" in the "Status" field in the response. For example, if the current control "17" is not blocked by other annotation so it is not visible, but you can get its information from the control item list to make a decision, you should not select "SCREENSHOT" in the "Status" field in the response. + If you select "SCREENSHOT" in the "Status" field in the response, you should also call the "annotate" action on the screenshot, and decide the required labels of control item list to screenshoted and annotated. + You can only select available control items in the control item list given and filled their labels in the "annotate" action, e.g. annotate(control_labels=['1', '2', '3', '36', '58']). The new screenshot will be only annotated with the control items with the given labels. + - "APP_SELECTION": + If you believe the one of the two following cases is satisfied, you should output "APP_SELECTION" in the "Status" field in the response. + [1] Current application window is not the correct application window to complete the user request; + [2] No further action is needed after taking the current one-step action on the current application, and next step is to switch to another application to take following actions. + You must set to "APP_SELECTION" (not "CONTINUE") immediately when you believe no further action is needed after taking the current action, and decide to switch to another application window for the next step. + + ## Other Guidelines + - You are required to select the control item and take open-step action by calling API on it to complete the user request for one step. + - You are required to are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: + {"Observation": + "Thought": + "ControlLabel": + "ControlText": + "Function": + "Args": + "Status": + "Plan": for reference, and you can reflect on it and revise if necessary. If you believe the task is finished and no further actions are required after the current action, output "".> + "Comment": + + - If the user request includes asking questions, and you can answer the question without taking calling API on the application at current step, you should answer the question in the "Comment" field in the response, and set the "Status" as "FINISH". + - If the required control item is not visible in the screenshot, and not available in the control item list, you may need to take action on other control items to navigate to the required control item. + - You can use your action/observation/comment history to help think about the next step. However, you must rely more on the current screenshots and control item list to make the decision. + - You must select the control item in the given list . You must not generate not in the list or in the historical steps. In your response, the ControlText of the selected control item must strictly match exactly with its ControlLabel in the given . Otherwise, the system will be destroyed and the user's computer will be crashed. + - When you are asked to get text, it usually apply to Edit and Document control item. Use this guideline to choose the control item and apply texts() action on it. + - You are not allowed to use keyboard shortcut to complete the user request. + - You must look at the both screenshots and the control item list carefully, analyse the current status before you select the control item and take action on it. Base on the status of the application window, reflect on your previous plan for removing redundant actions or adding missing actions to complete the current user request. + - You must use double-quoted string for the string arguments of your control Action. {"text": "Hello World. \\n you're my friend. Tom's home is great.')"}. Otherwise it will crash the system and destroy the user's computer. + - You must stop and output "FINISH" in "Status" field in your response if you believe the task has finished or finished after the current action. + - You must not do additional actions beyond the completion of the current user request. For example, if the user request is to open a new email window, you must stop and output FINISH in "Status" after you open the new email window. You must not input the email address, title and content of the email if the user does not explicitly request you to do so. + - You must check carefully on there are actions missing from the plan, given your previous plan, action history and the screenshots. If there are actions missing from the plan, you must remedy and take the missing action. For example, if the user request is to send an email, you must check carefully on whether all required information of the email is inputted. If not, you must input the missing information if you know what should input. + - You must carefully observe analyze the screenshots and action history to see if some actions in the previous plan are redundant to completing current user request. If there are redundant actions, you must remove them from the plan and do not take the redundant actions. For instance, if the next action in the previous plan is to click the "New Email" button to open a new email window, but the new email editing window is already opened base on the screenshot, you must remove the action of clicking the "New Email" button from the plan and do not take it for the current action. + - You must try your best to find the control item required for the next step in your previous plan on the current screenshot, and use the previous screenshots to examine whether the last action has taken effect and met your expectation. The more careful your observe and analyze, the more tip you will get. + - Check your step history and the screenshot of the last step to see if you have taken the same action before. You must not take repetitive actions from history if the previous action has already taken effect. For example, if have already opened the new email editing window, you must not open it again. + - Compare the current screenshot with the screenshot of the last step to see if the previous action has taken effect. If the previous action has taken effect, you must not take the same action again. + - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. + - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. + - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. + - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current screenshots and control item list to make the decision. + + + ## Response Examples: + - Example 1: + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", + "Thought": "Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action.", + "ControlLabel": "1", + "ControlText": "New Email", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", + "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} + + + - Example 2: + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", + "ControlLabel": "34", + "ControlText": "Main Page", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", + "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} + + + - Example 3: + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", + "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", + "ControlLabel": "36", + "ControlText": "Type a new message", + "Function": "set_edit_text", + "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, + "Status": "CONTINUE", + "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", + "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} + + + - Example 4: + User Request: + "Draft an email to Amy to ask her how she feels about the new project." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", + "ControlLabel": "36", + "ControlText": "Email Body", + "Function": "set_edit_text", + "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, + "Status": "FINISH", + "Plan": "", + "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + + + - Example 5: + User Request: + "Search for the word 'UFO' in the document." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. The previous action of inputting 'UFO' took effect based on the screenshot of the last step.", + "Thought": "Base on the screenshots, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", + "ControlLabel": "59", + "ControlText": "Find", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "FINISH", + "Plan": "", + "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} + + + - Example 6: + User Request: + "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." + Response: + {"Observation": "The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot.", + "Thought": "Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. ", + "ControlLabel": "83", + "ControlText": "framework - Word", + "Function": "texts", + "Args": {}, + "Status": "APP_SELECTION", + "Plan": "(1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the results from my history steps and I will use them to compose the message.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", + "Comment": "The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task."} + + + - Example 7: + User Request: + "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Response: + {"Observation": "The current screenshot shows the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", + "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", + "ControlLabel": "59", + "ControlText": "File", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} + + + - Example 8: + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that the Edge browser is visible in the screenshot, and the with the Google search page opened.", + "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", + "ControlLabel": "36", + "ControlText": "搜索", + "Function": "set_edit_text", + "Args": {"text": "Imdiffusion GitHub"}, + "Status": "CONTINUE", + "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. + Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. + Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Your output must be able to be able to be parsed by json.loads(). Otherwise, it will crash the system and destroy the user's computer. + +user: |- + {retrieved_docs} + {control_item} + {request_history} + {action_history} + {prev_plan} + {user_request} + diff --git a/ufo/rag/basic.py b/ufo/rag/basic.py deleted file mode 100644 index 77deecd6..00000000 --- a/ufo/rag/basic.py +++ /dev/null @@ -1,34 +0,0 @@ -import os -import json - -class Retriever: - """ - Class to retrieve documents. - """ - - def __init__(self, indexer) -> None: - self.indexer = indexer - - - def retrieve(self, query: str, top_k: int, filter=None): - """ - Retrieve the document from the given query. - :param query: The query to retrieve the document from. - :param top_k: The number of documents to retrieve. - :filter: The filter to apply to the retrieved documents. - :return: The document from the given query. - """ - return self.indexer.similarity_search(query, top_k, filter=filter) - - - - - - - - - - - - - \ No newline at end of file diff --git a/ufo/rag/retriever.py b/ufo/rag/retriever.py new file mode 100644 index 00000000..deb5a3af --- /dev/null +++ b/ufo/rag/retriever.py @@ -0,0 +1,108 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +from langchain_community.vectorstores import FAISS +from langchain_community.embeddings import HuggingFaceEmbeddings +from ..config.config import get_offline_learner_indexer_config, load_config +from . import web_retriever + + +configs = load_config() + +class Retriever: + """ + Class to retrieve documents. + """ + + def __init__(self, indexer) -> None: + self.indexer = indexer + + + def retrieve(self, query: str, top_k: int, filter=None): + """ + Retrieve the document from the given query. + :param query: The query to retrieve the document from. + :param top_k: The number of documents to retrieve. + :filter: The filter to apply to the retrieved documents. + :return: The document from the given query. + """ + return self.indexer.similarity_search(query, top_k, filter=filter) + + + +def get_offline_indexer_path(app_name: str): + """ + Get the path to the offline indexer. + :param app_name: The name of the application. + :return: The path to the offline indexer. + """ + offline_records = get_offline_learner_indexer_config() + for key in offline_records: + if key.lower() in app_name.lower(): + return offline_records[key] + + return None + + + +def load_indexer(path: str): + """ + Load the retriever. + :param path: The path to load the retriever from. + :return: The loaded retriever. + """ + + embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2") + db = FAISS.load_local(path, embeddings) + + return db + + + +def create_online_search_retriever(query): + """ + Create an online search indexer. + :param query: The query to create an indexer for. + :return: The created indexer. + """ + + bing_retriever = web_retriever.BingWebRetriever() + + result_list = bing_retriever.search(query, top_k=configs["RAG_ONLINE_SEARCH_TOPK"]) + documents = bing_retriever.create_documents(result_list) + if len(documents) == 0: + return None + indexer = bing_retriever.create_indexer(documents) + + return Retriever(indexer) + + + + +def create_offline_doc_retriever(app_name): + """ + Create an offline document indexer. + :param app_name: The name of the application to create an indexer for. + :return: The created indexer. + """ + + path = get_offline_indexer_path(app_name) + + if path: + indexer = load_indexer(path) + return Retriever(indexer) + + return None + + + + + + + + + + + + + \ No newline at end of file diff --git a/ufo/rag/web_retriever.py b/ufo/rag/web_retriever.py index 363384b3..192df430 100644 --- a/ufo/rag/web_retriever.py +++ b/ufo/rag/web_retriever.py @@ -87,8 +87,6 @@ def create_documents(self, result_list: list): metadata["snippet"] = result["snippet"] document = Document(page_content=page_content, metadata=metadata) - - document_list.append(document) return document_list From 39c8797a6b75b1375fe8bf55a52c465ce4215532 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 4 Mar 2024 22:10:02 +0800 Subject: [PATCH 113/223] bug fixed --- ufo/config/config.yaml.template | 13 ++++++++++++- ufo/module/flow.py | 8 ++++---- ufo/rag/retriever.py | 6 ++++-- 3 files changed, 20 insertions(+), 7 deletions(-) diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index 1a99b317..b9ea7403 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -1,7 +1,7 @@ version: 0.1 API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. -OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. +OPENAI_API_BASE: "YOUR_ENDPOINT" # for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key @@ -40,5 +40,16 @@ ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt INPUT_TEXT_API: "type_keys" # The input text API +## RAG Configuration for the offline docs +RAG_OFFLINE_DOCS: False # Whether to use the offline RAG. +RAG_OFFLINE_DOCS_RETRIEVED_TOPK: 2 + + +## RAG Configuration for the Bing search +RAG_ONLINE_SEARCH: False # Whether to use the online search for the RAG. +RAG_ONLINE_SEARCH_TOPK: 5 +RAG_ONLINE_RETRIEVED_TOPK: 2 + + \ No newline at end of file diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 5b1e5326..d6e91f4d 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -83,7 +83,7 @@ def process_application_selection(self, headers): desktop_windows_dict, desktop_windows_info = control.get_desktop_app_info_dict() - app_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request, self.rag_prompt()) + app_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request) app_selection_prompt_message = prompter.prompt_construction(self.app_selection_prompt["system"], [desktop_screen_url], app_selection_prompt_user_message) self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) @@ -150,7 +150,7 @@ def process_application_selection(self, headers): if configs["RAG_OFFLINE_DOCS"]: print_with_color("Loading offline document indexer for {app}...".format(app=self.application), "magenta") self.offline_doc_retriever = retriever.create_offline_doc_retriever(self.application) - if configs["RAG_ONLINE_DOCS"]: + if configs["RAG_ONLINE_SEARCH"]: print_with_color("Creating a Bing search indexer...", "magenta") self.online_doc_retriever = retriever.create_online_search_retriever(self.request) @@ -214,7 +214,7 @@ def process_action_selection(self, headers): image_url += [screenshot_url, screenshot_annotated_url] - action_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request, retrived_docs) + action_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request, self.rag_prompt()) action_selection_prompt_message = prompter.prompt_construction(self.action_selection_prompt["system"], image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"]) self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) @@ -325,7 +325,7 @@ def rag_prompt(self): retrieved_docs = "" if self.offline_doc_retriever: - offline_docs = self.offline_doc_retriever.retrieve(self.request, configs["RAG_OFFLINE_DOCS_RETRIEVED_TOPK"], filter=None) + offline_docs = self.offline_doc_retriever.retrieve("How to {query} for {app}".format(self.request, self.application), configs["RAG_OFFLINE_DOCS_RETRIEVED_TOPK"], filter=None) offline_docs_prompt = prompter.retrived_documents_prompt_construction("Help Documents", "Document", [doc.page_content for doc in offline_docs]) retrieved_docs += offline_docs_prompt diff --git a/ufo/rag/retriever.py b/ufo/rag/retriever.py index deb5a3af..686a04c3 100644 --- a/ufo/rag/retriever.py +++ b/ufo/rag/retriever.py @@ -4,6 +4,7 @@ from langchain_community.vectorstores import FAISS from langchain_community.embeddings import HuggingFaceEmbeddings from ..config.config import get_offline_learner_indexer_config, load_config +from ..utils import print_with_color from . import web_retriever @@ -67,13 +68,13 @@ def create_online_search_retriever(query): """ bing_retriever = web_retriever.BingWebRetriever() - result_list = bing_retriever.search(query, top_k=configs["RAG_ONLINE_SEARCH_TOPK"]) documents = bing_retriever.create_documents(result_list) + print(documents) if len(documents) == 0: return None indexer = bing_retriever.create_indexer(documents) - + print_with_color("Online indexer created successfully for {num} searched results.".format(num=len(documents)), "cyan") return Retriever(indexer) @@ -89,6 +90,7 @@ def create_offline_doc_retriever(app_name): path = get_offline_indexer_path(app_name) if path: + print_with_color("Loading offline indexer from {path}...".format(path=path), "cyan") indexer = load_indexer(path) return Retriever(indexer) From 0f513ce20b7d7cef053606ed9c319807dc2bcd94 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 4 Mar 2024 22:10:02 +0800 Subject: [PATCH 114/223] bug fixed --- ufo/config/config.yaml.template | 13 ++++++++++++- ufo/module/flow.py | 8 ++++---- ufo/rag/retriever.py | 6 ++++-- 3 files changed, 20 insertions(+), 7 deletions(-) diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index 1a99b317..b9ea7403 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -1,7 +1,7 @@ version: 0.1 API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. -OPENAI_API_BASE: "YOUR_ENDPOINT" for the OpenAI API. +OPENAI_API_BASE: "YOUR_ENDPOINT" # for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key @@ -40,5 +40,16 @@ ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt INPUT_TEXT_API: "type_keys" # The input text API +## RAG Configuration for the offline docs +RAG_OFFLINE_DOCS: False # Whether to use the offline RAG. +RAG_OFFLINE_DOCS_RETRIEVED_TOPK: 2 + + +## RAG Configuration for the Bing search +RAG_ONLINE_SEARCH: False # Whether to use the online search for the RAG. +RAG_ONLINE_SEARCH_TOPK: 5 +RAG_ONLINE_RETRIEVED_TOPK: 2 + + \ No newline at end of file diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 5b1e5326..d6e91f4d 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -83,7 +83,7 @@ def process_application_selection(self, headers): desktop_windows_dict, desktop_windows_info = control.get_desktop_app_info_dict() - app_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request, self.rag_prompt()) + app_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request) app_selection_prompt_message = prompter.prompt_construction(self.app_selection_prompt["system"], [desktop_screen_url], app_selection_prompt_user_message) self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) @@ -150,7 +150,7 @@ def process_application_selection(self, headers): if configs["RAG_OFFLINE_DOCS"]: print_with_color("Loading offline document indexer for {app}...".format(app=self.application), "magenta") self.offline_doc_retriever = retriever.create_offline_doc_retriever(self.application) - if configs["RAG_ONLINE_DOCS"]: + if configs["RAG_ONLINE_SEARCH"]: print_with_color("Creating a Bing search indexer...", "magenta") self.online_doc_retriever = retriever.create_online_search_retriever(self.request) @@ -214,7 +214,7 @@ def process_action_selection(self, headers): image_url += [screenshot_url, screenshot_annotated_url] - action_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request, retrived_docs) + action_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request, self.rag_prompt()) action_selection_prompt_message = prompter.prompt_construction(self.action_selection_prompt["system"], image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"]) self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) @@ -325,7 +325,7 @@ def rag_prompt(self): retrieved_docs = "" if self.offline_doc_retriever: - offline_docs = self.offline_doc_retriever.retrieve(self.request, configs["RAG_OFFLINE_DOCS_RETRIEVED_TOPK"], filter=None) + offline_docs = self.offline_doc_retriever.retrieve("How to {query} for {app}".format(self.request, self.application), configs["RAG_OFFLINE_DOCS_RETRIEVED_TOPK"], filter=None) offline_docs_prompt = prompter.retrived_documents_prompt_construction("Help Documents", "Document", [doc.page_content for doc in offline_docs]) retrieved_docs += offline_docs_prompt diff --git a/ufo/rag/retriever.py b/ufo/rag/retriever.py index deb5a3af..686a04c3 100644 --- a/ufo/rag/retriever.py +++ b/ufo/rag/retriever.py @@ -4,6 +4,7 @@ from langchain_community.vectorstores import FAISS from langchain_community.embeddings import HuggingFaceEmbeddings from ..config.config import get_offline_learner_indexer_config, load_config +from ..utils import print_with_color from . import web_retriever @@ -67,13 +68,13 @@ def create_online_search_retriever(query): """ bing_retriever = web_retriever.BingWebRetriever() - result_list = bing_retriever.search(query, top_k=configs["RAG_ONLINE_SEARCH_TOPK"]) documents = bing_retriever.create_documents(result_list) + print(documents) if len(documents) == 0: return None indexer = bing_retriever.create_indexer(documents) - + print_with_color("Online indexer created successfully for {num} searched results.".format(num=len(documents)), "cyan") return Retriever(indexer) @@ -89,6 +90,7 @@ def create_offline_doc_retriever(app_name): path = get_offline_indexer_path(app_name) if path: + print_with_color("Loading offline indexer from {path}...".format(path=path), "cyan") indexer = load_indexer(path) return Retriever(indexer) From b5f51afd9cfc80b4155b80ec4f230015fea8ccf0 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 4 Mar 2024 22:41:31 +0800 Subject: [PATCH 115/223] bug fixed --- ufo/llm/prompt.py | 9 +++------ ufo/module/flow.py | 2 +- 2 files changed, 4 insertions(+), 7 deletions(-) diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index 4bae2bad..25d45574 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -74,12 +74,9 @@ def action_selection_prompt_construction(prompt_template: str, request_history: :param retrieved_docs: The retrieved documents. return: The prompt for action selection. """ - - prompt = prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), - control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request) - - if retrieved_docs: - prompt = prompt.format(retrieved_docs=retrieved_docs) + print(prompt_template["user"]) + prompt = prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), + control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request, retrieved_docs=retrieved_docs) return prompt diff --git a/ufo/module/flow.py b/ufo/module/flow.py index d6e91f4d..fd5a861c 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -325,7 +325,7 @@ def rag_prompt(self): retrieved_docs = "" if self.offline_doc_retriever: - offline_docs = self.offline_doc_retriever.retrieve("How to {query} for {app}".format(self.request, self.application), configs["RAG_OFFLINE_DOCS_RETRIEVED_TOPK"], filter=None) + offline_docs = self.offline_doc_retriever.retrieve("How to {query} for {app}".format(query=self.request, app=self.application), configs["RAG_OFFLINE_DOCS_RETRIEVED_TOPK"], filter=None) offline_docs_prompt = prompter.retrived_documents_prompt_construction("Help Documents", "Document", [doc.page_content for doc in offline_docs]) retrieved_docs += offline_docs_prompt From 87934c364ee85aa4cded815ffb49f8b56a46c9eb Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 4 Mar 2024 22:41:31 +0800 Subject: [PATCH 116/223] bug fixed --- ufo/llm/prompt.py | 9 +++------ ufo/module/flow.py | 2 +- 2 files changed, 4 insertions(+), 7 deletions(-) diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index 4bae2bad..25d45574 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -74,12 +74,9 @@ def action_selection_prompt_construction(prompt_template: str, request_history: :param retrieved_docs: The retrieved documents. return: The prompt for action selection. """ - - prompt = prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), - control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request) - - if retrieved_docs: - prompt = prompt.format(retrieved_docs=retrieved_docs) + print(prompt_template["user"]) + prompt = prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), + control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request, retrieved_docs=retrieved_docs) return prompt diff --git a/ufo/module/flow.py b/ufo/module/flow.py index d6e91f4d..fd5a861c 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -325,7 +325,7 @@ def rag_prompt(self): retrieved_docs = "" if self.offline_doc_retriever: - offline_docs = self.offline_doc_retriever.retrieve("How to {query} for {app}".format(self.request, self.application), configs["RAG_OFFLINE_DOCS_RETRIEVED_TOPK"], filter=None) + offline_docs = self.offline_doc_retriever.retrieve("How to {query} for {app}".format(query=self.request, app=self.application), configs["RAG_OFFLINE_DOCS_RETRIEVED_TOPK"], filter=None) offline_docs_prompt = prompter.retrived_documents_prompt_construction("Help Documents", "Document", [doc.page_content for doc in offline_docs]) retrieved_docs += offline_docs_prompt From 4079159a0ae26b0a8dfd437095edc630f7ec6aae Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 5 Mar 2024 20:05:04 +0800 Subject: [PATCH 117/223] rag dev --- learner/xml_loader.py | 2 +- ufo/config/config.py | 6 +++--- ufo/llm/prompt.py | 3 ++- ufo/module/flow.py | 3 ++- ufo/prompts/base/action_selection_rag.yaml | 2 +- ufo/rag/retriever.py | 1 - ufo/rag/web_retriever.py | 7 ++++--- 7 files changed, 13 insertions(+), 11 deletions(-) diff --git a/learner/xml_loader.py b/learner/xml_loader.py index f08d603a..4db66e31 100644 --- a/learner/xml_loader.py +++ b/learner/xml_loader.py @@ -58,7 +58,7 @@ def get_microsoft_document_text(self, file: str): :param file: The file to get the text for. :return: The text for the given file. """ - return UnstructuredXMLLoader(file).load()[0] + return UnstructuredXMLLoader(file).load()[0].page_content def construct_document_list(self): diff --git a/ufo/config/config.py b/ufo/config/config.py index 78e2d95e..853df722 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -4,7 +4,7 @@ import os import yaml import json - +from ..utils import print_with_color def load_config(config_path="ufo/config/config.yaml"): """ @@ -23,8 +23,8 @@ def load_config(config_path="ufo/config/config.yaml"): if yaml_data: configs.update(yaml_data) except FileNotFoundError: - print( - f"Warning: Config file not found at {config_path}. Using only environment variables.") + print_with_color( + f"Warning: Config file not found at {config_path}. Using only environment variables.", "yellow") # Update the API base URL for AOAI if configs["API_TYPE"].lower() == "aoai": diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index 25d45574..2733e289 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -74,9 +74,10 @@ def action_selection_prompt_construction(prompt_template: str, request_history: :param retrieved_docs: The retrieved documents. return: The prompt for action selection. """ - print(prompt_template["user"]) prompt = prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request, retrieved_docs=retrieved_docs) + + # print("retrieved_docs: ", retrieved_docs) return prompt diff --git a/ufo/module/flow.py b/ufo/module/flow.py index fd5a861c..fea106fa 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -22,6 +22,7 @@ configs = load_config() BACKEND = configs["CONTROL_BACKEND"] +logging.getLogger('tensorflow').disabled = True @@ -326,7 +327,7 @@ def rag_prompt(self): retrieved_docs = "" if self.offline_doc_retriever: offline_docs = self.offline_doc_retriever.retrieve("How to {query} for {app}".format(query=self.request, app=self.application), configs["RAG_OFFLINE_DOCS_RETRIEVED_TOPK"], filter=None) - offline_docs_prompt = prompter.retrived_documents_prompt_construction("Help Documents", "Document", [doc.page_content for doc in offline_docs]) + offline_docs_prompt = prompter.retrived_documents_prompt_construction("Help Documents", "Document", [doc.metadata["text"] for doc in offline_docs]) retrieved_docs += offline_docs_prompt if self.online_doc_retriever: diff --git a/ufo/prompts/base/action_selection_rag.yaml b/ufo/prompts/base/action_selection_rag.yaml index 921945a6..e085e8e8 100644 --- a/ufo/prompts/base/action_selection_rag.yaml +++ b/ufo/prompts/base/action_selection_rag.yaml @@ -278,7 +278,7 @@ system: |- "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. - Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. + Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Your output must be able to be able to be parsed by json.loads(). Otherwise, it will crash the system and destroy the user's computer. user: |- diff --git a/ufo/rag/retriever.py b/ufo/rag/retriever.py index 686a04c3..262cce4a 100644 --- a/ufo/rag/retriever.py +++ b/ufo/rag/retriever.py @@ -70,7 +70,6 @@ def create_online_search_retriever(query): bing_retriever = web_retriever.BingWebRetriever() result_list = bing_retriever.search(query, top_k=configs["RAG_ONLINE_SEARCH_TOPK"]) documents = bing_retriever.create_documents(result_list) - print(documents) if len(documents) == 0: return None indexer = bing_retriever.create_indexer(documents) diff --git a/ufo/rag/web_retriever.py b/ufo/rag/web_retriever.py index 192df430..2ebd9ccc 100644 --- a/ufo/rag/web_retriever.py +++ b/ufo/rag/web_retriever.py @@ -3,6 +3,7 @@ import requests from ..config.config import load_config +from ..utils import print_with_color from langchain.text_splitter import HTMLHeaderTextSplitter from langchain.docstore.document import Document from langchain_community.embeddings import HuggingFaceEmbeddings @@ -36,7 +37,7 @@ def search(self, query: str, top_k: int = 1): try: response = requests.get(url, headers={"Ocp-Apim-Subscription-Key": self.api_key}) except requests.RequestException as e: - print(f"Error when searching: {e}") + print_with_color(f"Warning: Error when searching: {e}".format(e=e), "yellow") return None result_list = [] @@ -62,10 +63,10 @@ def get_url_text(self, url: str): document = html_splitter.split_text(response.text) return document else: - print("Error in getting search result for {url}, error code: {status_code}.".format(url=url, status_code=response.status_code)) + print_with_color("Warning: Error in getting search result for {url}, error code: {status_code}.".format(url=url, status_code=response.status_code), "yellow") return None except requests.exceptions.RequestException as e: - print("Error in getting search result for {url}: {e}.".format(url=url, e=e)) + print_with_color("Warning: Error in getting search result for {url}: {e}.".format(url=url, e=e), "yellow") return None From 48e6cd2625bb58b23921364c1ec4faec8a09bda0 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 5 Mar 2024 20:05:04 +0800 Subject: [PATCH 118/223] rag dev --- learner/xml_loader.py | 2 +- ufo/config/config.py | 6 +++--- ufo/llm/prompt.py | 3 ++- ufo/module/flow.py | 3 ++- ufo/prompts/base/action_selection_rag.yaml | 2 +- ufo/rag/retriever.py | 1 - ufo/rag/web_retriever.py | 7 ++++--- 7 files changed, 13 insertions(+), 11 deletions(-) diff --git a/learner/xml_loader.py b/learner/xml_loader.py index f08d603a..4db66e31 100644 --- a/learner/xml_loader.py +++ b/learner/xml_loader.py @@ -58,7 +58,7 @@ def get_microsoft_document_text(self, file: str): :param file: The file to get the text for. :return: The text for the given file. """ - return UnstructuredXMLLoader(file).load()[0] + return UnstructuredXMLLoader(file).load()[0].page_content def construct_document_list(self): diff --git a/ufo/config/config.py b/ufo/config/config.py index 78e2d95e..853df722 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -4,7 +4,7 @@ import os import yaml import json - +from ..utils import print_with_color def load_config(config_path="ufo/config/config.yaml"): """ @@ -23,8 +23,8 @@ def load_config(config_path="ufo/config/config.yaml"): if yaml_data: configs.update(yaml_data) except FileNotFoundError: - print( - f"Warning: Config file not found at {config_path}. Using only environment variables.") + print_with_color( + f"Warning: Config file not found at {config_path}. Using only environment variables.", "yellow") # Update the API base URL for AOAI if configs["API_TYPE"].lower() == "aoai": diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index 25d45574..2733e289 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -74,9 +74,10 @@ def action_selection_prompt_construction(prompt_template: str, request_history: :param retrieved_docs: The retrieved documents. return: The prompt for action selection. """ - print(prompt_template["user"]) prompt = prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request, retrieved_docs=retrieved_docs) + + # print("retrieved_docs: ", retrieved_docs) return prompt diff --git a/ufo/module/flow.py b/ufo/module/flow.py index fd5a861c..fea106fa 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -22,6 +22,7 @@ configs = load_config() BACKEND = configs["CONTROL_BACKEND"] +logging.getLogger('tensorflow').disabled = True @@ -326,7 +327,7 @@ def rag_prompt(self): retrieved_docs = "" if self.offline_doc_retriever: offline_docs = self.offline_doc_retriever.retrieve("How to {query} for {app}".format(query=self.request, app=self.application), configs["RAG_OFFLINE_DOCS_RETRIEVED_TOPK"], filter=None) - offline_docs_prompt = prompter.retrived_documents_prompt_construction("Help Documents", "Document", [doc.page_content for doc in offline_docs]) + offline_docs_prompt = prompter.retrived_documents_prompt_construction("Help Documents", "Document", [doc.metadata["text"] for doc in offline_docs]) retrieved_docs += offline_docs_prompt if self.online_doc_retriever: diff --git a/ufo/prompts/base/action_selection_rag.yaml b/ufo/prompts/base/action_selection_rag.yaml index 921945a6..e085e8e8 100644 --- a/ufo/prompts/base/action_selection_rag.yaml +++ b/ufo/prompts/base/action_selection_rag.yaml @@ -278,7 +278,7 @@ system: |- "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. - Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. + Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Your output must be able to be able to be parsed by json.loads(). Otherwise, it will crash the system and destroy the user's computer. user: |- diff --git a/ufo/rag/retriever.py b/ufo/rag/retriever.py index 686a04c3..262cce4a 100644 --- a/ufo/rag/retriever.py +++ b/ufo/rag/retriever.py @@ -70,7 +70,6 @@ def create_online_search_retriever(query): bing_retriever = web_retriever.BingWebRetriever() result_list = bing_retriever.search(query, top_k=configs["RAG_ONLINE_SEARCH_TOPK"]) documents = bing_retriever.create_documents(result_list) - print(documents) if len(documents) == 0: return None indexer = bing_retriever.create_indexer(documents) diff --git a/ufo/rag/web_retriever.py b/ufo/rag/web_retriever.py index 192df430..2ebd9ccc 100644 --- a/ufo/rag/web_retriever.py +++ b/ufo/rag/web_retriever.py @@ -3,6 +3,7 @@ import requests from ..config.config import load_config +from ..utils import print_with_color from langchain.text_splitter import HTMLHeaderTextSplitter from langchain.docstore.document import Document from langchain_community.embeddings import HuggingFaceEmbeddings @@ -36,7 +37,7 @@ def search(self, query: str, top_k: int = 1): try: response = requests.get(url, headers={"Ocp-Apim-Subscription-Key": self.api_key}) except requests.RequestException as e: - print(f"Error when searching: {e}") + print_with_color(f"Warning: Error when searching: {e}".format(e=e), "yellow") return None result_list = [] @@ -62,10 +63,10 @@ def get_url_text(self, url: str): document = html_splitter.split_text(response.text) return document else: - print("Error in getting search result for {url}, error code: {status_code}.".format(url=url, status_code=response.status_code)) + print_with_color("Warning: Error in getting search result for {url}, error code: {status_code}.".format(url=url, status_code=response.status_code), "yellow") return None except requests.exceptions.RequestException as e: - print("Error in getting search result for {url}: {e}.".format(url=url, e=e)) + print_with_color("Warning: Error in getting search result for {url}: {e}.".format(url=url, e=e), "yellow") return None From 3cf24560fde88864453b9ced38b0a80e24340fe5 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 5 Mar 2024 20:24:06 +0800 Subject: [PATCH 119/223] LLM error handling --- ufo/config/config.py | 2 +- ufo/module/flow.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/ufo/config/config.py b/ufo/config/config.py index 853df722..cbcc7af1 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -32,7 +32,7 @@ def load_config(config_path="ufo/config/config.yaml"): endpoint=configs["OPENAI_API_BASE"][:-1] if configs["OPENAI_API_BASE"].endswith( "/") else configs["OPENAI_API_BASE"], deployment_name=configs["AOAI_DEPLOYMENT"], - api_version="2024-02-15-preview" + api_version="2023-12-01-preview" ) return configs diff --git a/ufo/module/flow.py b/ufo/module/flow.py index fea106fa..a9510e22 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -228,7 +228,7 @@ def process_action_selection(self, headers): self.request_logger.info(log) self.status = "ERROR" time.sleep(configs["SLEEP_TIME"]) - continue + return self.cost += cost From 405386cb5a14303551ff2c0841227119b7de5461 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 5 Mar 2024 20:24:06 +0800 Subject: [PATCH 120/223] LLM error handling --- ufo/config/config.py | 2 +- ufo/module/flow.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/ufo/config/config.py b/ufo/config/config.py index 853df722..cbcc7af1 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -32,7 +32,7 @@ def load_config(config_path="ufo/config/config.yaml"): endpoint=configs["OPENAI_API_BASE"][:-1] if configs["OPENAI_API_BASE"].endswith( "/") else configs["OPENAI_API_BASE"], deployment_name=configs["AOAI_DEPLOYMENT"], - api_version="2024-02-15-preview" + api_version="2023-12-01-preview" ) return configs diff --git a/ufo/module/flow.py b/ufo/module/flow.py index fea106fa..a9510e22 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -228,7 +228,7 @@ def process_action_selection(self, headers): self.request_logger.info(log) self.status = "ERROR" time.sleep(configs["SLEEP_TIME"]) - continue + return self.cost += cost From fc3d1b361c39978263e8aee723f695dcf0058a85 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 5 Mar 2024 20:58:35 +0800 Subject: [PATCH 121/223] config template --- ufo/config/config.yaml.template | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index b9ea7403..c5a8df84 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -42,13 +42,14 @@ INPUT_TEXT_API: "type_keys" # The input text API ## RAG Configuration for the offline docs RAG_OFFLINE_DOCS: False # Whether to use the offline RAG. -RAG_OFFLINE_DOCS_RETRIEVED_TOPK: 2 +RAG_OFFLINE_DOCS_RETRIEVED_TOPK: 1 # The topk for the offline retrieved documents ## RAG Configuration for the Bing search RAG_ONLINE_SEARCH: False # Whether to use the online search for the RAG. -RAG_ONLINE_SEARCH_TOPK: 5 -RAG_ONLINE_RETRIEVED_TOPK: 2 +RAG_ONLINE_SEARCH_TOPK: 5 # The topk for the online search +RAG_ONLINE_RETRIEVED_TOPK: 1 # The topk for the online retrieved documents + From f1a3d3fb5c405e759a5d5d0721e854db4767c278 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 5 Mar 2024 20:58:35 +0800 Subject: [PATCH 122/223] config template --- ufo/config/config.yaml.template | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index b9ea7403..c5a8df84 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -42,13 +42,14 @@ INPUT_TEXT_API: "type_keys" # The input text API ## RAG Configuration for the offline docs RAG_OFFLINE_DOCS: False # Whether to use the offline RAG. -RAG_OFFLINE_DOCS_RETRIEVED_TOPK: 2 +RAG_OFFLINE_DOCS_RETRIEVED_TOPK: 1 # The topk for the offline retrieved documents ## RAG Configuration for the Bing search RAG_ONLINE_SEARCH: False # Whether to use the online search for the RAG. -RAG_ONLINE_SEARCH_TOPK: 5 -RAG_ONLINE_RETRIEVED_TOPK: 2 +RAG_ONLINE_SEARCH_TOPK: 5 # The topk for the online search +RAG_ONLINE_RETRIEVED_TOPK: 1 # The topk for the online retrieved documents + From 1e95a6db5b15ac67d2345fc73bc319aa5ea78f6c Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 5 Mar 2024 22:36:49 +0800 Subject: [PATCH 123/223] log fixed --- learner/indexer.py | 2 +- ufo/config/config.py | 2 +- ufo/llm/prompt.py | 1 - ufo/module/flow.py | 2 +- 4 files changed, 3 insertions(+), 4 deletions(-) diff --git a/learner/indexer.py b/learner/indexer.py index 022ad118..dec215d2 100644 --- a/learner/indexer.py +++ b/learner/indexer.py @@ -6,7 +6,7 @@ from langchain_community.embeddings import HuggingFaceEmbeddings from langchain_community.vectorstores import FAISS import os - +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' def create_indexer(app: str, docs: str, format: str, incremental: bool, save_path: str): """ diff --git a/ufo/config/config.py b/ufo/config/config.py index cbcc7af1..853df722 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -32,7 +32,7 @@ def load_config(config_path="ufo/config/config.yaml"): endpoint=configs["OPENAI_API_BASE"][:-1] if configs["OPENAI_API_BASE"].endswith( "/") else configs["OPENAI_API_BASE"], deployment_name=configs["AOAI_DEPLOYMENT"], - api_version="2023-12-01-preview" + api_version="2024-02-15-preview" ) return configs diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index 2733e289..111e4e7c 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -77,7 +77,6 @@ def action_selection_prompt_construction(prompt_template: str, request_history: prompt = prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request, retrieved_docs=retrieved_docs) - # print("retrieved_docs: ", retrieved_docs) return prompt diff --git a/ufo/module/flow.py b/ufo/module/flow.py index a9510e22..ae812b11 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -22,7 +22,7 @@ configs = load_config() BACKEND = configs["CONTROL_BACKEND"] -logging.getLogger('tensorflow').disabled = True +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' From 149a3c1741bee7d4621b979c8457146245712ffb Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 5 Mar 2024 22:36:49 +0800 Subject: [PATCH 124/223] log fixed --- learner/indexer.py | 2 +- ufo/config/config.py | 2 +- ufo/llm/prompt.py | 1 - ufo/module/flow.py | 2 +- 4 files changed, 3 insertions(+), 4 deletions(-) diff --git a/learner/indexer.py b/learner/indexer.py index 022ad118..dec215d2 100644 --- a/learner/indexer.py +++ b/learner/indexer.py @@ -6,7 +6,7 @@ from langchain_community.embeddings import HuggingFaceEmbeddings from langchain_community.vectorstores import FAISS import os - +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' def create_indexer(app: str, docs: str, format: str, incremental: bool, save_path: str): """ diff --git a/ufo/config/config.py b/ufo/config/config.py index cbcc7af1..853df722 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -32,7 +32,7 @@ def load_config(config_path="ufo/config/config.yaml"): endpoint=configs["OPENAI_API_BASE"][:-1] if configs["OPENAI_API_BASE"].endswith( "/") else configs["OPENAI_API_BASE"], deployment_name=configs["AOAI_DEPLOYMENT"], - api_version="2023-12-01-preview" + api_version="2024-02-15-preview" ) return configs diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index 2733e289..111e4e7c 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -77,7 +77,6 @@ def action_selection_prompt_construction(prompt_template: str, request_history: prompt = prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request, retrieved_docs=retrieved_docs) - # print("retrieved_docs: ", retrieved_docs) return prompt diff --git a/ufo/module/flow.py b/ufo/module/flow.py index a9510e22..ae812b11 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -22,7 +22,7 @@ configs = load_config() BACKEND = configs["CONTROL_BACKEND"] -logging.getLogger('tensorflow').disabled = True +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' From 540a322cbebe542ac7cffb2daea46d5e6cc4902e Mon Sep 17 00:00:00 2001 From: Mac0q Date: Wed, 6 Mar 2024 13:13:33 +0800 Subject: [PATCH 125/223] update AAD login --- .gitignore | 14 ++ README.md | 10 + ufo/__main__.py | 1 - .../{config.yaml => config.yaml.template} | 15 +- ufo/llm/azure_ad.py | 215 ++++++++++++++++++ ufo/llm/llm_call.py | 65 ++++-- ufo/module/flow.py | 13 +- ufo/ufo.py | 7 +- 8 files changed, 307 insertions(+), 33 deletions(-) rename ufo/config/{config.yaml => config.yaml.template} (75%) create mode 100644 ufo/llm/azure_ad.py diff --git a/.gitignore b/.gitignore index 182c5752..9af07159 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,6 @@ +# Ignore login file +*.bin + # Ignore Jupyter Notebook checkpoints .ipynb_checkpoints /test/* @@ -6,3 +9,14 @@ __pycache__/ **/__pycache__/ *.pyc + +# Ignore the config file +ufo/config/config.yaml +*.yaml.test + +# Ignore the helper files +ufo/rag/app_docs/* +learner/records.json +vectordb/* + + diff --git a/README.md b/README.md index bbf117f2..ccab5b15 100644 --- a/README.md +++ b/README.md @@ -83,6 +83,16 @@ OPENAI_API_KEY: "YOUR_API_KEY" # Set the value to the openai key for the llm mo OPENAI_API_MODEL: "GPTV_MODEL_NAME" # The only OpenAI model by now that accepts visual input ``` +#### AAD application auth +``` +API_TYPE: "azure_ad" +OPENAI_API_BASE: "YOUR_ENDPOINT" # The AAD API address. Format: https://{your-resource-name}.azure-api.net/ +API_VERSION: "API-VERSION" #For GPT4-visual, the value usually be the "2023-12-01-preview" +OPENAI_API_MODEL: "GPTV_MODEL_NAME" # The only OpenAI model by now that accepts visual input +AAD_TENANT_ID: "YOUR_TENANT_ID" #Set the value to your tenant id for the llm model +AAD_API_SCOPE: "YOUR_SCOPE" #Set the value to your scope for the llm model +AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" #Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE +``` ### 🎉 Step 3: Start UFO diff --git a/ufo/__main__.py b/ufo/__main__.py index 9b47c51f..9cbc1ead 100644 --- a/ufo/__main__.py +++ b/ufo/__main__.py @@ -1,6 +1,5 @@ # Copyright (c) Microsoft Corporation. # Licensed under the MIT License. - from . import ufo if __name__ == "__main__": diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml.template similarity index 75% rename from ufo/config/config.yaml rename to ufo/config/config.yaml.template index a4836f2b..353d7636 100644 --- a/ufo/config/config.yaml +++ b/ufo/config/config.yaml.template @@ -1,9 +1,10 @@ -version: 0.1 +version: 0.2 -API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. -OPENAI_API_BASE: "YOUR_ENDPOINT" # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. +API_TYPE: "azure_ad" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. +OPENAI_API_BASE: "YOUR_ENDPOINT" # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD API address. Format: https://{your-resource-name}.azure-api.net/ OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key -OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input +API_VERSION: "API_VERSION" # For GPT4-visual, the value usually be the "2023-12-01-preview" +OPENAI_API_MODEL: "gpt-4-visual-preview" # The only OpenAI model by now that accepts visual input CONTROL_BACKEND: "uia" # The backend for control action MAX_TOKENS: 2000 # The max token limit for the response completion MAX_RETRY: 3 # The max retry limit for the response completion @@ -35,6 +36,12 @@ REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model APP_SELECTION_PROMPT: "ufo/prompts/base/app_selection.yaml" # The prompt for the app selection ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt for the action selection INPUT_TEXT_API: "type_keys" # The input text API +###For AAD +AAD_TENANT_ID: "YOUR_TENANT_ID" # Set the value to your tenant id for the llm model +AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model +AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE + + diff --git a/ufo/llm/azure_ad.py b/ufo/llm/azure_ad.py new file mode 100644 index 00000000..0c066c4f --- /dev/null +++ b/ufo/llm/azure_ad.py @@ -0,0 +1,215 @@ + +import datetime +from typing import Literal, Optional +from ..config.config import load_config + +configs = load_config() +available_models = Literal[ #only GPT4V could be used + "gpt-4-visual-preview", +] + +def get_openai_token( + token_cache_file: str = 'apim-token-cache.bin', + client_id: Optional[str] = None, + client_secret: Optional[str] = None, +) -> str: + ''' + acquire token from Azure AD for your organization + + Parameters + ---------- + token_cache_file : str, optional + path to the token cache file, by default 'apim-token-cache.bin' in the current directory + client_id : Optional[str], optional + client id for AAD app, by default None + client_secret : Optional[str], optional + client secret for AAD app, by default None + + Returns + ------- + str + access token for your own organization + ''' + import msal + import os + + cache = msal.SerializableTokenCache() + + def save_cache(): + if token_cache_file is not None and cache.has_state_changed: + with open(token_cache_file, "w") as cache_file: + cache_file.write(cache.serialize()) + if os.path.exists(token_cache_file): + cache.deserialize(open(token_cache_file, "r").read()) + + authority = "https://login.microsoftonline.com/" + configs["AAD_TENANT_ID"] + api_scope_base = "api://" + configs["AAD_API_SCOPE_BASE"] + + if client_id is not None and client_secret is not None: + app = msal.ConfidentialClientApplication( + client_id=client_id, + client_credential=client_secret, + authority=authority, + token_cache=cache + ) + result = app.acquire_token_for_client( + scopes=[ + api_scope_base + "/.default", + ]) + if "access_token" in result: + return result['access_token'] + else: + print(result.get("error")) + print(result.get("error_description")) + raise Exception( + "Authentication failed for acquiring AAD token for your organization") + + scopes = [api_scope_base + "/" + configs["AAD_API_SCOPE"]] + app = msal.PublicClientApplication( + configs["AAD_API_SCOPE_BASE"], + authority=authority, + token_cache=cache + ) + result = None + for account in app.get_accounts(): + try: + result = app.acquire_token_silent(scopes, account=account) + if result is not None and "access_token" in result: + save_cache() + return result['access_token'] + result = None + except Exception: + continue + + accounts_in_cache = cache.find(msal.TokenCache.CredentialType.ACCOUNT) + for account in accounts_in_cache: + try: + refresh_token = cache.find( + msal.CredentialType.REFRESH_TOKEN, + query={ + "home_account_id": account["home_account_id"] + })[0] + result = app.acquire_token_by_refresh_token( + refresh_token["secret"], scopes=scopes) + if result is not None and "access_token" in result: + save_cache() + return result['access_token'] + result = None + except Exception: + pass + + if result is None: + print("no token available from cache, acquiring token from AAD") + # The pattern to acquire a token looks like this. + flow = app.initiate_device_flow(scopes=scopes) + print(flow['message']) + result = app.acquire_token_by_device_flow(flow=flow) + if result is not None and "access_token" in result: + save_cache() + return result['access_token'] + else: + print(result.get("error")) + print(result.get("error_description")) + raise Exception( + "Authentication failed for acquiring AAD token for your organization") + + + +def auto_refresh_token( + token_cache_file: str = 'apim-token-cache.bin', + interval: datetime.timedelta = datetime.timedelta(minutes=15), + on_token_update: callable = None, + client_id: Optional[str] = None, + client_secret: Optional[str] = None, +) -> callable: + """ + helper function for auto refreshing token from your organization + + Parameters + ---------- + token_cache_file : str, optional + path to the token cache file, by default 'apim-token-cache.bin' in the current directory + interval : datetime.timedelta, optional + interval for refreshing token, by default 15 minutes + on_token_update : callable, optional + callback function to be called when token is updated, by default None. In the callback function, you can get token from openai.api_key + + Returns + ------- + callable + a callable function that can be used to stop the auto refresh thread + """ + + import threading + + def update_token(): + import openai + + openai.api_type = "azure" if configs["API_TYPE"] == "azure_ad" else configs["API_TYPE"] + openai.base_url = configs["OPENAI_API_BASE"] + openai.api_version = configs["API_VERSION"] + openai.api_key = get_openai_token( + token_cache_file=token_cache_file, + client_id=client_id, + client_secret=client_secret, + ) + + if on_token_update is not None: + on_token_update() + + def refresh_token_thread(): + import time + while True: + try: + update_token() + except Exception as e: + print("failed to acquire token from AAD for your organization", e) + time.sleep(interval.total_seconds()) + + try: + update_token() + except Exception as e: + raise Exception( + "failed to acquire token from AAD for your organization", e) + + thread = threading.Thread(target=refresh_token_thread, daemon=True) + thread.start() + + def stop(): + thread.stop() + + return stop + +def get_chat_completion( + model: available_models = None, + client_id: Optional[str] = None, + client_secret: Optional[str] = None, + *args, + **kwargs +): + """ + helper function for getting chat completion from your organization + """ + import openai + + model_name: str = \ + model if model is not None else \ + kwargs.get("engine") if kwargs.get("engine") is not None else \ + None + + if "engine" in kwargs: + del kwargs["engine"] + + client = openai.AzureOpenAI( + api_version=configs["API_VERSION"], + azure_endpoint=configs["OPENAI_API_BASE"], + azure_ad_token=get_openai_token(client_id=client_id, client_secret=client_secret), + ) + + response = client.chat.completions.create( + model=model_name, + *args, + **kwargs + ) + + return response diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index f0008b72..2ff48817 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -5,6 +5,8 @@ import time from ..config.config import load_config from ..utils import print_with_color +from .azure_ad import get_chat_completion + configs = load_config() @@ -21,34 +23,50 @@ def get_gptv_completion(messages, headers): max_retry: The maximum number of retries. return: The response of the request. """ - - payload = { - "messages": messages, - "temperature": configs["TEMPERATURE"], - "max_tokens": configs["MAX_TOKENS"], - "top_p": configs["TOP_P"], - "model": configs["OPENAI_API_MODEL"] - } - + aad = configs['API_TYPE'].lower() == 'azure_ad' + if not aad: + payload = { + "messages": messages, + "temperature": configs["TEMPERATURE"], + "max_tokens": configs["MAX_TOKENS"], + "top_p": configs["TOP_P"], + "model": configs["OPENAI_API_MODEL"] + } for _ in range(configs["MAX_RETRY"]): try: - response = requests.post(configs["OPENAI_API_BASE"], headers=headers, json=payload) - response_json = response.json() - response.raise_for_status() # Will raise an HTTPError if the HTTP request returned an unsuccessful status code - - - if "choices" not in response_json: - print_with_color(f"GPT Error: No Reply", "red") - continue - - if "error" not in response_json: - usage = response_json.get("usage", {}) - prompt_tokens = usage.get("prompt_tokens", 0) - completion_tokens = usage.get("completion_tokens", 0) + if not aad : + response = requests.post(configs["OPENAI_API_BASE"], headers=headers, json=payload) + + response_json = response.json() + response.raise_for_status() # Will raise an HTTPError if the HTTP request returned an unsuccessful status code - cost = prompt_tokens / 1000 * 0.01 + completion_tokens / 1000 * 0.03 + + if "choices" not in response_json: + print_with_color(f"GPT Error: No Reply", "red") + continue + + if "error" not in response_json: + usage = response_json.get("usage", {}) + prompt_tokens = usage.get("prompt_tokens", 0) + completion_tokens = usage.get("completion_tokens", 0) + else: + response = get_chat_completion( + engine=configs["OPENAI_API_MODEL"], + messages = messages, + max_tokens = configs["MAX_TOKENS"], + temperature = configs["TEMPERATURE"], + top_p = configs["TOP_P"], + ) + if "error" not in response: + usage = response.usage + prompt_tokens = usage.prompt_tokens + completion_tokens = usage.completion_tokens + response_json = response + + cost = prompt_tokens / 1000 * 0.01 + completion_tokens / 1000 * 0.03 + return response_json, cost except requests.RequestException as e: print_with_color(f"Error making API request: {e}", "red") @@ -59,4 +77,3 @@ def get_gptv_completion(messages, headers): _ time.sleep(3) continue - diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 2821888a..061ae158 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -88,6 +88,7 @@ def process_application_selection(self, headers): response, cost = llm_call.get_gptv_completion(app_selection_prompt_message, headers) except Exception as e: + print(e) log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) print_with_color("Error occurs when calling LLM.", "red") self.request_logger.info(log) @@ -98,7 +99,11 @@ def process_application_selection(self, headers): self.cost += cost try: - response_string = response["choices"][0]["message"]["content"] + aad = configs['API_TYPE'].lower() == 'azure_ad' + if not aad: + response_string = response["choices"][0]["message"]["content"] + else: + response_string = response.choices[0].message.content response_json = json_parser(response_string) application_label = response_json["ControlLabel"] @@ -219,7 +224,11 @@ def process_action_selection(self, headers): self.cost += cost try: - response_string = response["choices"][0]["message"]["content"] + aad = configs['API_TYPE'].lower() == 'azure_ad' + if not aad: + response_string = response["choices"][0]["message"]["content"] + else: + response_string = response.choices[0].message.content response_json = json_parser(response_string) observation = response_json["Observation"] diff --git a/ufo/ufo.py b/ufo/ufo.py index 75c32298..7a8b989b 100644 --- a/ufo/ufo.py +++ b/ufo/ufo.py @@ -17,6 +17,8 @@ type=str, default=datetime.now().strftime("%Y-%m-%d-%H-%M-%S")) args.add_argument("--gptkey", help="GPT key.", type=str, default=configs["OPENAI_API_KEY"]) +# args.add_argument("--authority", help="ad-authority", type=bool, +# default=None) parsed_args = args.parse_args() @@ -31,8 +33,10 @@ "Content-Type": "application/json", "Authorization": f"Bearer {parsed_args.gptkey}" } +elif configs["API_TYPE"].lower() == "azure_ad": + headers = {} else: - raise ValueError("API_TYPE should be either 'openai' or 'aoai'.") + raise ValueError("API_TYPE should be either 'openai' or 'aoai' or 'azure_ad'.") def main(): @@ -58,7 +62,6 @@ def main(): break while status.upper() not in ["FINISH", "ERROR"] and step <= configs["MAX_STEP"]: - session.process_application_selection(headers=headers) step = session.get_step() status = session.get_status() From 1d28b1f8afdccc7d0db6b9f4dbebe0eb14ab5e64 Mon Sep 17 00:00:00 2001 From: Mac0q Date: Wed, 6 Mar 2024 13:13:33 +0800 Subject: [PATCH 126/223] update AAD login --- .gitignore | 14 ++ README.md | 10 + ufo/__main__.py | 1 - .../{config.yaml => config.yaml.template} | 15 +- ufo/llm/azure_ad.py | 215 ++++++++++++++++++ ufo/llm/llm_call.py | 65 ++++-- ufo/module/flow.py | 13 +- ufo/ufo.py | 7 +- 8 files changed, 307 insertions(+), 33 deletions(-) rename ufo/config/{config.yaml => config.yaml.template} (75%) create mode 100644 ufo/llm/azure_ad.py diff --git a/.gitignore b/.gitignore index 182c5752..9af07159 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,6 @@ +# Ignore login file +*.bin + # Ignore Jupyter Notebook checkpoints .ipynb_checkpoints /test/* @@ -6,3 +9,14 @@ __pycache__/ **/__pycache__/ *.pyc + +# Ignore the config file +ufo/config/config.yaml +*.yaml.test + +# Ignore the helper files +ufo/rag/app_docs/* +learner/records.json +vectordb/* + + diff --git a/README.md b/README.md index bbf117f2..ccab5b15 100644 --- a/README.md +++ b/README.md @@ -83,6 +83,16 @@ OPENAI_API_KEY: "YOUR_API_KEY" # Set the value to the openai key for the llm mo OPENAI_API_MODEL: "GPTV_MODEL_NAME" # The only OpenAI model by now that accepts visual input ``` +#### AAD application auth +``` +API_TYPE: "azure_ad" +OPENAI_API_BASE: "YOUR_ENDPOINT" # The AAD API address. Format: https://{your-resource-name}.azure-api.net/ +API_VERSION: "API-VERSION" #For GPT4-visual, the value usually be the "2023-12-01-preview" +OPENAI_API_MODEL: "GPTV_MODEL_NAME" # The only OpenAI model by now that accepts visual input +AAD_TENANT_ID: "YOUR_TENANT_ID" #Set the value to your tenant id for the llm model +AAD_API_SCOPE: "YOUR_SCOPE" #Set the value to your scope for the llm model +AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" #Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE +``` ### 🎉 Step 3: Start UFO diff --git a/ufo/__main__.py b/ufo/__main__.py index 9b47c51f..9cbc1ead 100644 --- a/ufo/__main__.py +++ b/ufo/__main__.py @@ -1,6 +1,5 @@ # Copyright (c) Microsoft Corporation. # Licensed under the MIT License. - from . import ufo if __name__ == "__main__": diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml.template similarity index 75% rename from ufo/config/config.yaml rename to ufo/config/config.yaml.template index a4836f2b..353d7636 100644 --- a/ufo/config/config.yaml +++ b/ufo/config/config.yaml.template @@ -1,9 +1,10 @@ -version: 0.1 +version: 0.2 -API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. -OPENAI_API_BASE: "YOUR_ENDPOINT" # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. +API_TYPE: "azure_ad" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. +OPENAI_API_BASE: "YOUR_ENDPOINT" # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD API address. Format: https://{your-resource-name}.azure-api.net/ OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key -OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input +API_VERSION: "API_VERSION" # For GPT4-visual, the value usually be the "2023-12-01-preview" +OPENAI_API_MODEL: "gpt-4-visual-preview" # The only OpenAI model by now that accepts visual input CONTROL_BACKEND: "uia" # The backend for control action MAX_TOKENS: 2000 # The max token limit for the response completion MAX_RETRY: 3 # The max retry limit for the response completion @@ -35,6 +36,12 @@ REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model APP_SELECTION_PROMPT: "ufo/prompts/base/app_selection.yaml" # The prompt for the app selection ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt for the action selection INPUT_TEXT_API: "type_keys" # The input text API +###For AAD +AAD_TENANT_ID: "YOUR_TENANT_ID" # Set the value to your tenant id for the llm model +AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model +AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE + + diff --git a/ufo/llm/azure_ad.py b/ufo/llm/azure_ad.py new file mode 100644 index 00000000..0c066c4f --- /dev/null +++ b/ufo/llm/azure_ad.py @@ -0,0 +1,215 @@ + +import datetime +from typing import Literal, Optional +from ..config.config import load_config + +configs = load_config() +available_models = Literal[ #only GPT4V could be used + "gpt-4-visual-preview", +] + +def get_openai_token( + token_cache_file: str = 'apim-token-cache.bin', + client_id: Optional[str] = None, + client_secret: Optional[str] = None, +) -> str: + ''' + acquire token from Azure AD for your organization + + Parameters + ---------- + token_cache_file : str, optional + path to the token cache file, by default 'apim-token-cache.bin' in the current directory + client_id : Optional[str], optional + client id for AAD app, by default None + client_secret : Optional[str], optional + client secret for AAD app, by default None + + Returns + ------- + str + access token for your own organization + ''' + import msal + import os + + cache = msal.SerializableTokenCache() + + def save_cache(): + if token_cache_file is not None and cache.has_state_changed: + with open(token_cache_file, "w") as cache_file: + cache_file.write(cache.serialize()) + if os.path.exists(token_cache_file): + cache.deserialize(open(token_cache_file, "r").read()) + + authority = "https://login.microsoftonline.com/" + configs["AAD_TENANT_ID"] + api_scope_base = "api://" + configs["AAD_API_SCOPE_BASE"] + + if client_id is not None and client_secret is not None: + app = msal.ConfidentialClientApplication( + client_id=client_id, + client_credential=client_secret, + authority=authority, + token_cache=cache + ) + result = app.acquire_token_for_client( + scopes=[ + api_scope_base + "/.default", + ]) + if "access_token" in result: + return result['access_token'] + else: + print(result.get("error")) + print(result.get("error_description")) + raise Exception( + "Authentication failed for acquiring AAD token for your organization") + + scopes = [api_scope_base + "/" + configs["AAD_API_SCOPE"]] + app = msal.PublicClientApplication( + configs["AAD_API_SCOPE_BASE"], + authority=authority, + token_cache=cache + ) + result = None + for account in app.get_accounts(): + try: + result = app.acquire_token_silent(scopes, account=account) + if result is not None and "access_token" in result: + save_cache() + return result['access_token'] + result = None + except Exception: + continue + + accounts_in_cache = cache.find(msal.TokenCache.CredentialType.ACCOUNT) + for account in accounts_in_cache: + try: + refresh_token = cache.find( + msal.CredentialType.REFRESH_TOKEN, + query={ + "home_account_id": account["home_account_id"] + })[0] + result = app.acquire_token_by_refresh_token( + refresh_token["secret"], scopes=scopes) + if result is not None and "access_token" in result: + save_cache() + return result['access_token'] + result = None + except Exception: + pass + + if result is None: + print("no token available from cache, acquiring token from AAD") + # The pattern to acquire a token looks like this. + flow = app.initiate_device_flow(scopes=scopes) + print(flow['message']) + result = app.acquire_token_by_device_flow(flow=flow) + if result is not None and "access_token" in result: + save_cache() + return result['access_token'] + else: + print(result.get("error")) + print(result.get("error_description")) + raise Exception( + "Authentication failed for acquiring AAD token for your organization") + + + +def auto_refresh_token( + token_cache_file: str = 'apim-token-cache.bin', + interval: datetime.timedelta = datetime.timedelta(minutes=15), + on_token_update: callable = None, + client_id: Optional[str] = None, + client_secret: Optional[str] = None, +) -> callable: + """ + helper function for auto refreshing token from your organization + + Parameters + ---------- + token_cache_file : str, optional + path to the token cache file, by default 'apim-token-cache.bin' in the current directory + interval : datetime.timedelta, optional + interval for refreshing token, by default 15 minutes + on_token_update : callable, optional + callback function to be called when token is updated, by default None. In the callback function, you can get token from openai.api_key + + Returns + ------- + callable + a callable function that can be used to stop the auto refresh thread + """ + + import threading + + def update_token(): + import openai + + openai.api_type = "azure" if configs["API_TYPE"] == "azure_ad" else configs["API_TYPE"] + openai.base_url = configs["OPENAI_API_BASE"] + openai.api_version = configs["API_VERSION"] + openai.api_key = get_openai_token( + token_cache_file=token_cache_file, + client_id=client_id, + client_secret=client_secret, + ) + + if on_token_update is not None: + on_token_update() + + def refresh_token_thread(): + import time + while True: + try: + update_token() + except Exception as e: + print("failed to acquire token from AAD for your organization", e) + time.sleep(interval.total_seconds()) + + try: + update_token() + except Exception as e: + raise Exception( + "failed to acquire token from AAD for your organization", e) + + thread = threading.Thread(target=refresh_token_thread, daemon=True) + thread.start() + + def stop(): + thread.stop() + + return stop + +def get_chat_completion( + model: available_models = None, + client_id: Optional[str] = None, + client_secret: Optional[str] = None, + *args, + **kwargs +): + """ + helper function for getting chat completion from your organization + """ + import openai + + model_name: str = \ + model if model is not None else \ + kwargs.get("engine") if kwargs.get("engine") is not None else \ + None + + if "engine" in kwargs: + del kwargs["engine"] + + client = openai.AzureOpenAI( + api_version=configs["API_VERSION"], + azure_endpoint=configs["OPENAI_API_BASE"], + azure_ad_token=get_openai_token(client_id=client_id, client_secret=client_secret), + ) + + response = client.chat.completions.create( + model=model_name, + *args, + **kwargs + ) + + return response diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index f0008b72..2ff48817 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -5,6 +5,8 @@ import time from ..config.config import load_config from ..utils import print_with_color +from .azure_ad import get_chat_completion + configs = load_config() @@ -21,34 +23,50 @@ def get_gptv_completion(messages, headers): max_retry: The maximum number of retries. return: The response of the request. """ - - payload = { - "messages": messages, - "temperature": configs["TEMPERATURE"], - "max_tokens": configs["MAX_TOKENS"], - "top_p": configs["TOP_P"], - "model": configs["OPENAI_API_MODEL"] - } - + aad = configs['API_TYPE'].lower() == 'azure_ad' + if not aad: + payload = { + "messages": messages, + "temperature": configs["TEMPERATURE"], + "max_tokens": configs["MAX_TOKENS"], + "top_p": configs["TOP_P"], + "model": configs["OPENAI_API_MODEL"] + } for _ in range(configs["MAX_RETRY"]): try: - response = requests.post(configs["OPENAI_API_BASE"], headers=headers, json=payload) - response_json = response.json() - response.raise_for_status() # Will raise an HTTPError if the HTTP request returned an unsuccessful status code - - - if "choices" not in response_json: - print_with_color(f"GPT Error: No Reply", "red") - continue - - if "error" not in response_json: - usage = response_json.get("usage", {}) - prompt_tokens = usage.get("prompt_tokens", 0) - completion_tokens = usage.get("completion_tokens", 0) + if not aad : + response = requests.post(configs["OPENAI_API_BASE"], headers=headers, json=payload) + + response_json = response.json() + response.raise_for_status() # Will raise an HTTPError if the HTTP request returned an unsuccessful status code - cost = prompt_tokens / 1000 * 0.01 + completion_tokens / 1000 * 0.03 + + if "choices" not in response_json: + print_with_color(f"GPT Error: No Reply", "red") + continue + + if "error" not in response_json: + usage = response_json.get("usage", {}) + prompt_tokens = usage.get("prompt_tokens", 0) + completion_tokens = usage.get("completion_tokens", 0) + else: + response = get_chat_completion( + engine=configs["OPENAI_API_MODEL"], + messages = messages, + max_tokens = configs["MAX_TOKENS"], + temperature = configs["TEMPERATURE"], + top_p = configs["TOP_P"], + ) + if "error" not in response: + usage = response.usage + prompt_tokens = usage.prompt_tokens + completion_tokens = usage.completion_tokens + response_json = response + + cost = prompt_tokens / 1000 * 0.01 + completion_tokens / 1000 * 0.03 + return response_json, cost except requests.RequestException as e: print_with_color(f"Error making API request: {e}", "red") @@ -59,4 +77,3 @@ def get_gptv_completion(messages, headers): _ time.sleep(3) continue - diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 2821888a..061ae158 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -88,6 +88,7 @@ def process_application_selection(self, headers): response, cost = llm_call.get_gptv_completion(app_selection_prompt_message, headers) except Exception as e: + print(e) log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) print_with_color("Error occurs when calling LLM.", "red") self.request_logger.info(log) @@ -98,7 +99,11 @@ def process_application_selection(self, headers): self.cost += cost try: - response_string = response["choices"][0]["message"]["content"] + aad = configs['API_TYPE'].lower() == 'azure_ad' + if not aad: + response_string = response["choices"][0]["message"]["content"] + else: + response_string = response.choices[0].message.content response_json = json_parser(response_string) application_label = response_json["ControlLabel"] @@ -219,7 +224,11 @@ def process_action_selection(self, headers): self.cost += cost try: - response_string = response["choices"][0]["message"]["content"] + aad = configs['API_TYPE'].lower() == 'azure_ad' + if not aad: + response_string = response["choices"][0]["message"]["content"] + else: + response_string = response.choices[0].message.content response_json = json_parser(response_string) observation = response_json["Observation"] diff --git a/ufo/ufo.py b/ufo/ufo.py index 75c32298..7a8b989b 100644 --- a/ufo/ufo.py +++ b/ufo/ufo.py @@ -17,6 +17,8 @@ type=str, default=datetime.now().strftime("%Y-%m-%d-%H-%M-%S")) args.add_argument("--gptkey", help="GPT key.", type=str, default=configs["OPENAI_API_KEY"]) +# args.add_argument("--authority", help="ad-authority", type=bool, +# default=None) parsed_args = args.parse_args() @@ -31,8 +33,10 @@ "Content-Type": "application/json", "Authorization": f"Bearer {parsed_args.gptkey}" } +elif configs["API_TYPE"].lower() == "azure_ad": + headers = {} else: - raise ValueError("API_TYPE should be either 'openai' or 'aoai'.") + raise ValueError("API_TYPE should be either 'openai' or 'aoai' or 'azure_ad'.") def main(): @@ -58,7 +62,6 @@ def main(): break while status.upper() not in ["FINISH", "ERROR"] and step <= configs["MAX_STEP"]: - session.process_application_selection(headers=headers) step = session.get_step() status = session.get_status() From a575c5756c4c121effead1d5d6bf40f722a80f10 Mon Sep 17 00:00:00 2001 From: Mac0q Date: Wed, 6 Mar 2024 13:25:57 +0800 Subject: [PATCH 127/223] TYPO --- .gitignore | 1 + ufo/module/flow.py | 1 - ufo/ufo.py | 2 -- 3 files changed, 1 insertion(+), 3 deletions(-) diff --git a/.gitignore b/.gitignore index 9af07159..d134431d 100644 --- a/.gitignore +++ b/.gitignore @@ -13,6 +13,7 @@ __pycache__/ # Ignore the config file ufo/config/config.yaml *.yaml.test +*.yaml # Ignore the helper files ufo/rag/app_docs/* diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 061ae158..9b69224d 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -88,7 +88,6 @@ def process_application_selection(self, headers): response, cost = llm_call.get_gptv_completion(app_selection_prompt_message, headers) except Exception as e: - print(e) log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) print_with_color("Error occurs when calling LLM.", "red") self.request_logger.info(log) diff --git a/ufo/ufo.py b/ufo/ufo.py index 7a8b989b..d27b1fac 100644 --- a/ufo/ufo.py +++ b/ufo/ufo.py @@ -17,8 +17,6 @@ type=str, default=datetime.now().strftime("%Y-%m-%d-%H-%M-%S")) args.add_argument("--gptkey", help="GPT key.", type=str, default=configs["OPENAI_API_KEY"]) -# args.add_argument("--authority", help="ad-authority", type=bool, -# default=None) parsed_args = args.parse_args() From bfd0bf63d148d8b039c42d9e9bb4b6c3c8d33080 Mon Sep 17 00:00:00 2001 From: Mac0q Date: Wed, 6 Mar 2024 13:25:57 +0800 Subject: [PATCH 128/223] TYPO --- .gitignore | 1 + ufo/module/flow.py | 1 - ufo/ufo.py | 2 -- 3 files changed, 1 insertion(+), 3 deletions(-) diff --git a/.gitignore b/.gitignore index 9af07159..d134431d 100644 --- a/.gitignore +++ b/.gitignore @@ -13,6 +13,7 @@ __pycache__/ # Ignore the config file ufo/config/config.yaml *.yaml.test +*.yaml # Ignore the helper files ufo/rag/app_docs/* diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 061ae158..9b69224d 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -88,7 +88,6 @@ def process_application_selection(self, headers): response, cost = llm_call.get_gptv_completion(app_selection_prompt_message, headers) except Exception as e: - print(e) log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) print_with_color("Error occurs when calling LLM.", "red") self.request_logger.info(log) diff --git a/ufo/ufo.py b/ufo/ufo.py index 7a8b989b..d27b1fac 100644 --- a/ufo/ufo.py +++ b/ufo/ufo.py @@ -17,8 +17,6 @@ type=str, default=datetime.now().strftime("%Y-%m-%d-%H-%M-%S")) args.add_argument("--gptkey", help="GPT key.", type=str, default=configs["OPENAI_API_KEY"]) -# args.add_argument("--authority", help="ad-authority", type=bool, -# default=None) parsed_args = args.parse_args() From bbbc56b3f9cb42130fe63ffe159f755bac367ce6 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 6 Mar 2024 17:26:02 +0800 Subject: [PATCH 129/223] MS Todo adaption --- ufo/prompts/base/action_selection_rag.yaml | 16 ++++++++++++++++ ufo/prompts/base/app_selection.yaml | 12 ++++++++++++ ufo/rag/web_retriever.py | 6 +++--- ufo/ui_control/control.py | 19 ++++++++++++++++--- 4 files changed, 47 insertions(+), 6 deletions(-) diff --git a/ufo/prompts/base/action_selection_rag.yaml b/ufo/prompts/base/action_selection_rag.yaml index e085e8e8..9ee85d54 100644 --- a/ufo/prompts/base/action_selection_rag.yaml +++ b/ufo/prompts/base/action_selection_rag.yaml @@ -276,6 +276,22 @@ system: |- "Status": "CONTINUE", "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + + + - Example 9: + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current screenshot shows that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", + "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", + "ControlLabel": "19", + "ControlText": "Add a task in “My Day”", + "Function": "set_edit_text", + "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, + "Status": "CONTINUE", + "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. diff --git a/ufo/prompts/base/app_selection.yaml b/ufo/prompts/base/app_selection.yaml index e534389f..013e4894 100644 --- a/ufo/prompts/base/app_selection.yaml +++ b/ufo/prompts/base/app_selection.yaml @@ -172,6 +172,18 @@ system: |- "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + - Example 9: + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current screenshot does not show any reminder application or calendar application.", + "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", + "ControlLabel": "6", + "ControlText": "Microsoft To Do", + "Status": "CONTINUE", + "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Otherwise it will crash the system. diff --git a/ufo/rag/web_retriever.py b/ufo/rag/web_retriever.py index 2ebd9ccc..71f9f328 100644 --- a/ufo/rag/web_retriever.py +++ b/ufo/rag/web_retriever.py @@ -64,10 +64,10 @@ def get_url_text(self, url: str): return document else: print_with_color("Warning: Error in getting search result for {url}, error code: {status_code}.".format(url=url, status_code=response.status_code), "yellow") - return None + return [Document(page_content="", metadata={"url": url})] except requests.exceptions.RequestException as e: - print_with_color("Warning: Error in getting search result for {url}: {e}.".format(url=url, e=e), "yellow") - return None + print_with_color("Warning: Error in getting search result for {url}: {e}.".format(url=url, e=e), "yellow") + return [Document(page_content="", metadata={"url": url})] def create_documents(self, result_list: list): diff --git a/ufo/ui_control/control.py b/ufo/ui_control/control.py index fca05023..de6013f3 100644 --- a/ufo/ui_control/control.py +++ b/ufo/ui_control/control.py @@ -174,6 +174,19 @@ def parse_function_call(call): +def atomic_execution(window, method_name:str, args:dict): + """ + Atomic execution of the action on the control elements. + :param window: The window variable to execute the action. + :param method: The method to execute. + :param args: The arguments of the method. + :return: The result of the action. + """ + method = getattr(window, method_name) + result = method(**args) + return result + + def execution(window, method_name:str, args:dict): """ Execute the action on the control elements. @@ -186,10 +199,10 @@ def execution(window, method_name:str, args:dict): if configs["INPUT_TEXT_API"] == "type_keys": method_name = "type_keys" args = {"keys": args["text"], "pause": 0.1, "with_spaces": True} - try: - method = getattr(window, method_name) - result = method(**args) + result = atomic_execution(window, method_name, args) + if configs["INPUT_TEXT_ENTER"] and method_name in ["type_keys", "set_edit_text"]: + atomic_execution(window, "type_keys", args = {"keys": "{ENTER}"}) return result except AttributeError: return f"{window} doesn't have a method named {method_name}" From 6d1bfb50a2af2b85becf25dd409b27b29c78165f Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 6 Mar 2024 17:26:02 +0800 Subject: [PATCH 130/223] MS Todo adaption --- ufo/prompts/base/action_selection_rag.yaml | 16 ++++++++++++++++ ufo/prompts/base/app_selection.yaml | 12 ++++++++++++ ufo/rag/web_retriever.py | 6 +++--- ufo/ui_control/control.py | 19 ++++++++++++++++--- 4 files changed, 47 insertions(+), 6 deletions(-) diff --git a/ufo/prompts/base/action_selection_rag.yaml b/ufo/prompts/base/action_selection_rag.yaml index e085e8e8..9ee85d54 100644 --- a/ufo/prompts/base/action_selection_rag.yaml +++ b/ufo/prompts/base/action_selection_rag.yaml @@ -276,6 +276,22 @@ system: |- "Status": "CONTINUE", "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + + + - Example 9: + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current screenshot shows that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", + "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", + "ControlLabel": "19", + "ControlText": "Add a task in “My Day”", + "Function": "set_edit_text", + "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, + "Status": "CONTINUE", + "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. diff --git a/ufo/prompts/base/app_selection.yaml b/ufo/prompts/base/app_selection.yaml index e534389f..013e4894 100644 --- a/ufo/prompts/base/app_selection.yaml +++ b/ufo/prompts/base/app_selection.yaml @@ -172,6 +172,18 @@ system: |- "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + - Example 9: + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current screenshot does not show any reminder application or calendar application.", + "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", + "ControlLabel": "6", + "ControlText": "Microsoft To Do", + "Status": "CONTINUE", + "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Otherwise it will crash the system. diff --git a/ufo/rag/web_retriever.py b/ufo/rag/web_retriever.py index 2ebd9ccc..71f9f328 100644 --- a/ufo/rag/web_retriever.py +++ b/ufo/rag/web_retriever.py @@ -64,10 +64,10 @@ def get_url_text(self, url: str): return document else: print_with_color("Warning: Error in getting search result for {url}, error code: {status_code}.".format(url=url, status_code=response.status_code), "yellow") - return None + return [Document(page_content="", metadata={"url": url})] except requests.exceptions.RequestException as e: - print_with_color("Warning: Error in getting search result for {url}: {e}.".format(url=url, e=e), "yellow") - return None + print_with_color("Warning: Error in getting search result for {url}: {e}.".format(url=url, e=e), "yellow") + return [Document(page_content="", metadata={"url": url})] def create_documents(self, result_list: list): diff --git a/ufo/ui_control/control.py b/ufo/ui_control/control.py index fca05023..de6013f3 100644 --- a/ufo/ui_control/control.py +++ b/ufo/ui_control/control.py @@ -174,6 +174,19 @@ def parse_function_call(call): +def atomic_execution(window, method_name:str, args:dict): + """ + Atomic execution of the action on the control elements. + :param window: The window variable to execute the action. + :param method: The method to execute. + :param args: The arguments of the method. + :return: The result of the action. + """ + method = getattr(window, method_name) + result = method(**args) + return result + + def execution(window, method_name:str, args:dict): """ Execute the action on the control elements. @@ -186,10 +199,10 @@ def execution(window, method_name:str, args:dict): if configs["INPUT_TEXT_API"] == "type_keys": method_name = "type_keys" args = {"keys": args["text"], "pause": 0.1, "with_spaces": True} - try: - method = getattr(window, method_name) - result = method(**args) + result = atomic_execution(window, method_name, args) + if configs["INPUT_TEXT_ENTER"] and method_name in ["type_keys", "set_edit_text"]: + atomic_execution(window, "type_keys", args = {"keys": "{ENTER}"}) return result except AttributeError: return f"{window} doesn't have a method named {method_name}" From a6187d63b536d4f6692a49d5cd3e5469174ad0de Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 6 Mar 2024 20:56:09 +0800 Subject: [PATCH 131/223] api version --- ufo/config/config.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ufo/config/config.py b/ufo/config/config.py index 853df722..e0e8f69c 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -32,7 +32,7 @@ def load_config(config_path="ufo/config/config.yaml"): endpoint=configs["OPENAI_API_BASE"][:-1] if configs["OPENAI_API_BASE"].endswith( "/") else configs["OPENAI_API_BASE"], deployment_name=configs["AOAI_DEPLOYMENT"], - api_version="2024-02-15-preview" + api_version=configs["API_VERSION"] ) return configs From e47a9f912a62141afb479343747eeb396cd7d9e6 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 6 Mar 2024 20:56:09 +0800 Subject: [PATCH 132/223] api version --- ufo/config/config.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ufo/config/config.py b/ufo/config/config.py index 853df722..e0e8f69c 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -32,7 +32,7 @@ def load_config(config_path="ufo/config/config.yaml"): endpoint=configs["OPENAI_API_BASE"][:-1] if configs["OPENAI_API_BASE"].endswith( "/") else configs["OPENAI_API_BASE"], deployment_name=configs["AOAI_DEPLOYMENT"], - api_version="2024-02-15-preview" + api_version=configs["API_VERSION"] ) return configs From a6b8b3940511597ad49148bd718d03dfc9f015f0 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Fri, 8 Mar 2024 17:11:31 +0800 Subject: [PATCH 133/223] fixed comment to prerelease --- learner/xml_loader.py | 8 +- requirements.txt | 5 +- ufo/config/config.yaml.template | 4 +- ufo/llm/azure_ad.py | 14 +++- ufo/llm/llm_call.py | 5 +- ufo/llm/prompt.py | 2 +- ufo/module/flow.py | 31 ++++---- ufo/rag/retriever.py | 109 -------------------------- ufo/rag/retriever_factory.py | 132 ++++++++++++++++++++++++++++++++ ufo/rag/web_retriever.py | 3 +- ufo/ui_control/control.py | 20 ++++- ufo/ui_control/screenshot.py | 97 +++++++++++++++++++++++ 12 files changed, 292 insertions(+), 138 deletions(-) delete mode 100644 ufo/rag/retriever.py create mode 100644 ufo/rag/retriever_factory.py diff --git a/learner/xml_loader.py b/learner/xml_loader.py index 4db66e31..673ed19d 100644 --- a/learner/xml_loader.py +++ b/learner/xml_loader.py @@ -58,7 +58,13 @@ def get_microsoft_document_text(self, file: str): :param file: The file to get the text for. :return: The text for the given file. """ - return UnstructuredXMLLoader(file).load()[0].page_content + + try: + doc_text = UnstructuredXMLLoader(file).load()[0].page_content + except: + doc_text = None + + return doc_text def construct_document_list(self): diff --git a/requirements.txt b/requirements.txt index 0be2efe2..6c057ded 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,8 +1,11 @@ art==6.1 colorama==0.4.6 +langchain==0.1.11 +langchain_community==0.0.27 msal==1.25.0 -openai==1.11.1 +openai==1.13.3 Pillow==10.2.0 +pywin32==304 pywinauto==0.6.8 PyYAML==6.0.1 Requests==2.31.0 diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index b9033818..cc86a9cf 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -1,10 +1,10 @@ version: 0.1 -API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. +API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, "azure_ad" for aoai aad. OPENAI_API_BASE: "YOUR_ENDPOINT" # for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply -API_VERSION: "2024-02-15-preview" # For GPT4-visual, the value usually be the "2023-12-01-preview" +API_VERSION: "2024-02-15-preview" # "2024-02-15-preview" by default. OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key diff --git a/ufo/llm/azure_ad.py b/ufo/llm/azure_ad.py index 0c066c4f..0de09d56 100644 --- a/ufo/llm/azure_ad.py +++ b/ufo/llm/azure_ad.py @@ -4,7 +4,19 @@ from ..config.config import load_config configs = load_config() -available_models = Literal[ #only GPT4V could be used +available_models = Literal[ + "gpt-35-turbo-20220309", + "gpt-35-turbo-16k-20230613", + "gpt-35-turbo-20230613", + "gpt-35-turbo-1106", + + "gpt-4-20230321", + "gpt-4-20230613", + "gpt-4-32k-20230321", + "gpt-4-32k-20230613", + "gpt-4-1106-preview", + "gpt-4-0125-preview", + "gpt-4-visual-preview", ] diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index 2ff48817..db4ea073 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -6,6 +6,7 @@ from ..config.config import load_config from ..utils import print_with_color from .azure_ad import get_chat_completion +import json configs = load_config() @@ -58,12 +59,14 @@ def get_gptv_completion(messages, headers): temperature = configs["TEMPERATURE"], top_p = configs["TOP_P"], ) + + response_json = json.loads(response.model_dump_json()) if "error" not in response: usage = response.usage prompt_tokens = usage.prompt_tokens completion_tokens = usage.completion_tokens - response_json = response + cost = prompt_tokens / 1000 * 0.01 + completion_tokens / 1000 * 0.03 diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index 111e4e7c..ffb1c302 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -81,7 +81,7 @@ def action_selection_prompt_construction(prompt_template: str, request_history: -def retrived_documents_prompt_construction(header: str, separator: str, documents: list): +def retrived_documents_prompt_helper(header: str, separator: str, documents: list): """ Construct the prompt for retrieved documents. :param header: The header of the prompt. diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 7c03a3dd..2184306e 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -10,7 +10,7 @@ from art import text2art from pywinauto.uia_defines import NoPatternInterfaceError -from ..rag import retriever +from ..rag import retriever_factory from ..config.config import load_config from ..llm import llm_call from ..llm import prompt as prompter @@ -94,7 +94,7 @@ def process_application_selection(self, headers): except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) - print_with_color("Error occurs when calling LLM.", "red") + print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") self.request_logger.info(log) self.status = "ERROR" return @@ -103,11 +103,9 @@ def process_application_selection(self, headers): self.cost += cost try: - aad = configs['API_TYPE'].lower() == 'azure_ad' - if not aad: - response_string = response["choices"][0]["message"]["content"] - else: - response_string = response.choices[0].message.content + + response_string = response["choices"][0]["message"]["content"] + response_json = json_parser(response_string) application_label = response_json["ControlLabel"] @@ -154,10 +152,12 @@ def process_application_selection(self, headers): if configs["RAG_OFFLINE_DOCS"]: print_with_color("Loading offline document indexer for {app}...".format(app=self.application), "magenta") - self.offline_doc_retriever = retriever.create_offline_doc_retriever(self.application) + offline_retriever_factory = retriever_factory.OfflineDocRetrieverFactory(self.application) + self.offline_doc_retriever = offline_retriever_factory.create_offline_doc_retriever() if configs["RAG_ONLINE_SEARCH"]: print_with_color("Creating a Bing search indexer...", "magenta") - self.online_doc_retriever = retriever.create_online_search_retriever(self.request) + offline_retriever_factory = retriever_factory.OnlineDocRetrieverFactory(self.request) + self.online_doc_retriever = offline_retriever_factory.create_online_search_retriever() time.sleep(configs["SLEEP_TIME"]) @@ -228,7 +228,7 @@ def process_action_selection(self, headers): response, cost = llm_call.get_gptv_completion(action_selection_prompt_message, headers) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": action_selection_prompt_message}) - print_with_color("Error occurs when calling LLM.", "red") + print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") self.request_logger.info(log) self.status = "ERROR" time.sleep(configs["SLEEP_TIME"]) @@ -237,11 +237,8 @@ def process_action_selection(self, headers): self.cost += cost try: - aad = configs['API_TYPE'].lower() == 'azure_ad' - if not aad: - response_string = response["choices"][0]["message"]["content"] - else: - response_string = response.choices[0].message.content + + response_string = response["choices"][0]["message"]["content"] response_json = json_parser(response_string) observation = response_json["Observation"] @@ -335,12 +332,12 @@ def rag_prompt(self): retrieved_docs = "" if self.offline_doc_retriever: offline_docs = self.offline_doc_retriever.retrieve("How to {query} for {app}".format(query=self.request, app=self.application), configs["RAG_OFFLINE_DOCS_RETRIEVED_TOPK"], filter=None) - offline_docs_prompt = prompter.retrived_documents_prompt_construction("Help Documents", "Document", [doc.metadata["text"] for doc in offline_docs]) + offline_docs_prompt = prompter.retrived_documents_prompt_helper("Help Documents", "Document", [doc.metadata["text"] for doc in offline_docs]) retrieved_docs += offline_docs_prompt if self.online_doc_retriever: online_search_docs = self.online_doc_retriever.retrieve(self.request, configs["RAG_ONLINE_RETRIEVED_TOPK"], filter=None) - online_docs_prompt = prompter.retrived_documents_prompt_construction("Online Search Results", "Search Result", [doc.page_content for doc in online_search_docs]) + online_docs_prompt = prompter.retrived_documents_prompt_helper("Online Search Results", "Search Result", [doc.page_content for doc in online_search_docs]) retrieved_docs += online_docs_prompt return retrieved_docs diff --git a/ufo/rag/retriever.py b/ufo/rag/retriever.py deleted file mode 100644 index 262cce4a..00000000 --- a/ufo/rag/retriever.py +++ /dev/null @@ -1,109 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. - -from langchain_community.vectorstores import FAISS -from langchain_community.embeddings import HuggingFaceEmbeddings -from ..config.config import get_offline_learner_indexer_config, load_config -from ..utils import print_with_color -from . import web_retriever - - -configs = load_config() - -class Retriever: - """ - Class to retrieve documents. - """ - - def __init__(self, indexer) -> None: - self.indexer = indexer - - - def retrieve(self, query: str, top_k: int, filter=None): - """ - Retrieve the document from the given query. - :param query: The query to retrieve the document from. - :param top_k: The number of documents to retrieve. - :filter: The filter to apply to the retrieved documents. - :return: The document from the given query. - """ - return self.indexer.similarity_search(query, top_k, filter=filter) - - - -def get_offline_indexer_path(app_name: str): - """ - Get the path to the offline indexer. - :param app_name: The name of the application. - :return: The path to the offline indexer. - """ - offline_records = get_offline_learner_indexer_config() - for key in offline_records: - if key.lower() in app_name.lower(): - return offline_records[key] - - return None - - - -def load_indexer(path: str): - """ - Load the retriever. - :param path: The path to load the retriever from. - :return: The loaded retriever. - """ - - embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2") - db = FAISS.load_local(path, embeddings) - - return db - - - -def create_online_search_retriever(query): - """ - Create an online search indexer. - :param query: The query to create an indexer for. - :return: The created indexer. - """ - - bing_retriever = web_retriever.BingWebRetriever() - result_list = bing_retriever.search(query, top_k=configs["RAG_ONLINE_SEARCH_TOPK"]) - documents = bing_retriever.create_documents(result_list) - if len(documents) == 0: - return None - indexer = bing_retriever.create_indexer(documents) - print_with_color("Online indexer created successfully for {num} searched results.".format(num=len(documents)), "cyan") - return Retriever(indexer) - - - - -def create_offline_doc_retriever(app_name): - """ - Create an offline document indexer. - :param app_name: The name of the application to create an indexer for. - :return: The created indexer. - """ - - path = get_offline_indexer_path(app_name) - - if path: - print_with_color("Loading offline indexer from {path}...".format(path=path), "cyan") - indexer = load_indexer(path) - return Retriever(indexer) - - return None - - - - - - - - - - - - - \ No newline at end of file diff --git a/ufo/rag/retriever_factory.py b/ufo/rag/retriever_factory.py new file mode 100644 index 00000000..7201f213 --- /dev/null +++ b/ufo/rag/retriever_factory.py @@ -0,0 +1,132 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +from langchain_community.vectorstores import FAISS +from langchain_community.embeddings import HuggingFaceEmbeddings +from ..config.config import get_offline_learner_indexer_config, load_config +from ..utils import print_with_color +from . import web_retriever + + +configs = load_config() + +class Retriever: + """ + Class to retrieve documents. + """ + + def __init__(self, indexer) -> None: + self.indexer = indexer + + + def retrieve(self, query: str, top_k: int, filter=None): + """ + Retrieve the document from the given query. + :param query: The query to retrieve the document from. + :param top_k: The number of documents to retrieve. + :filter: The filter to apply to the retrieved documents. + :return: The document from the given query. + """ + return self.indexer.similarity_search(query, top_k, filter=filter) + + + + +class OfflineDocRetrieverFactory: + """ + Class to create offline retrievers. + """ + def __init__(self, app_name:str) -> None: + """ + Create a new OfflineDocRetrieverFactory. + :appname: The name of the application. + """ + self.app_name = app_name + + + def get_offline_indexer_path(self): + """ + Get the path to the offline indexer. + :return: The path to the offline indexer. + """ + offline_records = get_offline_learner_indexer_config() + for key in offline_records: + if key.lower() in self.app_name.lower(): + return offline_records[key] + + return None + + + def load_indexer(self, path: str): + """ + Load the retriever. + :param path: The path to load the retriever from. + :return: The loaded retriever. + """ + + embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2") + db = FAISS.load_local(path, embeddings) + + return db + + + def create_offline_doc_retriever(self): + """ + Create an offline document indexer. + :return: The created indexer. + """ + + path = self.get_offline_indexer_path() + + if path: + print_with_color("Loading offline indexer from {path}...".format(path=path), "cyan") + try: + indexer = self.load_indexer(path) + return Retriever(indexer) + except: + print_with_color("Error: Failed to load offline indexer from {path}.".format(path=path), "red") + return None + + return None + + + +class OnlineDocRetrieverFactory: + """ + Class to create online retrievers. + """ + + def __init__(self, query:str) -> None: + """ + Create a new OfflineDocRetrieverFactory. + :appname: The name of the application. + """ + self.query = query + + def create_online_search_retriever(self): + """ + Create an online search indexer. + :param query: The query to create an indexer for. + """ + + bing_retriever = web_retriever.BingSearchWeb() + result_list = bing_retriever.search(self.query, top_k=configs["RAG_ONLINE_SEARCH_TOPK"]) + documents = bing_retriever.create_documents(result_list) + if len(documents) == 0: + return None + indexer = bing_retriever.create_indexer(documents) + print_with_color("Online indexer created successfully for {num} searched results.".format(num=len(documents)), "cyan") + return Retriever(indexer) + + + + + + + + + + + + + \ No newline at end of file diff --git a/ufo/rag/web_retriever.py b/ufo/rag/web_retriever.py index 71f9f328..e4c3bc85 100644 --- a/ufo/rag/web_retriever.py +++ b/ufo/rag/web_retriever.py @@ -13,7 +13,7 @@ configs = load_config() -class BingWebRetriever: +class BingSearchWeb: """ Class to retrieve web documents. """ @@ -53,6 +53,7 @@ def get_url_text(self, url: str): :param url: The URL to retrieve the web document from. :return: The web text from the given URL. """ + print(f"Getting search result for {url}") try: headers = { 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36' diff --git a/ufo/ui_control/control.py b/ufo/ui_control/control.py index de6013f3..39beb4c5 100644 --- a/ufo/ui_control/control.py +++ b/ufo/ui_control/control.py @@ -5,6 +5,7 @@ import time import warnings from typing import List +from ..ui_control.screenshot import TransparentBox from pywinauto import Desktop @@ -182,8 +183,13 @@ def atomic_execution(window, method_name:str, args:dict): :param args: The arguments of the method. :return: The result of the action. """ - method = getattr(window, method_name) - result = method(**args) + try: + method = getattr(window, method_name) + result = method(**args) + except AttributeError: + result = f"{window} doesn't have a method named {method_name}" + except Exception as e: + result = f"An error occurred: {e}" return result @@ -195,17 +201,23 @@ def execution(window, method_name:str, args:dict): :param args: The arguments of the method. :return: The result of the action. """ + + if method_name == "set_edit_text": if configs["INPUT_TEXT_API"] == "type_keys": method_name = "type_keys" args = {"keys": args["text"], "pause": 0.1, "with_spaces": True} try: + if configs["DRAW_RECTANGLE"]: + box = TransparentBox(box_width=2) + left, top, right, bottom = window.rectangle().left, window.rectangle().top, window.rectangle().right, window.rectangle().bottom + box.start_drawing(left, top, right, bottom, screenshot=window.capture_as_image()) result = atomic_execution(window, method_name, args) if configs["INPUT_TEXT_ENTER"] and method_name in ["type_keys", "set_edit_text"]: atomic_execution(window, "type_keys", args = {"keys": "{ENTER}"}) + if configs["DRAW_RECTANGLE"]: + box.end_drawing() return result - except AttributeError: - return f"{window} doesn't have a method named {method_name}" except Exception as e: return f"An error occurred: {e}" diff --git a/ufo/ui_control/screenshot.py b/ufo/ui_control/screenshot.py index 5784dfcc..9039c126 100644 --- a/ufo/ui_control/screenshot.py +++ b/ufo/ui_control/screenshot.py @@ -6,6 +6,30 @@ from PIL import Image, ImageDraw, ImageFont, ImageGrab from pywinauto.application import Application from pywinauto.win32structures import RECT +import win32con +import win32api +import win32gui +import win32ui + +from ..config.config import load_config +from ..utils import number_to_letter + +configs = load_config() + +def capture_screenshot(window_title:str, save_path:str, is_save:bool=True): + """ + Capture a screenshot of the window. + :param window_title: The title of the window. + :param save_path: The path to save the screenshot. + :param is_save: Whether to save the screenshot. + :return: The screenshot. + """ + app = Application(backend="uia").connect(title_re=window_title) + window = app.top_window() + screenshot = window.capture_as_image() + if is_save: + screenshot.save(save_path) + return screenshot from ..config.config import load_config from ..utils import number_to_letter @@ -199,3 +223,76 @@ def concat_images_left_right(image1_path, image2_path, output_path): result.save(output_path) return result + + +class TransparentBox: + """ + A transparent box to draw on the screen. + """ + def __init__(self, box_width=3): + """ + Create a new TransparentBox. + :param box_width: The width of the box. + """ + self.desktop = win32gui.GetDesktopWindow() + self.desktop_dc = win32gui.GetWindowDC(self.desktop) + self.dc = win32ui.CreateDCFromHandle(self.desktop_dc) + self.dc.SetMapMode(win32con.MM_TEXT) + self.pen = win32ui.CreatePen(win32con.PS_SOLID, box_width, win32api.RGB(255, 0, 0)) + self.brush = win32ui.CreateBrush(win32con.BS_NULL, 0, 0) + self.started = False + self.box_width = box_width # Store the width of the box + + def start_drawing(self, left, top, right, bottom, screenshot): + """ + Start drawing the rectangle. + :param left: The left coordinate of the rectangle. + :param top: The top coordinate of the rectangle. + :param right: The right coordinate of the rectangle. + :param bottom: The bottom coordinate of the rectangle. + :param screenshot: The screenshot to draw on. + """ + if not self.started: + self.left = left + self.top = top + self.right = right + self.bottom = bottom + # Capture a screenshot of the area where the rectangle will be drawn + self.screenshot = screenshot + self.dc.SelectObject(self.pen) + self.dc.SelectObject(self.brush) + self.dc.Rectangle((self.left + self.box_width // 2, self.top + self.box_width // 2, self.right- self.box_width // 2, self.bottom- self.box_width // 2)) + self.started = True + + def end_drawing(self): + """ + End drawing the rectangle. + """ + if self.started: + win32gui.ReleaseDC(self.desktop, self.desktop_dc) + self.dc = None + self.started = False + + # Restore the screenshot to erase the rectangle + screenshot_dc = self.screenshot.load() + self.desktop_dc = win32gui.GetWindowDC(self.desktop) + + # Set the pixels for the top and bottom borders of the rectangle + for x in range(self.left, self.right): + for y in range(self.top, self.top + self.box_width): # Iterate over the width of the box for the top border + color = screenshot_dc[x - self.left, y - self.top] + win32gui.SetPixel(self.desktop_dc, x, y, win32api.RGB(color[0], color[1], color[2])) + for y in range(self.bottom - self.box_width, self.bottom): # Iterate over the width of the box for the bottom border + color = screenshot_dc[x - self.left, y - self.top] + win32gui.SetPixel(self.desktop_dc, x, y, win32api.RGB(color[0], color[1], color[2])) + + # Set the pixels for the left and right borders of the rectangle + for y in range(self.top, self.bottom): + for x in range(self.left, self.left + self.box_width): # Iterate over the width of the box for the left border + color = screenshot_dc[x - self.left, y - self.top] + win32gui.SetPixel(self.desktop_dc, x, y, win32api.RGB(color[0], color[1], color[2])) + for x in range(self.right - self.box_width, self.right): # Iterate over the width of the box for the right border + color = screenshot_dc[x - self.left, y - self.top] + win32gui.SetPixel(self.desktop_dc, x, y, win32api.RGB(color[0], color[1], color[2])) + + win32gui.ReleaseDC(self.desktop, self.desktop_dc) From 6c00eb628b2b526a0215064521bfc32fd50c2483 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Fri, 8 Mar 2024 17:11:31 +0800 Subject: [PATCH 134/223] fixed comment to prerelease --- learner/xml_loader.py | 8 +- requirements.txt | 5 +- ufo/config/config.yaml.template | 4 +- ufo/llm/azure_ad.py | 14 +++- ufo/llm/llm_call.py | 5 +- ufo/llm/prompt.py | 2 +- ufo/module/flow.py | 31 ++++---- ufo/rag/retriever.py | 109 -------------------------- ufo/rag/retriever_factory.py | 132 ++++++++++++++++++++++++++++++++ ufo/rag/web_retriever.py | 3 +- ufo/ui_control/control.py | 20 ++++- ufo/ui_control/screenshot.py | 97 +++++++++++++++++++++++ 12 files changed, 292 insertions(+), 138 deletions(-) delete mode 100644 ufo/rag/retriever.py create mode 100644 ufo/rag/retriever_factory.py diff --git a/learner/xml_loader.py b/learner/xml_loader.py index 4db66e31..673ed19d 100644 --- a/learner/xml_loader.py +++ b/learner/xml_loader.py @@ -58,7 +58,13 @@ def get_microsoft_document_text(self, file: str): :param file: The file to get the text for. :return: The text for the given file. """ - return UnstructuredXMLLoader(file).load()[0].page_content + + try: + doc_text = UnstructuredXMLLoader(file).load()[0].page_content + except: + doc_text = None + + return doc_text def construct_document_list(self): diff --git a/requirements.txt b/requirements.txt index 0be2efe2..6c057ded 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,8 +1,11 @@ art==6.1 colorama==0.4.6 +langchain==0.1.11 +langchain_community==0.0.27 msal==1.25.0 -openai==1.11.1 +openai==1.13.3 Pillow==10.2.0 +pywin32==304 pywinauto==0.6.8 PyYAML==6.0.1 Requests==2.31.0 diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index b9033818..cc86a9cf 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -1,10 +1,10 @@ version: 0.1 -API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API. +API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, "azure_ad" for aoai aad. OPENAI_API_BASE: "YOUR_ENDPOINT" # for the OpenAI API. OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply -API_VERSION: "2024-02-15-preview" # For GPT4-visual, the value usually be the "2023-12-01-preview" +API_VERSION: "2024-02-15-preview" # "2024-02-15-preview" by default. OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key diff --git a/ufo/llm/azure_ad.py b/ufo/llm/azure_ad.py index 0c066c4f..0de09d56 100644 --- a/ufo/llm/azure_ad.py +++ b/ufo/llm/azure_ad.py @@ -4,7 +4,19 @@ from ..config.config import load_config configs = load_config() -available_models = Literal[ #only GPT4V could be used +available_models = Literal[ + "gpt-35-turbo-20220309", + "gpt-35-turbo-16k-20230613", + "gpt-35-turbo-20230613", + "gpt-35-turbo-1106", + + "gpt-4-20230321", + "gpt-4-20230613", + "gpt-4-32k-20230321", + "gpt-4-32k-20230613", + "gpt-4-1106-preview", + "gpt-4-0125-preview", + "gpt-4-visual-preview", ] diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index 2ff48817..db4ea073 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -6,6 +6,7 @@ from ..config.config import load_config from ..utils import print_with_color from .azure_ad import get_chat_completion +import json configs = load_config() @@ -58,12 +59,14 @@ def get_gptv_completion(messages, headers): temperature = configs["TEMPERATURE"], top_p = configs["TOP_P"], ) + + response_json = json.loads(response.model_dump_json()) if "error" not in response: usage = response.usage prompt_tokens = usage.prompt_tokens completion_tokens = usage.completion_tokens - response_json = response + cost = prompt_tokens / 1000 * 0.01 + completion_tokens / 1000 * 0.03 diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index 111e4e7c..ffb1c302 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -81,7 +81,7 @@ def action_selection_prompt_construction(prompt_template: str, request_history: -def retrived_documents_prompt_construction(header: str, separator: str, documents: list): +def retrived_documents_prompt_helper(header: str, separator: str, documents: list): """ Construct the prompt for retrieved documents. :param header: The header of the prompt. diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 7c03a3dd..2184306e 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -10,7 +10,7 @@ from art import text2art from pywinauto.uia_defines import NoPatternInterfaceError -from ..rag import retriever +from ..rag import retriever_factory from ..config.config import load_config from ..llm import llm_call from ..llm import prompt as prompter @@ -94,7 +94,7 @@ def process_application_selection(self, headers): except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) - print_with_color("Error occurs when calling LLM.", "red") + print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") self.request_logger.info(log) self.status = "ERROR" return @@ -103,11 +103,9 @@ def process_application_selection(self, headers): self.cost += cost try: - aad = configs['API_TYPE'].lower() == 'azure_ad' - if not aad: - response_string = response["choices"][0]["message"]["content"] - else: - response_string = response.choices[0].message.content + + response_string = response["choices"][0]["message"]["content"] + response_json = json_parser(response_string) application_label = response_json["ControlLabel"] @@ -154,10 +152,12 @@ def process_application_selection(self, headers): if configs["RAG_OFFLINE_DOCS"]: print_with_color("Loading offline document indexer for {app}...".format(app=self.application), "magenta") - self.offline_doc_retriever = retriever.create_offline_doc_retriever(self.application) + offline_retriever_factory = retriever_factory.OfflineDocRetrieverFactory(self.application) + self.offline_doc_retriever = offline_retriever_factory.create_offline_doc_retriever() if configs["RAG_ONLINE_SEARCH"]: print_with_color("Creating a Bing search indexer...", "magenta") - self.online_doc_retriever = retriever.create_online_search_retriever(self.request) + offline_retriever_factory = retriever_factory.OnlineDocRetrieverFactory(self.request) + self.online_doc_retriever = offline_retriever_factory.create_online_search_retriever() time.sleep(configs["SLEEP_TIME"]) @@ -228,7 +228,7 @@ def process_action_selection(self, headers): response, cost = llm_call.get_gptv_completion(action_selection_prompt_message, headers) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": action_selection_prompt_message}) - print_with_color("Error occurs when calling LLM.", "red") + print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") self.request_logger.info(log) self.status = "ERROR" time.sleep(configs["SLEEP_TIME"]) @@ -237,11 +237,8 @@ def process_action_selection(self, headers): self.cost += cost try: - aad = configs['API_TYPE'].lower() == 'azure_ad' - if not aad: - response_string = response["choices"][0]["message"]["content"] - else: - response_string = response.choices[0].message.content + + response_string = response["choices"][0]["message"]["content"] response_json = json_parser(response_string) observation = response_json["Observation"] @@ -335,12 +332,12 @@ def rag_prompt(self): retrieved_docs = "" if self.offline_doc_retriever: offline_docs = self.offline_doc_retriever.retrieve("How to {query} for {app}".format(query=self.request, app=self.application), configs["RAG_OFFLINE_DOCS_RETRIEVED_TOPK"], filter=None) - offline_docs_prompt = prompter.retrived_documents_prompt_construction("Help Documents", "Document", [doc.metadata["text"] for doc in offline_docs]) + offline_docs_prompt = prompter.retrived_documents_prompt_helper("Help Documents", "Document", [doc.metadata["text"] for doc in offline_docs]) retrieved_docs += offline_docs_prompt if self.online_doc_retriever: online_search_docs = self.online_doc_retriever.retrieve(self.request, configs["RAG_ONLINE_RETRIEVED_TOPK"], filter=None) - online_docs_prompt = prompter.retrived_documents_prompt_construction("Online Search Results", "Search Result", [doc.page_content for doc in online_search_docs]) + online_docs_prompt = prompter.retrived_documents_prompt_helper("Online Search Results", "Search Result", [doc.page_content for doc in online_search_docs]) retrieved_docs += online_docs_prompt return retrieved_docs diff --git a/ufo/rag/retriever.py b/ufo/rag/retriever.py deleted file mode 100644 index 262cce4a..00000000 --- a/ufo/rag/retriever.py +++ /dev/null @@ -1,109 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. - -from langchain_community.vectorstores import FAISS -from langchain_community.embeddings import HuggingFaceEmbeddings -from ..config.config import get_offline_learner_indexer_config, load_config -from ..utils import print_with_color -from . import web_retriever - - -configs = load_config() - -class Retriever: - """ - Class to retrieve documents. - """ - - def __init__(self, indexer) -> None: - self.indexer = indexer - - - def retrieve(self, query: str, top_k: int, filter=None): - """ - Retrieve the document from the given query. - :param query: The query to retrieve the document from. - :param top_k: The number of documents to retrieve. - :filter: The filter to apply to the retrieved documents. - :return: The document from the given query. - """ - return self.indexer.similarity_search(query, top_k, filter=filter) - - - -def get_offline_indexer_path(app_name: str): - """ - Get the path to the offline indexer. - :param app_name: The name of the application. - :return: The path to the offline indexer. - """ - offline_records = get_offline_learner_indexer_config() - for key in offline_records: - if key.lower() in app_name.lower(): - return offline_records[key] - - return None - - - -def load_indexer(path: str): - """ - Load the retriever. - :param path: The path to load the retriever from. - :return: The loaded retriever. - """ - - embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2") - db = FAISS.load_local(path, embeddings) - - return db - - - -def create_online_search_retriever(query): - """ - Create an online search indexer. - :param query: The query to create an indexer for. - :return: The created indexer. - """ - - bing_retriever = web_retriever.BingWebRetriever() - result_list = bing_retriever.search(query, top_k=configs["RAG_ONLINE_SEARCH_TOPK"]) - documents = bing_retriever.create_documents(result_list) - if len(documents) == 0: - return None - indexer = bing_retriever.create_indexer(documents) - print_with_color("Online indexer created successfully for {num} searched results.".format(num=len(documents)), "cyan") - return Retriever(indexer) - - - - -def create_offline_doc_retriever(app_name): - """ - Create an offline document indexer. - :param app_name: The name of the application to create an indexer for. - :return: The created indexer. - """ - - path = get_offline_indexer_path(app_name) - - if path: - print_with_color("Loading offline indexer from {path}...".format(path=path), "cyan") - indexer = load_indexer(path) - return Retriever(indexer) - - return None - - - - - - - - - - - - - \ No newline at end of file diff --git a/ufo/rag/retriever_factory.py b/ufo/rag/retriever_factory.py new file mode 100644 index 00000000..7201f213 --- /dev/null +++ b/ufo/rag/retriever_factory.py @@ -0,0 +1,132 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +from langchain_community.vectorstores import FAISS +from langchain_community.embeddings import HuggingFaceEmbeddings +from ..config.config import get_offline_learner_indexer_config, load_config +from ..utils import print_with_color +from . import web_retriever + + +configs = load_config() + +class Retriever: + """ + Class to retrieve documents. + """ + + def __init__(self, indexer) -> None: + self.indexer = indexer + + + def retrieve(self, query: str, top_k: int, filter=None): + """ + Retrieve the document from the given query. + :param query: The query to retrieve the document from. + :param top_k: The number of documents to retrieve. + :filter: The filter to apply to the retrieved documents. + :return: The document from the given query. + """ + return self.indexer.similarity_search(query, top_k, filter=filter) + + + + +class OfflineDocRetrieverFactory: + """ + Class to create offline retrievers. + """ + def __init__(self, app_name:str) -> None: + """ + Create a new OfflineDocRetrieverFactory. + :appname: The name of the application. + """ + self.app_name = app_name + + + def get_offline_indexer_path(self): + """ + Get the path to the offline indexer. + :return: The path to the offline indexer. + """ + offline_records = get_offline_learner_indexer_config() + for key in offline_records: + if key.lower() in self.app_name.lower(): + return offline_records[key] + + return None + + + def load_indexer(self, path: str): + """ + Load the retriever. + :param path: The path to load the retriever from. + :return: The loaded retriever. + """ + + embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2") + db = FAISS.load_local(path, embeddings) + + return db + + + def create_offline_doc_retriever(self): + """ + Create an offline document indexer. + :return: The created indexer. + """ + + path = self.get_offline_indexer_path() + + if path: + print_with_color("Loading offline indexer from {path}...".format(path=path), "cyan") + try: + indexer = self.load_indexer(path) + return Retriever(indexer) + except: + print_with_color("Error: Failed to load offline indexer from {path}.".format(path=path), "red") + return None + + return None + + + +class OnlineDocRetrieverFactory: + """ + Class to create online retrievers. + """ + + def __init__(self, query:str) -> None: + """ + Create a new OfflineDocRetrieverFactory. + :appname: The name of the application. + """ + self.query = query + + def create_online_search_retriever(self): + """ + Create an online search indexer. + :param query: The query to create an indexer for. + """ + + bing_retriever = web_retriever.BingSearchWeb() + result_list = bing_retriever.search(self.query, top_k=configs["RAG_ONLINE_SEARCH_TOPK"]) + documents = bing_retriever.create_documents(result_list) + if len(documents) == 0: + return None + indexer = bing_retriever.create_indexer(documents) + print_with_color("Online indexer created successfully for {num} searched results.".format(num=len(documents)), "cyan") + return Retriever(indexer) + + + + + + + + + + + + + \ No newline at end of file diff --git a/ufo/rag/web_retriever.py b/ufo/rag/web_retriever.py index 71f9f328..e4c3bc85 100644 --- a/ufo/rag/web_retriever.py +++ b/ufo/rag/web_retriever.py @@ -13,7 +13,7 @@ configs = load_config() -class BingWebRetriever: +class BingSearchWeb: """ Class to retrieve web documents. """ @@ -53,6 +53,7 @@ def get_url_text(self, url: str): :param url: The URL to retrieve the web document from. :return: The web text from the given URL. """ + print(f"Getting search result for {url}") try: headers = { 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36' diff --git a/ufo/ui_control/control.py b/ufo/ui_control/control.py index de6013f3..39beb4c5 100644 --- a/ufo/ui_control/control.py +++ b/ufo/ui_control/control.py @@ -5,6 +5,7 @@ import time import warnings from typing import List +from ..ui_control.screenshot import TransparentBox from pywinauto import Desktop @@ -182,8 +183,13 @@ def atomic_execution(window, method_name:str, args:dict): :param args: The arguments of the method. :return: The result of the action. """ - method = getattr(window, method_name) - result = method(**args) + try: + method = getattr(window, method_name) + result = method(**args) + except AttributeError: + result = f"{window} doesn't have a method named {method_name}" + except Exception as e: + result = f"An error occurred: {e}" return result @@ -195,17 +201,23 @@ def execution(window, method_name:str, args:dict): :param args: The arguments of the method. :return: The result of the action. """ + + if method_name == "set_edit_text": if configs["INPUT_TEXT_API"] == "type_keys": method_name = "type_keys" args = {"keys": args["text"], "pause": 0.1, "with_spaces": True} try: + if configs["DRAW_RECTANGLE"]: + box = TransparentBox(box_width=2) + left, top, right, bottom = window.rectangle().left, window.rectangle().top, window.rectangle().right, window.rectangle().bottom + box.start_drawing(left, top, right, bottom, screenshot=window.capture_as_image()) result = atomic_execution(window, method_name, args) if configs["INPUT_TEXT_ENTER"] and method_name in ["type_keys", "set_edit_text"]: atomic_execution(window, "type_keys", args = {"keys": "{ENTER}"}) + if configs["DRAW_RECTANGLE"]: + box.end_drawing() return result - except AttributeError: - return f"{window} doesn't have a method named {method_name}" except Exception as e: return f"An error occurred: {e}" diff --git a/ufo/ui_control/screenshot.py b/ufo/ui_control/screenshot.py index 5784dfcc..9039c126 100644 --- a/ufo/ui_control/screenshot.py +++ b/ufo/ui_control/screenshot.py @@ -6,6 +6,30 @@ from PIL import Image, ImageDraw, ImageFont, ImageGrab from pywinauto.application import Application from pywinauto.win32structures import RECT +import win32con +import win32api +import win32gui +import win32ui + +from ..config.config import load_config +from ..utils import number_to_letter + +configs = load_config() + +def capture_screenshot(window_title:str, save_path:str, is_save:bool=True): + """ + Capture a screenshot of the window. + :param window_title: The title of the window. + :param save_path: The path to save the screenshot. + :param is_save: Whether to save the screenshot. + :return: The screenshot. + """ + app = Application(backend="uia").connect(title_re=window_title) + window = app.top_window() + screenshot = window.capture_as_image() + if is_save: + screenshot.save(save_path) + return screenshot from ..config.config import load_config from ..utils import number_to_letter @@ -199,3 +223,76 @@ def concat_images_left_right(image1_path, image2_path, output_path): result.save(output_path) return result + + +class TransparentBox: + """ + A transparent box to draw on the screen. + """ + def __init__(self, box_width=3): + """ + Create a new TransparentBox. + :param box_width: The width of the box. + """ + self.desktop = win32gui.GetDesktopWindow() + self.desktop_dc = win32gui.GetWindowDC(self.desktop) + self.dc = win32ui.CreateDCFromHandle(self.desktop_dc) + self.dc.SetMapMode(win32con.MM_TEXT) + self.pen = win32ui.CreatePen(win32con.PS_SOLID, box_width, win32api.RGB(255, 0, 0)) + self.brush = win32ui.CreateBrush(win32con.BS_NULL, 0, 0) + self.started = False + self.box_width = box_width # Store the width of the box + + def start_drawing(self, left, top, right, bottom, screenshot): + """ + Start drawing the rectangle. + :param left: The left coordinate of the rectangle. + :param top: The top coordinate of the rectangle. + :param right: The right coordinate of the rectangle. + :param bottom: The bottom coordinate of the rectangle. + :param screenshot: The screenshot to draw on. + """ + if not self.started: + self.left = left + self.top = top + self.right = right + self.bottom = bottom + # Capture a screenshot of the area where the rectangle will be drawn + self.screenshot = screenshot + self.dc.SelectObject(self.pen) + self.dc.SelectObject(self.brush) + self.dc.Rectangle((self.left + self.box_width // 2, self.top + self.box_width // 2, self.right- self.box_width // 2, self.bottom- self.box_width // 2)) + self.started = True + + def end_drawing(self): + """ + End drawing the rectangle. + """ + if self.started: + win32gui.ReleaseDC(self.desktop, self.desktop_dc) + self.dc = None + self.started = False + + # Restore the screenshot to erase the rectangle + screenshot_dc = self.screenshot.load() + self.desktop_dc = win32gui.GetWindowDC(self.desktop) + + # Set the pixels for the top and bottom borders of the rectangle + for x in range(self.left, self.right): + for y in range(self.top, self.top + self.box_width): # Iterate over the width of the box for the top border + color = screenshot_dc[x - self.left, y - self.top] + win32gui.SetPixel(self.desktop_dc, x, y, win32api.RGB(color[0], color[1], color[2])) + for y in range(self.bottom - self.box_width, self.bottom): # Iterate over the width of the box for the bottom border + color = screenshot_dc[x - self.left, y - self.top] + win32gui.SetPixel(self.desktop_dc, x, y, win32api.RGB(color[0], color[1], color[2])) + + # Set the pixels for the left and right borders of the rectangle + for y in range(self.top, self.bottom): + for x in range(self.left, self.left + self.box_width): # Iterate over the width of the box for the left border + color = screenshot_dc[x - self.left, y - self.top] + win32gui.SetPixel(self.desktop_dc, x, y, win32api.RGB(color[0], color[1], color[2])) + for x in range(self.right - self.box_width, self.right): # Iterate over the width of the box for the right border + color = screenshot_dc[x - self.left, y - self.top] + win32gui.SetPixel(self.desktop_dc, x, y, win32api.RGB(color[0], color[1], color[2])) + + win32gui.ReleaseDC(self.desktop, self.desktop_dc) From 5dfd302c53cd0036c28bf030b41d202738f494c0 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Fri, 8 Mar 2024 17:26:03 +0800 Subject: [PATCH 135/223] fixed comment to prerelease --- ufo/ui_control/control.py | 7 ------- 1 file changed, 7 deletions(-) diff --git a/ufo/ui_control/control.py b/ufo/ui_control/control.py index 39beb4c5..199f3eb9 100644 --- a/ufo/ui_control/control.py +++ b/ufo/ui_control/control.py @@ -5,7 +5,6 @@ import time import warnings from typing import List -from ..ui_control.screenshot import TransparentBox from pywinauto import Desktop @@ -208,15 +207,9 @@ def execution(window, method_name:str, args:dict): method_name = "type_keys" args = {"keys": args["text"], "pause": 0.1, "with_spaces": True} try: - if configs["DRAW_RECTANGLE"]: - box = TransparentBox(box_width=2) - left, top, right, bottom = window.rectangle().left, window.rectangle().top, window.rectangle().right, window.rectangle().bottom - box.start_drawing(left, top, right, bottom, screenshot=window.capture_as_image()) result = atomic_execution(window, method_name, args) if configs["INPUT_TEXT_ENTER"] and method_name in ["type_keys", "set_edit_text"]: atomic_execution(window, "type_keys", args = {"keys": "{ENTER}"}) - if configs["DRAW_RECTANGLE"]: - box.end_drawing() return result except Exception as e: return f"An error occurred: {e}" From 686062a8db2711b832f2e14bc857ca15c6519ed0 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Fri, 8 Mar 2024 17:26:03 +0800 Subject: [PATCH 136/223] fixed comment to prerelease --- ufo/ui_control/control.py | 7 ------- 1 file changed, 7 deletions(-) diff --git a/ufo/ui_control/control.py b/ufo/ui_control/control.py index 39beb4c5..199f3eb9 100644 --- a/ufo/ui_control/control.py +++ b/ufo/ui_control/control.py @@ -5,7 +5,6 @@ import time import warnings from typing import List -from ..ui_control.screenshot import TransparentBox from pywinauto import Desktop @@ -208,15 +207,9 @@ def execution(window, method_name:str, args:dict): method_name = "type_keys" args = {"keys": args["text"], "pause": 0.1, "with_spaces": True} try: - if configs["DRAW_RECTANGLE"]: - box = TransparentBox(box_width=2) - left, top, right, bottom = window.rectangle().left, window.rectangle().top, window.rectangle().right, window.rectangle().bottom - box.start_drawing(left, top, right, bottom, screenshot=window.capture_as_image()) result = atomic_execution(window, method_name, args) if configs["INPUT_TEXT_ENTER"] and method_name in ["type_keys", "set_edit_text"]: atomic_execution(window, "type_keys", args = {"keys": "{ENTER}"}) - if configs["DRAW_RECTANGLE"]: - box.end_drawing() return result except Exception as e: return f"An error occurred: {e}" From bdc33b81687081008634346e6c63b4ccdf021e0a Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Fri, 8 Mar 2024 18:01:51 +0800 Subject: [PATCH 137/223] fix bug in aad --- ufo/llm/llm_call.py | 13 +++++-------- 1 file changed, 5 insertions(+), 8 deletions(-) diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index db4ea073..a5fcb5ab 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -59,24 +59,21 @@ def get_gptv_completion(messages, headers): temperature = configs["TEMPERATURE"], top_p = configs["TOP_P"], ) - response_json = json.loads(response.model_dump_json()) - if "error" not in response: + if "error" not in response_json: usage = response.usage prompt_tokens = usage.prompt_tokens completion_tokens = usage.completion_tokens - cost = prompt_tokens / 1000 * 0.01 + completion_tokens / 1000 * 0.03 return response_json, cost - except requests.RequestException as e: + except Exception as e: print_with_color(f"Error making API request: {e}", "red") - print_with_color(str(response_json), "red") try: - print_with_color(response.json(), "red") + print_with_color(response_json, "red") except: - _ - time.sleep(3) + pass + time.sleep(5) continue From fe3621dae714db0d16207da4704db7623d11613d Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Fri, 8 Mar 2024 18:01:51 +0800 Subject: [PATCH 138/223] fix bug in aad --- ufo/llm/llm_call.py | 13 +++++-------- 1 file changed, 5 insertions(+), 8 deletions(-) diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index db4ea073..a5fcb5ab 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -59,24 +59,21 @@ def get_gptv_completion(messages, headers): temperature = configs["TEMPERATURE"], top_p = configs["TOP_P"], ) - response_json = json.loads(response.model_dump_json()) - if "error" not in response: + if "error" not in response_json: usage = response.usage prompt_tokens = usage.prompt_tokens completion_tokens = usage.completion_tokens - cost = prompt_tokens / 1000 * 0.01 + completion_tokens / 1000 * 0.03 return response_json, cost - except requests.RequestException as e: + except Exception as e: print_with_color(f"Error making API request: {e}", "red") - print_with_color(str(response_json), "red") try: - print_with_color(response.json(), "red") + print_with_color(response_json, "red") except: - _ - time.sleep(3) + pass + time.sleep(5) continue From d134e079232ce1ae03b708fa782fefb0a68b42cd Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 9 Mar 2024 21:36:51 +0800 Subject: [PATCH 139/223] readme for offline learner --- .gitignore | 2 +- README.md | 13 +-- learner/README.md | 32 ++++++ learner/doc_example/ppt-copilot.xml | 109 +++++++++++++++++++++ learner/doc_example/ppt-copilot.xml.meta | 5 + ufo/prompts/base/action_selection_rag.yaml | 31 ++++++ ufo/prompts/base/app_selection.yaml | 28 ++++++ 7 files changed, 208 insertions(+), 12 deletions(-) create mode 100644 learner/README.md create mode 100644 learner/doc_example/ppt-copilot.xml create mode 100644 learner/doc_example/ppt-copilot.xml.meta diff --git a/.gitignore b/.gitignore index efe4d12f..3ffc476a 100644 --- a/.gitignore +++ b/.gitignore @@ -17,4 +17,4 @@ ufo/config/config.yaml # Ignore the helper files ufo/rag/app_docs/* learner/records.json -vectordb/* +vectordb/docs/* diff --git a/README.md b/README.md index ccab5b15..703fb3d4 100644 --- a/README.md +++ b/README.md @@ -33,6 +33,7 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 📢 News +- 📅 2024-03-XX: Our UFO framework now support RAG from offline document and online Bing search. - 📅 2024-02-14: Our [technical report](https://arxiv.org/abs/2402.07939) is online! - 📅 2024-02-10: UFO is released on GitHub🎈. Happy Chinese New year🐉! @@ -65,7 +66,7 @@ pip install -r requirements.txt ``` ### ⚙️ Step 2: Configure the LLMs -Before running UFO, you need to provide your LLM configurations. You can configure `ufo/config/config.yaml` file as follows. +Before running UFO, you need to provide your LLM configurations. You can configure create a config file `ufo/config/config.yaml` by copying the `ufo/config/config.yaml.template` edited as follows. #### OpenAI ``` @@ -83,16 +84,6 @@ OPENAI_API_KEY: "YOUR_API_KEY" # Set the value to the openai key for the llm mo OPENAI_API_MODEL: "GPTV_MODEL_NAME" # The only OpenAI model by now that accepts visual input ``` -#### AAD application auth -``` -API_TYPE: "azure_ad" -OPENAI_API_BASE: "YOUR_ENDPOINT" # The AAD API address. Format: https://{your-resource-name}.azure-api.net/ -API_VERSION: "API-VERSION" #For GPT4-visual, the value usually be the "2023-12-01-preview" -OPENAI_API_MODEL: "GPTV_MODEL_NAME" # The only OpenAI model by now that accepts visual input -AAD_TENANT_ID: "YOUR_TENANT_ID" #Set the value to your tenant id for the llm model -AAD_API_SCOPE: "YOUR_SCOPE" #Set the value to your scope for the llm model -AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" #Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE -``` ### 🎉 Step 3: Start UFO diff --git a/learner/README.md b/learner/README.md new file mode 100644 index 00000000..621c5427 --- /dev/null +++ b/learner/README.md @@ -0,0 +1,32 @@ +

+ Enhancing UFO with RAG using Offline Help Documents +

+ +## How to Prepare Your Help Documents ❓ + +### Step 1: Prepare Your Help Doc and Metadata + +UFO currently supports processing help documents in XML format, as this is the default format for official help documents of Microsoft apps. More formats will be supported in the future. + +You can write a dedicated document for a specific task of an app in a file named, for example, `task.xml`. Note that it should be accompanied by a metadata file with the same prefix, but with the `.meta` extension, i.e., `task.xml.meta`. This metadata file should have a `title` describing the task at a high level and a `Content-Summary` field summarizing the content of the help document. These two files are used for similarity search with user requests, so please write them carefully. The [ppt-copilot.xml](./doc_example/ppt-copilot.xml) and [ppt-copilot.xml.meta](./doc_example/ppt-copilot.xml.meta) are examples of a help document and its metadata. + +### Step 2: Prepare Your Help Document Set + +Once you have all help documents and metadata ready, put all of them into a folder. There can be sub-folders for the help documents, but please ensure that each help document and its corresponding metadata **are placed in the same directory**. + + +## How to Create an Indexer for Your Help Document Set ❓ + + +Once you have all documents ready in a folder named `path_of_the_docs`, you can easily create an offline indexer to support RAG for UFO. Follow these steps: + +```console +# assume you are in the cloned UFO folder +python -m learner --app --docs +``` +Replace `app_name` with the name of the application, such as PowerPoint or WeChat. +> Note: Ensure the `app_name` is accurately defined as it is used to match the offline indexer in online RAG. + +Replace `path_of_the_docs` with the full path to the folder containing all your documents. + +This command will create an offline indexer for all documents in the `path_of_the_docs` folder using Faiss and embedding with sentence transformer (more embeddings will be supported soon). The created index by default will be placed [here](../vectordb/docs/). diff --git a/learner/doc_example/ppt-copilot.xml b/learner/doc_example/ppt-copilot.xml new file mode 100644 index 00000000..2d910270 --- /dev/null +++ b/learner/doc_example/ppt-copilot.xml @@ -0,0 +1,109 @@ + + + + + Copilot in PowerPoint_generic is an AI-powered feature that can help you create, design, and format your slides.  You can type in what you intend to convey with your presentation, and copilot will help you get it done.  + copilot can help you move past that initial blank slide and get you moving in the right direction. + +
+ Create a new presentation + + + + This feature is available to customers with a Copilot for Microsoft 365 license or Copilot Pro license. + + When you start a new presentation, you can have copilot create a first draft for you. Select Copilot on the ribbon to launch the copilot pane, then tell it what you want or use the suggested prompts. For example, you could enter "Create a presentation about the history of soccer," and it will get that started for you. + + Want to use a template for your presentation? Create your presentation from a template or open your .potx file first, then ask Copilot to create your presentation. + + For more information, see Create a new presentation. + +
+
+ Create from a document + + + + This feature is only available to customers with a Copilot for Microsoft 365 license. + + If you have a Word document prepared that contains your intended content, you can provide that as the basis for your new presentation. Open the copilot pane and type or select Create presentation from file in the suggested prompt menu. Tell copilot what Word document you want to make a presentation from by typing to search your files or by pasting the URL of your Word document, and copilot will create a draft presentation from that document. + + You can open the copilot pane at any time. Just select the copilot button  on the Home tab of the ribbon. + + +
+
+ Try a new design + + + Do you want to change the style of an existing presentation or a new presentation created with Copilot? Open the copilot pane and ask copilot to Try a new design. copilot will change the theme of your entire presentation. You can try this multiple times until you find something you like. + +
+
+ Add a slide - or just an image + + + + This feature is available to customers with a Copilot for Microsoft 365 license or Copilot Pro license. + + Imagine that you want to add a slide to your deck on the history of soccer.  You can instruct copilot to “Add a slide about the history of Women’s Olympic Soccer,” and copilot will create the slide for you. + + copilot can help make your great work even better. Suppose you've created a presentation on a new location you're opening, but it still lacks imagery. You could prompt copilot to “Add an image of a store under construction,” and copilot will insert a picture to make your presentation more appealing.  + For more information, see Add a slide or image. + +
+
+ Organize your presentation + + + + This feature is available to customers with a Copilot for Microsoft 365 license or Copilot Pro license. + + Wondering if there's a better way to present your content? Open the copilot pane and ask copilot to Organize this presentation. copilot will add sections and create some section summary slides as well. + For more information, see Organize this presentation. + +
+
+ Summarize a presentation + + + + This feature is available to customers with a Copilot for Microsoft 365 license or Copilot Pro license. + + Somebody share a long slide deck with you and you need to get the main points quicky? Open the copilot pane and ask it to Summarize this presentation. copilot will read through the deck for you and break out the main ideas as bullet points. + For more information, see Summarize your presentation. + +
+
+ Current limitations + + + copilot in PowerPoint_generic doesn't currently support referencing organizational assets in Microsoft 365. + +
+
+ Keep in mind... + + + copilot leverages GPT, a new AI system from OpenAI that creates text based on a prompt. As it is a new system, it may create things you didn’t expect. If you find content to be unexpected or offensive, send us feedback so we can make it better. Also, because the content is generated by AI that draws from the internet, it may contain inaccuracies or sensitive material. Be sure to review and verify the information that it generates. And note that similar requests may result in the same content being generated.  + +
+
+ We want to hear from you! + + + If there's something you like about copilot, and especially if there's something you don't like, you can submit feedback to Microsoft. Just click the thumbs up or thumbs down button underneath the copilot chat box. This feedback will be used to help us improve your experience in PowerPoint_generic.  + +
+
+ Learn more + + + Microsoft Copilot help & learninghttps://support.microsoft.com/copilot + Frequently Asked Questions about Copilot in PowerPoint + Where can I get Microsoft Copilot? + Data, Privacy, and Security for Microsoft Copilot for Microsoft 365https://learn.microsoft.com/microsoft-365-copilot/microsoft-365-copilot-privacy + +
+ + \ No newline at end of file diff --git a/learner/doc_example/ppt-copilot.xml.meta b/learner/doc_example/ppt-copilot.xml.meta new file mode 100644 index 00000000..a25bd3e3 --- /dev/null +++ b/learner/doc_example/ppt-copilot.xml.meta @@ -0,0 +1,5 @@ + + + Welcome to Copilot in PowerPoint + + \ No newline at end of file diff --git a/ufo/prompts/base/action_selection_rag.yaml b/ufo/prompts/base/action_selection_rag.yaml index 9ee85d54..6df56591 100644 --- a/ufo/prompts/base/action_selection_rag.yaml +++ b/ufo/prompts/base/action_selection_rag.yaml @@ -154,6 +154,7 @@ system: |- - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. + - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word documents. - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current screenshots and control item list to make the decision. @@ -292,6 +293,36 @@ system: |- "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} + - Example 10: + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot.", + "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", + "ControlLabel": "60", + "ControlText": "Copilot", + "Function": "click_input", + "Args": {"button": "left", "double": true}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + - Example 11: + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "42", + "ControlText": "Insert", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + + + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. diff --git a/ufo/prompts/base/app_selection.yaml b/ufo/prompts/base/app_selection.yaml index 013e4894..6db8084e 100644 --- a/ufo/prompts/base/app_selection.yaml +++ b/ufo/prompts/base/app_selection.yaml @@ -65,6 +65,7 @@ system: |- - If the user request is just asking question and do not need to take action on the application, you should answer the user request on the "Comment" field, and set the "Status" as "FINISH". - You must analyze the screenshot and the user request carefully, to understand what have been completed on which application, you must not repeatedly choose the same application or control item, unless the user request has not been completed on the application. - In your response, the control text of the selected application must strictly match its control label. + - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. - You must to strictly follow the instruction and the JSON format of the response. - Below are two example of the response. You can refer to them as a reference. @@ -184,6 +185,33 @@ system: |- "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} + - Example 10: + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current screenshot does not show any the powerpoint application or the word application.", + "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint", + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. \\n (3) Click the 'Create presentation from file' button to open a file picker. \\n (4) Select and click the meeting_notes.docx file in the file picker. \\n (5) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + - Example 11: + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint, + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + + + + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Otherwise it will crash the system. From 4098a7537ee3af5f7c712da75dc43b876029eb17 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 9 Mar 2024 21:36:51 +0800 Subject: [PATCH 140/223] readme for offline learner --- .gitignore | 2 +- README.md | 13 +-- learner/README.md | 32 ++++++ learner/doc_example/ppt-copilot.xml | 109 +++++++++++++++++++++ learner/doc_example/ppt-copilot.xml.meta | 5 + ufo/prompts/base/action_selection_rag.yaml | 31 ++++++ ufo/prompts/base/app_selection.yaml | 28 ++++++ 7 files changed, 208 insertions(+), 12 deletions(-) create mode 100644 learner/README.md create mode 100644 learner/doc_example/ppt-copilot.xml create mode 100644 learner/doc_example/ppt-copilot.xml.meta diff --git a/.gitignore b/.gitignore index efe4d12f..3ffc476a 100644 --- a/.gitignore +++ b/.gitignore @@ -17,4 +17,4 @@ ufo/config/config.yaml # Ignore the helper files ufo/rag/app_docs/* learner/records.json -vectordb/* +vectordb/docs/* diff --git a/README.md b/README.md index ccab5b15..703fb3d4 100644 --- a/README.md +++ b/README.md @@ -33,6 +33,7 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 📢 News +- 📅 2024-03-XX: Our UFO framework now support RAG from offline document and online Bing search. - 📅 2024-02-14: Our [technical report](https://arxiv.org/abs/2402.07939) is online! - 📅 2024-02-10: UFO is released on GitHub🎈. Happy Chinese New year🐉! @@ -65,7 +66,7 @@ pip install -r requirements.txt ``` ### ⚙️ Step 2: Configure the LLMs -Before running UFO, you need to provide your LLM configurations. You can configure `ufo/config/config.yaml` file as follows. +Before running UFO, you need to provide your LLM configurations. You can configure create a config file `ufo/config/config.yaml` by copying the `ufo/config/config.yaml.template` edited as follows. #### OpenAI ``` @@ -83,16 +84,6 @@ OPENAI_API_KEY: "YOUR_API_KEY" # Set the value to the openai key for the llm mo OPENAI_API_MODEL: "GPTV_MODEL_NAME" # The only OpenAI model by now that accepts visual input ``` -#### AAD application auth -``` -API_TYPE: "azure_ad" -OPENAI_API_BASE: "YOUR_ENDPOINT" # The AAD API address. Format: https://{your-resource-name}.azure-api.net/ -API_VERSION: "API-VERSION" #For GPT4-visual, the value usually be the "2023-12-01-preview" -OPENAI_API_MODEL: "GPTV_MODEL_NAME" # The only OpenAI model by now that accepts visual input -AAD_TENANT_ID: "YOUR_TENANT_ID" #Set the value to your tenant id for the llm model -AAD_API_SCOPE: "YOUR_SCOPE" #Set the value to your scope for the llm model -AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" #Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE -``` ### 🎉 Step 3: Start UFO diff --git a/learner/README.md b/learner/README.md new file mode 100644 index 00000000..621c5427 --- /dev/null +++ b/learner/README.md @@ -0,0 +1,32 @@ +

+ Enhancing UFO with RAG using Offline Help Documents +

+ +## How to Prepare Your Help Documents ❓ + +### Step 1: Prepare Your Help Doc and Metadata + +UFO currently supports processing help documents in XML format, as this is the default format for official help documents of Microsoft apps. More formats will be supported in the future. + +You can write a dedicated document for a specific task of an app in a file named, for example, `task.xml`. Note that it should be accompanied by a metadata file with the same prefix, but with the `.meta` extension, i.e., `task.xml.meta`. This metadata file should have a `title` describing the task at a high level and a `Content-Summary` field summarizing the content of the help document. These two files are used for similarity search with user requests, so please write them carefully. The [ppt-copilot.xml](./doc_example/ppt-copilot.xml) and [ppt-copilot.xml.meta](./doc_example/ppt-copilot.xml.meta) are examples of a help document and its metadata. + +### Step 2: Prepare Your Help Document Set + +Once you have all help documents and metadata ready, put all of them into a folder. There can be sub-folders for the help documents, but please ensure that each help document and its corresponding metadata **are placed in the same directory**. + + +## How to Create an Indexer for Your Help Document Set ❓ + + +Once you have all documents ready in a folder named `path_of_the_docs`, you can easily create an offline indexer to support RAG for UFO. Follow these steps: + +```console +# assume you are in the cloned UFO folder +python -m learner --app --docs +``` +Replace `app_name` with the name of the application, such as PowerPoint or WeChat. +> Note: Ensure the `app_name` is accurately defined as it is used to match the offline indexer in online RAG. + +Replace `path_of_the_docs` with the full path to the folder containing all your documents. + +This command will create an offline indexer for all documents in the `path_of_the_docs` folder using Faiss and embedding with sentence transformer (more embeddings will be supported soon). The created index by default will be placed [here](../vectordb/docs/). diff --git a/learner/doc_example/ppt-copilot.xml b/learner/doc_example/ppt-copilot.xml new file mode 100644 index 00000000..2d910270 --- /dev/null +++ b/learner/doc_example/ppt-copilot.xml @@ -0,0 +1,109 @@ + + + + + Copilot in PowerPoint_generic is an AI-powered feature that can help you create, design, and format your slides.  You can type in what you intend to convey with your presentation, and copilot will help you get it done.  + copilot can help you move past that initial blank slide and get you moving in the right direction. + +
+ Create a new presentation + + + + This feature is available to customers with a Copilot for Microsoft 365 license or Copilot Pro license. + + When you start a new presentation, you can have copilot create a first draft for you. Select Copilot on the ribbon to launch the copilot pane, then tell it what you want or use the suggested prompts. For example, you could enter "Create a presentation about the history of soccer," and it will get that started for you. + + Want to use a template for your presentation? Create your presentation from a template or open your .potx file first, then ask Copilot to create your presentation. + + For more information, see Create a new presentation. + +
+
+ Create from a document + + + + This feature is only available to customers with a Copilot for Microsoft 365 license. + + If you have a Word document prepared that contains your intended content, you can provide that as the basis for your new presentation. Open the copilot pane and type or select Create presentation from file in the suggested prompt menu. Tell copilot what Word document you want to make a presentation from by typing to search your files or by pasting the URL of your Word document, and copilot will create a draft presentation from that document. + + You can open the copilot pane at any time. Just select the copilot button  on the Home tab of the ribbon. + + +
+
+ Try a new design + + + Do you want to change the style of an existing presentation or a new presentation created with Copilot? Open the copilot pane and ask copilot to Try a new design. copilot will change the theme of your entire presentation. You can try this multiple times until you find something you like. + +
+
+ Add a slide - or just an image + + + + This feature is available to customers with a Copilot for Microsoft 365 license or Copilot Pro license. + + Imagine that you want to add a slide to your deck on the history of soccer.  You can instruct copilot to “Add a slide about the history of Women’s Olympic Soccer,” and copilot will create the slide for you. + + copilot can help make your great work even better. Suppose you've created a presentation on a new location you're opening, but it still lacks imagery. You could prompt copilot to “Add an image of a store under construction,” and copilot will insert a picture to make your presentation more appealing.  + For more information, see Add a slide or image. + +
+
+ Organize your presentation + + + + This feature is available to customers with a Copilot for Microsoft 365 license or Copilot Pro license. + + Wondering if there's a better way to present your content? Open the copilot pane and ask copilot to Organize this presentation. copilot will add sections and create some section summary slides as well. + For more information, see Organize this presentation. + +
+
+ Summarize a presentation + + + + This feature is available to customers with a Copilot for Microsoft 365 license or Copilot Pro license. + + Somebody share a long slide deck with you and you need to get the main points quicky? Open the copilot pane and ask it to Summarize this presentation. copilot will read through the deck for you and break out the main ideas as bullet points. + For more information, see Summarize your presentation. + +
+
+ Current limitations + + + copilot in PowerPoint_generic doesn't currently support referencing organizational assets in Microsoft 365. + +
+
+ Keep in mind... + + + copilot leverages GPT, a new AI system from OpenAI that creates text based on a prompt. As it is a new system, it may create things you didn’t expect. If you find content to be unexpected or offensive, send us feedback so we can make it better. Also, because the content is generated by AI that draws from the internet, it may contain inaccuracies or sensitive material. Be sure to review and verify the information that it generates. And note that similar requests may result in the same content being generated.  + +
+
+ We want to hear from you! + + + If there's something you like about copilot, and especially if there's something you don't like, you can submit feedback to Microsoft. Just click the thumbs up or thumbs down button underneath the copilot chat box. This feedback will be used to help us improve your experience in PowerPoint_generic.  + +
+
+ Learn more + + + Microsoft Copilot help & learninghttps://support.microsoft.com/copilot + Frequently Asked Questions about Copilot in PowerPoint + Where can I get Microsoft Copilot? + Data, Privacy, and Security for Microsoft Copilot for Microsoft 365https://learn.microsoft.com/microsoft-365-copilot/microsoft-365-copilot-privacy + +
+ + \ No newline at end of file diff --git a/learner/doc_example/ppt-copilot.xml.meta b/learner/doc_example/ppt-copilot.xml.meta new file mode 100644 index 00000000..a25bd3e3 --- /dev/null +++ b/learner/doc_example/ppt-copilot.xml.meta @@ -0,0 +1,5 @@ + + + Welcome to Copilot in PowerPoint + + \ No newline at end of file diff --git a/ufo/prompts/base/action_selection_rag.yaml b/ufo/prompts/base/action_selection_rag.yaml index 9ee85d54..6df56591 100644 --- a/ufo/prompts/base/action_selection_rag.yaml +++ b/ufo/prompts/base/action_selection_rag.yaml @@ -154,6 +154,7 @@ system: |- - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. + - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word documents. - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current screenshots and control item list to make the decision. @@ -292,6 +293,36 @@ system: |- "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} + - Example 10: + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot.", + "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", + "ControlLabel": "60", + "ControlText": "Copilot", + "Function": "click_input", + "Args": {"button": "left", "double": true}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + - Example 11: + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "42", + "ControlText": "Insert", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + + + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. diff --git a/ufo/prompts/base/app_selection.yaml b/ufo/prompts/base/app_selection.yaml index 013e4894..6db8084e 100644 --- a/ufo/prompts/base/app_selection.yaml +++ b/ufo/prompts/base/app_selection.yaml @@ -65,6 +65,7 @@ system: |- - If the user request is just asking question and do not need to take action on the application, you should answer the user request on the "Comment" field, and set the "Status" as "FINISH". - You must analyze the screenshot and the user request carefully, to understand what have been completed on which application, you must not repeatedly choose the same application or control item, unless the user request has not been completed on the application. - In your response, the control text of the selected application must strictly match its control label. + - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. - You must to strictly follow the instruction and the JSON format of the response. - Below are two example of the response. You can refer to them as a reference. @@ -184,6 +185,33 @@ system: |- "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} + - Example 10: + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current screenshot does not show any the powerpoint application or the word application.", + "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint", + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. \\n (3) Click the 'Create presentation from file' button to open a file picker. \\n (4) Select and click the meeting_notes.docx file in the file picker. \\n (5) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + - Example 11: + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint, + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + + + + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Otherwise it will crash the system. From 485eee0da285444e9534ec2804ecc12f0cb880a0 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 9 Mar 2024 21:37:33 +0800 Subject: [PATCH 141/223] readme for offline learner --- learner/README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/learner/README.md b/learner/README.md index 621c5427..e0e3f7b9 100644 --- a/learner/README.md +++ b/learner/README.md @@ -1,6 +1,6 @@ -

- Enhancing UFO with RAG using Offline Help Documents -

+ +# Enhancing UFO with RAG using Offline Help Documents + ## How to Prepare Your Help Documents ❓ From c4fa74b519a5bec6f80c21726a690c583abe3fc2 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 9 Mar 2024 21:37:33 +0800 Subject: [PATCH 142/223] readme for offline learner --- learner/README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/learner/README.md b/learner/README.md index 621c5427..e0e3f7b9 100644 --- a/learner/README.md +++ b/learner/README.md @@ -1,6 +1,6 @@ -

- Enhancing UFO with RAG using Offline Help Documents -

+ +# Enhancing UFO with RAG using Offline Help Documents + ## How to Prepare Your Help Documents ❓ From e7038697bbd7e79765db16ee056975c0be3ac028 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 9 Mar 2024 21:39:55 +0800 Subject: [PATCH 143/223] offline indexer example --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index 3ffc476a..d3882e2d 100644 --- a/.gitignore +++ b/.gitignore @@ -18,3 +18,4 @@ ufo/config/config.yaml ufo/rag/app_docs/* learner/records.json vectordb/docs/* +!vectordb/docs/example/* \ No newline at end of file From 3499d09bbe9b5db26b6297a035d7217b3f1fdf55 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 9 Mar 2024 21:39:55 +0800 Subject: [PATCH 144/223] offline indexer example --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index 3ffc476a..d3882e2d 100644 --- a/.gitignore +++ b/.gitignore @@ -18,3 +18,4 @@ ufo/config/config.yaml ufo/rag/app_docs/* learner/records.json vectordb/docs/* +!vectordb/docs/example/* \ No newline at end of file From 43e434d3e905bc9c4cd8783d1e792b15fc0f670f Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sat, 9 Mar 2024 21:42:43 +0800 Subject: [PATCH 145/223] offline indexer example --- .gitignore | 5 ++++- vectordb/docs/example/index.faiss | Bin 0 -> 3117 bytes vectordb/docs/example/index.pkl | Bin 0 -> 3282 bytes 3 files changed, 4 insertions(+), 1 deletion(-) create mode 100644 vectordb/docs/example/index.faiss create mode 100644 vectordb/docs/example/index.pkl diff --git a/.gitignore b/.gitignore index d3882e2d..265bee10 100644 --- a/.gitignore +++ b/.gitignore @@ -18,4 +18,7 @@ ufo/config/config.yaml ufo/rag/app_docs/* learner/records.json vectordb/docs/* -!vectordb/docs/example/* \ No newline at end of file + +# Don't ignore the example files +!vectordb/docs/example/ + diff --git a/vectordb/docs/example/index.faiss b/vectordb/docs/example/index.faiss new file mode 100644 index 0000000000000000000000000000000000000000..4993328e4313a0b4bbdbc02d359225900c77a87a GIT binary patch literal 3117 zcmXw#X;_X48-^=UXhD&b(IUm9#nAFT_uWSm6=|2HFxIFUm1PnNFKJQQB|=FdjijV{ z?%PPp646YNRMuoI$wW2Px1WEm>p0Hq*X6i<-VB)`GBUC<|7XselW(t3oyb&^Pt`~01UIizu5^&5k zO;i|=zbc>l5@sYFk!*0wCFNbiF!PNW6{beg57NWj=g{JA(3Nen7O6ouMH*^G$1hrwyy_iFI#Vp!=^YNO;YoOC zLMJ#iD&pj4TPVi*0NRD<3%>qm(C(|FIP7jcj9B%v(3n$<@7=W+wjtly>P?%bDsttZ z9og4sgMs`TjB1?1+C48N_JcZDVp>OvHZSQ*#9A~T+5>yN7Q*@Vt^DHnd{Rv_fkmBZ zVCAHbMlDMCqu3x$dohQ6dJanDB<&Pq6h(#8I_qRJ9E=rni4wbR|H z`g0V|n{^1AE2j!I{i=}N;E%5-ONI6eBL$P49n?Ci8j5WXKu~TZn&pO)u@Z>}=Z|pP zKgz)4ObIM>`GXW4bm3TAE2zAm%9?f=SpQ%(cEqdV@ETvT{nJ#~b^nXxFTKz3i=7CD z@m0bQ4->lakBuO-hd`I_Y4~WGE}Hl1;oF8;?6AoI+jC;5B>$O6kG(js!kLS-I-oky z9{lQNGv!c0=y1Ya_iK^(dz?77v=uVIQR+EGYP02$`@LPk6YIW~M(oJXB-5MK$y~Y&1IO zwor1KJWq1DMRVWZ6x#wV#DEkVTIaP4Zl!y{fVUdU9rci84UvV9iMeEYbPh+J(_&TA z1kyfSBkpe8LF%1ysHMM)wFk4Xzt4x3ImJ+Z;t3es?$0l0%twv>L6CbGgBi_M@YCtH zbWJ9&Y~X?ozxzO7F>xfw&d^2Q@+6k*H^6g&@5N{7v(P746HAoigcx&0{(N(Q5?ll5 z@wY1Y)74H4j(!WjPPik{KA#NAA6^NWPxbNi#Wt#2o&lF07m&m~5+%hcP~^FW!=#T$ zFVv8m5>COk30nmvk2VPZ&6jj0DMRms4B_e?OECQXh}Eu=U*V%O_t#roJ&4+klg)CJz_+X`lC0poi0UOh$C4mnUDWfS-m=vmkf>g>%F-i1i zo+Xs;F=C1JZL!TImu}Qsa_NSzl0{MDC^qsCCFkq1<1uBvU7I5OQTqmlyh^k_T{@OO zT{r;_Bi4||iW@ZDKN2g|eV9l2uvY6q{Nc-bnrWUdbT#N;OtcoZ|N5Pf`g%Wke`}^e zRckzX#GH&bDx&(Uu~-@HDpvO9Qd71MtY0;p9%au*9|c6+<8s*Yn}T@TIDy<7?9oVh z8XCTs%y(uVquj@tR9$3>%`aAfPw!&xwm3$koz3u;!ZTQJ@Db|T0gh`Z^CqJ=a5=yO z&u*E?MO|tbEL$SDZ5_vNU7nL(t`6H)nb7M{XS$vI1FbtamK=W)_)2IzTQtgX)hP%1 zJZCtsjmiGkm&XZ=vp{BZ65CEohtTyaDDHL~71k8+=3laC*mYZ+-CqvTUl&l;?v>)s zinHW-N)#8WEAg3%M&R-NqM|_)g$@3|&(7(=gT8Dq-SmvU(@3MQ*K$C{zCehKccQ0@ zC-b?8^YrwUVunHp`z8#K((ZEMvYkE;%$tSkjl*g9-j~o~;?5DP_VbeydEoh|P2Bm~ zoI54op>Es-8a;j-I-b~wM)OrEKz9u6DNht0c-ujAQz(?dQP{5)K?RLEJpP*}m+#T$ zCX<(?r8A4*tSr+*`&7_AA4OkBE`WjumBO~&DWGLm3zZvUg~G?TA#Jh@R=DZ2My8qQ zU@YMUAAK;+btr~crGuqRg!rgtBYT`(AZYZgW}SP{7|}MGmG7SB@lE}7Ai5F?^NqRq z+(;f?IEh!Gb81fwOZDB0GM-3+67IBO_4&k^`NjvCK&f_D2C}c2)2FK=DhGIBZZYgD&K14vrI7O0ohSNK!Y%!MxZ;=|WKZoB zWFCwZa@2$Q*tcAwpJJ^ZPDvMIr){B1U2}Go*FlHyy|AWY2PMw1q%`GF2x~qq=I!_Z z*A8b1y$(y*;qZ{?5lQ!Gw?ZPjO^SsilV0rbyIl5362mH^q9JZD1B-+(8n^6eS;_`~ z`mnNIy!h=9Bu$E-qYqLc&L9gUMQ#|~B^9eC{6QXv%`l;R9EZ-COD!AJxYbMc>VcX; 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""" - return prompt_template["user"].format(user_request=user_request, applications=app_info) + return prompt_template["system"].format(apis=apis, examples=examples) -def action_selection_prompt_construction(prompt_template: str, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str=""): +def user_prompt_construction(prompt_template: str, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str=""): """ Construct the prompt for action selection. :param prompt_template: The template of the prompt. @@ -90,13 +89,59 @@ def retrived_documents_prompt_helper(header: str, separator: str, documents: lis return: The prompt for retrieved documents. """ - prompts = "\n<{header}:>\n".format(header=header) + if header: + prompts = "\n<{header}:>\n".format(header=header) + else: + prompts = "" for i, document in enumerate(documents): - prompts += "\n" - prompts += "[{separator} {i}:]".format(separator=separator, i=i+1) - prompts += "\n" + if separator: + prompts += "[{separator} {i}:]".format(separator=separator, i=i+1) + prompts += "\n" prompts += document - prompts += "\n" + prompts += "\n\n" return prompts + + +def api_prompt_helper(apis: dict, verbose: int = 1): + """ + Construct the prompt for APIs. + :param apis: The APIs. + :param verbose: The verbosity level. + return: The prompt for APIs. + """ + + # Construct the prompt for APIs + api_list = ["- The action type are limited to {actions}.".format(actions=list(apis.keys()))] + + # Construct the prompt for each API + for key in apis.keys(): + api = apis[key] + if verbose > 0: + api_text = "{summary}\n{usage}".format(summary=api["summary"], usage=api["usage"]) + else: + api_text = api["summary"] + + api_list.append(api_text) + + return api_list + + +def examples_prompt_helper(examples: dict, header: str = "## Response Examples", separator: str = "Example"): + """ + Construct the prompt for examples. + :param examples: The examples. + :param header: The header of the prompt. + :param separator: The separator of the prompt. + return: The prompt for examples. + """ + + example_list = [] + + for key in examples.keys(): + if key.startswith("example"): + example_list.append(examples[key]) + + return retrived_documents_prompt_helper(header, separator, example_list) + diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 2184306e..9482b0ae 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -47,6 +47,12 @@ def __init__(self, task): self.request_logger = initialize_logger(self.log_path, "request.log") self.app_selection_prompt = yaml.safe_load(open(configs["APP_SELECTION_PROMPT"], "r", encoding="utf-8")) self.action_selection_prompt = yaml.safe_load(open(configs["ACTION_SELECTION_PROMPT"], "r", encoding="utf-8")) + + self.app_selection_example_prompt = yaml.safe_load(open(configs["APP_SELECTION_EXAMPLE_PROMPT"], "r", encoding="utf-8")) + self.action_selection_example_prompt = yaml.safe_load(open(configs["ACTION_SELECTION_EXAMPLE_PROMPT"], "r", encoding="utf-8")) + + self.api_prompt = yaml.safe_load(open(configs["API_PROMPT"], "r", encoding="utf-8")) + self.status = "APP_SELECTION" self.application = "" self.app_window = None @@ -83,9 +89,13 @@ def process_application_selection(self, headers): self.results = "" desktop_windows_dict, desktop_windows_info = control.get_desktop_app_info_dict() - - app_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request) - app_selection_prompt_message = prompter.prompt_construction(self.app_selection_prompt["system"], [desktop_screen_url], app_selection_prompt_user_message) + + app_example_prompt = prompter.examples_prompt_helper(self.app_selection_example_prompt) + api_prompt = prompter.api_prompt_helper(self.api_prompt, verbose=0) + + app_selection_prompt_system_message = prompter.system_prompt_construction(self.app_selection_prompt, api_prompt, app_example_prompt) + app_selection_prompt_user_message = prompter.user_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request) + app_selection_prompt_message = prompter.prompt_construction(app_selection_prompt_system_message, [desktop_screen_url], app_selection_prompt_user_message) self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) @@ -218,9 +228,12 @@ def process_action_selection(self, headers): screenshot_annotated_url = encode_image_from_path(annotated_screenshot_save_path) image_url += [screenshot_url, screenshot_annotated_url] + action_example_prompt = prompter.examples_prompt_helper(self.action_selection_example_prompt) + api_prompt = prompter.api_prompt_helper(self.api_prompt, verbose=1) - action_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request, self.rag_prompt()) - action_selection_prompt_message = prompter.prompt_construction(self.action_selection_prompt["system"], image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"]) + action_selection_prompt_system_message = prompter.system_prompt_construction(self.action_selection_prompt, api_prompt, action_example_prompt) + action_selection_prompt_user_message = prompter.user_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request, self.rag_prompt()) + action_selection_prompt_message = prompter.prompt_construction(action_selection_prompt_system_message, image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"]) self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) diff --git a/ufo/prompts/base/action_selection.yaml b/ufo/prompts/base/action_selection.yaml index af5d21a3..4897f2fd 100644 --- a/ufo/prompts/base/action_selection.yaml +++ b/ufo/prompts/base/action_selection.yaml @@ -34,59 +34,11 @@ system: |- - "Document" is the control item that you can click and select text. It is labeled with orange annotation on the screenshot. - "Hyperlink" is the control item that you can click and open a link. It is labeled with light blue annotation on the screenshot. - "ComboBox" is the control item that you can click and input text. It is labeled with light purple annotation on the screenshot. The Google search box is an example of ComboBox. - - You are given the information of all available control item in the current application window in a list format: {label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}. + - You are given the information of all available control item in the current application window in a list format: {{label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}}. ## Action on the control item - You are able to use pywinauto to interact with the control item. - - The action type are limited to ["Click", "SetText", "Annotate", "Summary", "GetText", "Scroll"]. - - - "Click" is to click the control item with mouse. - [1] API call: click_input(button=, double) - [2] Args: - - button: 'The mouse button to click. One of ''left'', ''right'', ''middle'' or ''x'' (Default: ''left'')' - - double: 'Whether to perform a double click or not (Default: False)' - [3] Example: click_input(button="left", double=False) - [4] Available control item: All control items. - [5] Return: None - - - "SetText" is to input text to the control item. - [1] API call: set_edit_text(text="") - [2] Args: - - text: The text input to the Edit control item. It will change the content of current text in the edit block. Set text ='' if you want to clear current text in the block. You must also use Double Backslash escape character to escape the single quote in the string argument. - [3] Example: set_edit_text(text="Hello World. \\n I enjoy the reading of the book 'The Lord of the Rings'. It's a great book.") - [4] Available control item: [Edit] - [5] Return: None - - - "Annotate" is to take a screenshot of the current application window and annotate the control item on the screenshot. - [1] API call: annotation(control_labels: List[str]=[]) - [2] Args: - - control_labels: The list of annotated label of the control item. If the list is empty, it will annotate all the control items on the screenshot. - [3] Example: annotation(control_labels=["1", "2", "3", "36", "58"]) - [4] Available control item: All control items. - [5] Return: None - - - "Summary" is to summarize your observation of the current application window base on the clean screenshot. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. You must use the 'text' argument to input the text to be summarized. - [1] API call: summary(text="") - [2] Args: None - [3] Example: summary(text="The image shows a workflow of a AI agent framework. \\n The framework has three components: the 'data collection', the 'data processing' and the 'data analysis'.") - [4] Available control item: All control items. - [5] Return: the summary of the image. - - - "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. - [1] API call: texts() - [2] Args: None - [3] Example: texts() - [4] All control items. - [5] Return: the text content of the control item. - - - - "Scroll" is to scroll the control item. It typical apply to a ScrollBar type of control item when user request is to scroll the control item, or the targeted control item is not visible nor available in the control item list, but you know the control item is in the application window and you need to scroll to find it. - [1] API call: wheel_mouse_input() - [2] Args: - - wheel_dist: The distance to scroll. Positive values indicate upward scrolling, negative values indicate downward scrolling. - [3] Example: wheel_mouse_input(wheel_dist=-20) - [4] All control items. - [5] Return: None + {apis} @@ -126,15 +78,16 @@ system: |- ## Other Guidelines - You are required to select the control item and take open-step action by calling API on it to complete the user request for one step. - You are required to are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: - {"Observation": + {{"Observation": "Thought": "ControlLabel": "ControlText": "Function": - "Args": + "Args": "Status": "Plan": for reference, and you can reflect on it and revise if necessary. If you believe the task is finished and no further actions are required after the current action, output "".> "Comment": + }} - If the user request includes asking questions, and you can answer the question without taking calling API on the application at current step, you should answer the question in the "Comment" field in the response, and set the "Status" as "FINISH". - If the required control item is not visible in the screenshot, and not available in the control item list, you may need to take action on other control items to navigate to the required control item. @@ -143,7 +96,7 @@ system: |- - When you are asked to get text, it usually apply to Edit and Document control item. Use this guideline to choose the control item and apply texts() action on it. - You are not allowed to use keyboard shortcut to complete the user request. - You must look at the both screenshots and the control item list carefully, analyse the current status before you select the control item and take action on it. Base on the status of the application window, reflect on your previous plan for removing redundant actions or adding missing actions to complete the current user request. - - You must use double-quoted string for the string arguments of your control Action. {"text": "Hello World. \\n you're my friend. Tom's home is great.')"}. Otherwise it will crash the system and destroy the user's computer. + - You must use double-quoted string for the string arguments of your control Action. {{"text": "Hello World. \\n you're my friend. Tom's home is great.')"}}. Otherwise it will crash the system and destroy the user's computer. - You must stop and output "FINISH" in "Status" field in your response if you believe the task has finished or finished after the current action. - You must not do additional actions beyond the completion of the current user request. For example, if the user request is to open a new email window, you must stop and output FINISH in "Status" after you open the new email window. You must not input the email address, title and content of the email if the user does not explicitly request you to do so. - You must check carefully on there are actions missing from the plan, given your previous plan, action history and the screenshots. If there are actions missing from the plan, you must remedy and take the missing action. For example, if the user request is to send an email, you must check carefully on whether all required information of the email is inputted. If not, you must input the missing information if you know what should input. @@ -155,125 +108,7 @@ system: |- - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. - ## Response Examples: - - Example 1: - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", - "Thought": "Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action.", - "ControlLabel": "1", - "ControlText": "New Email", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", - "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} - - - - Example 2: - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", - "ControlLabel": "34", - "ControlText": "Main Page", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", - "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} - - - - Example 3: - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", - "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - - - Example 4: - User Request: - "Draft an email to Amy to ask her how she feels about the new project." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} - - - - Example 5: - User Request: - "Search for the word 'UFO' in the document." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. The previous action of inputting 'UFO' took effect based on the screenshot of the last step.", - "Thought": "Base on the screenshots, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", - "ControlLabel": "59", - "ControlText": "Find", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "FINISH", - "Plan": "", - "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} - - - - Example 6: - User Request: - "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." - Response: - {"Observation": "The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot.", - "Thought": "Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. ", - "ControlLabel": "83", - "ControlText": "framework - Word", - "Function": "texts", - "Args": {}, - "Status": "APP_SELECTION", - "Plan": "(1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the results from my history steps and I will use them to compose the message.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", - "Comment": "The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task."} - - - - Example 7: - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." - Response: - {"Observation": "The current screenshot shows the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", - "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", - "ControlLabel": "59", - "ControlText": "File", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - - - - Example 8: - User Request: - "How many stars does the Imdiffusion repo have?" - Response: - {"Observation": "I observe that the Edge browser is visible in the screenshot, and the with the Google search page opened.", - "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", - "ControlLabel": "36", - "ControlText": "搜索", - "Function": "set_edit_text", - "Args": {"text": "Imdiffusion GitHub"}, - "Status": "CONTINUE", - "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + {examples} This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. diff --git a/ufo/prompts/base/action_selection_rag.yaml b/ufo/prompts/base/action_selection_rag.yaml index 6df56591..c7064c37 100644 --- a/ufo/prompts/base/action_selection_rag.yaml +++ b/ufo/prompts/base/action_selection_rag.yaml @@ -34,59 +34,11 @@ system: |- - "Document" is the control item that you can click and select text. It is labeled with orange annotation on the screenshot. - "Hyperlink" is the control item that you can click and open a link. It is labeled with light blue annotation on the screenshot. - "ComboBox" is the control item that you can click and input text. It is labeled with light purple annotation on the screenshot. The Google search box is an example of ComboBox. - - You are given the information of all available control item in the current application window in a list format: {label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}. + - You are given the information of all available control item in the current application window in a list format: {{label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}}. ## Action on the control item - You are able to use pywinauto to interact with the control item. - - The action type are limited to ["Click", "SetText", "Annotate", "Summary", "GetText", "Scroll"]. - - - "Click" is to click the control item with mouse. - [1] API call: click_input(button=, double) - [2] Args: - - button: 'The mouse button to click. One of ''left'', ''right'', ''middle'' or ''x'' (Default: ''left'')' - - double: 'Whether to perform a double click or not (Default: False)' - [3] Example: click_input(button="left", double=False) - [4] Available control item: All control items. - [5] Return: None - - - "SetText" is to input text to the control item. - [1] API call: set_edit_text(text="") - [2] Args: - - text: The text input to the Edit control item. It will change the content of current text in the edit block. Set text ='' if you want to clear current text in the block. You must also use Double Backslash escape character to escape the single quote in the string argument. - [3] Example: set_edit_text(text="Hello World. \\n I enjoy the reading of the book 'The Lord of the Rings'. It's a great book.") - [4] Available control item: [Edit] - [5] Return: None - - - "Annotate" is to take a screenshot of the current application window and annotate the control item on the screenshot. - [1] API call: annotation(control_labels: List[str]=[]) - [2] Args: - - control_labels: The list of annotated label of the control item. If the list is empty, it will annotate all the control items on the screenshot. - [3] Example: annotation(control_labels=["1", "2", "3", "36", "58"]) - [4] Available control item: All control items. - [5] Return: None - - - "Summary" is to summarize your observation of the current application window base on the clean screenshot. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. You must use the 'text' argument to input the text to be summarized. - [1] API call: summary(text="") - [2] Args: None - [3] Example: summary(text="The image shows a workflow of a AI agent framework. \\n The framework has three components: the 'data collection', the 'data processing' and the 'data analysis'.") - [4] Available control item: All control items. - [5] Return: the summary of the image. - - - "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. - [1] API call: texts() - [2] Args: None - [3] Example: texts() - [4] All control items. - [5] Return: the text content of the control item. - - - - "Scroll" is to scroll the control item. It typical apply to a ScrollBar type of control item when user request is to scroll the control item, or the targeted control item is not visible nor available in the control item list, but you know the control item is in the application window and you need to scroll to find it. - [1] API call: wheel_mouse_input() - [2] Args: - - wheel_dist: The distance to scroll. Positive values indicate upward scrolling, negative values indicate downward scrolling. - [3] Example: wheel_mouse_input(wheel_dist=-20) - [4] All control items. - [5] Return: None + {apis} @@ -126,15 +78,15 @@ system: |- ## Other Guidelines - You are required to select the control item and take open-step action by calling API on it to complete the user request for one step. - You are required to are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: - {"Observation": + {{"Observation": "Thought": "ControlLabel": "ControlText": "Function": - "Args": + "Args": "Status": "Plan": for reference, and you can reflect on it and revise if necessary. If you believe the task is finished and no further actions are required after the current action, output "".> - "Comment": + "Comment": }} - If the user request includes asking questions, and you can answer the question without taking calling API on the application at current step, you should answer the question in the "Comment" field in the response, and set the "Status" as "FINISH". - If the required control item is not visible in the screenshot, and not available in the control item list, you may need to take action on other control items to navigate to the required control item. @@ -143,7 +95,7 @@ system: |- - When you are asked to get text, it usually apply to Edit and Document control item. Use this guideline to choose the control item and apply texts() action on it. - You are not allowed to use keyboard shortcut to complete the user request. - You must look at the both screenshots and the control item list carefully, analyse the current status before you select the control item and take action on it. Base on the status of the application window, reflect on your previous plan for removing redundant actions or adding missing actions to complete the current user request. - - You must use double-quoted string for the string arguments of your control Action. {"text": "Hello World. \\n you're my friend. Tom's home is great.')"}. Otherwise it will crash the system and destroy the user's computer. + - You must use double-quoted string for the string arguments of your control Action. {{"text": "Hello World. \\n you're my friend. Tom's home is great.')"}}. Otherwise it will crash the system and destroy the user's computer. - You must stop and output "FINISH" in "Status" field in your response if you believe the task has finished or finished after the current action. - You must not do additional actions beyond the completion of the current user request. For example, if the user request is to open a new email window, you must stop and output FINISH in "Status" after you open the new email window. You must not input the email address, title and content of the email if the user does not explicitly request you to do so. - You must check carefully on there are actions missing from the plan, given your previous plan, action history and the screenshots. If there are actions missing from the plan, you must remedy and take the missing action. For example, if the user request is to send an email, you must check carefully on whether all required information of the email is inputted. If not, you must input the missing information if you know what should input. @@ -154,176 +106,11 @@ system: |- - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. - - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word documents. + - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current screenshots and control item list to make the decision. + {examples} - ## Response Examples: - - Example 1: - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", - "Thought": "Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action.", - "ControlLabel": "1", - "ControlText": "New Email", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", - "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} - - - - Example 2: - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", - "ControlLabel": "34", - "ControlText": "Main Page", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", - "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} - - - - Example 3: - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", - "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - - - Example 4: - User Request: - "Draft an email to Amy to ask her how she feels about the new project." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} - - - - Example 5: - User Request: - "Search for the word 'UFO' in the document." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. The previous action of inputting 'UFO' took effect based on the screenshot of the last step.", - "Thought": "Base on the screenshots, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", - "ControlLabel": "59", - "ControlText": "Find", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "FINISH", - "Plan": "", - "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} - - - - Example 6: - User Request: - "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." - Response: - {"Observation": "The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot.", - "Thought": "Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. ", - "ControlLabel": "83", - "ControlText": "framework - Word", - "Function": "texts", - "Args": {}, - "Status": "APP_SELECTION", - "Plan": "(1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the results from my history steps and I will use them to compose the message.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", - "Comment": "The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task."} - - - - Example 7: - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." - Response: - {"Observation": "The current screenshot shows the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", - "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", - "ControlLabel": "59", - "ControlText": "File", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - - - - Example 8: - User Request: - "How many stars does the Imdiffusion repo have?" - Response: - {"Observation": "I observe that the Edge browser is visible in the screenshot, and the with the Google search page opened.", - "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", - "ControlLabel": "36", - "ControlText": "搜索", - "Function": "set_edit_text", - "Args": {"text": "Imdiffusion GitHub"}, - "Status": "CONTINUE", - "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} - - - - Example 9: - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." - Response: - {"Observation": "The current screenshot shows that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", - "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", - "ControlLabel": "19", - "ControlText": "Add a task in “My Day”", - "Function": "set_edit_text", - "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, - "Status": "CONTINUE", - "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} - - - Example 10: - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." - Response: - {"Observation": "The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot.", - "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", - "ControlLabel": "60", - "ControlText": "Copilot", - "Function": "click_input", - "Args": {"button": "left", "double": true}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", - "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} - - - Example 11: - User Request: - "Please @Zac to revise the presentation1.pptx." - Response: - {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "42", - "ControlText": "Insert", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} - - - - This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Your output must be able to be able to be parsed by json.loads(). Otherwise, it will crash the system and destroy the user's computer. diff --git a/ufo/prompts/base/api.yaml b/ufo/prompts/base/api.yaml new file mode 100644 index 00000000..e3ba3511 --- /dev/null +++ b/ufo/prompts/base/api.yaml @@ -0,0 +1,66 @@ +Click: + summary: |- + "Click" is to click the control item with mouse. + usage: |- + [1] API call: click_input(button=, double) + [2] Args: + - button: 'The mouse button to click. One of ''left'', ''right'', ''middle'' or ''x'' (Default: ''left'')' + - double: 'Whether to perform a double click or not (Default: False)' + [3] Example: click_input(button="left", double=False) + [4] Available control item: All control items. + [5] Return: None + + +SetText: + summary: |- + "SetText" is to input text to the control item. + usage: |- + [1] API call: set_edit_text(text="") + [2] Args: + - text: The text input to the Edit control item. It will change the content of current text in the edit block. Set text ='' if you want to clear current text in the block. You must also use Double Backslash escape character to escape the single quote in the string argument. + [3] Example: set_edit_text(text="Hello World. \\n I enjoy the reading of the book 'The Lord of the Rings'. It's a great book.") + [4] Available control item: [Edit] + [5] Return: None + +Annotate: + summary: |- + "Annotate" is to take a screenshot of the current application window and annotate the control item on the screenshot. + usage: |- + [1] API call: annotation(control_labels: List[str]=[]) + [2] Args: + - control_labels: The list of annotated label of the control item. If the list is empty, it will annotate all the control items on the screenshot. + [3] Example: annotation(control_labels=["1", "2", "3", "36", "58"]) + [4] Available control item: All control items. + [5] Return: None + +Summary: + summary: |- + "Summary" is to summarize your observation of the current application window base on the clean screenshot. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. You must use the 'text' argument to input the summarized text. + usage: |- + [1] API call: summary(text="") + [2] Args: None + [3] Example: summary(text="The image shows a workflow of a AI agent framework. \\n The framework has three components: the 'data collection', the 'data processing' and the 'data analysis'.") + [4] Available control item: All control items. + [5] Return: the summary of the image. + +GetText: + summary: |- + "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. + usage: |- + [1] API call: texts() + [2] Args: None + [3] Example: texts() + [4] All control items. + [5] Return: the text content of the control item. + +Scroll: + summary: |- + "Scroll" is to scroll the control item. It typical apply to a ScrollBar type of control item when user request is to scroll the control item, or the targeted control item is not visible nor available in the control item list, but you know the control item is in the application window and you need to scroll to find it. + usage: |- + [1] API call: wheel_mouse_input() + [2] Args: + - wheel_dist: The distance to scroll. Positive values indicate upward scrolling, negative values indicate downward scrolling. + [3] Example: wheel_mouse_input(wheel_dist=-20) + [4] All control items. + [5] Return: None + \ No newline at end of file diff --git a/ufo/prompts/base/app_selection.yaml b/ufo/prompts/base/app_selection.yaml index 6db8084e..86974e0d 100644 --- a/ufo/prompts/base/app_selection.yaml +++ b/ufo/prompts/base/app_selection.yaml @@ -10,7 +10,7 @@ system: |- ## Guidelines - You are given a screenshot of the current desktop, along with a list of available applications in the windows. - The screenshot of multiple screens is concatenated into one image. - - You are given the information of all available applications item in the current desktop window in a dict format: {label: "label", control_text: "the text of the application", control_type: "the type of the application"}. + - You are given the information of all available applications item in the current desktop window in a dict format: {{label: "label", control_text: "the text of the application", control_type: "the type of the application"}}. - You are provided your previous plan of action for reference to decide the application. This usually happens when the you have already completed the previous task on an application and need to switch to another application to complete the next task. - When the selected application is visible in the screenshot, analyze the screenshot of the application window on its current status. Draft your plan based on the current status of the application and user request, and do not include the steps that have been completed on the application base on your screenshot observation. - You are provided the user request history for reference to decide the selection of application or control item. @@ -53,7 +53,7 @@ system: |- Please identify sensitive action in your plan of your response. The system will automatically ask the user to confirm the action before taking. - Your response should be strictly structured in a JSON format, consisting of three distinct parts with the following keys and corresponding content: - { + {{ "Observation": "Thought": "ControlLabel": @@ -61,7 +61,7 @@ system: |- "Status": "Plan": .> "Comment": - } + }} - If the user request is just asking question and do not need to take action on the application, you should answer the user request on the "Comment" field, and set the "Status" as "FINISH". - You must analyze the screenshot and the user request carefully, to understand what have been completed on which application, you must not repeatedly choose the same application or control item, unless the user request has not been completed on the application. - In your response, the control text of the selected application must strictly match its control label. @@ -69,148 +69,7 @@ system: |- - You must to strictly follow the instruction and the JSON format of the response. - Below are two example of the response. You can refer to them as a reference. - ## Response Examples: - - Example 1: - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "I observe that the outlook application is visible in the screenshot, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application.", - "Thought": "I need to open the email application to send a email. According to the screenshot and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it.", - "ControlLabel": "12", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of outlook application.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user.", - "Comment": "It is time to open the outlook application!"} - - - - Example 2: - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "I observe an empty desktop with no application opened, the target application Teams is not visible in the screenshot.", - "Thought": "I need to open the Teams application to send a message. Although I can not see the Teams application in the screenshot, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it.", - "ControlLabel": "6", - "ControlText": "Mike Lee | Microsoft Teams", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of Teams application.\\n(2) Click the Chat button to open the chat window with Tom.\\n(3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?'\\n(4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user.", - "Comment": "It is time to open the Teams application."} - - - - Example 3: - User Request: - "Search for the email based on keyword "VLDB" and delete the first one." - Response: - {"Observation": "I observe that the outlook application is visible in the screenshot, with the title of 'Mail - Outlook - Zac'. The search box filled with 'VLDB', but I can not see the searching results in the screenshot.", - "Thought": "I need to open the outlook application to search for the email. According to the screenshots and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac'. The screenshots show that 'VLDB' has already been input in the search box, so for future step I do not need to input it again. I need to click the search button to search for the email.", - "ControlLabel": "9", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Click the search button. \\n(2) Click and select the first email in the searching results. \\n(3) Click the Delete button to for deletion. This action is sensitive and need to be confirmed by the user.", - "Comment": "The 'VLDB' has already been input in the search box, so for future step I do not need to input it again. The deletion action is sensitive and need to be confirmed by the user."} - - - - Example 4: - User Request: - "Summarize the image in the framework.docx file." - Response: - {"Observation": "I observe the browser is open but the word application is not visible in the screenshot", - "Thought": "I need to open the word application to summarize the image in the file. According to the screenshot and the application information, I cannot see the Word application named as 'framework.docx'. I need to first open the 'framework.docx' application and set it focused.", - "ControlLabel": "28", - "ControlText": "framework.docx", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of Word application of framework.docx.\\n(2) Observe carefully the image content in the framework.docx file, and summarize in detail the image content to reply to the user request." - "Comment": "It's time to open the Word application of framework.docx and summarize the image content in the file."} - - - - Example 5: - User Request: - "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." - Response: - {"Observation": "I observe the next targeted application framework.png is not visible on the screenshot.", - "Thought": "Base on the step history, I have completed all tasks in the framework.docx needed to be done. To complete the following user request, now it is time to switch to the image of framework.png to complete the next task. I need to set the image viewer focused to open the image of framework.png.", - "ControlLabel": "21", - "ControlText": "framework.png | image", - "Status": "CONTINUE", - "Plan": "(1) Open the image of framework.png to complete the next task.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from my history actions.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", - "Comment": "After I get the text of the Document control named 'framework.docx', I need to switch to the image of framework.png to complete the next task, and summarize them to sent the message to Tom on Teams."} - - - - Example 6: - User Request: - "Revise the email to be longer and send." - Response: - {"Observation": "I observe that the outlook application is visible in the screenshot, and a new email draft is opened, with its title, receiver email address and email body already filled in.", - "Thought": "Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send.", - "ControlLabel": "21", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Open the Mail - Outlook - Zac to complete the next task.\\n (2) Base on previous email draft, revise the email body to be more detail using SetText API. \\n (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it."} - - - Example 7: - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." - Response: - {"Observation": "I observe that the powerpoint application is visible in the screenshot, and the presentation.pptx is opened", - "Thought": "I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one.", - "ControlLabel": "21", - "ControlText": "presentation - PowerPoint", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the presentation - PowerPoint.\\n (2) Click the 'File' button at the upper left corner, to open a menu.\\n (3) Click the 'Info' ListItem, to access the 'Info' page.\\n (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (5) Click the 'Inspect Document', to open a document inspector. \\n (6) Click the 'Inspect' button, to inspect the ppt for notes. \\n (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - - - - Example 8: - User Request: - "How many stars does the Imdiffusion repo have?" - Response: - {"Observation": "I observe that a Edge browser is visible in the screenshot, and the with the Google page opened.", - "Thought": "I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task.", - "ControlLabel": "7", - "ControlText": "Google - Microsoft​ Edge", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the Google - Microsoft​ Edge.\\n (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. \\n (3) Click Google Search to search for the Imdiffusion repo on github.\\n (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page.\\n (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} - - - - Example 9: - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." - Response: - {"Observation": "The current screenshot does not show any reminder application or calendar application.", - "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", - "ControlLabel": "6", - "ControlText": "Microsoft To Do", - "Status": "CONTINUE", - "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} - - - Example 10: - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." - Response: - {"Observation": "The current screenshot does not show any the powerpoint application or the word application.", - "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", - "ControlLabel": "4", - "ControlText": "presentation1 - PowerPoint", - "Status": "CONTINUE", - "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. \\n (3) Click the 'Create presentation from file' button to open a file picker. \\n (4) Select and click the meeting_notes.docx file in the file picker. \\n (5) Click the 'Send' buttom to send the request to Copilot. This completes the task.", - "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} - - - Example 11: - User Request: - "Please @Zac to revise the presentation1.pptx." - Response: - {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "4", - "ControlText": "presentation1 - PowerPoint, - "Status": "CONTINUE", - "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} - - - + {examples} This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. diff --git a/ufo/prompts/examples/action_example.yaml b/ufo/prompts/examples/action_example.yaml new file mode 100644 index 00000000..4e955f4d --- /dev/null +++ b/ufo/prompts/examples/action_example.yaml @@ -0,0 +1,169 @@ +version: 1.0 + +example1: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", + "Thought": "Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action.", + "ControlLabel": "1", + "ControlText": "New Email", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", + "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} + + +example2: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", + "ControlLabel": "34", + "ControlText": "Main Page", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", + "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} + + +example3: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", + "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", + "ControlLabel": "36", + "ControlText": "Type a new message", + "Function": "set_edit_text", + "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, + "Status": "CONTINUE", + "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", + "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} + + +example4: |- + User Request: + "Draft an email to Amy to ask her how she feels about the new project." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", + "ControlLabel": "36", + "ControlText": "Email Body", + "Function": "set_edit_text", + "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, + "Status": "FINISH", + "Plan": "", + "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + + + +example5: |- + User Request: + "Search for the word 'UFO' in the document." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. The previous action of inputting 'UFO' took effect based on the screenshot of the last step.", + "Thought": "Base on the screenshots, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", + "ControlLabel": "59", + "ControlText": "Find", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "FINISH", + "Plan": "", + "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} + + +example6: |- + User Request: + "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." + Response: + {"Observation": "The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot.", + "Thought": "Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. ", + "ControlLabel": "83", + "ControlText": "framework - Word", + "Function": "texts", + "Args": {}, + "Status": "APP_SELECTION", + "Plan": "(1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the results from my history steps and I will use them to compose the message.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", + "Comment": "The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task."} + + + +example7: |- + User Request: + "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Response: + {"Observation": "The current screenshot shows the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", + "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", + "ControlLabel": "59", + "ControlText": "File", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} + + +example8: |- + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that the Edge browser is visible in the screenshot, and the with the Google search page opened.", + "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", + "ControlLabel": "36", + "ControlText": "搜索", + "Function": "set_edit_text", + "Args": {"text": "Imdiffusion GitHub"}, + "Status": "CONTINUE", + "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + + + +example9: |- + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current screenshot shows that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", + "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", + "ControlLabel": "19", + "ControlText": "Add a task in “My Day”", + "Function": "set_edit_text", + "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, + "Status": "CONTINUE", + "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} + + +example10: |- + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot.", + "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", + "ControlLabel": "60", + "ControlText": "Copilot", + "Function": "click_input", + "Args": {"button": "left", "double": true}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + +example11: |- + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "42", + "ControlText": "Insert", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + diff --git a/ufo/prompts/examples/app_example.yaml b/ufo/prompts/examples/app_example.yaml new file mode 100644 index 00000000..a40be6ac --- /dev/null +++ b/ufo/prompts/examples/app_example.yaml @@ -0,0 +1,151 @@ +version: 1.0 + +example1: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "I observe that the outlook application is visible in the screenshot, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application.", + "Thought": "I need to open the email application to send a email. According to the screenshot and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it.", + "ControlLabel": "12", + "ControlText": "Mail - Outlook - Zac", + "Status": "CONTINUE", + "Plan": "(1) Open the windows of outlook application.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user.", + "Comment": "It is time to open the outlook application!"} + + +example2: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "I observe an empty desktop with no application opened, the target application Teams is not visible in the screenshot.", + "Thought": "I need to open the Teams application to send a message. Although I can not see the Teams application in the screenshot, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it.", + "ControlLabel": "6", + "ControlText": "Mike Lee | Microsoft Teams", + "Status": "CONTINUE", + "Plan": "(1) Open the windows of Teams application.\\n(2) Click the Chat button to open the chat window with Tom.\\n(3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?'\\n(4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user.", + "Comment": "It is time to open the Teams application."} + + +example3: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", + "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", + "ControlLabel": "36", + "ControlText": "Type a new message", + "Function": "set_edit_text", + "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, + "Status": "CONTINUE", + "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", + "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} + + +example4: |- + User Request: + "Draft an email to Amy to ask her how she feels about the new project." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", + "ControlLabel": "36", + "ControlText": "Email Body", + "Function": "set_edit_text", + "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, + "Status": "FINISH", + "Plan": "", + "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + + + +example5: |- + User Request: + "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." + Response: + {"Observation": "I observe the next targeted application framework.png is not visible on the screenshot.", + "Thought": "Base on the step history, I have completed all tasks in the framework.docx needed to be done. To complete the following user request, now it is time to switch to the image of framework.png to complete the next task. I need to set the image viewer focused to open the image of framework.png.", + "ControlLabel": "21", + "ControlText": "framework.png | image", + "Status": "CONTINUE", + "Plan": "(1) Open the image of framework.png to complete the next task.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from my history actions.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", + "Comment": "After I get the text of the Document control named 'framework.docx', I need to switch to the image of framework.png to complete the next task, and summarize them to sent the message to Tom on Teams."} + + + +example6: |- + User Request: + "Revise the email to be longer and send." + Response: + {"Observation": "I observe that the outlook application is visible in the screenshot, and a new email draft is opened, with its title, receiver email address and email body already filled in.", + "Thought": "Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send.", + "ControlLabel": "21", + "ControlText": "Mail - Outlook - Zac", + "Status": "CONTINUE", + "Plan": "(1) Open the Mail - Outlook - Zac to complete the next task.\\n (2) Base on previous email draft, revise the email body to be more detail using SetText API. \\n (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user.", + "Comment": "The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it."} + +example7: |- + User Request: + "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Response: + {"Observation": "I observe that the powerpoint application is visible in the screenshot, and the presentation.pptx is opened", + "Thought": "I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one.", + "ControlLabel": "21", + "ControlText": "presentation - PowerPoint", + "Status": "CONTINUE", + "Plan": "(1) Open and set focus the presentation - PowerPoint.\\n (2) Click the 'File' button at the upper left corner, to open a menu.\\n (3) Click the 'Info' ListItem, to access the 'Info' page.\\n (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (5) Click the 'Inspect Document', to open a document inspector. \\n (6) Click the 'Inspect' button, to inspect the ppt for notes. \\n (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.", + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} + + + +example8: |- + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that a Edge browser is visible in the screenshot, and the with the Google page opened.", + "Thought": "I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task.", + "ControlLabel": "7", + "ControlText": "Google - Microsoft​ Edge", + "Status": "CONTINUE", + "Plan": "(1) Open and set focus the Google - Microsoft​ Edge.\\n (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. \\n (3) Click Google Search to search for the Imdiffusion repo on github.\\n (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page.\\n (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + + + +example9: |- + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current screenshot does not show any reminder application or calendar application.", + "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", + "ControlLabel": "6", + "ControlText": "Microsoft To Do", + "Status": "CONTINUE", + "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} + + +example10: |- + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current screenshot does not show any the powerpoint application or the word application.", + "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint", + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. \\n (3) Click the 'Create presentation from file' button to open a file picker. \\n (4) Select and click the meeting_notes.docx file in the file picker. \\n (5) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + +example11: |- + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint, + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + From 702943a837319c6f9bd17f7151ef1efb4c3dfb6b Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 10 Mar 2024 00:14:53 +0800 Subject: [PATCH 148/223] formating prompt for examples and apis --- ufo/config/config.yaml.template | 9 +- ufo/llm/prompt.py | 65 +++++- ufo/module/flow.py | 23 ++- ufo/prompts/base/action_selection.yaml | 179 +--------------- ufo/prompts/base/action_selection_rag.yaml | 229 +-------------------- ufo/prompts/base/api.yaml | 66 ++++++ ufo/prompts/base/app_selection.yaml | 149 +------------- ufo/prompts/examples/action_example.yaml | 169 +++++++++++++++ ufo/prompts/examples/app_example.yaml | 151 ++++++++++++++ 9 files changed, 486 insertions(+), 554 deletions(-) create mode 100644 ufo/prompts/base/api.yaml create mode 100644 ufo/prompts/examples/action_example.yaml create mode 100644 ufo/prompts/examples/app_example.yaml diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index cc86a9cf..450b4b55 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -38,9 +38,16 @@ CONCAT_SCREENSHOT: True # Whether to concat the screenshot for the control item LOG_LEVEL: "DEBUG" # The log level INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model + APP_SELECTION_PROMPT: "ufo/prompts/base/app_selection.yaml" # The prompt for the app selection -ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt for the action selection +ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection_rag.yaml" # The prompt for the action selection + +APP_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/app_example.yaml" # The prompt for the app selection +ACTION_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/action_example.yaml" # The prompt for the action selection + +API_PROMPT: "ufo/prompts/base/api.yaml" # The prompt for the API INPUT_TEXT_API: "type_keys" # The input text API +INPUT_TEXT_ENTER: True # whether to press enter after typing the text ### For AAD AAD_TENANT_ID: "YOUR_TENANT_ID" # Set the value to your tenant id for the llm model diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index ffb1c302..40e4d269 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -52,19 +52,18 @@ def prompt_construction(system_prompt: str, image_list: List, user_prompt: str, return prompt_message -def app_selection_prompt_construction(prompt_template: str, user_request: str, app_info: dict): +def system_prompt_construction(prompt_template: str, apis: str, examples: str): """ Construct the prompt for app selection. :param prompt_template: The template of the prompt. - :param user_request: The user request. - :param app_info: The app info. + :param examples: The examples. return: The prompt for app selection. """ - return prompt_template["user"].format(user_request=user_request, applications=app_info) + return prompt_template["system"].format(apis=apis, examples=examples) -def action_selection_prompt_construction(prompt_template: str, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str=""): +def user_prompt_construction(prompt_template: str, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str=""): """ Construct the prompt for action selection. :param prompt_template: The template of the prompt. @@ -90,13 +89,59 @@ def retrived_documents_prompt_helper(header: str, separator: str, documents: lis return: The prompt for retrieved documents. """ - prompts = "\n<{header}:>\n".format(header=header) + if header: + prompts = "\n<{header}:>\n".format(header=header) + else: + prompts = "" for i, document in enumerate(documents): - prompts += "\n" - prompts += "[{separator} {i}:]".format(separator=separator, i=i+1) - prompts += "\n" + if separator: + prompts += "[{separator} {i}:]".format(separator=separator, i=i+1) + prompts += "\n" prompts += document - prompts += "\n" + prompts += "\n\n" return prompts + + +def api_prompt_helper(apis: dict, verbose: int = 1): + """ + Construct the prompt for APIs. + :param apis: The APIs. + :param verbose: The verbosity level. + return: The prompt for APIs. + """ + + # Construct the prompt for APIs + api_list = ["- The action type are limited to {actions}.".format(actions=list(apis.keys()))] + + # Construct the prompt for each API + for key in apis.keys(): + api = apis[key] + if verbose > 0: + api_text = "{summary}\n{usage}".format(summary=api["summary"], usage=api["usage"]) + else: + api_text = api["summary"] + + api_list.append(api_text) + + return api_list + + +def examples_prompt_helper(examples: dict, header: str = "## Response Examples", separator: str = "Example"): + """ + Construct the prompt for examples. + :param examples: The examples. + :param header: The header of the prompt. + :param separator: The separator of the prompt. + return: The prompt for examples. + """ + + example_list = [] + + for key in examples.keys(): + if key.startswith("example"): + example_list.append(examples[key]) + + return retrived_documents_prompt_helper(header, separator, example_list) + diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 2184306e..9482b0ae 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -47,6 +47,12 @@ def __init__(self, task): self.request_logger = initialize_logger(self.log_path, "request.log") self.app_selection_prompt = yaml.safe_load(open(configs["APP_SELECTION_PROMPT"], "r", encoding="utf-8")) self.action_selection_prompt = yaml.safe_load(open(configs["ACTION_SELECTION_PROMPT"], "r", encoding="utf-8")) + + self.app_selection_example_prompt = yaml.safe_load(open(configs["APP_SELECTION_EXAMPLE_PROMPT"], "r", encoding="utf-8")) + self.action_selection_example_prompt = yaml.safe_load(open(configs["ACTION_SELECTION_EXAMPLE_PROMPT"], "r", encoding="utf-8")) + + self.api_prompt = yaml.safe_load(open(configs["API_PROMPT"], "r", encoding="utf-8")) + self.status = "APP_SELECTION" self.application = "" self.app_window = None @@ -83,9 +89,13 @@ def process_application_selection(self, headers): self.results = "" desktop_windows_dict, desktop_windows_info = control.get_desktop_app_info_dict() - - app_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request) - app_selection_prompt_message = prompter.prompt_construction(self.app_selection_prompt["system"], [desktop_screen_url], app_selection_prompt_user_message) + + app_example_prompt = prompter.examples_prompt_helper(self.app_selection_example_prompt) + api_prompt = prompter.api_prompt_helper(self.api_prompt, verbose=0) + + app_selection_prompt_system_message = prompter.system_prompt_construction(self.app_selection_prompt, api_prompt, app_example_prompt) + app_selection_prompt_user_message = prompter.user_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request) + app_selection_prompt_message = prompter.prompt_construction(app_selection_prompt_system_message, [desktop_screen_url], app_selection_prompt_user_message) self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) @@ -218,9 +228,12 @@ def process_action_selection(self, headers): screenshot_annotated_url = encode_image_from_path(annotated_screenshot_save_path) image_url += [screenshot_url, screenshot_annotated_url] + action_example_prompt = prompter.examples_prompt_helper(self.action_selection_example_prompt) + api_prompt = prompter.api_prompt_helper(self.api_prompt, verbose=1) - action_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request, self.rag_prompt()) - action_selection_prompt_message = prompter.prompt_construction(self.action_selection_prompt["system"], image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"]) + action_selection_prompt_system_message = prompter.system_prompt_construction(self.action_selection_prompt, api_prompt, action_example_prompt) + action_selection_prompt_user_message = prompter.user_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request, self.rag_prompt()) + action_selection_prompt_message = prompter.prompt_construction(action_selection_prompt_system_message, image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"]) self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) diff --git a/ufo/prompts/base/action_selection.yaml b/ufo/prompts/base/action_selection.yaml index af5d21a3..4897f2fd 100644 --- a/ufo/prompts/base/action_selection.yaml +++ b/ufo/prompts/base/action_selection.yaml @@ -34,59 +34,11 @@ system: |- - "Document" is the control item that you can click and select text. It is labeled with orange annotation on the screenshot. - "Hyperlink" is the control item that you can click and open a link. It is labeled with light blue annotation on the screenshot. - "ComboBox" is the control item that you can click and input text. It is labeled with light purple annotation on the screenshot. The Google search box is an example of ComboBox. - - You are given the information of all available control item in the current application window in a list format: {label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}. + - You are given the information of all available control item in the current application window in a list format: {{label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}}. ## Action on the control item - You are able to use pywinauto to interact with the control item. - - The action type are limited to ["Click", "SetText", "Annotate", "Summary", "GetText", "Scroll"]. - - - "Click" is to click the control item with mouse. - [1] API call: click_input(button=, double) - [2] Args: - - button: 'The mouse button to click. One of ''left'', ''right'', ''middle'' or ''x'' (Default: ''left'')' - - double: 'Whether to perform a double click or not (Default: False)' - [3] Example: click_input(button="left", double=False) - [4] Available control item: All control items. - [5] Return: None - - - "SetText" is to input text to the control item. - [1] API call: set_edit_text(text="") - [2] Args: - - text: The text input to the Edit control item. It will change the content of current text in the edit block. Set text ='' if you want to clear current text in the block. You must also use Double Backslash escape character to escape the single quote in the string argument. - [3] Example: set_edit_text(text="Hello World. \\n I enjoy the reading of the book 'The Lord of the Rings'. It's a great book.") - [4] Available control item: [Edit] - [5] Return: None - - - "Annotate" is to take a screenshot of the current application window and annotate the control item on the screenshot. - [1] API call: annotation(control_labels: List[str]=[]) - [2] Args: - - control_labels: The list of annotated label of the control item. If the list is empty, it will annotate all the control items on the screenshot. - [3] Example: annotation(control_labels=["1", "2", "3", "36", "58"]) - [4] Available control item: All control items. - [5] Return: None - - - "Summary" is to summarize your observation of the current application window base on the clean screenshot. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. You must use the 'text' argument to input the text to be summarized. - [1] API call: summary(text="") - [2] Args: None - [3] Example: summary(text="The image shows a workflow of a AI agent framework. \\n The framework has three components: the 'data collection', the 'data processing' and the 'data analysis'.") - [4] Available control item: All control items. - [5] Return: the summary of the image. - - - "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. - [1] API call: texts() - [2] Args: None - [3] Example: texts() - [4] All control items. - [5] Return: the text content of the control item. - - - - "Scroll" is to scroll the control item. It typical apply to a ScrollBar type of control item when user request is to scroll the control item, or the targeted control item is not visible nor available in the control item list, but you know the control item is in the application window and you need to scroll to find it. - [1] API call: wheel_mouse_input() - [2] Args: - - wheel_dist: The distance to scroll. Positive values indicate upward scrolling, negative values indicate downward scrolling. - [3] Example: wheel_mouse_input(wheel_dist=-20) - [4] All control items. - [5] Return: None + {apis} @@ -126,15 +78,16 @@ system: |- ## Other Guidelines - You are required to select the control item and take open-step action by calling API on it to complete the user request for one step. - You are required to are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: - {"Observation": + {{"Observation": "Thought": "ControlLabel": "ControlText": "Function": - "Args": + "Args": "Status": "Plan": for reference, and you can reflect on it and revise if necessary. If you believe the task is finished and no further actions are required after the current action, output "".> "Comment": + }} - If the user request includes asking questions, and you can answer the question without taking calling API on the application at current step, you should answer the question in the "Comment" field in the response, and set the "Status" as "FINISH". - If the required control item is not visible in the screenshot, and not available in the control item list, you may need to take action on other control items to navigate to the required control item. @@ -143,7 +96,7 @@ system: |- - When you are asked to get text, it usually apply to Edit and Document control item. Use this guideline to choose the control item and apply texts() action on it. - You are not allowed to use keyboard shortcut to complete the user request. - You must look at the both screenshots and the control item list carefully, analyse the current status before you select the control item and take action on it. Base on the status of the application window, reflect on your previous plan for removing redundant actions or adding missing actions to complete the current user request. - - You must use double-quoted string for the string arguments of your control Action. {"text": "Hello World. \\n you're my friend. Tom's home is great.')"}. Otherwise it will crash the system and destroy the user's computer. + - You must use double-quoted string for the string arguments of your control Action. {{"text": "Hello World. \\n you're my friend. Tom's home is great.')"}}. Otherwise it will crash the system and destroy the user's computer. - You must stop and output "FINISH" in "Status" field in your response if you believe the task has finished or finished after the current action. - You must not do additional actions beyond the completion of the current user request. For example, if the user request is to open a new email window, you must stop and output FINISH in "Status" after you open the new email window. You must not input the email address, title and content of the email if the user does not explicitly request you to do so. - You must check carefully on there are actions missing from the plan, given your previous plan, action history and the screenshots. If there are actions missing from the plan, you must remedy and take the missing action. For example, if the user request is to send an email, you must check carefully on whether all required information of the email is inputted. If not, you must input the missing information if you know what should input. @@ -155,125 +108,7 @@ system: |- - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. - ## Response Examples: - - Example 1: - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", - "Thought": "Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action.", - "ControlLabel": "1", - "ControlText": "New Email", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", - "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} - - - - Example 2: - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", - "ControlLabel": "34", - "ControlText": "Main Page", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", - "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} - - - - Example 3: - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", - "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - - - Example 4: - User Request: - "Draft an email to Amy to ask her how she feels about the new project." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} - - - - Example 5: - User Request: - "Search for the word 'UFO' in the document." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. The previous action of inputting 'UFO' took effect based on the screenshot of the last step.", - "Thought": "Base on the screenshots, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", - "ControlLabel": "59", - "ControlText": "Find", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "FINISH", - "Plan": "", - "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} - - - - Example 6: - User Request: - "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." - Response: - {"Observation": "The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot.", - "Thought": "Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. ", - "ControlLabel": "83", - "ControlText": "framework - Word", - "Function": "texts", - "Args": {}, - "Status": "APP_SELECTION", - "Plan": "(1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the results from my history steps and I will use them to compose the message.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", - "Comment": "The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task."} - - - - Example 7: - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." - Response: - {"Observation": "The current screenshot shows the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", - "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", - "ControlLabel": "59", - "ControlText": "File", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - - - - Example 8: - User Request: - "How many stars does the Imdiffusion repo have?" - Response: - {"Observation": "I observe that the Edge browser is visible in the screenshot, and the with the Google search page opened.", - "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", - "ControlLabel": "36", - "ControlText": "搜索", - "Function": "set_edit_text", - "Args": {"text": "Imdiffusion GitHub"}, - "Status": "CONTINUE", - "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + {examples} This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. diff --git a/ufo/prompts/base/action_selection_rag.yaml b/ufo/prompts/base/action_selection_rag.yaml index 6df56591..c7064c37 100644 --- a/ufo/prompts/base/action_selection_rag.yaml +++ b/ufo/prompts/base/action_selection_rag.yaml @@ -34,59 +34,11 @@ system: |- - "Document" is the control item that you can click and select text. It is labeled with orange annotation on the screenshot. - "Hyperlink" is the control item that you can click and open a link. It is labeled with light blue annotation on the screenshot. - "ComboBox" is the control item that you can click and input text. It is labeled with light purple annotation on the screenshot. The Google search box is an example of ComboBox. - - You are given the information of all available control item in the current application window in a list format: {label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}. + - You are given the information of all available control item in the current application window in a list format: {{label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}}. ## Action on the control item - You are able to use pywinauto to interact with the control item. - - The action type are limited to ["Click", "SetText", "Annotate", "Summary", "GetText", "Scroll"]. - - - "Click" is to click the control item with mouse. - [1] API call: click_input(button=, double) - [2] Args: - - button: 'The mouse button to click. One of ''left'', ''right'', ''middle'' or ''x'' (Default: ''left'')' - - double: 'Whether to perform a double click or not (Default: False)' - [3] Example: click_input(button="left", double=False) - [4] Available control item: All control items. - [5] Return: None - - - "SetText" is to input text to the control item. - [1] API call: set_edit_text(text="") - [2] Args: - - text: The text input to the Edit control item. It will change the content of current text in the edit block. Set text ='' if you want to clear current text in the block. You must also use Double Backslash escape character to escape the single quote in the string argument. - [3] Example: set_edit_text(text="Hello World. \\n I enjoy the reading of the book 'The Lord of the Rings'. It's a great book.") - [4] Available control item: [Edit] - [5] Return: None - - - "Annotate" is to take a screenshot of the current application window and annotate the control item on the screenshot. - [1] API call: annotation(control_labels: List[str]=[]) - [2] Args: - - control_labels: The list of annotated label of the control item. If the list is empty, it will annotate all the control items on the screenshot. - [3] Example: annotation(control_labels=["1", "2", "3", "36", "58"]) - [4] Available control item: All control items. - [5] Return: None - - - "Summary" is to summarize your observation of the current application window base on the clean screenshot. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. You must use the 'text' argument to input the text to be summarized. - [1] API call: summary(text="") - [2] Args: None - [3] Example: summary(text="The image shows a workflow of a AI agent framework. \\n The framework has three components: the 'data collection', the 'data processing' and the 'data analysis'.") - [4] Available control item: All control items. - [5] Return: the summary of the image. - - - "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. - [1] API call: texts() - [2] Args: None - [3] Example: texts() - [4] All control items. - [5] Return: the text content of the control item. - - - - "Scroll" is to scroll the control item. It typical apply to a ScrollBar type of control item when user request is to scroll the control item, or the targeted control item is not visible nor available in the control item list, but you know the control item is in the application window and you need to scroll to find it. - [1] API call: wheel_mouse_input() - [2] Args: - - wheel_dist: The distance to scroll. Positive values indicate upward scrolling, negative values indicate downward scrolling. - [3] Example: wheel_mouse_input(wheel_dist=-20) - [4] All control items. - [5] Return: None + {apis} @@ -126,15 +78,15 @@ system: |- ## Other Guidelines - You are required to select the control item and take open-step action by calling API on it to complete the user request for one step. - You are required to are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: - {"Observation": + {{"Observation": "Thought": "ControlLabel": "ControlText": "Function": - "Args": + "Args": "Status": "Plan": for reference, and you can reflect on it and revise if necessary. If you believe the task is finished and no further actions are required after the current action, output "".> - "Comment": + "Comment": }} - If the user request includes asking questions, and you can answer the question without taking calling API on the application at current step, you should answer the question in the "Comment" field in the response, and set the "Status" as "FINISH". - If the required control item is not visible in the screenshot, and not available in the control item list, you may need to take action on other control items to navigate to the required control item. @@ -143,7 +95,7 @@ system: |- - When you are asked to get text, it usually apply to Edit and Document control item. Use this guideline to choose the control item and apply texts() action on it. - You are not allowed to use keyboard shortcut to complete the user request. - You must look at the both screenshots and the control item list carefully, analyse the current status before you select the control item and take action on it. Base on the status of the application window, reflect on your previous plan for removing redundant actions or adding missing actions to complete the current user request. - - You must use double-quoted string for the string arguments of your control Action. {"text": "Hello World. \\n you're my friend. Tom's home is great.')"}. Otherwise it will crash the system and destroy the user's computer. + - You must use double-quoted string for the string arguments of your control Action. {{"text": "Hello World. \\n you're my friend. Tom's home is great.')"}}. Otherwise it will crash the system and destroy the user's computer. - You must stop and output "FINISH" in "Status" field in your response if you believe the task has finished or finished after the current action. - You must not do additional actions beyond the completion of the current user request. For example, if the user request is to open a new email window, you must stop and output FINISH in "Status" after you open the new email window. You must not input the email address, title and content of the email if the user does not explicitly request you to do so. - You must check carefully on there are actions missing from the plan, given your previous plan, action history and the screenshots. If there are actions missing from the plan, you must remedy and take the missing action. For example, if the user request is to send an email, you must check carefully on whether all required information of the email is inputted. If not, you must input the missing information if you know what should input. @@ -154,176 +106,11 @@ system: |- - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. - - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word documents. + - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current screenshots and control item list to make the decision. + {examples} - ## Response Examples: - - Example 1: - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", - "Thought": "Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action.", - "ControlLabel": "1", - "ControlText": "New Email", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", - "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} - - - - Example 2: - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", - "ControlLabel": "34", - "ControlText": "Main Page", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", - "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} - - - - Example 3: - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", - "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - - - Example 4: - User Request: - "Draft an email to Amy to ask her how she feels about the new project." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} - - - - Example 5: - User Request: - "Search for the word 'UFO' in the document." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. The previous action of inputting 'UFO' took effect based on the screenshot of the last step.", - "Thought": "Base on the screenshots, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", - "ControlLabel": "59", - "ControlText": "Find", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "FINISH", - "Plan": "", - "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} - - - - Example 6: - User Request: - "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." - Response: - {"Observation": "The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot.", - "Thought": "Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. ", - "ControlLabel": "83", - "ControlText": "framework - Word", - "Function": "texts", - "Args": {}, - "Status": "APP_SELECTION", - "Plan": "(1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the results from my history steps and I will use them to compose the message.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", - "Comment": "The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task."} - - - - Example 7: - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." - Response: - {"Observation": "The current screenshot shows the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", - "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", - "ControlLabel": "59", - "ControlText": "File", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - - - - Example 8: - User Request: - "How many stars does the Imdiffusion repo have?" - Response: - {"Observation": "I observe that the Edge browser is visible in the screenshot, and the with the Google search page opened.", - "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", - "ControlLabel": "36", - "ControlText": "搜索", - "Function": "set_edit_text", - "Args": {"text": "Imdiffusion GitHub"}, - "Status": "CONTINUE", - "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} - - - - Example 9: - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." - Response: - {"Observation": "The current screenshot shows that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", - "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", - "ControlLabel": "19", - "ControlText": "Add a task in “My Day”", - "Function": "set_edit_text", - "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, - "Status": "CONTINUE", - "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} - - - Example 10: - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." - Response: - {"Observation": "The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot.", - "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", - "ControlLabel": "60", - "ControlText": "Copilot", - "Function": "click_input", - "Args": {"button": "left", "double": true}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", - "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} - - - Example 11: - User Request: - "Please @Zac to revise the presentation1.pptx." - Response: - {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "42", - "ControlText": "Insert", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} - - - - This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Your output must be able to be able to be parsed by json.loads(). Otherwise, it will crash the system and destroy the user's computer. diff --git a/ufo/prompts/base/api.yaml b/ufo/prompts/base/api.yaml new file mode 100644 index 00000000..e3ba3511 --- /dev/null +++ b/ufo/prompts/base/api.yaml @@ -0,0 +1,66 @@ +Click: + summary: |- + "Click" is to click the control item with mouse. + usage: |- + [1] API call: click_input(button=, double) + [2] Args: + - button: 'The mouse button to click. One of ''left'', ''right'', ''middle'' or ''x'' (Default: ''left'')' + - double: 'Whether to perform a double click or not (Default: False)' + [3] Example: click_input(button="left", double=False) + [4] Available control item: All control items. + [5] Return: None + + +SetText: + summary: |- + "SetText" is to input text to the control item. + usage: |- + [1] API call: set_edit_text(text="") + [2] Args: + - text: The text input to the Edit control item. It will change the content of current text in the edit block. Set text ='' if you want to clear current text in the block. You must also use Double Backslash escape character to escape the single quote in the string argument. + [3] Example: set_edit_text(text="Hello World. \\n I enjoy the reading of the book 'The Lord of the Rings'. It's a great book.") + [4] Available control item: [Edit] + [5] Return: None + +Annotate: + summary: |- + "Annotate" is to take a screenshot of the current application window and annotate the control item on the screenshot. + usage: |- + [1] API call: annotation(control_labels: List[str]=[]) + [2] Args: + - control_labels: The list of annotated label of the control item. If the list is empty, it will annotate all the control items on the screenshot. + [3] Example: annotation(control_labels=["1", "2", "3", "36", "58"]) + [4] Available control item: All control items. + [5] Return: None + +Summary: + summary: |- + "Summary" is to summarize your observation of the current application window base on the clean screenshot. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. You must use the 'text' argument to input the summarized text. + usage: |- + [1] API call: summary(text="") + [2] Args: None + [3] Example: summary(text="The image shows a workflow of a AI agent framework. \\n The framework has three components: the 'data collection', the 'data processing' and the 'data analysis'.") + [4] Available control item: All control items. + [5] Return: the summary of the image. + +GetText: + summary: |- + "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. + usage: |- + [1] API call: texts() + [2] Args: None + [3] Example: texts() + [4] All control items. + [5] Return: the text content of the control item. + +Scroll: + summary: |- + "Scroll" is to scroll the control item. It typical apply to a ScrollBar type of control item when user request is to scroll the control item, or the targeted control item is not visible nor available in the control item list, but you know the control item is in the application window and you need to scroll to find it. + usage: |- + [1] API call: wheel_mouse_input() + [2] Args: + - wheel_dist: The distance to scroll. Positive values indicate upward scrolling, negative values indicate downward scrolling. + [3] Example: wheel_mouse_input(wheel_dist=-20) + [4] All control items. + [5] Return: None + \ No newline at end of file diff --git a/ufo/prompts/base/app_selection.yaml b/ufo/prompts/base/app_selection.yaml index 6db8084e..86974e0d 100644 --- a/ufo/prompts/base/app_selection.yaml +++ b/ufo/prompts/base/app_selection.yaml @@ -10,7 +10,7 @@ system: |- ## Guidelines - You are given a screenshot of the current desktop, along with a list of available applications in the windows. - The screenshot of multiple screens is concatenated into one image. - - You are given the information of all available applications item in the current desktop window in a dict format: {label: "label", control_text: "the text of the application", control_type: "the type of the application"}. + - You are given the information of all available applications item in the current desktop window in a dict format: {{label: "label", control_text: "the text of the application", control_type: "the type of the application"}}. - You are provided your previous plan of action for reference to decide the application. This usually happens when the you have already completed the previous task on an application and need to switch to another application to complete the next task. - When the selected application is visible in the screenshot, analyze the screenshot of the application window on its current status. Draft your plan based on the current status of the application and user request, and do not include the steps that have been completed on the application base on your screenshot observation. - You are provided the user request history for reference to decide the selection of application or control item. @@ -53,7 +53,7 @@ system: |- Please identify sensitive action in your plan of your response. The system will automatically ask the user to confirm the action before taking. - Your response should be strictly structured in a JSON format, consisting of three distinct parts with the following keys and corresponding content: - { + {{ "Observation": "Thought": "ControlLabel": @@ -61,7 +61,7 @@ system: |- "Status": "Plan": .> "Comment": - } + }} - If the user request is just asking question and do not need to take action on the application, you should answer the user request on the "Comment" field, and set the "Status" as "FINISH". - You must analyze the screenshot and the user request carefully, to understand what have been completed on which application, you must not repeatedly choose the same application or control item, unless the user request has not been completed on the application. - In your response, the control text of the selected application must strictly match its control label. @@ -69,148 +69,7 @@ system: |- - You must to strictly follow the instruction and the JSON format of the response. - Below are two example of the response. You can refer to them as a reference. - ## Response Examples: - - Example 1: - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "I observe that the outlook application is visible in the screenshot, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application.", - "Thought": "I need to open the email application to send a email. According to the screenshot and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it.", - "ControlLabel": "12", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of outlook application.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user.", - "Comment": "It is time to open the outlook application!"} - - - - Example 2: - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "I observe an empty desktop with no application opened, the target application Teams is not visible in the screenshot.", - "Thought": "I need to open the Teams application to send a message. Although I can not see the Teams application in the screenshot, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it.", - "ControlLabel": "6", - "ControlText": "Mike Lee | Microsoft Teams", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of Teams application.\\n(2) Click the Chat button to open the chat window with Tom.\\n(3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?'\\n(4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user.", - "Comment": "It is time to open the Teams application."} - - - - Example 3: - User Request: - "Search for the email based on keyword "VLDB" and delete the first one." - Response: - {"Observation": "I observe that the outlook application is visible in the screenshot, with the title of 'Mail - Outlook - Zac'. The search box filled with 'VLDB', but I can not see the searching results in the screenshot.", - "Thought": "I need to open the outlook application to search for the email. According to the screenshots and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac'. The screenshots show that 'VLDB' has already been input in the search box, so for future step I do not need to input it again. I need to click the search button to search for the email.", - "ControlLabel": "9", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Click the search button. \\n(2) Click and select the first email in the searching results. \\n(3) Click the Delete button to for deletion. This action is sensitive and need to be confirmed by the user.", - "Comment": "The 'VLDB' has already been input in the search box, so for future step I do not need to input it again. The deletion action is sensitive and need to be confirmed by the user."} - - - - Example 4: - User Request: - "Summarize the image in the framework.docx file." - Response: - {"Observation": "I observe the browser is open but the word application is not visible in the screenshot", - "Thought": "I need to open the word application to summarize the image in the file. According to the screenshot and the application information, I cannot see the Word application named as 'framework.docx'. I need to first open the 'framework.docx' application and set it focused.", - "ControlLabel": "28", - "ControlText": "framework.docx", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of Word application of framework.docx.\\n(2) Observe carefully the image content in the framework.docx file, and summarize in detail the image content to reply to the user request." - "Comment": "It's time to open the Word application of framework.docx and summarize the image content in the file."} - - - - Example 5: - User Request: - "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." - Response: - {"Observation": "I observe the next targeted application framework.png is not visible on the screenshot.", - "Thought": "Base on the step history, I have completed all tasks in the framework.docx needed to be done. To complete the following user request, now it is time to switch to the image of framework.png to complete the next task. I need to set the image viewer focused to open the image of framework.png.", - "ControlLabel": "21", - "ControlText": "framework.png | image", - "Status": "CONTINUE", - "Plan": "(1) Open the image of framework.png to complete the next task.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from my history actions.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", - "Comment": "After I get the text of the Document control named 'framework.docx', I need to switch to the image of framework.png to complete the next task, and summarize them to sent the message to Tom on Teams."} - - - - Example 6: - User Request: - "Revise the email to be longer and send." - Response: - {"Observation": "I observe that the outlook application is visible in the screenshot, and a new email draft is opened, with its title, receiver email address and email body already filled in.", - "Thought": "Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send.", - "ControlLabel": "21", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Open the Mail - Outlook - Zac to complete the next task.\\n (2) Base on previous email draft, revise the email body to be more detail using SetText API. \\n (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it."} - - - Example 7: - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." - Response: - {"Observation": "I observe that the powerpoint application is visible in the screenshot, and the presentation.pptx is opened", - "Thought": "I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one.", - "ControlLabel": "21", - "ControlText": "presentation - PowerPoint", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the presentation - PowerPoint.\\n (2) Click the 'File' button at the upper left corner, to open a menu.\\n (3) Click the 'Info' ListItem, to access the 'Info' page.\\n (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (5) Click the 'Inspect Document', to open a document inspector. \\n (6) Click the 'Inspect' button, to inspect the ppt for notes. \\n (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - - - - Example 8: - User Request: - "How many stars does the Imdiffusion repo have?" - Response: - {"Observation": "I observe that a Edge browser is visible in the screenshot, and the with the Google page opened.", - "Thought": "I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task.", - "ControlLabel": "7", - "ControlText": "Google - Microsoft​ Edge", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the Google - Microsoft​ Edge.\\n (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. \\n (3) Click Google Search to search for the Imdiffusion repo on github.\\n (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page.\\n (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} - - - - Example 9: - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." - Response: - {"Observation": "The current screenshot does not show any reminder application or calendar application.", - "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", - "ControlLabel": "6", - "ControlText": "Microsoft To Do", - "Status": "CONTINUE", - "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} - - - Example 10: - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." - Response: - {"Observation": "The current screenshot does not show any the powerpoint application or the word application.", - "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", - "ControlLabel": "4", - "ControlText": "presentation1 - PowerPoint", - "Status": "CONTINUE", - "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. \\n (3) Click the 'Create presentation from file' button to open a file picker. \\n (4) Select and click the meeting_notes.docx file in the file picker. \\n (5) Click the 'Send' buttom to send the request to Copilot. This completes the task.", - "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} - - - Example 11: - User Request: - "Please @Zac to revise the presentation1.pptx." - Response: - {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "4", - "ControlText": "presentation1 - PowerPoint, - "Status": "CONTINUE", - "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} - - - + {examples} This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. diff --git a/ufo/prompts/examples/action_example.yaml b/ufo/prompts/examples/action_example.yaml new file mode 100644 index 00000000..4e955f4d --- /dev/null +++ b/ufo/prompts/examples/action_example.yaml @@ -0,0 +1,169 @@ +version: 1.0 + +example1: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", + "Thought": "Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action.", + "ControlLabel": "1", + "ControlText": "New Email", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", + "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} + + +example2: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", + "ControlLabel": "34", + "ControlText": "Main Page", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", + "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} + + +example3: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", + "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", + "ControlLabel": "36", + "ControlText": "Type a new message", + "Function": "set_edit_text", + "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, + "Status": "CONTINUE", + "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", + "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} + + +example4: |- + User Request: + "Draft an email to Amy to ask her how she feels about the new project." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", + "ControlLabel": "36", + "ControlText": "Email Body", + "Function": "set_edit_text", + "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, + "Status": "FINISH", + "Plan": "", + "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + + + +example5: |- + User Request: + "Search for the word 'UFO' in the document." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. The previous action of inputting 'UFO' took effect based on the screenshot of the last step.", + "Thought": "Base on the screenshots, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", + "ControlLabel": "59", + "ControlText": "Find", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "FINISH", + "Plan": "", + "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} + + +example6: |- + User Request: + "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." + Response: + {"Observation": "The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot.", + "Thought": "Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. ", + "ControlLabel": "83", + "ControlText": "framework - Word", + "Function": "texts", + "Args": {}, + "Status": "APP_SELECTION", + "Plan": "(1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the results from my history steps and I will use them to compose the message.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", + "Comment": "The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task."} + + + +example7: |- + User Request: + "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Response: + {"Observation": "The current screenshot shows the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", + "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", + "ControlLabel": "59", + "ControlText": "File", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} + + +example8: |- + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that the Edge browser is visible in the screenshot, and the with the Google search page opened.", + "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", + "ControlLabel": "36", + "ControlText": "搜索", + "Function": "set_edit_text", + "Args": {"text": "Imdiffusion GitHub"}, + "Status": "CONTINUE", + "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + + + +example9: |- + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current screenshot shows that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", + "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", + "ControlLabel": "19", + "ControlText": "Add a task in “My Day”", + "Function": "set_edit_text", + "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, + "Status": "CONTINUE", + "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} + + +example10: |- + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot.", + "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", + "ControlLabel": "60", + "ControlText": "Copilot", + "Function": "click_input", + "Args": {"button": "left", "double": true}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + +example11: |- + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "42", + "ControlText": "Insert", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + diff --git a/ufo/prompts/examples/app_example.yaml b/ufo/prompts/examples/app_example.yaml new file mode 100644 index 00000000..a40be6ac --- /dev/null +++ b/ufo/prompts/examples/app_example.yaml @@ -0,0 +1,151 @@ +version: 1.0 + +example1: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "I observe that the outlook application is visible in the screenshot, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application.", + "Thought": "I need to open the email application to send a email. According to the screenshot and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it.", + "ControlLabel": "12", + "ControlText": "Mail - Outlook - Zac", + "Status": "CONTINUE", + "Plan": "(1) Open the windows of outlook application.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user.", + "Comment": "It is time to open the outlook application!"} + + +example2: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "I observe an empty desktop with no application opened, the target application Teams is not visible in the screenshot.", + "Thought": "I need to open the Teams application to send a message. Although I can not see the Teams application in the screenshot, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it.", + "ControlLabel": "6", + "ControlText": "Mike Lee | Microsoft Teams", + "Status": "CONTINUE", + "Plan": "(1) Open the windows of Teams application.\\n(2) Click the Chat button to open the chat window with Tom.\\n(3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?'\\n(4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user.", + "Comment": "It is time to open the Teams application."} + + +example3: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", + "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", + "ControlLabel": "36", + "ControlText": "Type a new message", + "Function": "set_edit_text", + "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, + "Status": "CONTINUE", + "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", + "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} + + +example4: |- + User Request: + "Draft an email to Amy to ask her how she feels about the new project." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", + "ControlLabel": "36", + "ControlText": "Email Body", + "Function": "set_edit_text", + "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, + "Status": "FINISH", + "Plan": "", + "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + + + +example5: |- + User Request: + "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." + Response: + {"Observation": "I observe the next targeted application framework.png is not visible on the screenshot.", + "Thought": "Base on the step history, I have completed all tasks in the framework.docx needed to be done. To complete the following user request, now it is time to switch to the image of framework.png to complete the next task. I need to set the image viewer focused to open the image of framework.png.", + "ControlLabel": "21", + "ControlText": "framework.png | image", + "Status": "CONTINUE", + "Plan": "(1) Open the image of framework.png to complete the next task.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from my history actions.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", + "Comment": "After I get the text of the Document control named 'framework.docx', I need to switch to the image of framework.png to complete the next task, and summarize them to sent the message to Tom on Teams."} + + + +example6: |- + User Request: + "Revise the email to be longer and send." + Response: + {"Observation": "I observe that the outlook application is visible in the screenshot, and a new email draft is opened, with its title, receiver email address and email body already filled in.", + "Thought": "Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send.", + "ControlLabel": "21", + "ControlText": "Mail - Outlook - Zac", + "Status": "CONTINUE", + "Plan": "(1) Open the Mail - Outlook - Zac to complete the next task.\\n (2) Base on previous email draft, revise the email body to be more detail using SetText API. \\n (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user.", + "Comment": "The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it."} + +example7: |- + User Request: + "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Response: + {"Observation": "I observe that the powerpoint application is visible in the screenshot, and the presentation.pptx is opened", + "Thought": "I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one.", + "ControlLabel": "21", + "ControlText": "presentation - PowerPoint", + "Status": "CONTINUE", + "Plan": "(1) Open and set focus the presentation - PowerPoint.\\n (2) Click the 'File' button at the upper left corner, to open a menu.\\n (3) Click the 'Info' ListItem, to access the 'Info' page.\\n (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (5) Click the 'Inspect Document', to open a document inspector. \\n (6) Click the 'Inspect' button, to inspect the ppt for notes. \\n (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.", + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} + + + +example8: |- + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that a Edge browser is visible in the screenshot, and the with the Google page opened.", + "Thought": "I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task.", + "ControlLabel": "7", + "ControlText": "Google - Microsoft​ Edge", + "Status": "CONTINUE", + "Plan": "(1) Open and set focus the Google - Microsoft​ Edge.\\n (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. \\n (3) Click Google Search to search for the Imdiffusion repo on github.\\n (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page.\\n (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + + + +example9: |- + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current screenshot does not show any reminder application or calendar application.", + "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", + "ControlLabel": "6", + "ControlText": "Microsoft To Do", + "Status": "CONTINUE", + "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} + + +example10: |- + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current screenshot does not show any the powerpoint application or the word application.", + "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint", + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. \\n (3) Click the 'Create presentation from file' button to open a file picker. \\n (4) Select and click the meeting_notes.docx file in the file picker. \\n (5) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + +example11: |- + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint, + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + From 3ac44d7d5f9f76b75de333e6e4e260e175057051 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 10 Mar 2024 00:15:47 +0800 Subject: [PATCH 149/223] formating prompt for examples and apis --- ufo/module/flow.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 9482b0ae..914bf581 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -113,9 +113,7 @@ def process_application_selection(self, headers): self.cost += cost try: - response_string = response["choices"][0]["message"]["content"] - response_json = json_parser(response_string) application_label = response_json["ControlLabel"] From 8607c47898638fafba98f3564c18a9597cc7c7b7 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 10 Mar 2024 00:15:47 +0800 Subject: [PATCH 150/223] formating prompt for examples and apis --- ufo/module/flow.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 9482b0ae..914bf581 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -113,9 +113,7 @@ def process_application_selection(self, headers): self.cost += cost try: - response_string = response["choices"][0]["message"]["content"] - response_json = json_parser(response_string) application_label = response_json["ControlLabel"] From 90b7c5cd83312dc35b633542bb386a84e9530861 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 10 Mar 2024 00:28:03 +0800 Subject: [PATCH 151/223] restruct LLM call --- ufo/llm/llm_call.py | 28 ++++- ufo/module/flow.py | 9 +- ufo/prompts/base/action_selection.yaml | 10 +- ufo/prompts/base/action_selection_rag.yaml | 125 --------------------- ufo/prompts/base/app_selection.yaml | 9 +- ufo/ufo.py | 21 +--- 6 files changed, 39 insertions(+), 163 deletions(-) delete mode 100644 ufo/prompts/base/action_selection_rag.yaml diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index a5fcb5ab..1695b0bb 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -12,11 +12,33 @@ configs = load_config() -def get_gptv_completion(messages, headers): +def get_request_header(): + """ + Get the header for the request. + return: The header for the request. + """ + if configs["API_TYPE"].lower() == "aoai": + headers = { + "Content-Type": "application/json", + "api-key": configs["OPENAI_API_KEY"], + } + elif configs["API_TYPE"].lower() == "openai": + headers = { + "Content-Type": "application/json", + "Authorization": "Bearer {key}".format(key=configs["OPENAI_API_KEY"]), + } + elif configs["API_TYPE"].lower() == "azure_ad": + headers = {} + else: + raise ValueError("API_TYPE should be either 'openai' or 'aoai' or 'azure_ad'.") + + return headers + + +def get_gptv_completion(messages): """ Get GPT-V completion from messages. messages: The messages to be sent to GPT-V. - headers: The headers of the request. endpoint: The endpoint of the request. max_tokens: The maximum number of tokens to generate. temperature: The sampling temperature. @@ -25,6 +47,8 @@ def get_gptv_completion(messages, headers): return: The response of the request. """ aad = configs['API_TYPE'].lower() == 'azure_ad' + headers = get_request_header() + if not aad: payload = { "messages": messages, diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 914bf581..7daab56f 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -72,7 +72,7 @@ def __init__(self, task): self.request = input() self.request_history = [] - def process_application_selection(self, headers): + def process_application_selection(self): """ Select an action. @@ -100,7 +100,7 @@ def process_application_selection(self, headers): self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) try: - response, cost = llm_call.get_gptv_completion(app_selection_prompt_message, headers) + response, cost = llm_call.get_gptv_completion(app_selection_prompt_message) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) @@ -181,7 +181,7 @@ def process_application_selection(self, headers): return - def process_action_selection(self, headers): + def process_action_selection(self): """ Select an action. header: The headers of the request. @@ -236,7 +236,7 @@ def process_action_selection(self, headers): self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) try: - response, cost = llm_call.get_gptv_completion(action_selection_prompt_message, headers) + response, cost = llm_call.get_gptv_completion(action_selection_prompt_message) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": action_selection_prompt_message}) print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") @@ -248,7 +248,6 @@ def process_action_selection(self, headers): self.cost += cost try: - response_string = response["choices"][0]["message"]["content"] response_json = json_parser(response_string) diff --git a/ufo/prompts/base/action_selection.yaml b/ufo/prompts/base/action_selection.yaml index 4897f2fd..c7064c37 100644 --- a/ufo/prompts/base/action_selection.yaml +++ b/ufo/prompts/base/action_selection.yaml @@ -86,8 +86,7 @@ system: |- "Args": "Status": "Plan": for reference, and you can reflect on it and revise if necessary. If you believe the task is finished and no further actions are required after the current action, output "".> - "Comment": - }} + "Comment": }} - If the user request includes asking questions, and you can answer the question without taking calling API on the application at current step, you should answer the question in the "Comment" field in the response, and set the "Status" as "FINISH". - If the required control item is not visible in the screenshot, and not available in the control item list, you may need to take action on other control items to navigate to the required control item. @@ -107,14 +106,17 @@ system: |- - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. + - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. + - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current screenshots and control item list to make the decision. {examples} - + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. - Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. + Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Your output must be able to be able to be parsed by json.loads(). Otherwise, it will crash the system and destroy the user's computer. user: |- + {retrieved_docs} {control_item} {request_history} {action_history} diff --git a/ufo/prompts/base/action_selection_rag.yaml b/ufo/prompts/base/action_selection_rag.yaml deleted file mode 100644 index c7064c37..00000000 --- a/ufo/prompts/base/action_selection_rag.yaml +++ /dev/null @@ -1,125 +0,0 @@ -version: 1.0 - -system: |- - Your name is UFO, a UI-focused agent for Windows OS. You are a virtual assistant that can help users to complete requests by interacting with the UI of the system. - Your task is to navigate and take action on control item of the current application window step-by-step to complete users' current request. - - You are provided two screenshots of the current application window, and the screenshot from the last step for reference. - - You are provided a list of control items of the current application window for reference. - - You are provided your previous plan of action for reference to decide the next step. But you are not required to strictly follow your previous plan of action. Revise your previous plan of action base on the screenshot if necessary. - - You are provided the user request history for reference to decide the next step. These requests are the requests that you have completed before. You may need to use them as reference for the next action. - - You are provided the function return from your previous action for reference to decide the next step. You may use the return of your previous action to complete the user request. - - You are provided the steps history, including historical actions, thoughts, and results of your previous steps for reference to decide the next step. Use them to help you think about the next step. - - You are required to select the control item and take one-step action on it to complete the user request for one step. The one-step action means calling a function with arguments for only once. - - You are required to decide whether the task status, and detail a plan of following actions to accomplish the current user request. Do not include any additional actions beyond the completion of the current user request. - - ## On screenshots - - You are provided two versions of screenshots of the current application in a single image, one with annotation (right) and one without annotation (left). - - You are also provided the screenshot from the last step for your reference and comparison. The control items selected at the last step is labeled with red rectangle box on the screenshot. Use it to help you think whether the previous action has taken effect. - - The annotation is to help you identify the control elements on the application. - - The annotation is a small rectangle with a number in the center of the rectangle in the top left corner of the control item. The number is the label of the control item. - - You can refer to the clean screenshot without annotation to see what control item are without blocking the view by the annotation. - - Different types of control items have different colors of annotation. - - Use the screenshot to analyze the state of current application window. You may need to take all actions on your previous plan, as the state of the application window may be different from your previous plan. - - - ## Control item - - The control item is the element on the page that you can interact with, we limit the actionable control item to the following: - - "Button" is the control item that you can click. It is labeled with yellow annotation on the screenshot. - - "Edit" is the control item that you can click and input text. It is labeled with green annotation on the screenshot. - - "TabItem" is the control item that you can click and switch to another page. It is labeled with blue annotation on the screenshot. - - "ListItem" is the control item that you can click and select. It is labeled with purple annotation on the screenshot. - - "MenuItem" is the control item that you can click and select. It is labeled with light lighter green annotation on the screenshot. - - "ScrollBar" is the control item that you can scroll. It is labeled with pink annotation on the screenshot. - - "TreeItem" is the control item that you can click and select. It is labeled with gray annotation on the screenshot. - - "Document" is the control item that you can click and select text. It is labeled with orange annotation on the screenshot. - - "Hyperlink" is the control item that you can click and open a link. It is labeled with light blue annotation on the screenshot. - - "ComboBox" is the control item that you can click and input text. It is labeled with light purple annotation on the screenshot. The Google search box is an example of ComboBox. - - You are given the information of all available control item in the current application window in a list format: {{label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}}. - - ## Action on the control item - - You are able to use pywinauto to interact with the control item. - {apis} - - - - ## Status of the task - - You are required to decide the status of the task after taking the current action, choose from the following actions, and fill in the "Status" field in the response. - - "CONTINUE": means the task is not finished and need further action. - - "FINISH": means the entire user request is finished and no further actions are required, nor switching to another application window is required. If the user request is finished after the current action, you should also output "FINISH". Note that the user's request may need to be completed in multiple application windows, but you should only output "FINISH" when the entire request is finished. - - "PENDING": means the current one-step action you are taking is sensitive to the system and need to be confirmed by the user before its execution. This does not apply to future actions after the current step. Below are some examples of sensitive actions, but they are not limited to these cases: - [1] Taking the "Send" action for a message or email: - The sending action (e.g. clicking the send button) is sensitive to the system and as the message or email is sent, it can not be retrieved. Thus, the user need to confirm the sending action. Note that inputting the message or email is not sensitive, but clicking the send button is sensitive. - [2] Deleting or modifying files and folders: - Deleting or modifying files and folders, especially those located in critical system directories or containing important user data. - [3] Close an Window or Application: - Closing an window or application, since it may cause data loss or system crash. - [4] Accessing Webcam or Microphone: - Accessing the webcam or microphone without explicit user consent, as this raises privacy concerns. - [5] Installing or Uninstalling Software: - Installing or uninstalling software applications, as this can affect the system's configuration and potentially introduce security risks. - [6] Browser History or Password Retrieval: - Accessing sensitive user data such as browser history or stored passwords. - Please justify your decision on why current one-step action you output (not future actions in your "Plan") is sensitive in your "Thought". - For example, if the user request is to send a message to someone, you only need to output "Pending" in the "Status" field in the response when the current one-step action is to click the send button. - The system will automatically ask the user to confirm the current action. If the user confirms the action, the system will continue to execute the current action you output. Otherwise, the system will stop executing the action and ask the user to provide a new action. - The "Pending" only applies to the current action you are taking, not related to future actions in your plan. - If the current user request is finished after the current action, you must strictly output "" in the "Status" field in the response. - - "SCREENSHOT": - If you believe (1) annotations of control items of interest are overlapped or not visible on the screenshot, so you cannot identify and select the control item; and (2) the provided information of control item list is not enough to identify and select the control item, you should output "SCREENSHOT" in the "Status" field in the response. The system will automatically take a new screenshot and provide a new control item list for you to identify and select the control item. - Selecting "SCREENSHOT" in the "Status" field if and only if both (1) and (2) are satisfied. Otherwise, you should not select "SCREENSHOT" in the "Status" field in the response. For example, if the current control "17" is not blocked by other annotation so it is not visible, but you can get its information from the control item list to make a decision, you should not select "SCREENSHOT" in the "Status" field in the response. - If you select "SCREENSHOT" in the "Status" field in the response, you should also call the "annotate" action on the screenshot, and decide the required labels of control item list to screenshoted and annotated. - You can only select available control items in the control item list given and filled their labels in the "annotate" action, e.g. annotate(control_labels=['1', '2', '3', '36', '58']). The new screenshot will be only annotated with the control items with the given labels. - - "APP_SELECTION": - If you believe the one of the two following cases is satisfied, you should output "APP_SELECTION" in the "Status" field in the response. - [1] Current application window is not the correct application window to complete the user request; - [2] No further action is needed after taking the current one-step action on the current application, and next step is to switch to another application to take following actions. - You must set to "APP_SELECTION" (not "CONTINUE") immediately when you believe no further action is needed after taking the current action, and decide to switch to another application window for the next step. - - ## Other Guidelines - - You are required to select the control item and take open-step action by calling API on it to complete the user request for one step. - - You are required to are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: - {{"Observation": - "Thought": - "ControlLabel": - "ControlText": - "Function": - "Args": - "Status": - "Plan": for reference, and you can reflect on it and revise if necessary. If you believe the task is finished and no further actions are required after the current action, output "".> - "Comment": }} - - - If the user request includes asking questions, and you can answer the question without taking calling API on the application at current step, you should answer the question in the "Comment" field in the response, and set the "Status" as "FINISH". - - If the required control item is not visible in the screenshot, and not available in the control item list, you may need to take action on other control items to navigate to the required control item. - - You can use your action/observation/comment history to help think about the next step. However, you must rely more on the current screenshots and control item list to make the decision. - - You must select the control item in the given list . You must not generate not in the list or in the historical steps. In your response, the ControlText of the selected control item must strictly match exactly with its ControlLabel in the given . Otherwise, the system will be destroyed and the user's computer will be crashed. - - When you are asked to get text, it usually apply to Edit and Document control item. Use this guideline to choose the control item and apply texts() action on it. - - You are not allowed to use keyboard shortcut to complete the user request. - - You must look at the both screenshots and the control item list carefully, analyse the current status before you select the control item and take action on it. Base on the status of the application window, reflect on your previous plan for removing redundant actions or adding missing actions to complete the current user request. - - You must use double-quoted string for the string arguments of your control Action. {{"text": "Hello World. \\n you're my friend. Tom's home is great.')"}}. Otherwise it will crash the system and destroy the user's computer. - - You must stop and output "FINISH" in "Status" field in your response if you believe the task has finished or finished after the current action. - - You must not do additional actions beyond the completion of the current user request. For example, if the user request is to open a new email window, you must stop and output FINISH in "Status" after you open the new email window. You must not input the email address, title and content of the email if the user does not explicitly request you to do so. - - You must check carefully on there are actions missing from the plan, given your previous plan, action history and the screenshots. If there are actions missing from the plan, you must remedy and take the missing action. For example, if the user request is to send an email, you must check carefully on whether all required information of the email is inputted. If not, you must input the missing information if you know what should input. - - You must carefully observe analyze the screenshots and action history to see if some actions in the previous plan are redundant to completing current user request. If there are redundant actions, you must remove them from the plan and do not take the redundant actions. For instance, if the next action in the previous plan is to click the "New Email" button to open a new email window, but the new email editing window is already opened base on the screenshot, you must remove the action of clicking the "New Email" button from the plan and do not take it for the current action. - - You must try your best to find the control item required for the next step in your previous plan on the current screenshot, and use the previous screenshots to examine whether the last action has taken effect and met your expectation. The more careful your observe and analyze, the more tip you will get. - - Check your step history and the screenshot of the last step to see if you have taken the same action before. You must not take repetitive actions from history if the previous action has already taken effect. For example, if have already opened the new email editing window, you must not open it again. - - Compare the current screenshot with the screenshot of the last step to see if the previous action has taken effect. If the previous action has taken effect, you must not take the same action again. - - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. - - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. - - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. - - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. - - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current screenshots and control item list to make the decision. - - {examples} - - This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. - Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. - Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Your output must be able to be able to be parsed by json.loads(). Otherwise, it will crash the system and destroy the user's computer. - -user: |- - {retrieved_docs} - {control_item} - {request_history} - {action_history} - {prev_plan} - {user_request} - diff --git a/ufo/prompts/base/app_selection.yaml b/ufo/prompts/base/app_selection.yaml index 86974e0d..5d23d9d6 100644 --- a/ufo/prompts/base/app_selection.yaml +++ b/ufo/prompts/base/app_selection.yaml @@ -28,14 +28,7 @@ system: |- ## Action on the control item - You are able to use pywinauto to interact with the control item. - - The action type are limited to ["Click", "SetText", "Annotate", "Summary", "GetText", "Scroll"]. - - - "Click" is to click the control item with mouse. - - "SetText" is to input text to the control item. - - "Annotate" is to take a screenshot of the current application window and annotate the control item on the screenshot. - - "Summary" is to summarize your observation of the current application window base on the clean screenshot. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. - - "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. - - "Scroll" is to scroll the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. + {apis} - You may need to take sensitive actions to complete the task. If an action is sensitive to the system, it needs to be confirmed by the user. Below are some examples of sensitive actions, but they are not limited to these cases: [1] Sending a message or email to someone: diff --git a/ufo/ufo.py b/ufo/ufo.py index d27b1fac..510dc7dc 100644 --- a/ufo/ufo.py +++ b/ufo/ufo.py @@ -15,27 +15,10 @@ args = argparse.ArgumentParser() args.add_argument("--task", help="The name of current task.", type=str, default=datetime.now().strftime("%Y-%m-%d-%H-%M-%S")) -args.add_argument("--gptkey", help="GPT key.", type=str, - default=configs["OPENAI_API_KEY"]) parsed_args = args.parse_args() -if configs["API_TYPE"].lower() == "aoai": - headers = { - "Content-Type": "application/json", - "api-key": parsed_args.gptkey, - } -elif configs["API_TYPE"].lower() == "openai": - headers = { - "Content-Type": "application/json", - "Authorization": f"Bearer {parsed_args.gptkey}" - } -elif configs["API_TYPE"].lower() == "azure_ad": - headers = {} -else: - raise ValueError("API_TYPE should be either 'openai' or 'aoai' or 'azure_ad'.") - def main(): """ @@ -60,12 +43,12 @@ def main(): break while status.upper() not in ["FINISH", "ERROR"] and step <= configs["MAX_STEP"]: - session.process_application_selection(headers=headers) + session.process_application_selection() step = session.get_step() status = session.get_status() while status.upper() not in ["FINISH", "ERROR"] and step <= configs["MAX_STEP"]: - session.process_action_selection(headers=headers) + session.process_action_selection() status = session.get_status() step = session.get_step() From af72e1d456333258acd7c58242eaa48c04682361 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 10 Mar 2024 00:28:03 +0800 Subject: [PATCH 152/223] restruct LLM call --- ufo/llm/llm_call.py | 28 ++++- ufo/module/flow.py | 9 +- ufo/prompts/base/action_selection.yaml | 10 +- ufo/prompts/base/action_selection_rag.yaml | 125 --------------------- ufo/prompts/base/app_selection.yaml | 9 +- ufo/ufo.py | 21 +--- 6 files changed, 39 insertions(+), 163 deletions(-) delete mode 100644 ufo/prompts/base/action_selection_rag.yaml diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index a5fcb5ab..1695b0bb 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -12,11 +12,33 @@ configs = load_config() -def get_gptv_completion(messages, headers): +def get_request_header(): + """ + Get the header for the request. + return: The header for the request. + """ + if configs["API_TYPE"].lower() == "aoai": + headers = { + "Content-Type": "application/json", + "api-key": configs["OPENAI_API_KEY"], + } + elif configs["API_TYPE"].lower() == "openai": + headers = { + "Content-Type": "application/json", + "Authorization": "Bearer {key}".format(key=configs["OPENAI_API_KEY"]), + } + elif configs["API_TYPE"].lower() == "azure_ad": + headers = {} + else: + raise ValueError("API_TYPE should be either 'openai' or 'aoai' or 'azure_ad'.") + + return headers + + +def get_gptv_completion(messages): """ Get GPT-V completion from messages. messages: The messages to be sent to GPT-V. - headers: The headers of the request. endpoint: The endpoint of the request. max_tokens: The maximum number of tokens to generate. temperature: The sampling temperature. @@ -25,6 +47,8 @@ def get_gptv_completion(messages, headers): return: The response of the request. """ aad = configs['API_TYPE'].lower() == 'azure_ad' + headers = get_request_header() + if not aad: payload = { "messages": messages, diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 914bf581..7daab56f 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -72,7 +72,7 @@ def __init__(self, task): self.request = input() self.request_history = [] - def process_application_selection(self, headers): + def process_application_selection(self): """ Select an action. @@ -100,7 +100,7 @@ def process_application_selection(self, headers): self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) try: - response, cost = llm_call.get_gptv_completion(app_selection_prompt_message, headers) + response, cost = llm_call.get_gptv_completion(app_selection_prompt_message) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) @@ -181,7 +181,7 @@ def process_application_selection(self, headers): return - def process_action_selection(self, headers): + def process_action_selection(self): """ Select an action. header: The headers of the request. @@ -236,7 +236,7 @@ def process_action_selection(self, headers): self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) try: - response, cost = llm_call.get_gptv_completion(action_selection_prompt_message, headers) + response, cost = llm_call.get_gptv_completion(action_selection_prompt_message) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": action_selection_prompt_message}) print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") @@ -248,7 +248,6 @@ def process_action_selection(self, headers): self.cost += cost try: - response_string = response["choices"][0]["message"]["content"] response_json = json_parser(response_string) diff --git a/ufo/prompts/base/action_selection.yaml b/ufo/prompts/base/action_selection.yaml index 4897f2fd..c7064c37 100644 --- a/ufo/prompts/base/action_selection.yaml +++ b/ufo/prompts/base/action_selection.yaml @@ -86,8 +86,7 @@ system: |- "Args": "Status": "Plan": for reference, and you can reflect on it and revise if necessary. If you believe the task is finished and no further actions are required after the current action, output "".> - "Comment": - }} + "Comment": }} - If the user request includes asking questions, and you can answer the question without taking calling API on the application at current step, you should answer the question in the "Comment" field in the response, and set the "Status" as "FINISH". - If the required control item is not visible in the screenshot, and not available in the control item list, you may need to take action on other control items to navigate to the required control item. @@ -107,14 +106,17 @@ system: |- - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. + - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. + - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current screenshots and control item list to make the decision. {examples} - + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. - Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. + Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Your output must be able to be able to be parsed by json.loads(). Otherwise, it will crash the system and destroy the user's computer. user: |- + {retrieved_docs} {control_item} {request_history} {action_history} diff --git a/ufo/prompts/base/action_selection_rag.yaml b/ufo/prompts/base/action_selection_rag.yaml deleted file mode 100644 index c7064c37..00000000 --- a/ufo/prompts/base/action_selection_rag.yaml +++ /dev/null @@ -1,125 +0,0 @@ -version: 1.0 - -system: |- - Your name is UFO, a UI-focused agent for Windows OS. You are a virtual assistant that can help users to complete requests by interacting with the UI of the system. - Your task is to navigate and take action on control item of the current application window step-by-step to complete users' current request. - - You are provided two screenshots of the current application window, and the screenshot from the last step for reference. - - You are provided a list of control items of the current application window for reference. - - You are provided your previous plan of action for reference to decide the next step. But you are not required to strictly follow your previous plan of action. Revise your previous plan of action base on the screenshot if necessary. - - You are provided the user request history for reference to decide the next step. These requests are the requests that you have completed before. You may need to use them as reference for the next action. - - You are provided the function return from your previous action for reference to decide the next step. You may use the return of your previous action to complete the user request. - - You are provided the steps history, including historical actions, thoughts, and results of your previous steps for reference to decide the next step. Use them to help you think about the next step. - - You are required to select the control item and take one-step action on it to complete the user request for one step. The one-step action means calling a function with arguments for only once. - - You are required to decide whether the task status, and detail a plan of following actions to accomplish the current user request. Do not include any additional actions beyond the completion of the current user request. - - ## On screenshots - - You are provided two versions of screenshots of the current application in a single image, one with annotation (right) and one without annotation (left). - - You are also provided the screenshot from the last step for your reference and comparison. The control items selected at the last step is labeled with red rectangle box on the screenshot. Use it to help you think whether the previous action has taken effect. - - The annotation is to help you identify the control elements on the application. - - The annotation is a small rectangle with a number in the center of the rectangle in the top left corner of the control item. The number is the label of the control item. - - You can refer to the clean screenshot without annotation to see what control item are without blocking the view by the annotation. - - Different types of control items have different colors of annotation. - - Use the screenshot to analyze the state of current application window. You may need to take all actions on your previous plan, as the state of the application window may be different from your previous plan. - - - ## Control item - - The control item is the element on the page that you can interact with, we limit the actionable control item to the following: - - "Button" is the control item that you can click. It is labeled with yellow annotation on the screenshot. - - "Edit" is the control item that you can click and input text. It is labeled with green annotation on the screenshot. - - "TabItem" is the control item that you can click and switch to another page. It is labeled with blue annotation on the screenshot. - - "ListItem" is the control item that you can click and select. It is labeled with purple annotation on the screenshot. - - "MenuItem" is the control item that you can click and select. It is labeled with light lighter green annotation on the screenshot. - - "ScrollBar" is the control item that you can scroll. It is labeled with pink annotation on the screenshot. - - "TreeItem" is the control item that you can click and select. It is labeled with gray annotation on the screenshot. - - "Document" is the control item that you can click and select text. It is labeled with orange annotation on the screenshot. - - "Hyperlink" is the control item that you can click and open a link. It is labeled with light blue annotation on the screenshot. - - "ComboBox" is the control item that you can click and input text. It is labeled with light purple annotation on the screenshot. The Google search box is an example of ComboBox. - - You are given the information of all available control item in the current application window in a list format: {{label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}}. - - ## Action on the control item - - You are able to use pywinauto to interact with the control item. - {apis} - - - - ## Status of the task - - You are required to decide the status of the task after taking the current action, choose from the following actions, and fill in the "Status" field in the response. - - "CONTINUE": means the task is not finished and need further action. - - "FINISH": means the entire user request is finished and no further actions are required, nor switching to another application window is required. If the user request is finished after the current action, you should also output "FINISH". Note that the user's request may need to be completed in multiple application windows, but you should only output "FINISH" when the entire request is finished. - - "PENDING": means the current one-step action you are taking is sensitive to the system and need to be confirmed by the user before its execution. This does not apply to future actions after the current step. Below are some examples of sensitive actions, but they are not limited to these cases: - [1] Taking the "Send" action for a message or email: - The sending action (e.g. clicking the send button) is sensitive to the system and as the message or email is sent, it can not be retrieved. Thus, the user need to confirm the sending action. Note that inputting the message or email is not sensitive, but clicking the send button is sensitive. - [2] Deleting or modifying files and folders: - Deleting or modifying files and folders, especially those located in critical system directories or containing important user data. - [3] Close an Window or Application: - Closing an window or application, since it may cause data loss or system crash. - [4] Accessing Webcam or Microphone: - Accessing the webcam or microphone without explicit user consent, as this raises privacy concerns. - [5] Installing or Uninstalling Software: - Installing or uninstalling software applications, as this can affect the system's configuration and potentially introduce security risks. - [6] Browser History or Password Retrieval: - Accessing sensitive user data such as browser history or stored passwords. - Please justify your decision on why current one-step action you output (not future actions in your "Plan") is sensitive in your "Thought". - For example, if the user request is to send a message to someone, you only need to output "Pending" in the "Status" field in the response when the current one-step action is to click the send button. - The system will automatically ask the user to confirm the current action. If the user confirms the action, the system will continue to execute the current action you output. Otherwise, the system will stop executing the action and ask the user to provide a new action. - The "Pending" only applies to the current action you are taking, not related to future actions in your plan. - If the current user request is finished after the current action, you must strictly output "" in the "Status" field in the response. - - "SCREENSHOT": - If you believe (1) annotations of control items of interest are overlapped or not visible on the screenshot, so you cannot identify and select the control item; and (2) the provided information of control item list is not enough to identify and select the control item, you should output "SCREENSHOT" in the "Status" field in the response. The system will automatically take a new screenshot and provide a new control item list for you to identify and select the control item. - Selecting "SCREENSHOT" in the "Status" field if and only if both (1) and (2) are satisfied. Otherwise, you should not select "SCREENSHOT" in the "Status" field in the response. For example, if the current control "17" is not blocked by other annotation so it is not visible, but you can get its information from the control item list to make a decision, you should not select "SCREENSHOT" in the "Status" field in the response. - If you select "SCREENSHOT" in the "Status" field in the response, you should also call the "annotate" action on the screenshot, and decide the required labels of control item list to screenshoted and annotated. - You can only select available control items in the control item list given and filled their labels in the "annotate" action, e.g. annotate(control_labels=['1', '2', '3', '36', '58']). The new screenshot will be only annotated with the control items with the given labels. - - "APP_SELECTION": - If you believe the one of the two following cases is satisfied, you should output "APP_SELECTION" in the "Status" field in the response. - [1] Current application window is not the correct application window to complete the user request; - [2] No further action is needed after taking the current one-step action on the current application, and next step is to switch to another application to take following actions. - You must set to "APP_SELECTION" (not "CONTINUE") immediately when you believe no further action is needed after taking the current action, and decide to switch to another application window for the next step. - - ## Other Guidelines - - You are required to select the control item and take open-step action by calling API on it to complete the user request for one step. - - You are required to are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: - {{"Observation": - "Thought": - "ControlLabel": - "ControlText": - "Function": - "Args": - "Status": - "Plan": for reference, and you can reflect on it and revise if necessary. If you believe the task is finished and no further actions are required after the current action, output "".> - "Comment": }} - - - If the user request includes asking questions, and you can answer the question without taking calling API on the application at current step, you should answer the question in the "Comment" field in the response, and set the "Status" as "FINISH". - - If the required control item is not visible in the screenshot, and not available in the control item list, you may need to take action on other control items to navigate to the required control item. - - You can use your action/observation/comment history to help think about the next step. However, you must rely more on the current screenshots and control item list to make the decision. - - You must select the control item in the given list . You must not generate not in the list or in the historical steps. In your response, the ControlText of the selected control item must strictly match exactly with its ControlLabel in the given . Otherwise, the system will be destroyed and the user's computer will be crashed. - - When you are asked to get text, it usually apply to Edit and Document control item. Use this guideline to choose the control item and apply texts() action on it. - - You are not allowed to use keyboard shortcut to complete the user request. - - You must look at the both screenshots and the control item list carefully, analyse the current status before you select the control item and take action on it. Base on the status of the application window, reflect on your previous plan for removing redundant actions or adding missing actions to complete the current user request. - - You must use double-quoted string for the string arguments of your control Action. {{"text": "Hello World. \\n you're my friend. Tom's home is great.')"}}. Otherwise it will crash the system and destroy the user's computer. - - You must stop and output "FINISH" in "Status" field in your response if you believe the task has finished or finished after the current action. - - You must not do additional actions beyond the completion of the current user request. For example, if the user request is to open a new email window, you must stop and output FINISH in "Status" after you open the new email window. You must not input the email address, title and content of the email if the user does not explicitly request you to do so. - - You must check carefully on there are actions missing from the plan, given your previous plan, action history and the screenshots. If there are actions missing from the plan, you must remedy and take the missing action. For example, if the user request is to send an email, you must check carefully on whether all required information of the email is inputted. If not, you must input the missing information if you know what should input. - - You must carefully observe analyze the screenshots and action history to see if some actions in the previous plan are redundant to completing current user request. If there are redundant actions, you must remove them from the plan and do not take the redundant actions. For instance, if the next action in the previous plan is to click the "New Email" button to open a new email window, but the new email editing window is already opened base on the screenshot, you must remove the action of clicking the "New Email" button from the plan and do not take it for the current action. - - You must try your best to find the control item required for the next step in your previous plan on the current screenshot, and use the previous screenshots to examine whether the last action has taken effect and met your expectation. The more careful your observe and analyze, the more tip you will get. - - Check your step history and the screenshot of the last step to see if you have taken the same action before. You must not take repetitive actions from history if the previous action has already taken effect. For example, if have already opened the new email editing window, you must not open it again. - - Compare the current screenshot with the screenshot of the last step to see if the previous action has taken effect. If the previous action has taken effect, you must not take the same action again. - - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. - - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. - - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. - - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. - - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current screenshots and control item list to make the decision. - - {examples} - - This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. - Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. - Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Your output must be able to be able to be parsed by json.loads(). Otherwise, it will crash the system and destroy the user's computer. - -user: |- - {retrieved_docs} - {control_item} - {request_history} - {action_history} - {prev_plan} - {user_request} - diff --git a/ufo/prompts/base/app_selection.yaml b/ufo/prompts/base/app_selection.yaml index 86974e0d..5d23d9d6 100644 --- a/ufo/prompts/base/app_selection.yaml +++ b/ufo/prompts/base/app_selection.yaml @@ -28,14 +28,7 @@ system: |- ## Action on the control item - You are able to use pywinauto to interact with the control item. - - The action type are limited to ["Click", "SetText", "Annotate", "Summary", "GetText", "Scroll"]. - - - "Click" is to click the control item with mouse. - - "SetText" is to input text to the control item. - - "Annotate" is to take a screenshot of the current application window and annotate the control item on the screenshot. - - "Summary" is to summarize your observation of the current application window base on the clean screenshot. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. - - "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. - - "Scroll" is to scroll the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. + {apis} - You may need to take sensitive actions to complete the task. If an action is sensitive to the system, it needs to be confirmed by the user. Below are some examples of sensitive actions, but they are not limited to these cases: [1] Sending a message or email to someone: diff --git a/ufo/ufo.py b/ufo/ufo.py index d27b1fac..510dc7dc 100644 --- a/ufo/ufo.py +++ b/ufo/ufo.py @@ -15,27 +15,10 @@ args = argparse.ArgumentParser() args.add_argument("--task", help="The name of current task.", type=str, default=datetime.now().strftime("%Y-%m-%d-%H-%M-%S")) -args.add_argument("--gptkey", help="GPT key.", type=str, - default=configs["OPENAI_API_KEY"]) parsed_args = args.parse_args() -if configs["API_TYPE"].lower() == "aoai": - headers = { - "Content-Type": "application/json", - "api-key": parsed_args.gptkey, - } -elif configs["API_TYPE"].lower() == "openai": - headers = { - "Content-Type": "application/json", - "Authorization": f"Bearer {parsed_args.gptkey}" - } -elif configs["API_TYPE"].lower() == "azure_ad": - headers = {} -else: - raise ValueError("API_TYPE should be either 'openai' or 'aoai' or 'azure_ad'.") - def main(): """ @@ -60,12 +43,12 @@ def main(): break while status.upper() not in ["FINISH", "ERROR"] and step <= configs["MAX_STEP"]: - session.process_application_selection(headers=headers) + session.process_application_selection() step = session.get_step() status = session.get_status() while status.upper() not in ["FINISH", "ERROR"] and step <= configs["MAX_STEP"]: - session.process_action_selection(headers=headers) + session.process_action_selection() status = session.get_status() step = session.get_step() From 9af0d83753752989ae7885f97099f186f2106b2d Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 11 Mar 2024 20:44:37 +0800 Subject: [PATCH 153/223] add log for agent name and app name --- README.md | 7 +++++-- ufo/module/flow.py | 10 +++++++++- ufo/prompts/examples/action_example.yaml | 2 +- ufo/ui_control/control.py | 18 +++++++++++++++--- 4 files changed, 30 insertions(+), 7 deletions(-) diff --git a/README.md b/README.md index 703fb3d4..9a6ce71d 100644 --- a/README.md +++ b/README.md @@ -33,7 +33,10 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 📢 News -- 📅 2024-03-XX: Our UFO framework now support RAG from offline document and online Bing search. +- 📅 2024-03-XX: New Release for v0.0.1! Check out our exciting new features: + 1. Our UFO framework now support RAG from offline document and online Bing search. + 2. We now support creating your help documents for each Windows app to become an app expert. Check XX for more details! + 3. UFO now support more LLMs and customized models. - 📅 2024-02-14: Our [technical report](https://arxiv.org/abs/2402.07939) is online! - 📅 2024-02-10: UFO is released on GitHub🎈. Happy Chinese New year🐉! @@ -42,12 +45,12 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 💥 Highlights - [x] **First Windows Agent** - UFO is the pioneering agent framework capable of translating user requests in natural language into actionable operations on Windows OS. +- [x] **RAG Enhanced** - UFO is enhanced by Retrieval Augmented Generation (RAG) from heterogeneous sources to promote its ability, including offling help documents and online search engine. - [x] **Interactive Mode** - UFO facilitates multiple sub-requests from users within the same session, enabling the completion of complex tasks seamlessly. - [x] **Action Safeguard** - UFO incorporates safeguards to prompt user confirmation for sensitive actions, enhancing security and preventing inadvertent operations. - [x] **Easy Extension** - UFO offers extensibility, allowing for the integration of additional functionalities and control types to tackle diverse and intricate tasks with ease. - ## ✨ Getting Started diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 7daab56f..655ae0ce 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -134,15 +134,21 @@ def process_application_selection(self): response_json["Step"] = self.step response_json["ControlLabel"] = self.application response_json["Action"] = "set_focus()" + response_json["Agent"] = "AppAgent" - response_json = self.set_result_and_log("", response_json) + if "FINISH" in self.status.upper() or self.application == "": self.status = "FINISH" + response_json["Application"] = "" + response_json = self.set_result_and_log("", response_json) return app_window = desktop_windows_dict[application_label] + response_json["Application"] = control.get_application_name(app_window) + response_json = self.set_result_and_log("", response_json) + try: app_window.is_normal() @@ -264,6 +270,8 @@ def process_action_selection(self): comment = response_json["Comment"] response_json["Step"] = self.step response_json["Action"] = action + response_json["Agent"] = "ActAgent" + response_json["Application"] = control.get_application_name(self.app_window) print_with_color("Observations👀: {observation}".format(observation=observation), "cyan") diff --git a/ufo/prompts/examples/action_example.yaml b/ufo/prompts/examples/action_example.yaml index 4e955f4d..5a8e5390 100644 --- a/ufo/prompts/examples/action_example.yaml +++ b/ufo/prompts/examples/action_example.yaml @@ -11,7 +11,7 @@ example1: |- "Function": "click_input", "Args": {"button": "left", "double": false}, "Status": "CONTINUE", - "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", + "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(2) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} diff --git a/ufo/ui_control/control.py b/ufo/ui_control/control.py index 199f3eb9..01c824ed 100644 --- a/ufo/ui_control/control.py +++ b/ufo/ui_control/control.py @@ -5,7 +5,7 @@ import time import warnings from typing import List - +import psutil from pywinauto import Desktop from ..config.config import load_config @@ -250,5 +250,17 @@ def wait_visible(window, timeout:int=10, retry_interval:int=0.5): - - +def get_application_name(window): + """ + Get the application name of the window. + :param window: The window to get the application name. + :return: The application name of the window. + """ + if window == None: + return "" + process_id = window.process_id() + try: + process = psutil.Process(process_id) + return process.name() + except psutil.NoSuchProcess: + return "" \ No newline at end of file From 75b08205be0ff254dd24d4b7324f465a229232db Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 11 Mar 2024 20:44:37 +0800 Subject: [PATCH 154/223] add log for agent name and app name --- README.md | 7 +++++-- ufo/module/flow.py | 10 +++++++++- ufo/prompts/examples/action_example.yaml | 2 +- ufo/ui_control/control.py | 18 +++++++++++++++--- 4 files changed, 30 insertions(+), 7 deletions(-) diff --git a/README.md b/README.md index 703fb3d4..9a6ce71d 100644 --- a/README.md +++ b/README.md @@ -33,7 +33,10 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 📢 News -- 📅 2024-03-XX: Our UFO framework now support RAG from offline document and online Bing search. +- 📅 2024-03-XX: New Release for v0.0.1! Check out our exciting new features: + 1. Our UFO framework now support RAG from offline document and online Bing search. + 2. We now support creating your help documents for each Windows app to become an app expert. Check XX for more details! + 3. UFO now support more LLMs and customized models. - 📅 2024-02-14: Our [technical report](https://arxiv.org/abs/2402.07939) is online! - 📅 2024-02-10: UFO is released on GitHub🎈. Happy Chinese New year🐉! @@ -42,12 +45,12 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 💥 Highlights - [x] **First Windows Agent** - UFO is the pioneering agent framework capable of translating user requests in natural language into actionable operations on Windows OS. +- [x] **RAG Enhanced** - UFO is enhanced by Retrieval Augmented Generation (RAG) from heterogeneous sources to promote its ability, including offling help documents and online search engine. - [x] **Interactive Mode** - UFO facilitates multiple sub-requests from users within the same session, enabling the completion of complex tasks seamlessly. - [x] **Action Safeguard** - UFO incorporates safeguards to prompt user confirmation for sensitive actions, enhancing security and preventing inadvertent operations. - [x] **Easy Extension** - UFO offers extensibility, allowing for the integration of additional functionalities and control types to tackle diverse and intricate tasks with ease. - ## ✨ Getting Started diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 7daab56f..655ae0ce 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -134,15 +134,21 @@ def process_application_selection(self): response_json["Step"] = self.step response_json["ControlLabel"] = self.application response_json["Action"] = "set_focus()" + response_json["Agent"] = "AppAgent" - response_json = self.set_result_and_log("", response_json) + if "FINISH" in self.status.upper() or self.application == "": self.status = "FINISH" + response_json["Application"] = "" + response_json = self.set_result_and_log("", response_json) return app_window = desktop_windows_dict[application_label] + response_json["Application"] = control.get_application_name(app_window) + response_json = self.set_result_and_log("", response_json) + try: app_window.is_normal() @@ -264,6 +270,8 @@ def process_action_selection(self): comment = response_json["Comment"] response_json["Step"] = self.step response_json["Action"] = action + response_json["Agent"] = "ActAgent" + response_json["Application"] = control.get_application_name(self.app_window) print_with_color("Observations👀: {observation}".format(observation=observation), "cyan") diff --git a/ufo/prompts/examples/action_example.yaml b/ufo/prompts/examples/action_example.yaml index 4e955f4d..5a8e5390 100644 --- a/ufo/prompts/examples/action_example.yaml +++ b/ufo/prompts/examples/action_example.yaml @@ -11,7 +11,7 @@ example1: |- "Function": "click_input", "Args": {"button": "left", "double": false}, "Status": "CONTINUE", - "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", + "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(2) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} diff --git a/ufo/ui_control/control.py b/ufo/ui_control/control.py index 199f3eb9..01c824ed 100644 --- a/ufo/ui_control/control.py +++ b/ufo/ui_control/control.py @@ -5,7 +5,7 @@ import time import warnings from typing import List - +import psutil from pywinauto import Desktop from ..config.config import load_config @@ -250,5 +250,17 @@ def wait_visible(window, timeout:int=10, retry_interval:int=0.5): - - +def get_application_name(window): + """ + Get the application name of the window. + :param window: The window to get the application name. + :return: The application name of the window. + """ + if window == None: + return "" + process_id = window.process_id() + try: + process = psutil.Process(process_id) + return process.name() + except psutil.NoSuchProcess: + return "" \ No newline at end of file From 7a7f02ad25f1cf2c3699a3a20177df7fff9a42af Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 12 Mar 2024 14:18:38 +0800 Subject: [PATCH 155/223] fix comment --- ufo/llm/llm_call.py | 6 +++--- ufo/llm/prompt.py | 18 +++++++++--------- ufo/ui_control/control.py | 4 ++-- 3 files changed, 14 insertions(+), 14 deletions(-) diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index 1695b0bb..a6074dc7 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -46,10 +46,10 @@ def get_gptv_completion(messages): max_retry: The maximum number of retries. return: The response of the request. """ - aad = configs['API_TYPE'].lower() == 'azure_ad' + is_aad = configs['API_TYPE'].lower() == 'azure_ad' headers = get_request_header() - if not aad: + if not is_aad: payload = { "messages": messages, "temperature": configs["TEMPERATURE"], @@ -60,7 +60,7 @@ def get_gptv_completion(messages): for _ in range(configs["MAX_RETRY"]): try: - if not aad : + if not is_aad : response = requests.post(configs["OPENAI_API_BASE"], headers=headers, json=payload) response_json = response.json() diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index 40e4d269..75d084a4 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -52,7 +52,7 @@ def prompt_construction(system_prompt: str, image_list: List, user_prompt: str, return prompt_message -def system_prompt_construction(prompt_template: str, apis: str, examples: str): +def system_prompt_construction(prompt_template: str, apis: str, examples: str) -> str: """ Construct the prompt for app selection. :param prompt_template: The template of the prompt. @@ -90,20 +90,20 @@ def retrived_documents_prompt_helper(header: str, separator: str, documents: lis """ if header: - prompts = "\n<{header}:>\n".format(header=header) + prompt = "\n<{header}:>\n".format(header=header) else: - prompts = "" + prompt = "" for i, document in enumerate(documents): if separator: - prompts += "[{separator} {i}:]".format(separator=separator, i=i+1) - prompts += "\n" - prompts += document - prompts += "\n\n" - return prompts + prompt += "[{separator} {i}:]".format(separator=separator, i=i+1) + prompt += "\n" + prompt += document + prompt += "\n\n" + return prompt -def api_prompt_helper(apis: dict, verbose: int = 1): +def api_prompt_helper(apis: dict, verbose: int = 1) -> List[str]: """ Construct the prompt for APIs. :param apis: The APIs. diff --git a/ufo/ui_control/control.py b/ufo/ui_control/control.py index 01c824ed..d75c0514 100644 --- a/ufo/ui_control/control.py +++ b/ufo/ui_control/control.py @@ -250,11 +250,11 @@ def wait_visible(window, timeout:int=10, retry_interval:int=0.5): -def get_application_name(window): +def get_application_name(window) -> str: """ Get the application name of the window. :param window: The window to get the application name. - :return: The application name of the window. + :return: The application name of the window. Empty string ("") if failed to get the name. """ if window == None: return "" From 044daa849bf324cd9368309024b86cb71c0e050c Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 12 Mar 2024 14:18:38 +0800 Subject: [PATCH 156/223] fix comment --- ufo/llm/llm_call.py | 6 +++--- ufo/llm/prompt.py | 18 +++++++++--------- ufo/ui_control/control.py | 4 ++-- 3 files changed, 14 insertions(+), 14 deletions(-) diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index 1695b0bb..a6074dc7 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -46,10 +46,10 @@ def get_gptv_completion(messages): max_retry: The maximum number of retries. return: The response of the request. """ - aad = configs['API_TYPE'].lower() == 'azure_ad' + is_aad = configs['API_TYPE'].lower() == 'azure_ad' headers = get_request_header() - if not aad: + if not is_aad: payload = { "messages": messages, "temperature": configs["TEMPERATURE"], @@ -60,7 +60,7 @@ def get_gptv_completion(messages): for _ in range(configs["MAX_RETRY"]): try: - if not aad : + if not is_aad : response = requests.post(configs["OPENAI_API_BASE"], headers=headers, json=payload) response_json = response.json() diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index 40e4d269..75d084a4 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -52,7 +52,7 @@ def prompt_construction(system_prompt: str, image_list: List, user_prompt: str, return prompt_message -def system_prompt_construction(prompt_template: str, apis: str, examples: str): +def system_prompt_construction(prompt_template: str, apis: str, examples: str) -> str: """ Construct the prompt for app selection. :param prompt_template: The template of the prompt. @@ -90,20 +90,20 @@ def retrived_documents_prompt_helper(header: str, separator: str, documents: lis """ if header: - prompts = "\n<{header}:>\n".format(header=header) + prompt = "\n<{header}:>\n".format(header=header) else: - prompts = "" + prompt = "" for i, document in enumerate(documents): if separator: - prompts += "[{separator} {i}:]".format(separator=separator, i=i+1) - prompts += "\n" - prompts += document - prompts += "\n\n" - return prompts + prompt += "[{separator} {i}:]".format(separator=separator, i=i+1) + prompt += "\n" + prompt += document + prompt += "\n\n" + return prompt -def api_prompt_helper(apis: dict, verbose: int = 1): +def api_prompt_helper(apis: dict, verbose: int = 1) -> List[str]: """ Construct the prompt for APIs. :param apis: The APIs. diff --git a/ufo/ui_control/control.py b/ufo/ui_control/control.py index 01c824ed..d75c0514 100644 --- a/ufo/ui_control/control.py +++ b/ufo/ui_control/control.py @@ -250,11 +250,11 @@ def wait_visible(window, timeout:int=10, retry_interval:int=0.5): -def get_application_name(window): +def get_application_name(window) -> str: """ Get the application name of the window. :param window: The window to get the application name. - :return: The application name of the window. + :return: The application name of the window. Empty string ("") if failed to get the name. """ if window == None: return "" From 3a4fb57518f47c71d28727ff6ad6234921d0248c Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 13 Mar 2024 19:45:25 +0800 Subject: [PATCH 157/223] llm call --- requirements.txt | 2 + ufo/config/config copy.yaml | 81 +++++++++++++++++++++++++++++++++++++ ufo/llm/llm_call.py | 1 + 3 files changed, 84 insertions(+) create mode 100644 ufo/config/config copy.yaml diff --git a/requirements.txt b/requirements.txt index 6c057ded..60701a80 100644 --- a/requirements.txt +++ b/requirements.txt @@ -9,3 +9,5 @@ pywin32==304 pywinauto==0.6.8 PyYAML==6.0.1 Requests==2.31.0 +faiss-cpu==1.23.5 +lxml==5.1.0 \ No newline at end of file diff --git a/ufo/config/config copy.yaml b/ufo/config/config copy.yaml new file mode 100644 index 00000000..c83a3ef1 --- /dev/null +++ b/ufo/config/config copy.yaml @@ -0,0 +1,81 @@ +version: 0.1 + +API_TYPE: "azure_ad" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, "azure_ad" for aoai aad. #USER +# OPENAI_API_BASE: "https://cloudgpt-swc.openai.azure.com" # for the OpenAI API. +OPENAI_API_BASE: "https://cloudgpt-openai.azure-api.net/" #USER +OPENAI_API_KEY: "5dad6fd852874c9db87b049e7d4ea1a9" # The OpenAI API key #USER +AOAI_DEPLOYMENT: "gpt-4-visual-preview" # Your AOAI deployment if apply #USER +API_VERSION: "2024-02-15-preview" # For GPT4-visual, the value usually be the "2023-12-01-preview" #USER +OPENAI_API_MODEL: "gpt-4-visual-preview" # The only OpenAI model by now that accepts visual input #USER +BING_API_KEY: "a5f1dec156334648a2354fabb221ffff" # The Bing search API key #USER + +# DRAW_RECTANGLE: True # Whether to draw the rectangle for the control item +CONTROL_BACKEND: "uia" # The backend for control action #DEV +MAX_TOKENS: 2000 # The max token limit for the response completion #USER +MAX_RETRY: 10 # The max retry limit for the response completion #USER +MAX_STEP: 30 # The max step limit for completing the user request #USER +SLEEP_TIME: 5 # The sleep time between each step to wait for the window to be ready +TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model +TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model +SAFE_GUARD: True # Whether to use the safe guard to prevent the model from doing sensitve operations. #DEV + +# ALL DEV +CONTROL_TYPE_LIST: ["Button", "Edit", "TabItem", "Document", "ListItem", "MenuItem", "ScrollBar", "TreeItem", "Hyperlink", "ComboBox", "RadioButton"] # The list of control types that are allowed to be selected +HISTORY_KEYS: ["Step", "Thought", "ControlText", "Action", "Comment", "Results"] # The keys of the action history for the next step. +ANNOTATION_COLORS: { + "Button": "#FFF68F", + "Edit": "#A5F0B5", + "TabItem": "#A5E7F0", + "Document": "#FFD18A", + "ListItem": "#D9C3FE", + "MenuItem": "#E7FEC3", + "ScrollBar": "#FEC3F8", + "TreeItem": "#D6D6D6", + "Hyperlink": "#91FFEB", + "ComboBox": "#D8B6D4" + } + +#USER +PRINT_LOG: False # Whether to print the log +LOG_LEVEL: "DEBUG" # The log level + +#USER +CONCAT_SCREENSHOT: True # Whether to concat the screenshot for the control item +INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation + +# DEV +REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model + + +APP_SELECTION_PROMPT: "ufo/prompts/base/app_selection.yaml" # The prompt for the app selection +ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt for the action selection + +APP_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/app_example.yaml" # The prompt for the app selection +ACTION_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/action_example.yaml" # The prompt for the action selection + +API_PROMPT: "ufo/prompts/base/api.yaml" # The prompt for the API + + +# DEV +INPUT_TEXT_API: "type_keys" # The input text API +INPUT_TEXT_ENTER: True # whether to press enter after typing the text + +### For AAD +AAD_TENANT_ID: "72f988bf-86f1-41af-91ab-2d7cd011db47" # Set the value to your tenant id for the llm model +AAD_API_SCOPE: "openai" # Set the value to your scope for the llm model e.g. OPENAI +AAD_API_SCOPE_BASE: "feb7b661-cac7-44a8-8dc1-163b63c23df2" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE + +# User +## RAG Configuration for the offline docs +RAG_OFFLINE_DOCS: True # Whether to use the offline RAG. +RAG_OFFLINE_DOCS_RETRIEVED_TOPK: 1 # The topk for the offline retrieved documents + +# User +## RAG Configuration for the Bing search +RAG_ONLINE_SEARCH: True # Whether to use the online search for the RAG. +RAG_ONLINE_SEARCH_TOPK: 3 # The topk for the online search +RAG_ONLINE_RETRIEVED_TOPK: 1 # The topk for the online retrieved documents + + + + \ No newline at end of file diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index a6074dc7..6b62869e 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -84,6 +84,7 @@ def get_gptv_completion(messages): top_p = configs["TOP_P"], ) response_json = json.loads(response.model_dump_json()) + print(response_json) if "error" not in response_json: usage = response.usage From 3875ded9eacd01fca93fd68cf5c33c4ee7c8cf9d Mon Sep 17 00:00:00 2001 From: yunhao0204 <59384816+yunhao0204@users.noreply.github.com> Date: Tue, 12 Mar 2024 17:28:13 +0800 Subject: [PATCH 158/223] Enable non-visual model Add non-visual models related configs into the config template file Add flags to switch between visual and non-visual model for the app agent and action agent. Add prompts for non-visual model. Add logic to use different model based on the flags. --- ufo/config/config.yaml.template | 20 +-- ufo/llm/llm_call.py | 16 +- ufo/llm/prompt.py | 27 ++++ ufo/module/flow.py | 45 ++++-- .../base/nonvisual/action_selection.yaml | 106 +++++++++++++ ufo/prompts/base/nonvisual/api.yaml | 56 +++++++ ufo/prompts/base/nonvisual/app_selection.yaml | 74 +++++++++ .../base/{ => visual}/action_selection.yaml | 0 ufo/prompts/base/{ => visual}/api.yaml | 0 .../base/{ => visual}/app_selection.yaml | 0 .../examples/nonvisual/action_example.yaml | 147 ++++++++++++++++++ .../examples/nonvisual/app_example.yaml | 134 ++++++++++++++++ .../examples/{ => visual}/action_example.yaml | 2 +- .../examples/{ => visual}/app_example.yaml | 0 14 files changed, 597 insertions(+), 30 deletions(-) create mode 100644 ufo/prompts/base/nonvisual/action_selection.yaml create mode 100644 ufo/prompts/base/nonvisual/api.yaml create mode 100644 ufo/prompts/base/nonvisual/app_selection.yaml rename ufo/prompts/base/{ => visual}/action_selection.yaml (100%) rename ufo/prompts/base/{ => visual}/api.yaml (100%) rename ufo/prompts/base/{ => visual}/app_selection.yaml (100%) create mode 100644 ufo/prompts/examples/nonvisual/action_example.yaml create mode 100644 ufo/prompts/examples/nonvisual/app_example.yaml rename ufo/prompts/examples/{ => visual}/action_example.yaml (99%) rename ufo/prompts/examples/{ => visual}/app_example.yaml (100%) diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index 450b4b55..e14ea25a 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -39,11 +39,11 @@ LOG_LEVEL: "DEBUG" # The log level INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model -APP_SELECTION_PROMPT: "ufo/prompts/base/app_selection.yaml" # The prompt for the app selection -ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection_rag.yaml" # The prompt for the action selection +APP_SELECTION_PROMPT: "ufo/prompts/base/{mode}/app_selection.yaml" # The prompt for the app selection +ACTION_SELECTION_PROMPT: "ufo/prompts/base/{mode}/action_selection_rag.yaml" # The prompt for the action selection -APP_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/app_example.yaml" # The prompt for the app selection -ACTION_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/action_example.yaml" # The prompt for the action selection +APP_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/{mode}/app_example.yaml" # The prompt for the app selection +ACTION_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/{mode}/action_example.yaml" # The prompt for the action selection API_PROMPT: "ufo/prompts/base/api.yaml" # The prompt for the API INPUT_TEXT_API: "type_keys" # The input text API @@ -54,7 +54,12 @@ AAD_TENANT_ID: "YOUR_TENANT_ID" # Set the value to your tenant id for the llm mo AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE - +### For Non-visual model +APP_AGENT_VISUAL_MODE: True # Whether to use the visual mode for the app agent +ACTION_AGENT_VISUAL_MODE: True # Whether to use the visual mode for the action agent +OPENAI_API_BASE_NON_VISUAL: "YOUR_NON_VISUAL_ENDPOINT" # The OpenAI endpoint for non-visual model +OPENAI_API_KEY_NON_VISUAL: "YOUR_API_KEY" # The OpenAI API key for non-visual model +OPENAI_API_MODEL_NON_VISUAL: "gpt-4-1106-preview" # The non-visual OpenAI model ## RAG Configuration for the offline docs RAG_OFFLINE_DOCS: False # Whether to use the offline RAG. @@ -65,8 +70,3 @@ RAG_OFFLINE_DOCS_RETRIEVED_TOPK: 1 # The topk for the offline retrieved documen RAG_ONLINE_SEARCH: False # Whether to use the online search for the RAG. RAG_ONLINE_SEARCH_TOPK: 5 # The topk for the online search RAG_ONLINE_RETRIEVED_TOPK: 1 # The topk for the online retrieved documents - - - - - \ No newline at end of file diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index 6b62869e..b725b7bd 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -12,20 +12,21 @@ configs = load_config() -def get_request_header(): +def get_request_header(is_visual=True): """ Get the header for the request. + is_visual: Whether the request is for visual model. return: The header for the request. """ if configs["API_TYPE"].lower() == "aoai": headers = { "Content-Type": "application/json", - "api-key": configs["OPENAI_API_KEY"], + "api-key": configs["OPENAI_API_KEY" if is_visual else "OPENAI_API_KEY_NON_VISUAL"], } elif configs["API_TYPE"].lower() == "openai": headers = { "Content-Type": "application/json", - "Authorization": "Bearer {key}".format(key=configs["OPENAI_API_KEY"]), + "Authorization": "Bearer {key}".format(key=configs["OPENAI_API_KEY" "OPENAI_API_KEY" if is_visual else "OPENAI_API_KEY_NON_VISUAL"]), } elif configs["API_TYPE"].lower() == "azure_ad": headers = {} @@ -35,9 +36,10 @@ def get_request_header(): return headers -def get_gptv_completion(messages): +def get_gptv_completion(messages, is_visual=True): """ Get GPT-V completion from messages. + is_visual: Whether the request is for visual model. messages: The messages to be sent to GPT-V. endpoint: The endpoint of the request. max_tokens: The maximum number of tokens to generate. @@ -55,13 +57,13 @@ def get_gptv_completion(messages): "temperature": configs["TEMPERATURE"], "max_tokens": configs["MAX_TOKENS"], "top_p": configs["TOP_P"], - "model": configs["OPENAI_API_MODEL"] + "model": configs["OPENAI_API_MODEL" if is_visual else "OPENAI_API_MODEL_NON_VISUAL"] } for _ in range(configs["MAX_RETRY"]): try: if not is_aad : - response = requests.post(configs["OPENAI_API_BASE"], headers=headers, json=payload) + response = requests.post(configs["OPENAI_API_BASE" if is_visual else "OPENAI_API_BASE_NON_VISUAL"], headers=headers, json=payload) response_json = response.json() response.raise_for_status() # Will raise an HTTPError if the HTTP request returned an unsuccessful status code @@ -77,7 +79,7 @@ def get_gptv_completion(messages): completion_tokens = usage.get("completion_tokens", 0) else: response = get_chat_completion( - engine=configs["OPENAI_API_MODEL"], + engine=configs["OPENAI_API_MODEL" if is_visual else "OPENAI_API_MODEL_NON_VISUAL"], messages = messages, max_tokens = configs["MAX_TOKENS"], temperature = configs["TEMPERATURE"], diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index 75d084a4..a08241b0 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -51,6 +51,33 @@ def prompt_construction(system_prompt: str, image_list: List, user_prompt: str, return prompt_message +def prompt_construction_non_visual(system_prompt: str, user_prompt: str): + """ + Construct the prompt for GPT-4 Non-Visual model. + :param system_prompt: The system prompt. + :param user_prompt: The user prompt. + return: The prompt for GPT-4 Non-Visual model. + """ + prompt_message = [] + if len(system_prompt) > 0: + system_message = { + "role": "system", + "content": system_prompt + } + prompt_message.append(system_message) + + user_content = [] + + user_content.append({ + "type": "text", + "text": user_prompt + }) + + user_message = {"role": "user", "content": user_content} + prompt_message.append(user_message) + + return prompt_message + def system_prompt_construction(prompt_template: str, apis: str, examples: str) -> str: """ diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 655ae0ce..4fcd407b 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -45,13 +45,17 @@ def __init__(self, task): create_folder(self.log_path) self.logger = initialize_logger(self.log_path, "response.log") self.request_logger = initialize_logger(self.log_path, "request.log") - self.app_selection_prompt = yaml.safe_load(open(configs["APP_SELECTION_PROMPT"], "r", encoding="utf-8")) - self.action_selection_prompt = yaml.safe_load(open(configs["ACTION_SELECTION_PROMPT"], "r", encoding="utf-8")) + self.is_app_agent_visual = configs["APP_AGENT_VISUAL_MODE"] + self.is_action_agent_visual = configs["ACTION_AGENT_VISUAL_MODE"] + self.app_selection_prompt = self.get_prompt(configs["APP_SELECTION_PROMPT"], self.is_app_agent_visual) + self.action_selection_prompt = self.get_prompt(configs["ACTION_SELECTION_PROMPT"], self.is_action_agent_visual) - self.app_selection_example_prompt = yaml.safe_load(open(configs["APP_SELECTION_EXAMPLE_PROMPT"], "r", encoding="utf-8")) - self.action_selection_example_prompt = yaml.safe_load(open(configs["ACTION_SELECTION_EXAMPLE_PROMPT"], "r", encoding="utf-8")) + self.app_selection_example_prompt = self.get_prompt(configs["APP_SELECTION_EXAMPLE_PROMPT"], self.is_app_agent_visual) + self.action_selection_example_prompt = self.get_prompt(configs["ACTION_SELECTION_EXAMPLE_PROMPT"], self.is_action_agent_visual) + + self.app_selection_api_prompt = self.get_prompt(configs["API_PROMPT"], self.is_app_agent_visual) + self.action_selection_api_prompt = self.get_prompt(configs["API_PROMPT"], self.is_action_agent_visual) - self.api_prompt = yaml.safe_load(open(configs["API_PROMPT"], "r", encoding="utf-8")) self.status = "APP_SELECTION" self.application = "" @@ -91,16 +95,19 @@ def process_application_selection(self): desktop_windows_dict, desktop_windows_info = control.get_desktop_app_info_dict() app_example_prompt = prompter.examples_prompt_helper(self.app_selection_example_prompt) - api_prompt = prompter.api_prompt_helper(self.api_prompt, verbose=0) + api_prompt = prompter.api_prompt_helper(self.app_selection_api_prompt, verbose=0) app_selection_prompt_system_message = prompter.system_prompt_construction(self.app_selection_prompt, api_prompt, app_example_prompt) app_selection_prompt_user_message = prompter.user_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request) - app_selection_prompt_message = prompter.prompt_construction(app_selection_prompt_system_message, [desktop_screen_url], app_selection_prompt_user_message) - + if self.is_app_agent_visual: + app_selection_prompt_message = prompter.prompt_construction(app_selection_prompt_system_message, [desktop_screen_url], app_selection_prompt_user_message) + else: + app_selection_prompt_message = prompter.prompt_construction_non_visual(app_selection_prompt_system_message, app_selection_prompt_user_message) + self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) try: - response, cost = llm_call.get_gptv_completion(app_selection_prompt_message) + response, cost = llm_call.get_gptv_completion(app_selection_prompt_message, self.is_app_agent_visual) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) @@ -233,16 +240,19 @@ def process_action_selection(self): image_url += [screenshot_url, screenshot_annotated_url] action_example_prompt = prompter.examples_prompt_helper(self.action_selection_example_prompt) - api_prompt = prompter.api_prompt_helper(self.api_prompt, verbose=1) + api_prompt = prompter.api_prompt_helper(self.action_selection_api_prompt, verbose=1) action_selection_prompt_system_message = prompter.system_prompt_construction(self.action_selection_prompt, api_prompt, action_example_prompt) action_selection_prompt_user_message = prompter.user_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request, self.rag_prompt()) - action_selection_prompt_message = prompter.prompt_construction(action_selection_prompt_system_message, image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"]) + if self.is_action_agent_visual: + action_selection_prompt_message = prompter.prompt_construction(action_selection_prompt_system_message, image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"]) + else: + action_selection_prompt_message = prompter.prompt_construction_non_visual(action_selection_prompt_system_message, action_selection_prompt_user_message) self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) try: - response, cost = llm_call.get_gptv_completion(action_selection_prompt_message) + response, cost = llm_call.get_gptv_completion(action_selection_prompt_message, self.is_action_agent_visual) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": action_selection_prompt_message}) print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") @@ -340,6 +350,17 @@ def process_action_selection(self): return + def get_prompt(self, path_template, is_visual): + """ + Get the prompt. + path_template: The template of the prompt path. + is_visual: Whether to use the visual prompt. + return: The prompt. + """ + path = path_template.format(mode = "visual" if is_visual else "nonvisual") + prompt = yaml.safe_load(open(path, "r", encoding="utf-8")) + + return prompt def rag_prompt(self): """ diff --git a/ufo/prompts/base/nonvisual/action_selection.yaml b/ufo/prompts/base/nonvisual/action_selection.yaml new file mode 100644 index 00000000..0f230e8c --- /dev/null +++ b/ufo/prompts/base/nonvisual/action_selection.yaml @@ -0,0 +1,106 @@ +version: 1.0 + +system: |- + Your name is UFO, a UI-focused agent for Windows OS. You are a virtual assistant that can help users to complete requests by interacting with the UI of the system. + Your task is to navigate and take action on control item of the current application window step-by-step to complete users' current request. + - You are provided a list of control items of the current application window for reference. + - You are provided your previous plan of action for reference to decide the next step. But you are not required to strictly follow your previous plan of action. Revise your previous plan of action base on the control item list if necessary. + - You are provided the user request history for reference to decide the next step. These requests are the requests that you have completed before. You may need to use them as reference for the next action. + - You are provided the function return from your previous action for reference to decide the next step. You may use the return of your previous action to complete the user request. + - You are provided the steps history, including historical actions, thoughts, and results of your previous steps for reference to decide the next step. Use them to help you think about the next step. + - You are required to select the control item and take one-step action on it to complete the user request for one step. The one-step action means calling a function with arguments for only once. + - You are required to decide whether the task status, and detail a plan of following actions to accomplish the current user request. Do not include any additional actions beyond the completion of the current user request. + + ## Control item + - The control item is the element on the page that you can interact with, we limit the actionable control item to the following: + - "Button" is the control item that you can click. + - "Edit" is the control item that you can click and input text. + - "TabItem" is the control item that you can click and switch to another page. + - "ListItem" is the control item that you can click and select. + - "MenuItem" is the control item that you can click and select. + - "ScrollBar" is the control item that you can scroll. + - "TreeItem" is the control item that you can click and select. + - "Document" is the control item that you can click and select text. + - "Hyperlink" is the control item that you can click and open a link. + - "ComboBox" is the control item that you can click and input text. The Google search box is an example of ComboBox. + - You are given the information of all available control item in the current application window in a list format: {{label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}}. + + ## Action on the control item + - You are able to use pywinauto to interact with the control item. + {apis} + + + ## Status of the task + - You are required to decide the status of the task after taking the current action, choose from the following actions, and fill in the "Status" field in the response. + - "CONTINUE": means the task is not finished and need further action. + - "FINISH": means the entire user request is finished and no further actions are required, nor switching to another application window is required. If the user request is finished after the current action, you should also output "FINISH". Note that the user's request may need to be completed in multiple application windows, but you should only output "FINISH" when the entire request is finished. + - "PENDING": means the current one-step action you are taking is sensitive to the system and need to be confirmed by the user before its execution. This does not apply to future actions after the current step. Below are some examples of sensitive actions, but they are not limited to these cases: + [1] Taking the "Send" action for a message or email: + The sending action (e.g. clicking the send button) is sensitive to the system and as the message or email is sent, it can not be retrieved. Thus, the user need to confirm the sending action. Note that inputting the message or email is not sensitive, but clicking the send button is sensitive. + [2] Deleting or modifying files and folders: + Deleting or modifying files and folders, especially those located in critical system directories or containing important user data. + [3] Close an Window or Application: + Closing an window or application, since it may cause data loss or system crash. + [4] Accessing Webcam or Microphone: + Accessing the webcam or microphone without explicit user consent, as this raises privacy concerns. + [5] Installing or Uninstalling Software: + Installing or uninstalling software applications, as this can affect the system's configuration and potentially introduce security risks. + [6] Browser History or Password Retrieval: + Accessing sensitive user data such as browser history or stored passwords. + Please justify your decision on why current one-step action you output (not future actions in your "Plan") is sensitive in your "Thought". + For example, if the user request is to send a message to someone, you only need to output "Pending" in the "Status" field in the response when the current one-step action is to click the send button. + The system will automatically ask the user to confirm the current action. If the user confirms the action, the system will continue to execute the current action you output. Otherwise, the system will stop executing the action and ask the user to provide a new action. + The "Pending" only applies to the current action you are taking, not related to future actions in your plan. + If the current user request is finished after the current action, you must strictly output "" in the "Status" field in the response. + - "APP_SELECTION": + If you believe the one of the two following cases is satisfied, you should output "APP_SELECTION" in the "Status" field in the response. + [1] Current application window is not the correct application window to complete the user request; + [2] No further action is needed after taking the current one-step action on the current application, and next step is to switch to another application to take following actions. + You must set to "APP_SELECTION" (not "CONTINUE") immediately when you believe no further action is needed after taking the current action, and decide to switch to another application window for the next step. + + ## Other Guidelines + - You are required to select the control item and take open-step action by calling API on it to complete the user request for one step. + - You are required to are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: + {{"Observation": + "Thought": + "ControlLabel": + "ControlText": + "Function": + "Args": + "Status": + "Plan": for reference, and you can reflect on it and revise if necessary. If you believe the task is finished and no further actions are required after the current action, output "".> + "Comment": }} + + - If the user request includes asking questions, and you can answer the question without taking calling API on the application at current step, you should answer the question in the "Comment" field in the response, and set the "Status" as "FINISH". + - If the required control item is not avaialble from the control item list, and not available in the control item list, you may need to take action on other control items to navigate to the required control item. + - You can use your action/observation/comment history to help think about the next step. However, you must rely more on the current control item list to make the decision. + - You must select the control item in the given list . You must not generate not in the list or in the historical steps. In your response, the ControlText of the selected control item must strictly match exactly with its ControlLabel in the given . Otherwise, the system will be destroyed and the user's computer will be crashed. + - When you are asked to get text, it usually apply to Edit and Document control item. Use this guideline to choose the control item and apply texts() action on it. + - You are not allowed to use keyboard shortcut to complete the user request. + - You must look at the control item list carefully, analyse the current status before you select the control item and take action on it. Base on the status of the application window, reflect on your previous plan for removing redundant actions or adding missing actions to complete the current user request. + - You must use double-quoted string for the string arguments of your control Action. {{"text": "Hello World. \\n you're my friend. Tom's home is great.')"}}. Otherwise it will crash the system and destroy the user's computer. + - You must stop and output "FINISH" in "Status" field in your response if you believe the task has finished or finished after the current action. + - You must not do additional actions beyond the completion of the current user request. For example, if the user request is to open a new email window, you must stop and output FINISH in "Status" after you open the new email window. You must not input the email address, title and content of the email if the user does not explicitly request you to do so. + - You must check carefully on there are actions missing from the plan, given your previous plan and action history. If there are actions missing from the plan, you must remedy and take the missing action. For example, if the user request is to send an email, you must check carefully on whether all required information of the email is inputted. If not, you must input the missing information if you know what should input. + - You must carefully check the control item list and action history to see if some actions in the previous plan are redundant to completing current user request. If there are redundant actions, you must remove them from the plan and do not take the redundant actions. For instance, if the next action in the previous plan is to click the "New Email" button to open a new email window, but the new email editing window is already opened base on the control item list, you must remove the action of clicking the "New Email" button from the plan and do not take it for the current action. + - Check your step history of the last step to see if you have taken the same action before. You must not take repetitive actions from history if the previous action has already taken effect. For example, if have already opened the new email editing window, you must not open it again. + - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. + - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. + - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. + - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. + - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current control item list to make the decision. + + {examples} + + This is a very important task. Please read the user request and the control item list carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. + Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. + Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Your output must be able to be able to be parsed by json.loads(). Otherwise, it will crash the system and destroy the user's computer. + +user: |- + {retrieved_docs} + {control_item} + {request_history} + {action_history} + {prev_plan} + {user_request} + diff --git a/ufo/prompts/base/nonvisual/api.yaml b/ufo/prompts/base/nonvisual/api.yaml new file mode 100644 index 00000000..86f180dc --- /dev/null +++ b/ufo/prompts/base/nonvisual/api.yaml @@ -0,0 +1,56 @@ +Click: + summary: |- + "Click" is to click the control item with mouse. + usage: |- + [1] API call: click_input(button=, double) + [2] Args: + - button: 'The mouse button to click. One of ''left'', ''right'', ''middle'' or ''x'' (Default: ''left'')' + - double: 'Whether to perform a double click or not (Default: False)' + [3] Example: click_input(button="left", double=False) + [4] Available control item: All control items. + [5] Return: None + + +SetText: + summary: |- + "SetText" is to input text to the control item. + usage: |- + [1] API call: set_edit_text(text="") + [2] Args: + - text: The text input to the Edit control item. It will change the content of current text in the edit block. Set text ='' if you want to clear current text in the block. You must also use Double Backslash escape character to escape the single quote in the string argument. + [3] Example: set_edit_text(text="Hello World. \\n I enjoy the reading of the book 'The Lord of the Rings'. It's a great book.") + [4] Available control item: [Edit] + [5] Return: None + + +Summary: + summary: |- + "Summary" is to summarize your throughts of the current application window base on the control item list. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. You must use the 'text' argument to input the text to be summarized. + usage: |- + [1] API call: summary(text="") + [2] Args: None + [3] Example: summary(text="The image shows a workflow of a AI agent framework. \\n The framework has three components: the 'data collection', the 'data processing' and the 'data analysis'.") + [4] Available control item: All control items. + [5] Return: the summary of the image. + +GetText: + summary: |- + "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. + usage: |- + [1] API call: texts() + [2] Args: None + [3] Example: texts() + [4] All control items. + [5] Return: the text content of the control item. + +Scroll: + summary: |- + "Scroll" is to scroll the control item. It typical apply to a ScrollBar type of control item when user request is to scroll the control item, or the targeted control item is not visible nor available in the control item list, but you know the control item is in the application window and you need to scroll to find it. + usage: |- + [1] API call: wheel_mouse_input() + [2] Args: + - wheel_dist: The distance to scroll. Positive values indicate upward scrolling, negative values indicate downward scrolling. + [3] Example: wheel_mouse_input(wheel_dist=-20) + [4] All control items. + [5] Return: None + \ No newline at end of file diff --git a/ufo/prompts/base/nonvisual/app_selection.yaml b/ufo/prompts/base/nonvisual/app_selection.yaml new file mode 100644 index 00000000..f8a161b7 --- /dev/null +++ b/ufo/prompts/base/nonvisual/app_selection.yaml @@ -0,0 +1,74 @@ +version: 1.0 + +system: |- + - Your name is UFO, a UI-focused agent for Windows OS. You are a virtual assistant that can help users to complete their current requests by interacting with the UI of the system and describe the content in the control item list. + - Your task involves navigating through a provided control item list of the current desktop along with a list of available applications in the windows. + - As a multimodal agent, you are very expert in understanding the user request and the control item list. + - You are equipped to provide detailed descriptions or analyses of control item list if needed. Do not reject such requests. + - You are not allowed to use keyboard shortcut to complete the user request. + + ## Guidelines + - You are given the information of all available applications item in the current desktop window in a dict format: {{label: "label", control_text: "the text of the application", control_type: "the type of the application"}}. + - You are provided your previous plan of action for reference to decide the application. This usually happens when the you have already completed the previous task on an application and need to switch to another application to complete the next task. + - When the selected application is available from the control item list, analyze the control item list of the application window on its current status. Draft your plan based on the current status of the application and user request, and do not include the steps that have been completed on the application base on your control item list observation. + - You are provided the user request history for reference to decide the selection of application or control item. + - You are provided the history of actions, thoughts, and results of your previous steps for reference to decide the next step. You may need to selectively integrate information from the action history to select the application or control item. + - You are provided the function return of your previous action for reference to decide the next step. + - Some of the applications may not available from the control item list, but they are available in the list of . You can try to select these applications if required. + - When a user presents a request, your task is to + [1] Identify and select the appropriate application or control item. + [2] Detail a plan of following actions to accomplish the given task. + [3] If the target application is available, decide the current status of the task base on the control item list. Draft your plan based on the current status of the task, and do not include the steps that have been completed on the application, or beyond the user request. + [4] Determine whether the status of the task is finished or not. + - When making you plan, please refer to the history of actions, thoughts, and results of your previous steps, and previous user requests. Make sure your plan is complete ONLY for the current user request. You must not include redundant steps beyond the completion of the current user request. + - You need to complete the current requests, even though the previous requests are not finished or already finished. + - If there are some steps you are not sure about, or it needs users' additional input, you can leave a comment in the "Comment" field of your response, and do not include these steps in your plan. + + ## Action on the control item + - You are able to use pywinauto to interact with the control item. + {apis} + + - You may need to take sensitive actions to complete the task. If an action is sensitive to the system, it needs to be confirmed by the user. Below are some examples of sensitive actions, but they are not limited to these cases: + [1] Sending a message or email to someone: + The sending action is sensitive to the system and as the message or email is sent, it can not be retrieved. Thus, the user need to confirm the sending action. + [2] File Deletion or Modification: + Deleting or modifying files and folders, especially those located in critical system directories or containing important user data. + [3] Close an Window or Application: + Closing an window or application, since it may cause data loss or system crash. + [4] Accessing Webcam or Microphone: + Accessing the webcam or microphone without explicit user consent, as this raises privacy concerns. + [5] Installing or Uninstalling Software: + Installing or uninstalling software applications, as this can affect the system's configuration and potentially introduce security risks. + [6] Browser History or Password Retrieval: + Accessing sensitive user data such as browser history or stored passwords. + Please identify sensitive action in your plan of your response. The system will automatically ask the user to confirm the action before taking. + + - Your response should be strictly structured in a JSON format, consisting of three distinct parts with the following keys and corresponding content: + {{ + "Observation": + "Thought": + "ControlLabel": + "ControlText": + "Status": + "Plan": .> + "Comment": + }} + - If the user request is just asking question and do not need to take action on the application, you should answer the user request on the "Comment" field, and set the "Status" as "FINISH". + - You must analyze the control item list and the user request carefully, to understand what have been completed on which application, you must not repeatedly choose the same application or control item, unless the user request has not been completed on the application. + - In your response, the control text of the selected application must strictly match its control label. + - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. + - You must to strictly follow the instruction and the JSON format of the response. + - Below are two example of the response. You can refer to them as a reference. + {examples} + + + This is a very important task. Please read the user request and the control item list carefully, think step by step and take a deep breath before you start. + Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Otherwise it will crash the system. + +user: |- + {control_item} + {request_history} + {action_history} + {prev_plan} + {user_request} + \ No newline at end of file diff --git a/ufo/prompts/base/action_selection.yaml b/ufo/prompts/base/visual/action_selection.yaml similarity index 100% rename from ufo/prompts/base/action_selection.yaml rename to ufo/prompts/base/visual/action_selection.yaml diff --git a/ufo/prompts/base/api.yaml b/ufo/prompts/base/visual/api.yaml similarity index 100% rename from ufo/prompts/base/api.yaml rename to ufo/prompts/base/visual/api.yaml diff --git a/ufo/prompts/base/app_selection.yaml b/ufo/prompts/base/visual/app_selection.yaml similarity index 100% rename from ufo/prompts/base/app_selection.yaml rename to ufo/prompts/base/visual/app_selection.yaml diff --git a/ufo/prompts/examples/nonvisual/action_example.yaml b/ufo/prompts/examples/nonvisual/action_example.yaml new file mode 100644 index 00000000..824081b8 --- /dev/null +++ b/ufo/prompts/examples/nonvisual/action_example.yaml @@ -0,0 +1,147 @@ +version: 1.0 + +example1: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The control item list indicates that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", + "Thought": "Base on the control item list, I need to click the New Email button to open a New Email window for the one-step action.", + "ControlLabel": "1", + "ControlText": "New Email", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", + "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} + + +example2: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The control item list indicates that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not available from the control item list. The last action took effect by opening the Outlook windows.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not available in the control item list, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", + "ControlLabel": "34", + "ControlText": "Main Page", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not available in the control item list, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", + "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} + + +example3: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "The control item list indicates that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. ", + "Thought": "Base on the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", + "ControlLabel": "36", + "ControlText": "Type a new message", + "Function": "set_edit_text", + "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, + "Status": "CONTINUE", + "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", + "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} + + +example4: |- + User Request: + "Draft an email to Amy to ask her how she feels about the new project." + Response: + {"Observation": "The control item list indicates that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the seems like the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", + "ControlLabel": "36", + "ControlText": "Email Body", + "Function": "set_edit_text", + "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, + "Status": "FINISH", + "Plan": "", + "Comment": "I revised the previous plan base on the control item list since I think the New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + + +example5: |- + User Request: + "Search for the word 'UFO' in the document." + Response: + {"Observation": "The control item list indicates that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted.", + "Thought": "Base on the control item list, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", + "ControlLabel": "59", + "ControlText": "Find", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "FINISH", + "Plan": "", + "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} + +example6: |- + User Request: + "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Response: + {"Observation": "The current control item list indicates the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", + "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", + "ControlLabel": "59", + "ControlText": "File", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} + +example7: |- + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that the Edge browser is available from the control item list, and the with the Google search page opened.", + "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", + "ControlLabel": "36", + "ControlText": "搜索", + "Function": "set_edit_text", + "Args": {"text": "Imdiffusion GitHub"}, + "Status": "CONTINUE", + "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + +example8: |- + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current control item list indicates that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", + "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", + "ControlLabel": "19", + "ControlText": "Add a task in “My Day”", + "Function": "set_edit_text", + "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, + "Status": "CONTINUE", + "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} + + +example9: |- + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current control item list indicates that I am on the Microsoft PowerPoint application. The Copilot Add-in is avaialble from the control item list.", + "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", + "ControlLabel": "60", + "ControlText": "Copilot", + "Function": "click_input", + "Args": {"button": "left", "double": true}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + +example10: |- + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current control item list indicates the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "42", + "ControlText": "Insert", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} diff --git a/ufo/prompts/examples/nonvisual/app_example.yaml b/ufo/prompts/examples/nonvisual/app_example.yaml new file mode 100644 index 00000000..c7a4dccb --- /dev/null +++ b/ufo/prompts/examples/nonvisual/app_example.yaml @@ -0,0 +1,134 @@ + +version: 1.0 + +example1: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "I observe that the outlook application is available from the control item list, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application.", + "Thought": "I need to open the email application to send a email. According to the control item list and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it.", + "ControlLabel": "12", + "ControlText": "Mail - Outlook - Zac", + "Status": "CONTINUE", + "Plan": "(1) Open the windows of outlook application.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user.", + "Comment": "It is time to open the outlook application!"} + + +example2: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "I observe an empty desktop with no application opened, the target application Teams is not available frp, the control item list.", + "Thought": "I need to open the Teams application to send a message. Although I can not find the Teams application from the control item list, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it.", + "ControlLabel": "6", + "ControlText": "Mike Lee | Microsoft Teams", + "Status": "CONTINUE", + "Plan": "(1) Open the windows of Teams application.\\n(2) Click the Chat button to open the chat window with Tom.\\n(3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?'\\n(4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user.", + "Comment": "It is time to open the Teams application."} + + +example3: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "The control item list indecates that I am on the chat window of Tom on Teams, the message input box is empty and ready to input.", + "Thought": "Base on the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", + "ControlLabel": "36", + "ControlText": "Type a new message", + "Function": "set_edit_text", + "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, + "Status": "CONTINUE", + "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", + "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} + + +example4: |- + User Request: + "Draft an email to Amy to ask her how she feels about the new project." + Response: + {"Observation": "The control item list indecates that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the control item list indecates that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", + "ControlLabel": "36", + "ControlText": "Email Body", + "Function": "set_edit_text", + "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, + "Status": "FINISH", + "Plan": "", + "Comment": "I revised the previous plan base on the control item list since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + + +example5: |- + User Request: + "Revise the email to be longer and send." + Response: + {"Observation": "I observe that the outlook application is available from the control item list, and a new email draft is opened, with its title, receiver email address and email body already filled in.", + "Thought": "Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send.", + "ControlLabel": "21", + "ControlText": "Mail - Outlook - Zac", + "Status": "CONTINUE", + "Plan": "(1) Open the Mail - Outlook - Zac to complete the next task.\\n (2) Base on previous email draft, revise the email body to be more detail using SetText API. \\n (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user.", + "Comment": "The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it."} + +example6: |- + User Request: + "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Response: + {"Observation": "I observe that the powerpoint application is available from the control item list, and the presentation.pptx is opened", + "Thought": "I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one.", + "ControlLabel": "21", + "ControlText": "presentation - PowerPoint", + "Status": "CONTINUE", + "Plan": "(1) Open and set focus the presentation - PowerPoint.\\n (2) Click the 'File' button at the upper left corner, to open a menu.\\n (3) Click the 'Info' ListItem, to access the 'Info' page.\\n (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (5) Click the 'Inspect Document', to open a document inspector. \\n (6) Click the 'Inspect' button, to inspect the ppt for notes. \\n (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.", + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} + + +example7: |- + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that a Edge browser is available from the control item list and the with the Google page opened.", + "Thought": "I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task.", + "ControlLabel": "7", + "ControlText": "Google - Microsoft​ Edge", + "Status": "CONTINUE", + "Plan": "(1) Open and set focus the Google - Microsoft​ Edge.\\n (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. \\n (3) Click Google Search to search for the Imdiffusion repo on github.\\n (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page.\\n (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + +example8: |- + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current control item list does not include any reminder application or calendar application.", + "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", + "ControlLabel": "6", + "ControlText": "Microsoft To Do", + "Status": "CONTINUE", + "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} + + +example9: |- + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current control item list does not include any the powerpoint application or the word application.", + "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint", + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. \\n (3) Click the 'Create presentation from file' button to open a file picker. \\n (4) Select and click the meeting_notes.docx file in the file picker. \\n (5) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + +example10: |- + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current control item list includes the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint, + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + diff --git a/ufo/prompts/examples/action_example.yaml b/ufo/prompts/examples/visual/action_example.yaml similarity index 99% rename from ufo/prompts/examples/action_example.yaml rename to ufo/prompts/examples/visual/action_example.yaml index 5a8e5390..4e955f4d 100644 --- a/ufo/prompts/examples/action_example.yaml +++ b/ufo/prompts/examples/visual/action_example.yaml @@ -11,7 +11,7 @@ example1: |- "Function": "click_input", "Args": {"button": "left", "double": false}, "Status": "CONTINUE", - "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(2) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", + "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} diff --git a/ufo/prompts/examples/app_example.yaml b/ufo/prompts/examples/visual/app_example.yaml similarity index 100% rename from ufo/prompts/examples/app_example.yaml rename to ufo/prompts/examples/visual/app_example.yaml From 9bedae6b71d5a34ec6855a105322c8e88291cf4d Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 13 Mar 2024 20:33:05 +0800 Subject: [PATCH 159/223] delete --- ufo/config/config.yaml.template | 1 - 1 file changed, 1 deletion(-) diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index e14ea25a..1ff02698 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -9,7 +9,6 @@ OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that ac BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key - CONTROL_BACKEND: "uia" # The backend for control action MAX_TOKENS: 2000 # The max token limit for the response completion MAX_RETRY: 3 # The max retry limit for the response completion From 78aaf4793e5f800b9591347c347fc548515c4b87 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 13 Mar 2024 21:48:58 +0800 Subject: [PATCH 160/223] non-visual refine --- ufo/config/config copy.yaml | 81 --------------------------------- ufo/config/config.yaml.template | 3 +- ufo/llm/llm_call.py | 11 +++-- ufo/llm/prompt.py | 77 ++++++++++++++----------------- ufo/module/flow.py | 33 ++++++-------- 5 files changed, 58 insertions(+), 147 deletions(-) delete mode 100644 ufo/config/config copy.yaml diff --git a/ufo/config/config copy.yaml b/ufo/config/config copy.yaml deleted file mode 100644 index c83a3ef1..00000000 --- a/ufo/config/config copy.yaml +++ /dev/null @@ -1,81 +0,0 @@ -version: 0.1 - -API_TYPE: "azure_ad" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, "azure_ad" for aoai aad. #USER -# OPENAI_API_BASE: "https://cloudgpt-swc.openai.azure.com" # for the OpenAI API. -OPENAI_API_BASE: "https://cloudgpt-openai.azure-api.net/" #USER -OPENAI_API_KEY: "5dad6fd852874c9db87b049e7d4ea1a9" # The OpenAI API key #USER -AOAI_DEPLOYMENT: "gpt-4-visual-preview" # Your AOAI deployment if apply #USER -API_VERSION: "2024-02-15-preview" # For GPT4-visual, the value usually be the "2023-12-01-preview" #USER -OPENAI_API_MODEL: "gpt-4-visual-preview" # The only OpenAI model by now that accepts visual input #USER -BING_API_KEY: "a5f1dec156334648a2354fabb221ffff" # The Bing search API key #USER - -# DRAW_RECTANGLE: True # Whether to draw the rectangle for the control item -CONTROL_BACKEND: "uia" # The backend for control action #DEV -MAX_TOKENS: 2000 # The max token limit for the response completion #USER -MAX_RETRY: 10 # The max retry limit for the response completion #USER -MAX_STEP: 30 # The max step limit for completing the user request #USER -SLEEP_TIME: 5 # The sleep time between each step to wait for the window to be ready -TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model -TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model -SAFE_GUARD: True # Whether to use the safe guard to prevent the model from doing sensitve operations. #DEV - -# ALL DEV -CONTROL_TYPE_LIST: ["Button", "Edit", "TabItem", "Document", "ListItem", "MenuItem", "ScrollBar", "TreeItem", "Hyperlink", "ComboBox", "RadioButton"] # The list of control types that are allowed to be selected -HISTORY_KEYS: ["Step", "Thought", "ControlText", "Action", "Comment", "Results"] # The keys of the action history for the next step. -ANNOTATION_COLORS: { - "Button": "#FFF68F", - "Edit": "#A5F0B5", - "TabItem": "#A5E7F0", - "Document": "#FFD18A", - "ListItem": "#D9C3FE", - "MenuItem": "#E7FEC3", - "ScrollBar": "#FEC3F8", - "TreeItem": "#D6D6D6", - "Hyperlink": "#91FFEB", - "ComboBox": "#D8B6D4" - } - -#USER -PRINT_LOG: False # Whether to print the log -LOG_LEVEL: "DEBUG" # The log level - -#USER -CONCAT_SCREENSHOT: True # Whether to concat the screenshot for the control item -INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation - -# DEV -REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model - - -APP_SELECTION_PROMPT: "ufo/prompts/base/app_selection.yaml" # The prompt for the app selection -ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt for the action selection - -APP_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/app_example.yaml" # The prompt for the app selection -ACTION_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/action_example.yaml" # The prompt for the action selection - -API_PROMPT: "ufo/prompts/base/api.yaml" # The prompt for the API - - -# DEV -INPUT_TEXT_API: "type_keys" # The input text API -INPUT_TEXT_ENTER: True # whether to press enter after typing the text - -### For AAD -AAD_TENANT_ID: "72f988bf-86f1-41af-91ab-2d7cd011db47" # Set the value to your tenant id for the llm model -AAD_API_SCOPE: "openai" # Set the value to your scope for the llm model e.g. OPENAI -AAD_API_SCOPE_BASE: "feb7b661-cac7-44a8-8dc1-163b63c23df2" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE - -# User -## RAG Configuration for the offline docs -RAG_OFFLINE_DOCS: True # Whether to use the offline RAG. -RAG_OFFLINE_DOCS_RETRIEVED_TOPK: 1 # The topk for the offline retrieved documents - -# User -## RAG Configuration for the Bing search -RAG_ONLINE_SEARCH: True # Whether to use the online search for the RAG. -RAG_ONLINE_SEARCH_TOPK: 3 # The topk for the online search -RAG_ONLINE_RETRIEVED_TOPK: 1 # The topk for the online retrieved documents - - - - \ No newline at end of file diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index 1ff02698..0afbed9e 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -8,7 +8,6 @@ API_VERSION: "2024-02-15-preview" # "2024-02-15-preview" by default. OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key - CONTROL_BACKEND: "uia" # The backend for control action MAX_TOKENS: 2000 # The max token limit for the response completion MAX_RETRY: 3 # The max retry limit for the response completion @@ -44,7 +43,7 @@ ACTION_SELECTION_PROMPT: "ufo/prompts/base/{mode}/action_selection_rag.yaml" # APP_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/{mode}/app_example.yaml" # The prompt for the app selection ACTION_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/{mode}/action_example.yaml" # The prompt for the action selection -API_PROMPT: "ufo/prompts/base/api.yaml" # The prompt for the API +API_PROMPT: "ufo/prompts/base/{mode}/api.yaml" # The prompt for the API INPUT_TEXT_API: "type_keys" # The input text API INPUT_TEXT_ENTER: True # whether to press enter after typing the text diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index b725b7bd..a60b007c 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -51,19 +51,22 @@ def get_gptv_completion(messages, is_visual=True): is_aad = configs['API_TYPE'].lower() == 'azure_ad' headers = get_request_header() + model_name = configs["OPENAI_API_MODEL" if is_visual else "OPENAI_API_MODEL_NON_VISUAL"] + api_base = configs["OPENAI_API_BASE" if is_visual else "OPENAI_API_BASE_NON_VISUAL"] + if not is_aad: payload = { "messages": messages, "temperature": configs["TEMPERATURE"], "max_tokens": configs["MAX_TOKENS"], "top_p": configs["TOP_P"], - "model": configs["OPENAI_API_MODEL" if is_visual else "OPENAI_API_MODEL_NON_VISUAL"] + "model": model_name } for _ in range(configs["MAX_RETRY"]): try: if not is_aad : - response = requests.post(configs["OPENAI_API_BASE" if is_visual else "OPENAI_API_BASE_NON_VISUAL"], headers=headers, json=payload) + response = requests.post(api_base, headers=headers, json=payload) response_json = response.json() response.raise_for_status() # Will raise an HTTPError if the HTTP request returned an unsuccessful status code @@ -79,14 +82,14 @@ def get_gptv_completion(messages, is_visual=True): completion_tokens = usage.get("completion_tokens", 0) else: response = get_chat_completion( - engine=configs["OPENAI_API_MODEL" if is_visual else "OPENAI_API_MODEL_NON_VISUAL"], + engine=model_name, messages = messages, max_tokens = configs["MAX_TOKENS"], temperature = configs["TEMPERATURE"], top_p = configs["TOP_P"], ) response_json = json.loads(response.model_dump_json()) - print(response_json) + if "error" not in response_json: usage = response.usage diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index a08241b0..ad4aa333 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -3,14 +3,16 @@ from typing import List import json +import yaml -def prompt_construction(system_prompt: str, image_list: List, user_prompt: str, include_last_screenshot=False): +def prompt_construction(system_prompt: str, image_list: List, user_prompt: str, include_last_screenshot=False, is_visual=True): """ Construct the prompt for GPT-4 Visual. :param system_prompt: The system prompt. :param image_list: The list of images. :param user_prompt: The user prompt. :param include_last_screenshot: Whether to include the last screenshot. + :param is_visual: Whether the request is for visual model. return: The prompt for GPT-4 Visual. """ prompt_message = [] @@ -21,52 +23,28 @@ def prompt_construction(system_prompt: str, image_list: List, user_prompt: str, } prompt_message.append(system_message) - screenshot_text = [] - if include_last_screenshot: - screenshot_text += ["Screenshot for the last step:"] - - screenshot_text += ["Current Screenshots:", "Annotated Screenshot:"] - user_content = [] - for i, image in enumerate(image_list): - user_content.append({ - "type": "text", - "text": screenshot_text[i] - }) - user_content.append({ - "type": "image_url", - "image_url": { - "url": image - } - }) + if is_visual: + screenshot_text = [] + if include_last_screenshot: + screenshot_text += ["Screenshot for the last step:"] - user_content.append({ - "type": "text", - "text": user_prompt - }) + screenshot_text += ["Current Screenshots:", "Annotated Screenshot:"] - user_message = {"role": "user", "content": user_content} - prompt_message.append(user_message) - - return prompt_message - -def prompt_construction_non_visual(system_prompt: str, user_prompt: str): - """ - Construct the prompt for GPT-4 Non-Visual model. - :param system_prompt: The system prompt. - :param user_prompt: The user prompt. - return: The prompt for GPT-4 Non-Visual model. - """ - prompt_message = [] - if len(system_prompt) > 0: - system_message = { - "role": "system", - "content": system_prompt - } - prompt_message.append(system_message) + - user_content = [] + for i, image in enumerate(image_list): + user_content.append({ + "type": "text", + "text": screenshot_text[i] + }) + user_content.append({ + "type": "image_url", + "image_url": { + "url": image + } + }) user_content.append({ "type": "text", @@ -79,6 +57,7 @@ def prompt_construction_non_visual(system_prompt: str, user_prompt: str): return prompt_message + def system_prompt_construction(prompt_template: str, apis: str, examples: str) -> str: """ Construct the prompt for app selection. @@ -171,4 +150,18 @@ def examples_prompt_helper(examples: dict, header: str = "## Response Examples", return retrived_documents_prompt_helper(header, separator, example_list) + + +def load_prompt(template_path, is_visual): + """ + Get the prompt. + path_template: The template of the prompt path. + is_visual: Whether to use the visual prompt. + return: The prompt. + """ + path = template_path.format(mode = "visual" if is_visual else "nonvisual") + prompt = yaml.safe_load(open(path, "r", encoding="utf-8")) + + return prompt + diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 4fcd407b..29a43e75 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -45,16 +45,15 @@ def __init__(self, task): create_folder(self.log_path) self.logger = initialize_logger(self.log_path, "response.log") self.request_logger = initialize_logger(self.log_path, "request.log") - self.is_app_agent_visual = configs["APP_AGENT_VISUAL_MODE"] - self.is_action_agent_visual = configs["ACTION_AGENT_VISUAL_MODE"] - self.app_selection_prompt = self.get_prompt(configs["APP_SELECTION_PROMPT"], self.is_app_agent_visual) - self.action_selection_prompt = self.get_prompt(configs["ACTION_SELECTION_PROMPT"], self.is_action_agent_visual) - self.app_selection_example_prompt = self.get_prompt(configs["APP_SELECTION_EXAMPLE_PROMPT"], self.is_app_agent_visual) - self.action_selection_example_prompt = self.get_prompt(configs["ACTION_SELECTION_EXAMPLE_PROMPT"], self.is_action_agent_visual) + self.app_selection_prompt = self.get_prompt(configs["APP_SELECTION_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) + self.action_selection_prompt = self.get_prompt(configs["ACTION_SELECTION_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) - self.app_selection_api_prompt = self.get_prompt(configs["API_PROMPT"], self.is_app_agent_visual) - self.action_selection_api_prompt = self.get_prompt(configs["API_PROMPT"], self.is_action_agent_visual) + self.app_selection_example_prompt = self.get_prompt(configs["APP_SELECTION_EXAMPLE_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) + self.action_selection_example_prompt = self.get_prompt(configs["ACTION_SELECTION_EXAMPLE_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) + + self.app_selection_api_prompt = self.get_prompt(configs["API_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) + self.action_selection_api_prompt = self.get_prompt(configs["API_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) self.status = "APP_SELECTION" @@ -99,15 +98,14 @@ def process_application_selection(self): app_selection_prompt_system_message = prompter.system_prompt_construction(self.app_selection_prompt, api_prompt, app_example_prompt) app_selection_prompt_user_message = prompter.user_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request) - if self.is_app_agent_visual: - app_selection_prompt_message = prompter.prompt_construction(app_selection_prompt_system_message, [desktop_screen_url], app_selection_prompt_user_message) - else: - app_selection_prompt_message = prompter.prompt_construction_non_visual(app_selection_prompt_system_message, app_selection_prompt_user_message) + + app_selection_prompt_message = prompter.prompt_construction(app_selection_prompt_system_message, [desktop_screen_url], app_selection_prompt_user_message, False, configs["APP_AGENT_VISUAL_MODE"]) + self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) try: - response, cost = llm_call.get_gptv_completion(app_selection_prompt_message, self.is_app_agent_visual) + response, cost = llm_call.get_gptv_completion(app_selection_prompt_message, configs["APP_AGENT_VISUAL_MODE"]) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) @@ -244,15 +242,14 @@ def process_action_selection(self): action_selection_prompt_system_message = prompter.system_prompt_construction(self.action_selection_prompt, api_prompt, action_example_prompt) action_selection_prompt_user_message = prompter.user_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request, self.rag_prompt()) - if self.is_action_agent_visual: - action_selection_prompt_message = prompter.prompt_construction(action_selection_prompt_system_message, image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"]) - else: - action_selection_prompt_message = prompter.prompt_construction_non_visual(action_selection_prompt_system_message, action_selection_prompt_user_message) + + action_selection_prompt_message = prompter.prompt_construction(action_selection_prompt_system_message, image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"], configs["ACTION_AGENT_VISUAL_MODE"]) + self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) try: - response, cost = llm_call.get_gptv_completion(action_selection_prompt_message, self.is_action_agent_visual) + response, cost = llm_call.get_gptv_completion(action_selection_prompt_message, configs["ACTION_AGENT_VISUAL_MODE"]) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": action_selection_prompt_message}) print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") From 44ba15494634de50a632d0d5ad0415c77895d8d8 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 13 Mar 2024 22:03:01 +0800 Subject: [PATCH 161/223] readme --- README.md | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/README.md b/README.md index 9a6ce71d..ff2d37e7 100644 --- a/README.md +++ b/README.md @@ -41,6 +41,16 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th - 📅 2024-02-10: UFO is released on GitHub🎈. Happy Chinese New year🐉! +## Media Coverage 🌐 +UFO sightings have garnered attention from various media outlets, including: +- [Microsoft's UFO abducts traditional user interfaces for a smarter Windows experience](https://the-decoder.com/microsofts-ufo-abducts-traditional-user-interfaces-for-a-smarter-windows-experience/) +- [The AI PC - The Future of Computers? - Microsoft UFO](https://www.youtube.com/watch?v=1k4LcffCq3E) +- [下一代Windows系统曝光：基于GPT-4V，Agent跨应用调度，代号UFO](https://www.qbitai.com/2024/02/121048.html) +- [下一代智能版 Windows 要来了？微软推出首个 Windows Agent，命名为 UFO！](https://blog.csdn.net/csdnnews/article/details/136161570) +- [Microsoft発のオープンソース版「UFO」登場！　Windowsを自動操縦するAIエージェントを試す](https://internet.watch.impress.co.jp/docs/column/shimizu/1570581.html) +- ... + +These sources provide insights into the evolving landscape of technology and the implications of UFO phenomena on various platforms. ## 💥 Highlights From 181919cb933fb21ff2d9716d5e405d58ce23c15c Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 13 Mar 2024 22:03:47 +0800 Subject: [PATCH 162/223] readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index ff2d37e7..fc2f7f9b 100644 --- a/README.md +++ b/README.md @@ -41,7 +41,7 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th - 📅 2024-02-10: UFO is released on GitHub🎈. Happy Chinese New year🐉! -## Media Coverage 🌐 +## 🌐 Media Coverage UFO sightings have garnered attention from various media outlets, including: - [Microsoft's UFO abducts traditional user interfaces for a smarter Windows experience](https://the-decoder.com/microsofts-ufo-abducts-traditional-user-interfaces-for-a-smarter-windows-experience/) - [The AI PC - The Future of Computers? - Microsoft UFO](https://www.youtube.com/watch?v=1k4LcffCq3E) From 880bd6b3da844ba4ea03e72861478c4ba301fb95 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 13 Mar 2024 22:05:35 +0800 Subject: [PATCH 163/223] readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index fc2f7f9b..ee87ff9c 100644 --- a/README.md +++ b/README.md @@ -79,7 +79,7 @@ pip install -r requirements.txt ``` ### ⚙️ Step 2: Configure the LLMs -Before running UFO, you need to provide your LLM configurations. You can configure create a config file `ufo/config/config.yaml` by copying the `ufo/config/config.yaml.template` edited as follows. +Before running UFO, you need to provide your LLM configurations. You can create a config file `ufo/config/config.yaml`, by copying the `ufo/config/config.yaml.template` edited as follows: #### OpenAI ``` From 8b0a05d4977e2a4b8534347f441a75a9d885fc88 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Thu, 14 Mar 2024 10:20:37 +0800 Subject: [PATCH 164/223] readme --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index ee87ff9c..4c77ea99 100644 --- a/README.md +++ b/README.md @@ -42,6 +42,7 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 🌐 Media Coverage + UFO sightings have garnered attention from various media outlets, including: - [Microsoft's UFO abducts traditional user interfaces for a smarter Windows experience](https://the-decoder.com/microsofts-ufo-abducts-traditional-user-interfaces-for-a-smarter-windows-experience/) - [The AI PC - The Future of Computers? - Microsoft UFO](https://www.youtube.com/watch?v=1k4LcffCq3E) From 263b23e726e2b0d21a1801aa56cb4d2252e45c03 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Thu, 14 Mar 2024 12:38:42 +0800 Subject: [PATCH 165/223] merge new --- ufo/llm/llm_call.py | 2 +- ufo/llm/prompt.py | 149 +------------------------------------------- ufo/module/flow.py | 38 ----------- 3 files changed, 2 insertions(+), 187 deletions(-) diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index a60b007c..c65483ac 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -106,4 +106,4 @@ def get_gptv_completion(messages, is_visual=True): except: pass time.sleep(5) - continue + continue \ No newline at end of file diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py index 4c5a5801..9215b74e 100644 --- a/ufo/llm/prompt.py +++ b/ufo/llm/prompt.py @@ -164,151 +164,4 @@ def load_prompt(template_path, is_visual): return prompt - -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. - -from typing import List -import json - -def prompt_construction(system_prompt: str, image_list: List, user_prompt: str, include_last_screenshot=False): - """ - Construct the prompt for GPT-4 Visual. - :param system_prompt: The system prompt. - :param image_list: The list of images. - :param user_prompt: The user prompt. - :param include_last_screenshot: Whether to include the last screenshot. - return: The prompt for GPT-4 Visual. - """ - prompt_message = [] - if len(system_prompt) > 0: - system_message = { - "role": "system", - "content": system_prompt - } - prompt_message.append(system_message) - - screenshot_text = [] - if include_last_screenshot: - screenshot_text += ["Screenshot for the last step:"] - - screenshot_text += ["Current Screenshots:", "Annotated Screenshot:"] - - user_content = [] - - for i, image in enumerate(image_list): - user_content.append({ - "type": "text", - "text": screenshot_text[i] - }) - user_content.append({ - "type": "image_url", - "image_url": { - "url": image - } - }) - - user_content.append({ - "type": "text", - "text": user_prompt - }) - - user_message = {"role": "user", "content": user_content} - prompt_message.append(user_message) - - return prompt_message - - -def system_prompt_construction(prompt_template: str, apis: str, examples: str) -> str: - """ - Construct the prompt for app selection. - :param prompt_template: The template of the prompt. - :param examples: The examples. - return: The prompt for app selection. - """ - - return prompt_template["system"].format(apis=apis, examples=examples) - - -def user_prompt_construction(prompt_template: str, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str=""): - """ - Construct the prompt for action selection. - :param prompt_template: The template of the prompt. - :param action_history: The action history. - :param control_item: The control item. - :param user_request: The user request. - :param retrieved_docs: The retrieved documents. - return: The prompt for action selection. - """ - prompt = prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), - control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request, retrieved_docs=retrieved_docs) - - return prompt - - - -def retrived_documents_prompt_helper(header: str, separator: str, documents: list): - """ - Construct the prompt for retrieved documents. - :param header: The header of the prompt. - :param separator: The separator of the prompt. - :param documents: The retrieved documents. - return: The prompt for retrieved documents. - """ - - if header: - prompt = "\n<{header}:>\n".format(header=header) - else: - prompt = "" - for i, document in enumerate(documents): - if separator: - prompt += "[{separator} {i}:]".format(separator=separator, i=i+1) - prompt += "\n" - prompt += document - prompt += "\n\n" - return prompt - - - -def api_prompt_helper(apis: dict, verbose: int = 1) -> List[str]: - """ - Construct the prompt for APIs. - :param apis: The APIs. - :param verbose: The verbosity level. - return: The prompt for APIs. - """ - - # Construct the prompt for APIs - api_list = ["- The action type are limited to {actions}.".format(actions=list(apis.keys()))] - - # Construct the prompt for each API - for key in apis.keys(): - api = apis[key] - if verbose > 0: - api_text = "{summary}\n{usage}".format(summary=api["summary"], usage=api["usage"]) - else: - api_text = api["summary"] - - api_list.append(api_text) - - return api_list - - -def examples_prompt_helper(examples: dict, header: str = "## Response Examples", separator: str = "Example"): - """ - Construct the prompt for examples. - :param examples: The examples. - :param header: The header of the prompt. - :param separator: The separator of the prompt. - return: The prompt for examples. - """ - - example_list = [] - - for key in examples.keys(): - if key.startswith("example"): - example_list.append(examples[key]) - - return retrived_documents_prompt_helper(header, separator, example_list) - - + \ No newline at end of file diff --git a/ufo/module/flow.py b/ufo/module/flow.py index fb31ce80..29a43e75 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -45,15 +45,6 @@ def __init__(self, task): create_folder(self.log_path) self.logger = initialize_logger(self.log_path, "response.log") self.request_logger = initialize_logger(self.log_path, "request.log") -<<<<<<< HEAD - self.app_selection_prompt = yaml.safe_load(open(configs["APP_SELECTION_PROMPT"], "r", encoding="utf-8")) - self.action_selection_prompt = yaml.safe_load(open(configs["ACTION_SELECTION_PROMPT"], "r", encoding="utf-8")) - - self.app_selection_example_prompt = yaml.safe_load(open(configs["APP_SELECTION_EXAMPLE_PROMPT"], "r", encoding="utf-8")) - self.action_selection_example_prompt = yaml.safe_load(open(configs["ACTION_SELECTION_EXAMPLE_PROMPT"], "r", encoding="utf-8")) - - self.api_prompt = yaml.safe_load(open(configs["API_PROMPT"], "r", encoding="utf-8")) -======= self.app_selection_prompt = self.get_prompt(configs["APP_SELECTION_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) self.action_selection_prompt = self.get_prompt(configs["ACTION_SELECTION_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) @@ -64,7 +55,6 @@ def __init__(self, task): self.app_selection_api_prompt = self.get_prompt(configs["API_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) self.action_selection_api_prompt = self.get_prompt(configs["API_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) ->>>>>>> chaoyun/dev self.status = "APP_SELECTION" self.application = "" @@ -104,18 +94,6 @@ def process_application_selection(self): desktop_windows_dict, desktop_windows_info = control.get_desktop_app_info_dict() app_example_prompt = prompter.examples_prompt_helper(self.app_selection_example_prompt) -<<<<<<< HEAD - api_prompt = prompter.api_prompt_helper(self.api_prompt, verbose=0) - - app_selection_prompt_system_message = prompter.system_prompt_construction(self.app_selection_prompt, api_prompt, app_example_prompt) - app_selection_prompt_user_message = prompter.user_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request) - app_selection_prompt_message = prompter.prompt_construction(app_selection_prompt_system_message, [desktop_screen_url], app_selection_prompt_user_message) - - self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) - - try: - response, cost = llm_call.get_gptv_completion(app_selection_prompt_message) -======= api_prompt = prompter.api_prompt_helper(self.app_selection_api_prompt, verbose=0) app_selection_prompt_system_message = prompter.system_prompt_construction(self.app_selection_prompt, api_prompt, app_example_prompt) @@ -128,7 +106,6 @@ def process_application_selection(self): try: response, cost = llm_call.get_gptv_completion(app_selection_prompt_message, configs["APP_AGENT_VISUAL_MODE"]) ->>>>>>> chaoyun/dev except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) @@ -261,13 +238,6 @@ def process_action_selection(self): image_url += [screenshot_url, screenshot_annotated_url] action_example_prompt = prompter.examples_prompt_helper(self.action_selection_example_prompt) -<<<<<<< HEAD - api_prompt = prompter.api_prompt_helper(self.api_prompt, verbose=1) - - action_selection_prompt_system_message = prompter.system_prompt_construction(self.action_selection_prompt, api_prompt, action_example_prompt) - action_selection_prompt_user_message = prompter.user_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request, self.rag_prompt()) - action_selection_prompt_message = prompter.prompt_construction(action_selection_prompt_system_message, image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"]) -======= api_prompt = prompter.api_prompt_helper(self.action_selection_api_prompt, verbose=1) action_selection_prompt_system_message = prompter.system_prompt_construction(self.action_selection_prompt, api_prompt, action_example_prompt) @@ -275,16 +245,11 @@ def process_action_selection(self): action_selection_prompt_message = prompter.prompt_construction(action_selection_prompt_system_message, image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"], configs["ACTION_AGENT_VISUAL_MODE"]) ->>>>>>> chaoyun/dev self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) try: -<<<<<<< HEAD - response, cost = llm_call.get_gptv_completion(action_selection_prompt_message) -======= response, cost = llm_call.get_gptv_completion(action_selection_prompt_message, configs["ACTION_AGENT_VISUAL_MODE"]) ->>>>>>> chaoyun/dev except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": action_selection_prompt_message}) print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") @@ -382,8 +347,6 @@ def process_action_selection(self): return -<<<<<<< HEAD -======= def get_prompt(self, path_template, is_visual): """ Get the prompt. @@ -395,7 +358,6 @@ def get_prompt(self, path_template, is_visual): prompt = yaml.safe_load(open(path, "r", encoding="utf-8")) return prompt ->>>>>>> chaoyun/dev def rag_prompt(self): """ From 3ce75394f363198cf2e2c08f38d563d1e62fc9ec Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Thu, 14 Mar 2024 12:39:30 +0800 Subject: [PATCH 166/223] merge new --- ufo/config/config.yaml.template | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index 0afbed9e..5ec01c98 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -67,4 +67,4 @@ RAG_OFFLINE_DOCS_RETRIEVED_TOPK: 1 # The topk for the offline retrieved documen ## RAG Configuration for the Bing search RAG_ONLINE_SEARCH: False # Whether to use the online search for the RAG. RAG_ONLINE_SEARCH_TOPK: 5 # The topk for the online search -RAG_ONLINE_RETRIEVED_TOPK: 1 # The topk for the online retrieved documents +RAG_ONLINE_RETRIEVED_TOPK: 1 # The topk for the online retrieved documents \ No newline at end of file From ea6e49087ac7916458f4713c904ca198e903a804 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Thu, 14 Mar 2024 12:40:45 +0800 Subject: [PATCH 167/223] merge new --- ufo/llm/{prompt.py => prompter.py} | 0 ufo/module/flow.py | 2 +- 2 files changed, 1 insertion(+), 1 deletion(-) rename ufo/llm/{prompt.py => prompter.py} (100%) diff --git a/ufo/llm/prompt.py b/ufo/llm/prompter.py similarity index 100% rename from ufo/llm/prompt.py rename to ufo/llm/prompter.py diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 29a43e75..cdf7678c 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -13,7 +13,7 @@ from ..rag import retriever_factory from ..config.config import load_config from ..llm import llm_call -from ..llm import prompt as prompter +from ..llm import prompter from ..ui_control import control from ..ui_control import screenshot as screen from ..utils import (create_folder, encode_image_from_path, From daaac52d57d48f7ebf81a17509dc0e39f1fe6004 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Thu, 14 Mar 2024 12:52:18 +0800 Subject: [PATCH 168/223] merge new --- ufo/config/config.yaml.template | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index 5ec01c98..a8fa6c2f 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -38,7 +38,7 @@ INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the o REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model APP_SELECTION_PROMPT: "ufo/prompts/base/{mode}/app_selection.yaml" # The prompt for the app selection -ACTION_SELECTION_PROMPT: "ufo/prompts/base/{mode}/action_selection_rag.yaml" # The prompt for the action selection +ACTION_SELECTION_PROMPT: "ufo/prompts/base/{mode}/action_selection.yaml" # The prompt for the action selection APP_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/{mode}/app_example.yaml" # The prompt for the app selection ACTION_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/{mode}/action_example.yaml" # The prompt for the action selection From 589d3a624f45cf6d3e998e174647fcf6ada51a6c Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Thu, 14 Mar 2024 13:00:10 +0800 Subject: [PATCH 169/223] merge new --- ufo/llm/prompter.py | 4 ++-- ufo/module/flow.py | 23 ++++++----------------- 2 files changed, 8 insertions(+), 19 deletions(-) diff --git a/ufo/llm/prompter.py b/ufo/llm/prompter.py index 9215b74e..ce834669 100644 --- a/ufo/llm/prompter.py +++ b/ufo/llm/prompter.py @@ -152,12 +152,12 @@ def examples_prompt_helper(examples: dict, header: str = "## Response Examples", -def load_prompt(template_path, is_visual): +def load_prompt(template_path: str, is_visual: bool) -> str: """ Get the prompt. path_template: The template of the prompt path. is_visual: Whether to use the visual prompt. - return: The prompt. + return: The loaded prompt string. """ path = template_path.format(mode = "visual" if is_visual else "nonvisual") prompt = yaml.safe_load(open(path, "r", encoding="utf-8")) diff --git a/ufo/module/flow.py b/ufo/module/flow.py index cdf7678c..35f6918a 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -46,14 +46,14 @@ def __init__(self, task): self.logger = initialize_logger(self.log_path, "response.log") self.request_logger = initialize_logger(self.log_path, "request.log") - self.app_selection_prompt = self.get_prompt(configs["APP_SELECTION_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) - self.action_selection_prompt = self.get_prompt(configs["ACTION_SELECTION_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) + self.app_selection_prompt = prompter.load_prompt(configs["APP_SELECTION_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) + self.action_selection_prompt = prompter.load_prompt(configs["ACTION_SELECTION_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) - self.app_selection_example_prompt = self.get_prompt(configs["APP_SELECTION_EXAMPLE_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) - self.action_selection_example_prompt = self.get_prompt(configs["ACTION_SELECTION_EXAMPLE_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) + self.app_selection_example_prompt = prompter.load_prompt(configs["APP_SELECTION_EXAMPLE_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) + self.action_selection_example_prompt = prompter.load_prompt(configs["ACTION_SELECTION_EXAMPLE_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) - self.app_selection_api_prompt = self.get_prompt(configs["API_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) - self.action_selection_api_prompt = self.get_prompt(configs["API_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) + self.app_selection_api_prompt = prompter.load_prompt(configs["API_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) + self.action_selection_api_prompt = prompter.load_prompt(configs["API_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) self.status = "APP_SELECTION" @@ -347,17 +347,6 @@ def process_action_selection(self): return - def get_prompt(self, path_template, is_visual): - """ - Get the prompt. - path_template: The template of the prompt path. - is_visual: Whether to use the visual prompt. - return: The prompt. - """ - path = path_template.format(mode = "visual" if is_visual else "nonvisual") - prompt = yaml.safe_load(open(path, "r", encoding="utf-8")) - - return prompt def rag_prompt(self): """ From a1b907d01fbea630e8d5a5619d30d01c40f5f75a Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Thu, 14 Mar 2024 13:03:45 +0800 Subject: [PATCH 170/223] merge new --- ufo/llm/prompter.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/ufo/llm/prompter.py b/ufo/llm/prompter.py index ce834669..2913e7f0 100644 --- a/ufo/llm/prompter.py +++ b/ufo/llm/prompter.py @@ -5,7 +5,7 @@ import json import yaml -def prompt_construction(system_prompt: str, image_list: List, user_prompt: str, include_last_screenshot=False, is_visual=True): +def prompt_construction(system_prompt: str, image_list: List, user_prompt: str, include_last_screenshot=False, is_visual=True) -> list[dict]: """ Construct the prompt for GPT-4 Visual. :param system_prompt: The system prompt. @@ -69,7 +69,7 @@ def system_prompt_construction(prompt_template: str, apis: str, examples: str) - return prompt_template["system"].format(apis=apis, examples=examples) -def user_prompt_construction(prompt_template: str, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str=""): +def user_prompt_construction(prompt_template: str, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str="") -> str: """ Construct the prompt for action selection. :param prompt_template: The template of the prompt. @@ -86,7 +86,7 @@ def user_prompt_construction(prompt_template: str, request_history: list, action -def retrived_documents_prompt_helper(header: str, separator: str, documents: list): +def retrived_documents_prompt_helper(header: str, separator: str, documents: list) -> str: """ Construct the prompt for retrieved documents. :param header: The header of the prompt. @@ -133,7 +133,7 @@ def api_prompt_helper(apis: dict, verbose: int = 1) -> List[str]: return api_list -def examples_prompt_helper(examples: dict, header: str = "## Response Examples", separator: str = "Example"): +def examples_prompt_helper(examples: dict, header: str = "## Response Examples", separator: str = "Example") -> list[str]: """ Construct the prompt for examples. :param examples: The examples. From 027fe787a78e39aea90f87ab8c57a3a840437b93 Mon Sep 17 00:00:00 2001 From: Mac0q Date: Thu, 14 Mar 2024 16:56:21 +0800 Subject: [PATCH 171/223] OpenAI API --- .gitignore | 1 + ufo/config/config.py | 41 +++++++-- ufo/config/config.yaml.template | 25 +----- ufo/config/config_llm.yaml.template | 26 ++++++ ufo/llm/llm_call.py | 105 +--------------------- ufo/llm/{azure_ad.py => openai.py} | 135 +++++++++++++++++++--------- ufo/module/flow.py | 6 +- 7 files changed, 167 insertions(+), 172 deletions(-) create mode 100644 ufo/config/config_llm.yaml.template rename ufo/llm/{azure_ad.py => openai.py} (59%) diff --git a/.gitignore b/.gitignore index 265bee10..ff51f6e0 100644 --- a/.gitignore +++ b/.gitignore @@ -12,6 +12,7 @@ __pycache__/ # Ignore the config file ufo/config/config.yaml +ufo/config/config_llm.yaml # Ignore the helper files diff --git a/ufo/config/config.py b/ufo/config/config.py index e0e8f69c..095adaa0 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -16,6 +16,29 @@ def load_config(config_path="ufo/config/config.yaml"): # Copy environment variables to avoid modifying them directly configs = dict(os.environ) + try: + with open(config_path, "r") as file: + yaml_data = yaml.safe_load(file) + # Update configs with YAML data + if yaml_data: + configs.update(yaml_data) + except FileNotFoundError: + print_with_color( + f"Warning: Config file not found at {config_path}. Using only environment variables.", "yellow") + + + return configs + +def load_llm_config(config_path="ufo/config/config_llm.yaml"): + """ + Load the configuration from a YAML file and environment variables. + + :param config_path: The path to the YAML config file. Defaults to "./config.yaml". + :return: Merged configuration from environment variables and YAML file. + """ + # Copy environment variables to avoid modifying them directly + configs = dict(os.environ) + try: with open(config_path, "r") as file: yaml_data = yaml.safe_load(file) @@ -27,18 +50,24 @@ def load_config(config_path="ufo/config/config.yaml"): f"Warning: Config file not found at {config_path}. Using only environment variables.", "yellow") # Update the API base URL for AOAI - if configs["API_TYPE"].lower() == "aoai": - configs["OPENAI_API_BASE"] = "{endpoint}/openai/deployments/{deployment_name}/chat/completions?api-version={api_version}".format( - endpoint=configs["OPENAI_API_BASE"][:-1] if configs["OPENAI_API_BASE"].endswith( - "/") else configs["OPENAI_API_BASE"], - deployment_name=configs["AOAI_DEPLOYMENT"], + if configs["API_TYPE"].lower() == "aoai" and 'deployments' not in configs["API_BASE"]: + configs["API_BASE"] = "{endpoint}/openai/deployments/{deployment_name}/chat/completions?api-version={api_version}".format( + endpoint=configs["API_BASE"][:-1] if configs["API_BASE"].endswith( + "/") else configs["API_BASE"], + deployment_name=configs["API_MODEL"], api_version=configs["API_VERSION"] ) + if configs["API_TYPE_NON_VISUAL"].lower() == "aoai" and 'deployments' not in configs["API_BASE_NON_VISUAL"]: + configs["API_BASE_NON_VISUAL"] = "{endpoint}/openai/deployments/{deployment_name}/chat/completions?api-version={api_version}".format( + endpoint=configs["API_BASE_NON_VISUAL"][:-1] if configs["API_BASE_NON_VISUAL"].endswith( + "/") else configs["API_BASE_NON_VISUAL"], + deployment_name=configs["API_MODEL_NON_VISUAL"], + api_version=configs["API_VERSION_NON_VISUAL"] + ) return configs - def get_offline_learner_indexer_config(): """ Get the list of offline indexers obtained from the learner. diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index a8fa6c2f..c581a7f3 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -1,20 +1,14 @@ version: 0.1 -API_TYPE: "openai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, "azure_ad" for aoai aad. -OPENAI_API_BASE: "YOUR_ENDPOINT" # for the OpenAI API. -OPENAI_API_KEY: "YOUR_API_KEY" # The OpenAI API key -AOAI_DEPLOYMENT: "YOUR_AOAI_DEPLOYMENT" # Your AOAI deployment if apply -API_VERSION: "2024-02-15-preview" # "2024-02-15-preview" by default. -OPENAI_API_MODEL: "gpt-4-vision-preview" # The only OpenAI model by now that accepts visual input +## For Non-visual model +APP_AGENT_VISUAL_MODE: True # Whether to use the visual mode for the app agent +ACTION_AGENT_VISUAL_MODE: True # Whether to use the visual mode for the action agent + BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key CONTROL_BACKEND: "uia" # The backend for control action -MAX_TOKENS: 2000 # The max token limit for the response completion -MAX_RETRY: 3 # The max retry limit for the response completion MAX_STEP: 30 # The max step limit for completing the user request SLEEP_TIME: 5 # The sleep time between each step to wait for the window to be ready -TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model -TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model SAFE_GUARD: True # Whether to use the safe guard to prevent the model from doing sensitve operations. CONTROL_TYPE_LIST: ["Button", "Edit", "TabItem", "Document", "ListItem", "MenuItem", "ScrollBar", "TreeItem", "Hyperlink", "ComboBox", "RadioButton"] # The list of control types that are allowed to be selected HISTORY_KEYS: ["Step", "Thought", "ControlText", "Action", "Comment", "Results"] # The keys of the action history for the next step. @@ -47,17 +41,6 @@ API_PROMPT: "ufo/prompts/base/{mode}/api.yaml" # The prompt for the API INPUT_TEXT_API: "type_keys" # The input text API INPUT_TEXT_ENTER: True # whether to press enter after typing the text -### For AAD -AAD_TENANT_ID: "YOUR_TENANT_ID" # Set the value to your tenant id for the llm model -AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model -AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE - -### For Non-visual model -APP_AGENT_VISUAL_MODE: True # Whether to use the visual mode for the app agent -ACTION_AGENT_VISUAL_MODE: True # Whether to use the visual mode for the action agent -OPENAI_API_BASE_NON_VISUAL: "YOUR_NON_VISUAL_ENDPOINT" # The OpenAI endpoint for non-visual model -OPENAI_API_KEY_NON_VISUAL: "YOUR_API_KEY" # The OpenAI API key for non-visual model -OPENAI_API_MODEL_NON_VISUAL: "gpt-4-1106-preview" # The non-visual OpenAI model ## RAG Configuration for the offline docs RAG_OFFLINE_DOCS: False # Whether to use the offline RAG. diff --git a/ufo/config/config_llm.yaml.template b/ufo/config/config_llm.yaml.template new file mode 100644 index 00000000..b8dc38c9 --- /dev/null +++ b/ufo/config/config_llm.yaml.template @@ -0,0 +1,26 @@ +API_TYPE: "azure_ad" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. +API_BASE: "YOUR_ENDPOINT" # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. +API_KEY: "YOUR_KEY" # The OpenAI API key +API_VERSION: "2024-02-15-preview" # "2024-02-15-preview" by default +API_MODEL: "gpt-4-visual-preview" # The only OpenAI model by now that accepts visual input +### For Non-visual model +API_TYPE_NON_VISUAL: "aoai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. +API_BASE_NON_VISUAL: "YOUR_ENDPOINT" # The OpenAI endpoint for non-visual model +API_KEY_NON_VISUAL: "YOUR_KEY" # The OpenAI API key for non-visual model +API_MODEL_NON_VISUAL: "gpt-4-visual-preview" # The non-visual OpenAI model +API_VERSION_NON_VISUAL: "2024-02-15-preview" # "2024-02-15-preview" by default. + + +### For parameters +MAX_TOKENS: 2000 # The max token limit for the response completion +MAX_RETRY: 3 # The max retry limit for the response completion +TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model +TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model + +### For AAD +AAD_TENANT_ID: "YOUR_TENANT_ID" # Set the value to your tenant id for the llm model +AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model +AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE + + + diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index c65483ac..867206b4 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -1,109 +1,12 @@ # Copyright (c) Microsoft Corporation. # Licensed under the MIT License. -import requests -import time -from ..config.config import load_config -from ..utils import print_with_color -from .azure_ad import get_chat_completion -import json +from ..config.config import load_llm_config -configs = load_config() - - -def get_request_header(is_visual=True): - """ - Get the header for the request. - is_visual: Whether the request is for visual model. - return: The header for the request. - """ - if configs["API_TYPE"].lower() == "aoai": - headers = { - "Content-Type": "application/json", - "api-key": configs["OPENAI_API_KEY" if is_visual else "OPENAI_API_KEY_NON_VISUAL"], - } - elif configs["API_TYPE"].lower() == "openai": - headers = { - "Content-Type": "application/json", - "Authorization": "Bearer {key}".format(key=configs["OPENAI_API_KEY" "OPENAI_API_KEY" if is_visual else "OPENAI_API_KEY_NON_VISUAL"]), - } - elif configs["API_TYPE"].lower() == "azure_ad": - headers = {} - else: - raise ValueError("API_TYPE should be either 'openai' or 'aoai' or 'azure_ad'.") - - return headers +configs = load_llm_config() def get_gptv_completion(messages, is_visual=True): - """ - Get GPT-V completion from messages. - is_visual: Whether the request is for visual model. - messages: The messages to be sent to GPT-V. - endpoint: The endpoint of the request. - max_tokens: The maximum number of tokens to generate. - temperature: The sampling temperature. - model: The model to use. - max_retry: The maximum number of retries. - return: The response of the request. - """ - is_aad = configs['API_TYPE'].lower() == 'azure_ad' - headers = get_request_header() - - model_name = configs["OPENAI_API_MODEL" if is_visual else "OPENAI_API_MODEL_NON_VISUAL"] - api_base = configs["OPENAI_API_BASE" if is_visual else "OPENAI_API_BASE_NON_VISUAL"] - - if not is_aad: - payload = { - "messages": messages, - "temperature": configs["TEMPERATURE"], - "max_tokens": configs["MAX_TOKENS"], - "top_p": configs["TOP_P"], - "model": model_name - } - - for _ in range(configs["MAX_RETRY"]): - try: - if not is_aad : - response = requests.post(api_base, headers=headers, json=payload) - - response_json = response.json() - response.raise_for_status() # Will raise an HTTPError if the HTTP request returned an unsuccessful status code - - - if "choices" not in response_json: - print_with_color(f"GPT Error: No Reply", "red") - continue - - if "error" not in response_json: - usage = response_json.get("usage", {}) - prompt_tokens = usage.get("prompt_tokens", 0) - completion_tokens = usage.get("completion_tokens", 0) - else: - response = get_chat_completion( - engine=model_name, - messages = messages, - max_tokens = configs["MAX_TOKENS"], - temperature = configs["TEMPERATURE"], - top_p = configs["TOP_P"], - ) - response_json = json.loads(response.model_dump_json()) - - - if "error" not in response_json: - usage = response.usage - prompt_tokens = usage.prompt_tokens - completion_tokens = usage.completion_tokens - - cost = prompt_tokens / 1000 * 0.01 + completion_tokens / 1000 * 0.03 - - return response_json, cost - except Exception as e: - print_with_color(f"Error making API request: {e}", "red") - try: - print_with_color(response_json, "red") - except: - pass - time.sleep(5) - continue \ No newline at end of file + from .openai import OpenAIService + return OpenAIService(configs, is_visual).chat_completion(messages) diff --git a/ufo/llm/azure_ad.py b/ufo/llm/openai.py similarity index 59% rename from ufo/llm/azure_ad.py rename to ufo/llm/openai.py index 0de09d56..7222c291 100644 --- a/ufo/llm/azure_ad.py +++ b/ufo/llm/openai.py @@ -1,10 +1,13 @@ - import datetime -from typing import Literal, Optional -from ..config.config import load_config +from typing import Any, Literal, Optional +import openai +from openai import AzureOpenAI, OpenAI + +from ..config.config import load_llm_config -configs = load_config() -available_models = Literal[ +configs = load_llm_config() + +available_models = Literal[ #for azure_ad "gpt-35-turbo-20220309", "gpt-35-turbo-16k-20230613", "gpt-35-turbo-20230613", @@ -20,6 +23,92 @@ "gpt-4-visual-preview", ] + +class OpenAIService: + def __init__(self, config, is_visual: bool = True): + self.config = config + self.is_visual = is_visual + api_type = self.config["API_TYPE"].lower() if self.is_visual else self.config["API_TYPE_NON_VISUAL"].lower() + max_retry = self.config["MAX_RETRY"] + assert api_type in ["openai", "aoai", "azure_ad"], "Invalid API type" + self.client: OpenAI = ( + OpenAI( + base_url=self.config["API_BASE" if self.is_visual else "API_BASE_NON_VISUAL"], + api_key=self.config["API_KEY" if self.is_visual else "API_KEY_NON_VISUAL"], + max_retries=max_retry, + ) + if api_type == "openai" + else AzureOpenAI( + max_retries=max_retry, + api_version=self.config["API_VERSION" if self.is_visual else "API_VERSION_NON_VISUAL"], + azure_endpoint=self.config["API_BASE" if self.is_visual else "API_BASE_NON_VISUAL"], + api_key=(self.config["API_KEY" if self.is_visual else "API_KEY_NON_VISUAL"] if api_type == 'aoai' else get_openai_token()), + ) + ) + if (configs["API_TYPE"].lower() == "azure_ad" and self.is_visual) or (configs["API_TYPE_NON_VISUAL"].lower() == "azure_ad" and not self.is_visual): + auto_refresh_token() + + def chat_completion( + self, + messages, + stream: bool = False, + temperature: Optional[float] = None, + max_tokens: Optional[int] = None, + top_p: Optional[float] = None, + **kwargs: Any, + ): + model = self.config["API_MODEL" if self.is_visual else "API_MODEL_NON_VISUAL"] + + temperature = temperature if temperature is not None else self.config["TEMPERATURE"] + max_tokens = max_tokens if max_tokens is not None else self.config["MAX_TOKENS"] + top_p = top_p if top_p is not None else self.config["TOP_P"] + + try: + response: Any = self.client.chat.completions.create( + model=model, + messages=messages, # type: ignore + temperature=temperature, + max_tokens=max_tokens, + top_p=top_p, + stream=stream, + **kwargs + ) + + usage = response.usage + prompt_tokens = usage.prompt_tokens + completion_tokens = usage.completion_tokens + + cost = prompt_tokens / 1000 * 0.01 + completion_tokens / 1000 * 0.03 + + return response.choices[0].message.content, cost + + except openai.APITimeoutError as e: + # Handle timeout error, e.g. retry or log + raise Exception(f"OpenAI API request timed out: {e}") + except openai.APIConnectionError as e: + # Handle connection error, e.g. check network or log + raise Exception(f"OpenAI API request failed to connect: {e}") + except openai.BadRequestError as e: + # Handle invalid request error, e.g. validate parameters or log + raise Exception(f"OpenAI API request was invalid: {e}") + except openai.AuthenticationError as e: + # Handle authentication error, e.g. check credentials or log + raise Exception(f"OpenAI API request was not authorized: {e}") + except openai.PermissionDeniedError as e: + # Handle permission error, e.g. check scope or log + raise Exception(f"OpenAI API request was not permitted: {e}") + except openai.RateLimitError as e: + # Handle rate limit error, e.g. wait or log + raise Exception(f"OpenAI API request exceeded rate limit: {e}") + except openai.APIError as e: + # Handle API error, e.g. retry or log + raise Exception(f"OpenAI API returned an API Error: {e}") + + + + + + def get_openai_token( token_cache_file: str = 'apim-token-cache.bin', client_id: Optional[str] = None, @@ -126,7 +215,6 @@ def save_cache(): "Authentication failed for acquiring AAD token for your organization") - def auto_refresh_token( token_cache_file: str = 'apim-token-cache.bin', interval: datetime.timedelta = datetime.timedelta(minutes=15), @@ -158,7 +246,7 @@ def update_token(): import openai openai.api_type = "azure" if configs["API_TYPE"] == "azure_ad" else configs["API_TYPE"] - openai.base_url = configs["OPENAI_API_BASE"] + openai.base_url = configs["API_BASE"] openai.api_version = configs["API_VERSION"] openai.api_key = get_openai_token( token_cache_file=token_cache_file, @@ -192,36 +280,3 @@ def stop(): return stop -def get_chat_completion( - model: available_models = None, - client_id: Optional[str] = None, - client_secret: Optional[str] = None, - *args, - **kwargs -): - """ - helper function for getting chat completion from your organization - """ - import openai - - model_name: str = \ - model if model is not None else \ - kwargs.get("engine") if kwargs.get("engine") is not None else \ - None - - if "engine" in kwargs: - del kwargs["engine"] - - client = openai.AzureOpenAI( - api_version=configs["API_VERSION"], - azure_endpoint=configs["OPENAI_API_BASE"], - azure_ad_token=get_openai_token(client_id=client_id, client_secret=client_secret), - ) - - response = client.chat.completions.create( - model=model_name, - *args, - **kwargs - ) - - return response diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 35f6918a..59c49d4c 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -105,7 +105,7 @@ def process_application_selection(self): self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) try: - response, cost = llm_call.get_gptv_completion(app_selection_prompt_message, configs["APP_AGENT_VISUAL_MODE"]) + response_string, cost = llm_call.get_gptv_completion(app_selection_prompt_message, configs["APP_AGENT_VISUAL_MODE"]) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) @@ -118,7 +118,6 @@ def process_application_selection(self): self.cost += cost try: - response_string = response["choices"][0]["message"]["content"] response_json = json_parser(response_string) application_label = response_json["ControlLabel"] @@ -249,7 +248,7 @@ def process_action_selection(self): self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) try: - response, cost = llm_call.get_gptv_completion(action_selection_prompt_message, configs["ACTION_AGENT_VISUAL_MODE"]) + response_string, cost = llm_call.get_gptv_completion(action_selection_prompt_message, configs["ACTION_AGENT_VISUAL_MODE"]) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": action_selection_prompt_message}) print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") @@ -261,7 +260,6 @@ def process_action_selection(self): self.cost += cost try: - response_string = response["choices"][0]["message"]["content"] response_json = json_parser(response_string) observation = response_json["Observation"] From 5b11c2fd1d8e1fc4d6c145c6e4f787352d56ead6 Mon Sep 17 00:00:00 2001 From: Mac0q Date: Thu, 14 Mar 2024 23:12:59 +0800 Subject: [PATCH 172/223] model list --- ufo/config/config.py | 38 +-- ufo/config/config_llm.yaml.template | 26 ++- ufo/llm/llm_call.py | 2 +- ufo/llm/openai.py | 344 ++++++++++++++-------------- 4 files changed, 211 insertions(+), 199 deletions(-) diff --git a/ufo/config/config.py b/ufo/config/config.py index 095adaa0..58620471 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -49,24 +49,32 @@ def load_llm_config(config_path="ufo/config/config_llm.yaml"): print_with_color( f"Warning: Config file not found at {config_path}. Using only environment variables.", "yellow") - # Update the API base URL for AOAI - if configs["API_TYPE"].lower() == "aoai" and 'deployments' not in configs["API_BASE"]: - configs["API_BASE"] = "{endpoint}/openai/deployments/{deployment_name}/chat/completions?api-version={api_version}".format( - endpoint=configs["API_BASE"][:-1] if configs["API_BASE"].endswith( - "/") else configs["API_BASE"], - deployment_name=configs["API_MODEL"], - api_version=configs["API_VERSION"] - ) - if configs["API_TYPE_NON_VISUAL"].lower() == "aoai" and 'deployments' not in configs["API_BASE_NON_VISUAL"]: - configs["API_BASE_NON_VISUAL"] = "{endpoint}/openai/deployments/{deployment_name}/chat/completions?api-version={api_version}".format( - endpoint=configs["API_BASE_NON_VISUAL"][:-1] if configs["API_BASE_NON_VISUAL"].endswith( - "/") else configs["API_BASE_NON_VISUAL"], - deployment_name=configs["API_MODEL_NON_VISUAL"], - api_version=configs["API_VERSION_NON_VISUAL"] + + return optimize_configs(configs) + + +def parse_aoai_base(config): + if 'deployments' not in config["API_BASE"]: + config["API_BASE"] = "{endpoint}/openai/deployments/{deployment_name}/chat/completions?api-version={api_version}".format( + endpoint=config["API_BASE"][:-1] if config["API_BASE"].endswith( + "/") else config["API_BASE"], + deployment_name=config["API_MODEL"], + api_version=config["API_VERSION"] ) + return config["API_BASE"] - return configs +def update_api_base(configs, key): + if not isinstance(configs[key], list): + configs[key] = [configs[key]] + for config in configs[key][1:]: + if config["API_TYPE"].lower() == "aoai": + config["API_BASE"] = parse_aoai_base(config) +def optimize_configs(configs): + update_api_base(configs, 'VISUAL') + update_api_base(configs, 'NON_VISUAL') + + return configs def get_offline_learner_indexer_config(): """ diff --git a/ufo/config/config_llm.yaml.template b/ufo/config/config_llm.yaml.template index b8dc38c9..eae6a0e8 100644 --- a/ufo/config/config_llm.yaml.template +++ b/ufo/config/config_llm.yaml.template @@ -1,16 +1,18 @@ -API_TYPE: "azure_ad" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. -API_BASE: "YOUR_ENDPOINT" # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. -API_KEY: "YOUR_KEY" # The OpenAI API key -API_VERSION: "2024-02-15-preview" # "2024-02-15-preview" by default -API_MODEL: "gpt-4-visual-preview" # The only OpenAI model by now that accepts visual input +VISUAL: + - NUM: 1 #The number of the visual model + - API_TYPE: "azure_ad" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "YOUR_ENDPOINT" # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. + API_KEY: "YOUR_KEY" # The OpenAI API key + API_VERSION: "2024-02-15-preview" # "2024-02-15-preview" by default + API_MODEL: "gpt-4-visual-preview" # The only OpenAI model by now that accepts visual input ### For Non-visual model -API_TYPE_NON_VISUAL: "aoai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. -API_BASE_NON_VISUAL: "YOUR_ENDPOINT" # The OpenAI endpoint for non-visual model -API_KEY_NON_VISUAL: "YOUR_KEY" # The OpenAI API key for non-visual model -API_MODEL_NON_VISUAL: "gpt-4-visual-preview" # The non-visual OpenAI model -API_VERSION_NON_VISUAL: "2024-02-15-preview" # "2024-02-15-preview" by default. - - +NON_VISUAL: + - NUM: 1 ##The number of the non-visual model + - API_TYPE: "aoai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "YOUR_ENDPOINT" # The OpenAI endpoint for non-visual model + API_KEY: "YOUR_KEY" # The OpenAI API key for non-visual model + API_VERSION: "2024-02-15-preview" # "2024-02-15-preview" by default + API_MODEL: "gpt-4-visual-preview" # The non-visual OpenAI model ### For parameters MAX_TOKENS: 2000 # The max token limit for the response completion MAX_RETRY: 3 # The max retry limit for the response completion diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index 867206b4..2abb38ed 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -9,4 +9,4 @@ def get_gptv_completion(messages, is_visual=True): from .openai import OpenAIService - return OpenAIService(configs, is_visual).chat_completion(messages) + return OpenAIService(configs, is_visual=is_visual).chat_completion(messages) diff --git a/ufo/llm/openai.py b/ufo/llm/openai.py index 7222c291..ff752cb6 100644 --- a/ufo/llm/openai.py +++ b/ufo/llm/openai.py @@ -3,9 +3,6 @@ import openai from openai import AzureOpenAI, OpenAI -from ..config.config import load_llm_config - -configs = load_llm_config() available_models = Literal[ #for azure_ad "gpt-35-turbo-20220309", @@ -25,28 +22,31 @@ class OpenAIService: - def __init__(self, config, is_visual: bool = True): + def __init__(self, config, index: int = 1, is_visual: bool = True): + if len(config["VISUAL" if is_visual else "NON_VISUAL"]) != \ + config["VISUAL" if is_visual else "NON_VISUAL"][0]["NUM"]+1: + raise ValueError("Invalid number of models") + self.config_llm = config["VISUAL" if is_visual else "NON_VISUAL"][index] self.config = config - self.is_visual = is_visual - api_type = self.config["API_TYPE"].lower() if self.is_visual else self.config["API_TYPE_NON_VISUAL"].lower() + api_type = self.config_llm["API_TYPE"].lower() max_retry = self.config["MAX_RETRY"] assert api_type in ["openai", "aoai", "azure_ad"], "Invalid API type" self.client: OpenAI = ( OpenAI( - base_url=self.config["API_BASE" if self.is_visual else "API_BASE_NON_VISUAL"], - api_key=self.config["API_KEY" if self.is_visual else "API_KEY_NON_VISUAL"], + base_url=self.config_llm["API_BASE"], + api_key=self.config_llm["API_KEY"], max_retries=max_retry, ) if api_type == "openai" else AzureOpenAI( max_retries=max_retry, - api_version=self.config["API_VERSION" if self.is_visual else "API_VERSION_NON_VISUAL"], - azure_endpoint=self.config["API_BASE" if self.is_visual else "API_BASE_NON_VISUAL"], - api_key=(self.config["API_KEY" if self.is_visual else "API_KEY_NON_VISUAL"] if api_type == 'aoai' else get_openai_token()), + api_version=self.config_llm["API_VERSION"], + azure_endpoint=self.config_llm["API_BASE"], + api_key=(self.config_llm["API_KEY"] if api_type == 'aoai' else self.get_openai_token()), ) ) - if (configs["API_TYPE"].lower() == "azure_ad" and self.is_visual) or (configs["API_TYPE_NON_VISUAL"].lower() == "azure_ad" and not self.is_visual): - auto_refresh_token() + if api_type == "azure_ad": + self.auto_refresh_token() def chat_completion( self, @@ -57,7 +57,7 @@ def chat_completion( top_p: Optional[float] = None, **kwargs: Any, ): - model = self.config["API_MODEL" if self.is_visual else "API_MODEL_NON_VISUAL"] + model = self.config_llm["API_MODEL"] temperature = temperature if temperature is not None else self.config["TEMPERATURE"] max_tokens = max_tokens if max_tokens is not None else self.config["MAX_TOKENS"] @@ -109,174 +109,176 @@ def chat_completion( -def get_openai_token( - token_cache_file: str = 'apim-token-cache.bin', - client_id: Optional[str] = None, - client_secret: Optional[str] = None, -) -> str: - ''' - acquire token from Azure AD for your organization - - Parameters - ---------- - token_cache_file : str, optional - path to the token cache file, by default 'apim-token-cache.bin' in the current directory - client_id : Optional[str], optional - client id for AAD app, by default None - client_secret : Optional[str], optional - client secret for AAD app, by default None - - Returns - ------- - str - access token for your own organization - ''' - import msal - import os - - cache = msal.SerializableTokenCache() - - def save_cache(): - if token_cache_file is not None and cache.has_state_changed: - with open(token_cache_file, "w") as cache_file: - cache_file.write(cache.serialize()) - if os.path.exists(token_cache_file): - cache.deserialize(open(token_cache_file, "r").read()) - - authority = "https://login.microsoftonline.com/" + configs["AAD_TENANT_ID"] - api_scope_base = "api://" + configs["AAD_API_SCOPE_BASE"] - - if client_id is not None and client_secret is not None: - app = msal.ConfidentialClientApplication( - client_id=client_id, - client_credential=client_secret, + def get_openai_token( + self, + token_cache_file: str = 'apim-token-cache.bin', + client_id: Optional[str] = None, + client_secret: Optional[str] = None, + ) -> str: + ''' + acquire token from Azure AD for your organization + + Parameters + ---------- + token_cache_file : str, optional + path to the token cache file, by default 'apim-token-cache.bin' in the current directory + client_id : Optional[str], optional + client id for AAD app, by default None + client_secret : Optional[str], optional + client secret for AAD app, by default None + + Returns + ------- + str + access token for your own organization + ''' + import msal + import os + + cache = msal.SerializableTokenCache() + + def save_cache(): + if token_cache_file is not None and cache.has_state_changed: + with open(token_cache_file, "w") as cache_file: + cache_file.write(cache.serialize()) + if os.path.exists(token_cache_file): + cache.deserialize(open(token_cache_file, "r").read()) + + authority = "https://login.microsoftonline.com/" + self.config["AAD_TENANT_ID"] + api_scope_base = "api://" + self.config["AAD_API_SCOPE_BASE"] + + if client_id is not None and client_secret is not None: + app = msal.ConfidentialClientApplication( + client_id=client_id, + client_credential=client_secret, + authority=authority, + token_cache=cache + ) + result = app.acquire_token_for_client( + scopes=[ + api_scope_base + "/.default", + ]) + if "access_token" in result: + return result['access_token'] + else: + print(result.get("error")) + print(result.get("error_description")) + raise Exception( + "Authentication failed for acquiring AAD token for your organization") + + scopes = [api_scope_base + "/" + self.config["AAD_API_SCOPE"]] + app = msal.PublicClientApplication( + self.config["AAD_API_SCOPE_BASE"], authority=authority, token_cache=cache ) - result = app.acquire_token_for_client( - scopes=[ - api_scope_base + "/.default", - ]) - if "access_token" in result: - return result['access_token'] - else: - print(result.get("error")) - print(result.get("error_description")) - raise Exception( - "Authentication failed for acquiring AAD token for your organization") - - scopes = [api_scope_base + "/" + configs["AAD_API_SCOPE"]] - app = msal.PublicClientApplication( - configs["AAD_API_SCOPE_BASE"], - authority=authority, - token_cache=cache - ) - result = None - for account in app.get_accounts(): - try: - result = app.acquire_token_silent(scopes, account=account) + result = None + for account in app.get_accounts(): + try: + result = app.acquire_token_silent(scopes, account=account) + if result is not None and "access_token" in result: + save_cache() + return result['access_token'] + result = None + except Exception: + continue + + accounts_in_cache = cache.find(msal.TokenCache.CredentialType.ACCOUNT) + for account in accounts_in_cache: + try: + refresh_token = cache.find( + msal.CredentialType.REFRESH_TOKEN, + query={ + "home_account_id": account["home_account_id"] + })[0] + result = app.acquire_token_by_refresh_token( + refresh_token["secret"], scopes=scopes) + if result is not None and "access_token" in result: + save_cache() + return result['access_token'] + result = None + except Exception: + pass + + if result is None: + print("no token available from cache, acquiring token from AAD") + # The pattern to acquire a token looks like this. + flow = app.initiate_device_flow(scopes=scopes) + print(flow['message']) + result = app.acquire_token_by_device_flow(flow=flow) if result is not None and "access_token" in result: save_cache() return result['access_token'] - result = None - except Exception: - continue + else: + print(result.get("error")) + print(result.get("error_description")) + raise Exception( + "Authentication failed for acquiring AAD token for your organization") - accounts_in_cache = cache.find(msal.TokenCache.CredentialType.ACCOUNT) - for account in accounts_in_cache: - try: - refresh_token = cache.find( - msal.CredentialType.REFRESH_TOKEN, - query={ - "home_account_id": account["home_account_id"] - })[0] - result = app.acquire_token_by_refresh_token( - refresh_token["secret"], scopes=scopes) - if result is not None and "access_token" in result: - save_cache() - return result['access_token'] - result = None - except Exception: - pass - - if result is None: - print("no token available from cache, acquiring token from AAD") - # The pattern to acquire a token looks like this. - flow = app.initiate_device_flow(scopes=scopes) - print(flow['message']) - result = app.acquire_token_by_device_flow(flow=flow) - if result is not None and "access_token" in result: - save_cache() - return result['access_token'] - else: - print(result.get("error")) - print(result.get("error_description")) - raise Exception( - "Authentication failed for acquiring AAD token for your organization") - - -def auto_refresh_token( - token_cache_file: str = 'apim-token-cache.bin', - interval: datetime.timedelta = datetime.timedelta(minutes=15), - on_token_update: callable = None, - client_id: Optional[str] = None, - client_secret: Optional[str] = None, -) -> callable: - """ - helper function for auto refreshing token from your organization - - Parameters - ---------- - token_cache_file : str, optional - path to the token cache file, by default 'apim-token-cache.bin' in the current directory - interval : datetime.timedelta, optional - interval for refreshing token, by default 15 minutes - on_token_update : callable, optional - callback function to be called when token is updated, by default None. In the callback function, you can get token from openai.api_key - - Returns - ------- - callable - a callable function that can be used to stop the auto refresh thread - """ - - import threading - - def update_token(): - import openai - - openai.api_type = "azure" if configs["API_TYPE"] == "azure_ad" else configs["API_TYPE"] - openai.base_url = configs["API_BASE"] - openai.api_version = configs["API_VERSION"] - openai.api_key = get_openai_token( - token_cache_file=token_cache_file, - client_id=client_id, - client_secret=client_secret, - ) - if on_token_update is not None: - on_token_update() + def auto_refresh_token( + self, + token_cache_file: str = 'apim-token-cache.bin', + interval: datetime.timedelta = datetime.timedelta(minutes=15), + on_token_update: callable = None, + client_id: Optional[str] = None, + client_secret: Optional[str] = None, + ) -> callable: + """ + helper function for auto refreshing token from your organization + + Parameters + ---------- + token_cache_file : str, optional + path to the token cache file, by default 'apim-token-cache.bin' in the current directory + interval : datetime.timedelta, optional + interval for refreshing token, by default 15 minutes + on_token_update : callable, optional + callback function to be called when token is updated, by default None. In the callback function, you can get token from openai.api_key + + Returns + ------- + callable + a callable function that can be used to stop the auto refresh thread + """ + + import threading + + def update_token(): + import openai + + openai.api_type = "azure" if self.config_llm["API_TYPE"] == "azure_ad" else self.config_llm["API_TYPE"] + openai.base_url = self.config_llm["API_BASE"] + openai.api_version = self.config_llm["API_VERSION"] + openai.api_key = self.get_openai_token( + token_cache_file=token_cache_file, + client_id=client_id, + client_secret=client_secret, + ) + + if on_token_update is not None: + on_token_update() - def refresh_token_thread(): - import time - while True: - try: - update_token() - except Exception as e: - print("failed to acquire token from AAD for your organization", e) - time.sleep(interval.total_seconds()) + def refresh_token_thread(): + import time + while True: + try: + update_token() + except Exception as e: + print("failed to acquire token from AAD for your organization", e) + time.sleep(interval.total_seconds()) - try: - update_token() - except Exception as e: - raise Exception( - "failed to acquire token from AAD for your organization", e) + try: + update_token() + except Exception as e: + raise Exception( + "failed to acquire token from AAD for your organization", e) - thread = threading.Thread(target=refresh_token_thread, daemon=True) - thread.start() + thread = threading.Thread(target=refresh_token_thread, daemon=True) + thread.start() - def stop(): - thread.stop() + def stop(): + thread.stop() - return stop + return stop From 5e572268920c983ff1e9ec7d62f4149f42fabbc9 Mon Sep 17 00:00:00 2001 From: Mac0q Date: Fri, 15 Mar 2024 10:30:45 +0800 Subject: [PATCH 173/223] API list --- ufo/llm/llm_call.py | 10 +++++++--- ufo/module/flow.py | 4 ++-- 2 files changed, 9 insertions(+), 5 deletions(-) diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index 2abb38ed..839a602d 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -7,6 +7,10 @@ configs = load_llm_config() -def get_gptv_completion(messages, is_visual=True): - from .openai import OpenAIService - return OpenAIService(configs, is_visual=is_visual).chat_completion(messages) +def get_completion(messages, is_visual=True, index=1): + api_type = configs['VISUAL' if is_visual else 'NON_VISUAL'][index]['API_TYPE'] + if api_type.lower() in ['openai', 'aoai', 'azure_ad']: + from .openai import OpenAIService + return OpenAIService(configs, is_visual=is_visual, index=index).chat_completion(messages) + else: + raise ValueError(f'API_TYPE {api_type} not supported') \ No newline at end of file diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 59c49d4c..ebb12d54 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -105,7 +105,7 @@ def process_application_selection(self): self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) try: - response_string, cost = llm_call.get_gptv_completion(app_selection_prompt_message, configs["APP_AGENT_VISUAL_MODE"]) + response_string, cost = llm_call.get_completion(app_selection_prompt_message, configs["APP_AGENT_VISUAL_MODE"]) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) @@ -248,7 +248,7 @@ def process_action_selection(self): self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) try: - response_string, cost = llm_call.get_gptv_completion(action_selection_prompt_message, configs["ACTION_AGENT_VISUAL_MODE"]) + response_string, cost = llm_call.get_completion(action_selection_prompt_message, configs["ACTION_AGENT_VISUAL_MODE"]) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": action_selection_prompt_message}) print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") From 8d5864f4cc8054452368cf07aeaa7361749856e8 Mon Sep 17 00:00:00 2001 From: Mac0q Date: Fri, 15 Mar 2024 11:50:52 +0800 Subject: [PATCH 174/223] check --- ufo/config/config.py | 3 +++ ufo/llm/openai.py | 3 --- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/ufo/config/config.py b/ufo/config/config.py index 58620471..73655044 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -71,6 +71,9 @@ def update_api_base(configs, key): config["API_BASE"] = parse_aoai_base(config) def optimize_configs(configs): + if len(configs["VISUAL"]) != configs["VISUAL"][0]["NUM"]+1 or \ + len(configs["NON_VISUAL"]) != configs["NON_VISUAL"][0]["NUM"]+1: + raise ValueError("Number of APIs does not match number of API listt") update_api_base(configs, 'VISUAL') update_api_base(configs, 'NON_VISUAL') diff --git a/ufo/llm/openai.py b/ufo/llm/openai.py index ff752cb6..f2438689 100644 --- a/ufo/llm/openai.py +++ b/ufo/llm/openai.py @@ -23,9 +23,6 @@ class OpenAIService: def __init__(self, config, index: int = 1, is_visual: bool = True): - if len(config["VISUAL" if is_visual else "NON_VISUAL"]) != \ - config["VISUAL" if is_visual else "NON_VISUAL"][0]["NUM"]+1: - raise ValueError("Invalid number of models") self.config_llm = config["VISUAL" if is_visual else "NON_VISUAL"][index] self.config = config api_type = self.config_llm["API_TYPE"].lower() From e8091e7b8f30eef966dbb9bce688ffb7e69a5ab2 Mon Sep 17 00:00:00 2001 From: Mac0q Date: Fri, 15 Mar 2024 17:54:08 +0800 Subject: [PATCH 175/223] backup engine --- ufo/config/config.py | 67 +++++++-------------- ufo/config/config.yaml.template | 4 -- ufo/config/config_llm.yaml.template | 93 +++++++++++++++++++++++++++++ ufo/llm/llm_call.py | 41 +++++++++++-- ufo/llm/openai.py | 12 ++-- ufo/module/flow.py | 4 +- 6 files changed, 159 insertions(+), 62 deletions(-) diff --git a/ufo/config/config.py b/ufo/config/config.py index 73655044..499129dd 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -6,7 +6,7 @@ import json from ..utils import print_with_color -def load_config(config_path="ufo/config/config.yaml"): +def load_config(config_path="ufo/config/"): """ Load the configuration from a YAML file and environment variables. @@ -16,66 +16,43 @@ def load_config(config_path="ufo/config/config.yaml"): # Copy environment variables to avoid modifying them directly configs = dict(os.environ) + path = config_path + try: - with open(config_path, "r") as file: + with open(path + "config.yaml", "r") as file: yaml_data = yaml.safe_load(file) # Update configs with YAML data if yaml_data: configs.update(yaml_data) - except FileNotFoundError: - print_with_color( - f"Warning: Config file not found at {config_path}. Using only environment variables.", "yellow") - - - return configs - -def load_llm_config(config_path="ufo/config/config_llm.yaml"): - """ - Load the configuration from a YAML file and environment variables. - - :param config_path: The path to the YAML config file. Defaults to "./config.yaml". - :return: Merged configuration from environment variables and YAML file. - """ - # Copy environment variables to avoid modifying them directly - configs = dict(os.environ) - - try: - with open(config_path, "r") as file: - yaml_data = yaml.safe_load(file) + with open(path + "config_llm.yaml", "r") as file: + yaml_llm_data = yaml.safe_load(file) # Update configs with YAML data if yaml_data: - configs.update(yaml_data) + configs.update(yaml_llm_data) except FileNotFoundError: print_with_color( f"Warning: Config file not found at {config_path}. Using only environment variables.", "yellow") - - return optimize_configs(configs) + return optimize_configs(configs) -def parse_aoai_base(config): - if 'deployments' not in config["API_BASE"]: - config["API_BASE"] = "{endpoint}/openai/deployments/{deployment_name}/chat/completions?api-version={api_version}".format( - endpoint=config["API_BASE"][:-1] if config["API_BASE"].endswith( - "/") else config["API_BASE"], - deployment_name=config["API_MODEL"], - api_version=config["API_VERSION"] - ) - return config["API_BASE"] -def update_api_base(configs, key): - if not isinstance(configs[key], list): - configs[key] = [configs[key]] - for config in configs[key][1:]: - if config["API_TYPE"].lower() == "aoai": - config["API_BASE"] = parse_aoai_base(config) +def update_api_base(configs, agent, key): + if configs[agent][key]["API_TYPE"].lower() == "aoai": + if 'deployments' not in configs[agent][key]["API_BASE"]: + configs[agent][key]["API_BASE"] = "{endpoint}/openai/deployments/{deployment_name}/chat/completions?api-version={api_version}".format( + endpoint=configs[agent][key]["API_BASE"][:-1] if configs[agent][key]["API_BASE"].endswith( + "/") else configs[agent][key]["API_BASE"], + deployment_name=configs[agent][key]["API_MODEL"], + api_version=configs[agent][key]["API_VERSION"] + ) + def optimize_configs(configs): - if len(configs["VISUAL"]) != configs["VISUAL"][0]["NUM"]+1 or \ - len(configs["NON_VISUAL"]) != configs["NON_VISUAL"][0]["NUM"]+1: - raise ValueError("Number of APIs does not match number of API listt") - update_api_base(configs, 'VISUAL') - update_api_base(configs, 'NON_VISUAL') + update_api_base(configs,'APP_AGENT', 'VISUAL') + update_api_base(configs,'APP_AGENT', 'NON_VISUAL') + update_api_base(configs, 'ACTION_AGENT', 'VISUAL') + update_api_base(configs, 'ACTION_AGENT', 'NON_VISUAL') return configs diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index c581a7f3..52f89346 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -1,9 +1,5 @@ version: 0.1 -## For Non-visual model -APP_AGENT_VISUAL_MODE: True # Whether to use the visual mode for the app agent -ACTION_AGENT_VISUAL_MODE: True # Whether to use the visual mode for the action agent - BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key CONTROL_BACKEND: "uia" # The backend for control action diff --git a/ufo/config/config_llm.yaml.template b/ufo/config/config_llm.yaml.template index eae6a0e8..c3bc0ab5 100644 --- a/ufo/config/config_llm.yaml.template +++ b/ufo/config/config_llm.yaml.template @@ -1,3 +1,96 @@ +## For Non-/Visual model +APP_AGENT_VISUAL_MODE: True # Whether to use the visual mode for the app agent +ACTION_AGENT_VISUAL_MODE: True # Whether to use the visual mode for the action agent + +APP_AGENT: + VISUAL: { + API_TYPE: "azure_ad", # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. + API_KEY: "YOUR_KEY", # The OpenAI API key + API_VERSION: "2023-12-01-preview", "2024-02-15-preview", # "2024-02-15-preview" by default. + API_MODEL: "gpt-4-visual-preview", # The only OpenAI model by now that accepts visual input + ### For Azure_AD + AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model + AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model + AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE + } + ### For Non-visual model + NON_VISUAL: { + API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "YOUR_ENDPOINT" , # The OpenAI endpoint for non-visual model + API_KEY: "YOUR_KEY", # The OpenAI API key for non-visual model + API_MODEL: "gpt-4-1106-preview", # The non-visual OpenAI model + API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default. + ### For Azure_AD + AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model + AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model + AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE + } + +ACTION_AGENT: + VISUAL: { + API_TYPE: "azure_ad", # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. + API_KEY: "YOUR_KEY", # The OpenAI API key + API_VERSION: "2023-12-01-preview", "2024-02-15-preview", # "2024-02-15-preview" by default. + API_MODEL: "gpt-4-visual-preview", # The only OpenAI model by now that accepts visual input + ### For Azure_AD + AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model + AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model + AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE + } + ### For Non-visual model + NON_VISUAL: { + API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "YOUR_ENDPOINT" , # The OpenAI endpoint for non-visual model + API_KEY: "YOUR_KEY", # The OpenAI API key for non-visual model + API_MODEL: "gpt-4-1106-preview", # The non-visual OpenAI model + API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default. + ### For Azure_AD + AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model + AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model + AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE + } + +BACKUP_AGENT: + VISUAL: { + API_TYPE: "azure_ad", # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. + API_KEY: "YOUR_KEY", # The OpenAI API key + API_VERSION: "2023-12-01-preview", "2024-02-15-preview", # "2024-02-15-preview" by default. + API_MODEL: "gpt-4-visual-preview", # The only OpenAI model by now that accepts visual input + ### For Azure_AD + AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model + AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model + AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE + } + ### For Non-visual model + NON_VISUAL: { + API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "YOUR_ENDPOINT" , # The OpenAI endpoint for non-visual model + API_KEY: "YOUR_KEY", # The OpenAI API key for non-visual model + API_MODEL: "gpt-4-1106-preview", # The non-visual OpenAI model + API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default. + ### For Azure_AD + AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model + AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model + AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE + } + + + +### For parameters +MAX_TOKENS: 2000 # The max token limit for the response completion +MAX_RETRY: 3 # The max retry limit for the response completion +TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model +TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model + + + + + + + VISUAL: - NUM: 1 #The number of the visual model - API_TYPE: "azure_ad" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index 839a602d..8ffa5945 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -1,16 +1,47 @@ # Copyright (c) Microsoft Corporation. # Licensed under the MIT License. -from ..config.config import load_llm_config +from ufo.utils import print_with_color +from ..config.config import load_config -configs = load_llm_config() +configs = load_config() -def get_completion(messages, is_visual=True, index=1): - api_type = configs['VISUAL' if is_visual else 'NON_VISUAL'][index]['API_TYPE'] +def get_completion(messages, is_visual=True, agent: str='APP', backup_engine: bool=True): + """ + Get completion for the given messages. + + Args: + messages (list): List of messages to be used for completion. + is_visual (bool, optional): Flag indicating whether the completion is visual or not. + agent (str, optional): Type of agent. Possible values are 'APP', 'ACTION' or 'BACKUP'. + backup_engine (bool, optional): Flag indicating whether to use the backup engine or not. + + Returns: + tuple: A tuple containing the completion response (str) and the cost (float). + + """ + if agent.lower() == "app": + agent_type = "APP_AGENT" + elif agent.lower() == "action": + agent_type = "ACTION_AGENT" + elif agent.lower() == "backup": + agent_type = "BACKUP_AGENT" + else: + raise ValueError(f'Agent {agent} not supported') + + api_type = configs[agent_type]['VISUAL' if is_visual else 'NON_VISUAL']['API_TYPE'] if api_type.lower() in ['openai', 'aoai', 'azure_ad']: from .openai import OpenAIService - return OpenAIService(configs, is_visual=is_visual, index=index).chat_completion(messages) + try: + response, cost = OpenAIService(configs, is_visual=is_visual, agent_type=agent_type).chat_completion(messages) + except Exception as e: + if backup_engine: + print_with_color(f"OpenAI API request failed: {e}, try to use the backup engine", "red") + return get_completion(messages, is_visual=is_visual, agent='backup', backup_engine=False) + else: + raise e + return response, cost else: raise ValueError(f'API_TYPE {api_type} not supported') \ No newline at end of file diff --git a/ufo/llm/openai.py b/ufo/llm/openai.py index f2438689..5d8f64fc 100644 --- a/ufo/llm/openai.py +++ b/ufo/llm/openai.py @@ -22,8 +22,8 @@ class OpenAIService: - def __init__(self, config, index: int = 1, is_visual: bool = True): - self.config_llm = config["VISUAL" if is_visual else "NON_VISUAL"][index] + def __init__(self, config, agent_type: str, is_visual: bool = True): + self.config_llm = config[agent_type]["VISUAL" if is_visual else "NON_VISUAL"] self.config = config api_type = self.config_llm["API_TYPE"].lower() max_retry = self.config["MAX_RETRY"] @@ -141,8 +141,8 @@ def save_cache(): if os.path.exists(token_cache_file): cache.deserialize(open(token_cache_file, "r").read()) - authority = "https://login.microsoftonline.com/" + self.config["AAD_TENANT_ID"] - api_scope_base = "api://" + self.config["AAD_API_SCOPE_BASE"] + authority = "https://login.microsoftonline.com/" + self.config_llm["AAD_TENANT_ID"] + api_scope_base = "api://" + self.config_llm["AAD_API_SCOPE_BASE"] if client_id is not None and client_secret is not None: app = msal.ConfidentialClientApplication( @@ -163,9 +163,9 @@ def save_cache(): raise Exception( "Authentication failed for acquiring AAD token for your organization") - scopes = [api_scope_base + "/" + self.config["AAD_API_SCOPE"]] + scopes = [api_scope_base + "/" + self.config_llm["AAD_API_SCOPE"]] app = msal.PublicClientApplication( - self.config["AAD_API_SCOPE_BASE"], + self.config_llm["AAD_API_SCOPE_BASE"], authority=authority, token_cache=cache ) diff --git a/ufo/module/flow.py b/ufo/module/flow.py index ebb12d54..19c315e0 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -105,7 +105,7 @@ def process_application_selection(self): self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) try: - response_string, cost = llm_call.get_completion(app_selection_prompt_message, configs["APP_AGENT_VISUAL_MODE"]) + response_string, cost = llm_call.get_completion(app_selection_prompt_message, configs["APP_AGENT_VISUAL_MODE"], "APP", backup_engine=True) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) @@ -248,7 +248,7 @@ def process_action_selection(self): self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) try: - response_string, cost = llm_call.get_completion(action_selection_prompt_message, configs["ACTION_AGENT_VISUAL_MODE"]) + response_string, cost = llm_call.get_completion(action_selection_prompt_message, configs["ACTION_AGENT_VISUAL_MODE"], "ACTION", backup_engine=True) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": action_selection_prompt_message}) print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") From d420cb4bdeee6dbb8ce1d4b3ef1f2b52bb6f6a30 Mon Sep 17 00:00:00 2001 From: Mac0q Date: Fri, 15 Mar 2024 17:55:56 +0800 Subject: [PATCH 176/223] template update --- ufo/config/config_llm.yaml.template | 29 ----------------------------- 1 file changed, 29 deletions(-) diff --git a/ufo/config/config_llm.yaml.template b/ufo/config/config_llm.yaml.template index c3bc0ab5..930ec2b1 100644 --- a/ufo/config/config_llm.yaml.template +++ b/ufo/config/config_llm.yaml.template @@ -90,32 +90,3 @@ TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative - -VISUAL: - - NUM: 1 #The number of the visual model - - API_TYPE: "azure_ad" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - API_BASE: "YOUR_ENDPOINT" # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. - API_KEY: "YOUR_KEY" # The OpenAI API key - API_VERSION: "2024-02-15-preview" # "2024-02-15-preview" by default - API_MODEL: "gpt-4-visual-preview" # The only OpenAI model by now that accepts visual input -### For Non-visual model -NON_VISUAL: - - NUM: 1 ##The number of the non-visual model - - API_TYPE: "aoai" # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - API_BASE: "YOUR_ENDPOINT" # The OpenAI endpoint for non-visual model - API_KEY: "YOUR_KEY" # The OpenAI API key for non-visual model - API_VERSION: "2024-02-15-preview" # "2024-02-15-preview" by default - API_MODEL: "gpt-4-visual-preview" # The non-visual OpenAI model -### For parameters -MAX_TOKENS: 2000 # The max token limit for the response completion -MAX_RETRY: 3 # The max retry limit for the response completion -TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model -TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model - -### For AAD -AAD_TENANT_ID: "YOUR_TENANT_ID" # Set the value to your tenant id for the llm model -AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model -AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE - - - From 7c61c0d75f06b42a82dae369cf20b9f660c62bf0 Mon Sep 17 00:00:00 2001 From: Mac0q Date: Sat, 16 Mar 2024 14:34:52 +0800 Subject: [PATCH 177/223] backup format --- ufo/llm/llm_call.py | 28 ++++++++++++++-------------- ufo/module/flow.py | 4 ++-- 2 files changed, 16 insertions(+), 16 deletions(-) diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index 8ffa5945..9f30a0ea 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -8,7 +8,7 @@ configs = load_config() -def get_completion(messages, is_visual=True, agent: str='APP', backup_engine: bool=True): +def get_completion(messages, is_visual=True, agent: str='APP', use_backup_engine: bool=True): """ Get completion for the given messages. @@ -16,7 +16,7 @@ def get_completion(messages, is_visual=True, agent: str='APP', backup_engine: bo messages (list): List of messages to be used for completion. is_visual (bool, optional): Flag indicating whether the completion is visual or not. agent (str, optional): Type of agent. Possible values are 'APP', 'ACTION' or 'BACKUP'. - backup_engine (bool, optional): Flag indicating whether to use the backup engine or not. + use_backup_engine (bool, optional): Flag indicating whether to use the backup engine or not. Returns: tuple: A tuple containing the completion response (str) and the cost (float). @@ -32,16 +32,16 @@ def get_completion(messages, is_visual=True, agent: str='APP', backup_engine: bo raise ValueError(f'Agent {agent} not supported') api_type = configs[agent_type]['VISUAL' if is_visual else 'NON_VISUAL']['API_TYPE'] - if api_type.lower() in ['openai', 'aoai', 'azure_ad']: - from .openai import OpenAIService - try: + try: + if api_type.lower() in ['openai', 'aoai', 'azure_ad']: + from .openai import OpenAIService response, cost = OpenAIService(configs, is_visual=is_visual, agent_type=agent_type).chat_completion(messages) - except Exception as e: - if backup_engine: - print_with_color(f"OpenAI API request failed: {e}, try to use the backup engine", "red") - return get_completion(messages, is_visual=is_visual, agent='backup', backup_engine=False) - else: - raise e - return response, cost - else: - raise ValueError(f'API_TYPE {api_type} not supported') \ No newline at end of file + return response, cost + else: + raise ValueError(f'API_TYPE {api_type} not supported') + except Exception as e: + if use_backup_engine: + print_with_color(f"The API request of {agent_type} failed: {e}, try to use the backup engine", "red") + return get_completion(messages, is_visual=is_visual, agent='backup', use_backup_engine=False) + else: + raise e \ No newline at end of file diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 19c315e0..4b0ae80e 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -105,7 +105,7 @@ def process_application_selection(self): self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) try: - response_string, cost = llm_call.get_completion(app_selection_prompt_message, configs["APP_AGENT_VISUAL_MODE"], "APP", backup_engine=True) + response_string, cost = llm_call.get_completion(app_selection_prompt_message, configs["APP_AGENT_VISUAL_MODE"], "APP", use_backup_engine=True) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) @@ -248,7 +248,7 @@ def process_action_selection(self): self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) try: - response_string, cost = llm_call.get_completion(action_selection_prompt_message, configs["ACTION_AGENT_VISUAL_MODE"], "ACTION", backup_engine=True) + response_string, cost = llm_call.get_completion(action_selection_prompt_message, configs["ACTION_AGENT_VISUAL_MODE"], "ACTION", use_backup_engine=True) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": action_selection_prompt_message}) print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") From 273bebf8ca865b0f264a2125810f5e39fbcde95f Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 17 Mar 2024 20:33:58 +0800 Subject: [PATCH 178/223] log parser & bug fixed --- ufo/experience/__init__.py | 2 + ufo/experience/parser.py | 178 +++++++++++++++++++++++++++++++++++ ufo/experience/summarizer.py | 2 + ufo/module/flow.py | 8 +- ufo/ufo.py | 1 - 5 files changed, 189 insertions(+), 2 deletions(-) create mode 100644 ufo/experience/__init__.py create mode 100644 ufo/experience/parser.py create mode 100644 ufo/experience/summarizer.py diff --git a/ufo/experience/__init__.py b/ufo/experience/__init__.py new file mode 100644 index 00000000..7f3fd831 --- /dev/null +++ b/ufo/experience/__init__.py @@ -0,0 +1,2 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. \ No newline at end of file diff --git a/ufo/experience/parser.py b/ufo/experience/parser.py new file mode 100644 index 00000000..6d421349 --- /dev/null +++ b/ufo/experience/parser.py @@ -0,0 +1,178 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +import json +import os +import re +from ..utils import encode_image_from_path + + +class LogLoader: + """ + Loading the logs from previous runs. + """ + + def __init__(self, log_path: str): + """ + Initialize the LogLoader. + :param log_path: The path of the log file. + """ + self.log_path = log_path + self.response = self.load_response_log() + self.max_stepnum = self.find_max_number_in_filenames() + self.request_partition = self.get_request_partition() + self.screenshots = {} + + self.logs = [] + + + def load_response_log(self): + """ + Load the response log. + :return: The response log. + """ + + response = [] + response_log_path = os.path.join(self.log_path, "response.log") + with open(response_log_path, 'r', encoding='utf-8') as file: + # Read the lines and split them into a list + response_log = file.readlines() + for response_string in response_log: + response.append(json.loads(response_string)) + return response + + + def find_max_number_in_filenames(self) -> int: + """ + Find the maximum number in the filenames. + :return: The maximum number in the filenames. + """ + + # Get the list of files in the folder + files = os.listdir(self.log_path) + + # Initialize an empty list to store extracted numbers + numbers = [] + + # Iterate through each file + for file in files: + # Extract the number from the filename + number = extract_number(file) + if number is not None: + # Append the extracted number to the list + numbers.append(number) + + if numbers: + # Return the maximum number if numbers list is not empty + return max(numbers) + else: + # Return None if no numbers are found in filenames + return None + + + def load_screenshot(self, stepnum: int = 0, version: str = "") -> str: + """ + Load the screenshot. + :param stepnum: The step number of the screenshot. + :param version: The version of the screenshot. + :return: The screenshot. + """ + + # create version tag + if version: + version_tag = "_" + version + else: + version_tag = "" + + # Get the filename of the screenshot + filename = "action_step{stepnum}{version}.png".format(stepnum=stepnum, version=version_tag) + screenshot_path = os.path.join(self.log_path, filename) + + # Check if the screenshot exists + if os.path.exists(screenshot_path): + image_url = encode_image_from_path(screenshot_path) + else: + image_url = None + + return image_url + + + def create_logs(self) -> list: + """ + Create the response log. + :return: The response log. + """ + self.logs = [] + for partition in self.request_partition: + request = self.response[partition[0]]["Request"] + nround = self.response[partition[0]]["Round"] + partitioned_logs = { + "request": request, + "round": nround, + **{ + "step_%s" % step: { + "response": self.response[step], + "screenshot": { + version: self.load_screenshot(step, "" if version == "raw" else version) + for version in ["raw", "selected_controls"] + } + } + for step in partition + } + } + self.logs.append(partitioned_logs) + return self.logs + + + def get_request_partition(self) -> list: + """ + Partition the logs. + :return: The partitioned logs. + """ + request_partition = [] + current_round = 0 + current_partition = [] + + for step in range(self.max_stepnum): + nround = self.response[step]["Round"] + + if nround != current_round: + if current_partition: + request_partition.append(current_partition) + current_partition = [step] + current_round = nround + else: + current_partition.append(step) + + if current_partition: + request_partition.append(current_partition) + + return request_partition + + + +def extract_number(filename): + # Define a regular expression pattern to extract numbers + pattern = r'action_step(\d+)\.png' + # Use re.search to find the matching pattern in the filename + match = re.search(pattern, filename) + if match: + # Return the extracted number as an integer + return int(match.group(1)) + else: + # Return None if no match is found + return None + + + +def extract_number(filename): + # Define a regular expression pattern to extract numbers + pattern = r'action_step(\d+)\.png' + # Use re.search to find the matching pattern in the filename + match = re.search(pattern, filename) + if match: + # Return the extracted number as an integer + return int(match.group(1)) + else: + # Return None if no match is found + return None \ No newline at end of file diff --git a/ufo/experience/summarizer.py b/ufo/experience/summarizer.py new file mode 100644 index 00000000..7f3fd831 --- /dev/null +++ b/ufo/experience/summarizer.py @@ -0,0 +1,2 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. \ No newline at end of file diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 35f6918a..20f9b1da 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -137,8 +137,10 @@ def process_application_selection(self): response_json["Step"] = self.step + response_json["Round"] = self.round response_json["ControlLabel"] = self.application response_json["Action"] = "set_focus()" + response_json["Request"] = self.request response_json["Agent"] = "AppAgent" @@ -276,8 +278,10 @@ def process_action_selection(self): self.status = response_json["Status"] comment = response_json["Comment"] response_json["Step"] = self.step + response_json["Round"] = self.round response_json["Action"] = action response_json["Agent"] = "ActAgent" + response_json["Request"] = self.request response_json["Application"] = control.get_application_name(self.app_window) @@ -310,6 +314,8 @@ def process_action_selection(self): break + self.step += 1 + # The task is finish and no further action is needed if self.status.upper() == "FINISH" and function_call == "": self.status = self.status.upper() @@ -317,7 +323,7 @@ def process_action_selection(self): return - self.step += 1 + if function_call: # Handle the case when the action is an image summary or switch app diff --git a/ufo/ufo.py b/ufo/ufo.py index 510dc7dc..767906c6 100644 --- a/ufo/ufo.py +++ b/ufo/ufo.py @@ -78,7 +78,6 @@ def main(): round=round), "magenta") print_with_color("{result}".format(result=result), "yellow") - session.set_round(round+1) # Print the total cost total_cost = session.get_cost() From 070b31198679b488290de21bf6cd80642056e17a Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 17 Mar 2024 20:48:20 +0800 Subject: [PATCH 179/223] add tag --- ufo/experience/parser.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/ufo/experience/parser.py b/ufo/experience/parser.py index 6d421349..eeebb209 100644 --- a/ufo/experience/parser.py +++ b/ufo/experience/parser.py @@ -112,12 +112,13 @@ def create_logs(self) -> list: **{ "step_%s" % step: { "response": self.response[step], + "is_first_action": local_step == 1, "screenshot": { version: self.load_screenshot(step, "" if version == "raw" else version) for version in ["raw", "selected_controls"] } } - for step in partition + for local_step, step in enumerate(partition) } } self.logs.append(partitioned_logs) @@ -150,7 +151,6 @@ def get_request_partition(self) -> list: return request_partition - def extract_number(filename): # Define a regular expression pattern to extract numbers pattern = r'action_step(\d+)\.png' From 4bbf363e5c6f26e217a7672ae3bad59306d730e7 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 17 Mar 2024 22:24:16 +0800 Subject: [PATCH 180/223] abstract prompter --- ufo/config/config.yaml.template | 13 +- ufo/experience/experience_prompter.py | 107 ++++++++++++++ ufo/experience/parser.py | 3 +- ufo/experience/summarizer.py | 2 - ufo/llm/prompter.py | 6 +- ufo/prompter/base.py | 85 ++++++++++++ ufo/prompts/base/action_selection.yaml | 125 ----------------- ufo/prompts/base/api.yaml | 66 --------- ufo/prompts/base/app_selection.yaml | 77 ----------- ufo/prompts/examples/action_example.yaml | 169 ----------------------- ufo/prompts/examples/app_example.yaml | 151 -------------------- ufo/ui_control/control.py | 1 - 12 files changed, 211 insertions(+), 594 deletions(-) create mode 100644 ufo/experience/experience_prompter.py delete mode 100644 ufo/experience/summarizer.py create mode 100644 ufo/prompter/base.py delete mode 100644 ufo/prompts/base/action_selection.yaml delete mode 100644 ufo/prompts/base/api.yaml delete mode 100644 ufo/prompts/base/app_selection.yaml delete mode 100644 ufo/prompts/examples/action_example.yaml delete mode 100644 ufo/prompts/examples/app_example.yaml diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index a8fa6c2f..072878b9 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -67,4 +67,15 @@ RAG_OFFLINE_DOCS_RETRIEVED_TOPK: 1 # The topk for the offline retrieved documen ## RAG Configuration for the Bing search RAG_ONLINE_SEARCH: False # Whether to use the online search for the RAG. RAG_ONLINE_SEARCH_TOPK: 5 # The topk for the online search -RAG_ONLINE_RETRIEVED_TOPK: 1 # The topk for the online retrieved documents \ No newline at end of file +RAG_ONLINE_RETRIEVED_TOPK: 1 # The topk for the online retrieved documents + + + +## For experience learning +VISUAL_PROMPT = "ufo/prompts/experience/visual_experience_prompt.yaml" +NON_VISUAL_PROMPT = "ufo/prompts/experience/nonvisual_experience_prompt.yaml" + +VISUAL_EXAMPLE_PROMPT = "ufo/prompts/experience/visual_experience_example_prompt.yaml" +NON_VISUAL_EXAMPLE_PROMPT = "ufo/prompts/experience/nonvisual_experience_example_prompt.yaml" + +EXAMPLE_SAVED_PATH = "ufo/experience/replay/" diff --git a/ufo/experience/experience_prompter.py b/ufo/experience/experience_prompter.py new file mode 100644 index 00000000..a675ea14 --- /dev/null +++ b/ufo/experience/experience_prompter.py @@ -0,0 +1,107 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +from typing import List +import json +import yaml + +VISUAL_PROMPT = "ufo/prompts/experience/visual_experience_prompt.yaml" +NON_VISUAL_PROMPT = "ufo/prompts/experience/nonvisual_experience_prompt.yaml" + +VISUAL_EXAMPLE_PROMPT = "ufo/prompts/experience/visual_experience_example_prompt.yaml" +NON_VISUAL_EXAMPLE_PROMPT = "ufo/prompts/experience/nonvisual_experience_example_prompt.yaml" + +EXAMPLE_SAVED_PATH = "ufo/experience/replay/" + + + +class ExperiencePrompter: + + def __init__(self, is_visual: bool): + """ + Initialize the ExperiencePrompter. + :param is_visual: Whether the request is for visual model. + """ + self.is_visual = is_visual + self.prompt_template = self.load_prompt_template() + self.example_prompt_template = self.load_example_prompt_template() + + self.system_prompt = self.system_prompt_construction() + + + def load_prompt_template(self): + """ + Load the prompt template. + :return: The prompt template. + """ + + if self.is_visual: + path = VISUAL_PROMPT + else: + path = NON_VISUAL_PROMPT + + prompt = yaml.safe_load(open(path, "r", encoding="utf-8")) + + return prompt + + + def load_example_prompt_template(self): + """ + Load the example prompt template. + :return: The example prompt template. + """ + if self.is_visual: + path = VISUAL_EXAMPLE_PROMPT + else: + path = NON_VISUAL_EXAMPLE_PROMPT + + prompt = yaml.safe_load(open(path, "r", encoding="utf-8")) + + return prompt + + + def system_prompt_construction(self) -> str: + + example_prompt = "" + system_prompt = self.prompt_template["system"].format(examples=example_prompt) + + return system_prompt + + + + def user_prompt_construction(self, log_partition: list) -> str: + pass + + + def prompt_construction(self, user_content:list) -> list[dict]: + """ + Construct the prompt for summarizing the experience into an example. + :param user_content: The user content. + return: The prompt for summarizing the experience into an example. + """ + + system_message = { + "role": "system", + "content": self.system_prompt + } + + user_message = { + "role": "user", + "content": user_content + } + + prompt_message = [system_message, user_message] + + return prompt_message + + + def examples_prompt_helper(self) -> list[str]: + """ + Construct the prompt for examples. + :param examples: The examples. + :param header: The header of the prompt. + :param separator: The separator of the prompt. + return: The prompt for examples. + """ + + pass \ No newline at end of file diff --git a/ufo/experience/parser.py b/ufo/experience/parser.py index eeebb209..a6921eaf 100644 --- a/ufo/experience/parser.py +++ b/ufo/experience/parser.py @@ -119,7 +119,8 @@ def create_logs(self) -> list: } } for local_step, step in enumerate(partition) - } + }, + "application": list({self.response[step]["Application"] for step in partition}) } self.logs.append(partitioned_logs) return self.logs diff --git a/ufo/experience/summarizer.py b/ufo/experience/summarizer.py deleted file mode 100644 index 7f3fd831..00000000 --- a/ufo/experience/summarizer.py +++ /dev/null @@ -1,2 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. \ No newline at end of file diff --git a/ufo/llm/prompter.py b/ufo/llm/prompter.py index 2913e7f0..f609448f 100644 --- a/ufo/llm/prompter.py +++ b/ufo/llm/prompter.py @@ -133,7 +133,7 @@ def api_prompt_helper(apis: dict, verbose: int = 1) -> List[str]: return api_list -def examples_prompt_helper(examples: dict, header: str = "## Response Examples", separator: str = "Example") -> list[str]: +def examples_prompt_helper(examples: dict, header: str = "## Response Examples", separator: str = "Example") -> str: """ Construct the prompt for examples. :param examples: The examples. @@ -164,4 +164,8 @@ def load_prompt(template_path: str, is_visual: bool) -> str: return prompt + + + + \ No newline at end of file diff --git a/ufo/prompter/base.py b/ufo/prompter/base.py new file mode 100644 index 00000000..da29ba6a --- /dev/null +++ b/ufo/prompter/base.py @@ -0,0 +1,85 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +from abc import ABC, abstractmethod +import yaml + + +class BasicPrompter(ABC): + + def __init__(self, is_visual: bool, prompt_template: str, example_prompt_template: str): + """ + Initialize the BasicPrompter. + :param is_visual: Whether the request is for visual model. + :param prompt_template: The path of the prompt template. + :param example_prompt_template: The path of the example prompt template. + """ + self.is_visual = is_visual + self.prompt_template = self.load_prompt_template(prompt_template) + self.example_prompt_template = self.load_prompt_template(example_prompt_template) + + + def load_prompt_template(self, template_path: str) -> str: + """ + Load the prompt template. + :return: The prompt template. + """ + + path = template_path.format(mode = "visual" if self.is_visual else "nonvisual") + prompt = yaml.safe_load(open(path, "r", encoding="utf-8")) + + return prompt + + + def prompt_construction(self, system_prompt:str, user_content:list) -> list[dict]: + """ + Construct the prompt for summarizing the experience into an example. + :param user_content: The user content. + return: The prompt for summarizing the experience into an example. + """ + + system_message = { + "role": "system", + "content": system_prompt + } + + user_message = { + "role": "user", + "content": user_content + } + + prompt_message = [system_message, user_message] + + return prompt_message + + + @abstractmethod + def system_prompt_construction(self) -> str: + + pass + + + @abstractmethod + def user_prompt_construction(self) -> str: + + pass + + + @abstractmethod + def user_content_construction(self) -> str: + + pass + + + def examples_prompt_helper(self) -> str: + + pass + + + def api_prompt_helper(self) -> str: + + pass + + def retrived_documents_prompt_helper(self) -> str: + + pass \ No newline at end of file diff --git a/ufo/prompts/base/action_selection.yaml b/ufo/prompts/base/action_selection.yaml deleted file mode 100644 index c7064c37..00000000 --- a/ufo/prompts/base/action_selection.yaml +++ /dev/null @@ -1,125 +0,0 @@ -version: 1.0 - -system: |- - Your name is UFO, a UI-focused agent for Windows OS. You are a virtual assistant that can help users to complete requests by interacting with the UI of the system. - Your task is to navigate and take action on control item of the current application window step-by-step to complete users' current request. - - You are provided two screenshots of the current application window, and the screenshot from the last step for reference. - - You are provided a list of control items of the current application window for reference. - - You are provided your previous plan of action for reference to decide the next step. But you are not required to strictly follow your previous plan of action. Revise your previous plan of action base on the screenshot if necessary. - - You are provided the user request history for reference to decide the next step. These requests are the requests that you have completed before. You may need to use them as reference for the next action. - - You are provided the function return from your previous action for reference to decide the next step. You may use the return of your previous action to complete the user request. - - You are provided the steps history, including historical actions, thoughts, and results of your previous steps for reference to decide the next step. Use them to help you think about the next step. - - You are required to select the control item and take one-step action on it to complete the user request for one step. The one-step action means calling a function with arguments for only once. - - You are required to decide whether the task status, and detail a plan of following actions to accomplish the current user request. Do not include any additional actions beyond the completion of the current user request. - - ## On screenshots - - You are provided two versions of screenshots of the current application in a single image, one with annotation (right) and one without annotation (left). - - You are also provided the screenshot from the last step for your reference and comparison. The control items selected at the last step is labeled with red rectangle box on the screenshot. Use it to help you think whether the previous action has taken effect. - - The annotation is to help you identify the control elements on the application. - - The annotation is a small rectangle with a number in the center of the rectangle in the top left corner of the control item. The number is the label of the control item. - - You can refer to the clean screenshot without annotation to see what control item are without blocking the view by the annotation. - - Different types of control items have different colors of annotation. - - Use the screenshot to analyze the state of current application window. You may need to take all actions on your previous plan, as the state of the application window may be different from your previous plan. - - - ## Control item - - The control item is the element on the page that you can interact with, we limit the actionable control item to the following: - - "Button" is the control item that you can click. It is labeled with yellow annotation on the screenshot. - - "Edit" is the control item that you can click and input text. It is labeled with green annotation on the screenshot. - - "TabItem" is the control item that you can click and switch to another page. It is labeled with blue annotation on the screenshot. - - "ListItem" is the control item that you can click and select. It is labeled with purple annotation on the screenshot. - - "MenuItem" is the control item that you can click and select. It is labeled with light lighter green annotation on the screenshot. - - "ScrollBar" is the control item that you can scroll. It is labeled with pink annotation on the screenshot. - - "TreeItem" is the control item that you can click and select. It is labeled with gray annotation on the screenshot. - - "Document" is the control item that you can click and select text. It is labeled with orange annotation on the screenshot. - - "Hyperlink" is the control item that you can click and open a link. It is labeled with light blue annotation on the screenshot. - - "ComboBox" is the control item that you can click and input text. It is labeled with light purple annotation on the screenshot. The Google search box is an example of ComboBox. - - You are given the information of all available control item in the current application window in a list format: {{label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}}. - - ## Action on the control item - - You are able to use pywinauto to interact with the control item. - {apis} - - - - ## Status of the task - - You are required to decide the status of the task after taking the current action, choose from the following actions, and fill in the "Status" field in the response. - - "CONTINUE": means the task is not finished and need further action. - - "FINISH": means the entire user request is finished and no further actions are required, nor switching to another application window is required. If the user request is finished after the current action, you should also output "FINISH". Note that the user's request may need to be completed in multiple application windows, but you should only output "FINISH" when the entire request is finished. - - "PENDING": means the current one-step action you are taking is sensitive to the system and need to be confirmed by the user before its execution. This does not apply to future actions after the current step. Below are some examples of sensitive actions, but they are not limited to these cases: - [1] Taking the "Send" action for a message or email: - The sending action (e.g. clicking the send button) is sensitive to the system and as the message or email is sent, it can not be retrieved. Thus, the user need to confirm the sending action. Note that inputting the message or email is not sensitive, but clicking the send button is sensitive. - [2] Deleting or modifying files and folders: - Deleting or modifying files and folders, especially those located in critical system directories or containing important user data. - [3] Close an Window or Application: - Closing an window or application, since it may cause data loss or system crash. - [4] Accessing Webcam or Microphone: - Accessing the webcam or microphone without explicit user consent, as this raises privacy concerns. - [5] Installing or Uninstalling Software: - Installing or uninstalling software applications, as this can affect the system's configuration and potentially introduce security risks. - [6] Browser History or Password Retrieval: - Accessing sensitive user data such as browser history or stored passwords. - Please justify your decision on why current one-step action you output (not future actions in your "Plan") is sensitive in your "Thought". - For example, if the user request is to send a message to someone, you only need to output "Pending" in the "Status" field in the response when the current one-step action is to click the send button. - The system will automatically ask the user to confirm the current action. If the user confirms the action, the system will continue to execute the current action you output. Otherwise, the system will stop executing the action and ask the user to provide a new action. - The "Pending" only applies to the current action you are taking, not related to future actions in your plan. - If the current user request is finished after the current action, you must strictly output "" in the "Status" field in the response. - - "SCREENSHOT": - If you believe (1) annotations of control items of interest are overlapped or not visible on the screenshot, so you cannot identify and select the control item; and (2) the provided information of control item list is not enough to identify and select the control item, you should output "SCREENSHOT" in the "Status" field in the response. The system will automatically take a new screenshot and provide a new control item list for you to identify and select the control item. - Selecting "SCREENSHOT" in the "Status" field if and only if both (1) and (2) are satisfied. Otherwise, you should not select "SCREENSHOT" in the "Status" field in the response. For example, if the current control "17" is not blocked by other annotation so it is not visible, but you can get its information from the control item list to make a decision, you should not select "SCREENSHOT" in the "Status" field in the response. - If you select "SCREENSHOT" in the "Status" field in the response, you should also call the "annotate" action on the screenshot, and decide the required labels of control item list to screenshoted and annotated. - You can only select available control items in the control item list given and filled their labels in the "annotate" action, e.g. annotate(control_labels=['1', '2', '3', '36', '58']). The new screenshot will be only annotated with the control items with the given labels. - - "APP_SELECTION": - If you believe the one of the two following cases is satisfied, you should output "APP_SELECTION" in the "Status" field in the response. - [1] Current application window is not the correct application window to complete the user request; - [2] No further action is needed after taking the current one-step action on the current application, and next step is to switch to another application to take following actions. - You must set to "APP_SELECTION" (not "CONTINUE") immediately when you believe no further action is needed after taking the current action, and decide to switch to another application window for the next step. - - ## Other Guidelines - - You are required to select the control item and take open-step action by calling API on it to complete the user request for one step. - - You are required to are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: - {{"Observation": - "Thought": - "ControlLabel": - "ControlText": - "Function": - "Args": - "Status": - "Plan": for reference, and you can reflect on it and revise if necessary. If you believe the task is finished and no further actions are required after the current action, output "".> - "Comment": }} - - - If the user request includes asking questions, and you can answer the question without taking calling API on the application at current step, you should answer the question in the "Comment" field in the response, and set the "Status" as "FINISH". - - If the required control item is not visible in the screenshot, and not available in the control item list, you may need to take action on other control items to navigate to the required control item. - - You can use your action/observation/comment history to help think about the next step. However, you must rely more on the current screenshots and control item list to make the decision. - - You must select the control item in the given list . You must not generate not in the list or in the historical steps. In your response, the ControlText of the selected control item must strictly match exactly with its ControlLabel in the given . Otherwise, the system will be destroyed and the user's computer will be crashed. - - When you are asked to get text, it usually apply to Edit and Document control item. Use this guideline to choose the control item and apply texts() action on it. - - You are not allowed to use keyboard shortcut to complete the user request. - - You must look at the both screenshots and the control item list carefully, analyse the current status before you select the control item and take action on it. Base on the status of the application window, reflect on your previous plan for removing redundant actions or adding missing actions to complete the current user request. - - You must use double-quoted string for the string arguments of your control Action. {{"text": "Hello World. \\n you're my friend. Tom's home is great.')"}}. Otherwise it will crash the system and destroy the user's computer. - - You must stop and output "FINISH" in "Status" field in your response if you believe the task has finished or finished after the current action. - - You must not do additional actions beyond the completion of the current user request. For example, if the user request is to open a new email window, you must stop and output FINISH in "Status" after you open the new email window. You must not input the email address, title and content of the email if the user does not explicitly request you to do so. - - You must check carefully on there are actions missing from the plan, given your previous plan, action history and the screenshots. If there are actions missing from the plan, you must remedy and take the missing action. For example, if the user request is to send an email, you must check carefully on whether all required information of the email is inputted. If not, you must input the missing information if you know what should input. - - You must carefully observe analyze the screenshots and action history to see if some actions in the previous plan are redundant to completing current user request. If there are redundant actions, you must remove them from the plan and do not take the redundant actions. For instance, if the next action in the previous plan is to click the "New Email" button to open a new email window, but the new email editing window is already opened base on the screenshot, you must remove the action of clicking the "New Email" button from the plan and do not take it for the current action. - - You must try your best to find the control item required for the next step in your previous plan on the current screenshot, and use the previous screenshots to examine whether the last action has taken effect and met your expectation. The more careful your observe and analyze, the more tip you will get. - - Check your step history and the screenshot of the last step to see if you have taken the same action before. You must not take repetitive actions from history if the previous action has already taken effect. For example, if have already opened the new email editing window, you must not open it again. - - Compare the current screenshot with the screenshot of the last step to see if the previous action has taken effect. If the previous action has taken effect, you must not take the same action again. - - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. - - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. - - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. - - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. - - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current screenshots and control item list to make the decision. - - {examples} - - This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. - Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. - Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Your output must be able to be able to be parsed by json.loads(). Otherwise, it will crash the system and destroy the user's computer. - -user: |- - {retrieved_docs} - {control_item} - {request_history} - {action_history} - {prev_plan} - {user_request} - diff --git a/ufo/prompts/base/api.yaml b/ufo/prompts/base/api.yaml deleted file mode 100644 index e3ba3511..00000000 --- a/ufo/prompts/base/api.yaml +++ /dev/null @@ -1,66 +0,0 @@ -Click: - summary: |- - "Click" is to click the control item with mouse. - usage: |- - [1] API call: click_input(button=, double) - [2] Args: - - button: 'The mouse button to click. One of ''left'', ''right'', ''middle'' or ''x'' (Default: ''left'')' - - double: 'Whether to perform a double click or not (Default: False)' - [3] Example: click_input(button="left", double=False) - [4] Available control item: All control items. - [5] Return: None - - -SetText: - summary: |- - "SetText" is to input text to the control item. - usage: |- - [1] API call: set_edit_text(text="") - [2] Args: - - text: The text input to the Edit control item. It will change the content of current text in the edit block. Set text ='' if you want to clear current text in the block. You must also use Double Backslash escape character to escape the single quote in the string argument. - [3] Example: set_edit_text(text="Hello World. \\n I enjoy the reading of the book 'The Lord of the Rings'. It's a great book.") - [4] Available control item: [Edit] - [5] Return: None - -Annotate: - summary: |- - "Annotate" is to take a screenshot of the current application window and annotate the control item on the screenshot. - usage: |- - [1] API call: annotation(control_labels: List[str]=[]) - [2] Args: - - control_labels: The list of annotated label of the control item. If the list is empty, it will annotate all the control items on the screenshot. - [3] Example: annotation(control_labels=["1", "2", "3", "36", "58"]) - [4] Available control item: All control items. - [5] Return: None - -Summary: - summary: |- - "Summary" is to summarize your observation of the current application window base on the clean screenshot. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. You must use the 'text' argument to input the summarized text. - usage: |- - [1] API call: summary(text="") - [2] Args: None - [3] Example: summary(text="The image shows a workflow of a AI agent framework. \\n The framework has three components: the 'data collection', the 'data processing' and the 'data analysis'.") - [4] Available control item: All control items. - [5] Return: the summary of the image. - -GetText: - summary: |- - "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. - usage: |- - [1] API call: texts() - [2] Args: None - [3] Example: texts() - [4] All control items. - [5] Return: the text content of the control item. - -Scroll: - summary: |- - "Scroll" is to scroll the control item. It typical apply to a ScrollBar type of control item when user request is to scroll the control item, or the targeted control item is not visible nor available in the control item list, but you know the control item is in the application window and you need to scroll to find it. - usage: |- - [1] API call: wheel_mouse_input() - [2] Args: - - wheel_dist: The distance to scroll. Positive values indicate upward scrolling, negative values indicate downward scrolling. - [3] Example: wheel_mouse_input(wheel_dist=-20) - [4] All control items. - [5] Return: None - \ No newline at end of file diff --git a/ufo/prompts/base/app_selection.yaml b/ufo/prompts/base/app_selection.yaml deleted file mode 100644 index 5d23d9d6..00000000 --- a/ufo/prompts/base/app_selection.yaml +++ /dev/null @@ -1,77 +0,0 @@ -version: 0.1 - -system: |- - - Your name is UFO, a UI-focused agent for Windows OS. You are a virtual assistant that can help users to complete their current requests by interacting with the UI of the system and describe the content in the screenshot. - - Your task involves navigating through a provided screenshot of the current desktop along with a list of available applications in the windows. - - As a multimodal agent, you are very expert in understanding the user request and the screenshot. - - You are equipped to provide detailed descriptions or analyses of image content and summarize the screenshot if needed. Do not reject such requests. - - You are not allowed to use keyboard shortcut to complete the user request. - - ## Guidelines - - You are given a screenshot of the current desktop, along with a list of available applications in the windows. - - The screenshot of multiple screens is concatenated into one image. - - You are given the information of all available applications item in the current desktop window in a dict format: {{label: "label", control_text: "the text of the application", control_type: "the type of the application"}}. - - You are provided your previous plan of action for reference to decide the application. This usually happens when the you have already completed the previous task on an application and need to switch to another application to complete the next task. - - When the selected application is visible in the screenshot, analyze the screenshot of the application window on its current status. Draft your plan based on the current status of the application and user request, and do not include the steps that have been completed on the application base on your screenshot observation. - - You are provided the user request history for reference to decide the selection of application or control item. - - You are provided the history of actions, thoughts, and results of your previous steps for reference to decide the next step. You may need to selectively integrate information from the action history to select the application or control item. - - You are provided the function return of your previous action for reference to decide the next step. - - Some of the applications may not visible in the screenshot, but they are available in the list of . You can try to select these applications if required. - - When a user presents a request, your task is to - [1] Identify and select the appropriate application or control item. - [2] Detail a plan of following actions to accomplish the given task. - [3] If the target application is visible, decide the current status of the task base on the screenshot. Draft your plan based on the current status of the task, and do not include the steps that have been completed on the application, or beyond the user request. - [4] Determine whether the status of the task is finished or not. - - When making you plan, please refer to the history of actions, thoughts, and results of your previous steps, and previous user requests. Make sure your plan is complete ONLY for the current user request. You must not include redundant steps beyond the completion of the current user request. - - You need to complete the current requests, even though the previous requests are not finished or already finished. - - If there are some steps you are not sure about, or it needs users' additional input, you can leave a comment in the "Comment" field of your response, and do not include these steps in your plan. - - ## Action on the control item - - You are able to use pywinauto to interact with the control item. - {apis} - - - You may need to take sensitive actions to complete the task. If an action is sensitive to the system, it needs to be confirmed by the user. Below are some examples of sensitive actions, but they are not limited to these cases: - [1] Sending a message or email to someone: - The sending action is sensitive to the system and as the message or email is sent, it can not be retrieved. Thus, the user need to confirm the sending action. - [2] File Deletion or Modification: - Deleting or modifying files and folders, especially those located in critical system directories or containing important user data. - [3] Close an Window or Application: - Closing an window or application, since it may cause data loss or system crash. - [4] Accessing Webcam or Microphone: - Accessing the webcam or microphone without explicit user consent, as this raises privacy concerns. - [5] Installing or Uninstalling Software: - Installing or uninstalling software applications, as this can affect the system's configuration and potentially introduce security risks. - [6] Browser History or Password Retrieval: - Accessing sensitive user data such as browser history or stored passwords. - Please identify sensitive action in your plan of your response. The system will automatically ask the user to confirm the action before taking. - - - Your response should be strictly structured in a JSON format, consisting of three distinct parts with the following keys and corresponding content: - {{ - "Observation": - "Thought": - "ControlLabel": - "ControlText": - "Status": - "Plan": .> - "Comment": - }} - - If the user request is just asking question and do not need to take action on the application, you should answer the user request on the "Comment" field, and set the "Status" as "FINISH". - - You must analyze the screenshot and the user request carefully, to understand what have been completed on which application, you must not repeatedly choose the same application or control item, unless the user request has not been completed on the application. - - In your response, the control text of the selected application must strictly match its control label. - - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. - - You must to strictly follow the instruction and the JSON format of the response. - - Below are two example of the response. You can refer to them as a reference. - - {examples} - - - This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. - Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Otherwise it will crash the system. - -user: |- - {control_item} - {request_history} - {action_history} - {prev_plan} - {user_request} - \ No newline at end of file diff --git a/ufo/prompts/examples/action_example.yaml b/ufo/prompts/examples/action_example.yaml deleted file mode 100644 index 5a8e5390..00000000 --- a/ufo/prompts/examples/action_example.yaml +++ /dev/null @@ -1,169 +0,0 @@ -version: 1.0 - -example1: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", - "Thought": "Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action.", - "ControlLabel": "1", - "ControlText": "New Email", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(2) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", - "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} - - -example2: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", - "ControlLabel": "34", - "ControlText": "Main Page", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", - "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} - - -example3: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", - "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - -example4: |- - User Request: - "Draft an email to Amy to ask her how she feels about the new project." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} - - - -example5: |- - User Request: - "Search for the word 'UFO' in the document." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. The previous action of inputting 'UFO' took effect based on the screenshot of the last step.", - "Thought": "Base on the screenshots, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", - "ControlLabel": "59", - "ControlText": "Find", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "FINISH", - "Plan": "", - "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} - - -example6: |- - User Request: - "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." - Response: - {"Observation": "The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot.", - "Thought": "Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. ", - "ControlLabel": "83", - "ControlText": "framework - Word", - "Function": "texts", - "Args": {}, - "Status": "APP_SELECTION", - "Plan": "(1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the results from my history steps and I will use them to compose the message.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", - "Comment": "The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task."} - - - -example7: |- - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." - Response: - {"Observation": "The current screenshot shows the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", - "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", - "ControlLabel": "59", - "ControlText": "File", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - - -example8: |- - User Request: - "How many stars does the Imdiffusion repo have?" - Response: - {"Observation": "I observe that the Edge browser is visible in the screenshot, and the with the Google search page opened.", - "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", - "ControlLabel": "36", - "ControlText": "搜索", - "Function": "set_edit_text", - "Args": {"text": "Imdiffusion GitHub"}, - "Status": "CONTINUE", - "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} - - - -example9: |- - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." - Response: - {"Observation": "The current screenshot shows that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", - "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", - "ControlLabel": "19", - "ControlText": "Add a task in “My Day”", - "Function": "set_edit_text", - "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, - "Status": "CONTINUE", - "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} - - -example10: |- - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." - Response: - {"Observation": "The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot.", - "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", - "ControlLabel": "60", - "ControlText": "Copilot", - "Function": "click_input", - "Args": {"button": "left", "double": true}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", - "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} - - -example11: |- - User Request: - "Please @Zac to revise the presentation1.pptx." - Response: - {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "42", - "ControlText": "Insert", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} - diff --git a/ufo/prompts/examples/app_example.yaml b/ufo/prompts/examples/app_example.yaml deleted file mode 100644 index a40be6ac..00000000 --- a/ufo/prompts/examples/app_example.yaml +++ /dev/null @@ -1,151 +0,0 @@ -version: 1.0 - -example1: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "I observe that the outlook application is visible in the screenshot, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application.", - "Thought": "I need to open the email application to send a email. According to the screenshot and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it.", - "ControlLabel": "12", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of outlook application.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user.", - "Comment": "It is time to open the outlook application!"} - - -example2: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "I observe an empty desktop with no application opened, the target application Teams is not visible in the screenshot.", - "Thought": "I need to open the Teams application to send a message. Although I can not see the Teams application in the screenshot, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it.", - "ControlLabel": "6", - "ControlText": "Mike Lee | Microsoft Teams", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of Teams application.\\n(2) Click the Chat button to open the chat window with Tom.\\n(3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?'\\n(4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user.", - "Comment": "It is time to open the Teams application."} - - -example3: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", - "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - -example4: |- - User Request: - "Draft an email to Amy to ask her how she feels about the new project." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} - - - -example5: |- - User Request: - "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." - Response: - {"Observation": "I observe the next targeted application framework.png is not visible on the screenshot.", - "Thought": "Base on the step history, I have completed all tasks in the framework.docx needed to be done. To complete the following user request, now it is time to switch to the image of framework.png to complete the next task. I need to set the image viewer focused to open the image of framework.png.", - "ControlLabel": "21", - "ControlText": "framework.png | image", - "Status": "CONTINUE", - "Plan": "(1) Open the image of framework.png to complete the next task.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from my history actions.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", - "Comment": "After I get the text of the Document control named 'framework.docx', I need to switch to the image of framework.png to complete the next task, and summarize them to sent the message to Tom on Teams."} - - - -example6: |- - User Request: - "Revise the email to be longer and send." - Response: - {"Observation": "I observe that the outlook application is visible in the screenshot, and a new email draft is opened, with its title, receiver email address and email body already filled in.", - "Thought": "Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send.", - "ControlLabel": "21", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Open the Mail - Outlook - Zac to complete the next task.\\n (2) Base on previous email draft, revise the email body to be more detail using SetText API. \\n (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it."} - -example7: |- - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." - Response: - {"Observation": "I observe that the powerpoint application is visible in the screenshot, and the presentation.pptx is opened", - "Thought": "I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one.", - "ControlLabel": "21", - "ControlText": "presentation - PowerPoint", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the presentation - PowerPoint.\\n (2) Click the 'File' button at the upper left corner, to open a menu.\\n (3) Click the 'Info' ListItem, to access the 'Info' page.\\n (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (5) Click the 'Inspect Document', to open a document inspector. \\n (6) Click the 'Inspect' button, to inspect the ppt for notes. \\n (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - - - -example8: |- - User Request: - "How many stars does the Imdiffusion repo have?" - Response: - {"Observation": "I observe that a Edge browser is visible in the screenshot, and the with the Google page opened.", - "Thought": "I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task.", - "ControlLabel": "7", - "ControlText": "Google - Microsoft​ Edge", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the Google - Microsoft​ Edge.\\n (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. \\n (3) Click Google Search to search for the Imdiffusion repo on github.\\n (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page.\\n (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} - - - -example9: |- - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." - Response: - {"Observation": "The current screenshot does not show any reminder application or calendar application.", - "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", - "ControlLabel": "6", - "ControlText": "Microsoft To Do", - "Status": "CONTINUE", - "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} - - -example10: |- - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." - Response: - {"Observation": "The current screenshot does not show any the powerpoint application or the word application.", - "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", - "ControlLabel": "4", - "ControlText": "presentation1 - PowerPoint", - "Status": "CONTINUE", - "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. \\n (3) Click the 'Create presentation from file' button to open a file picker. \\n (4) Select and click the meeting_notes.docx file in the file picker. \\n (5) Click the 'Send' buttom to send the request to Copilot. This completes the task.", - "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} - - -example11: |- - User Request: - "Please @Zac to revise the presentation1.pptx." - Response: - {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "4", - "ControlText": "presentation1 - PowerPoint, - "Status": "CONTINUE", - "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} - diff --git a/ufo/ui_control/control.py b/ufo/ui_control/control.py index d75c0514..66addb2f 100644 --- a/ufo/ui_control/control.py +++ b/ufo/ui_control/control.py @@ -173,7 +173,6 @@ def parse_function_call(call): - def atomic_execution(window, method_name:str, args:dict): """ Atomic execution of the action on the control elements. From 0f174c4f586c70f2b10c119d0a10ecae013c3fbb Mon Sep 17 00:00:00 2001 From: Mac0q Date: Mon, 18 Mar 2024 12:57:52 +0800 Subject: [PATCH 181/223] openai template --- ufo/config/config.py | 22 +++-- ufo/config/config_llm.yaml.template | 129 ++++++++++++---------------- ufo/llm/llm_call.py | 9 +- ufo/llm/ollama.py | 114 ++++++++++++++++++++++++ ufo/llm/openai.py | 6 +- ufo/module/flow.py | 20 ++--- 6 files changed, 196 insertions(+), 104 deletions(-) create mode 100644 ufo/llm/ollama.py diff --git a/ufo/config/config.py b/ufo/config/config.py index 499129dd..4c3eae2a 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -37,22 +37,20 @@ def load_config(config_path="ufo/config/"): return optimize_configs(configs) -def update_api_base(configs, agent, key): - if configs[agent][key]["API_TYPE"].lower() == "aoai": - if 'deployments' not in configs[agent][key]["API_BASE"]: - configs[agent][key]["API_BASE"] = "{endpoint}/openai/deployments/{deployment_name}/chat/completions?api-version={api_version}".format( - endpoint=configs[agent][key]["API_BASE"][:-1] if configs[agent][key]["API_BASE"].endswith( - "/") else configs[agent][key]["API_BASE"], - deployment_name=configs[agent][key]["API_MODEL"], - api_version=configs[agent][key]["API_VERSION"] +def update_api_base(configs, agent): + if configs[agent]["API_TYPE"].lower() == "aoai": + if 'deployments' not in configs[agent]["API_BASE"]: + configs[agent]["API_BASE"] = "{endpoint}/openai/deployments/{deployment_name}/chat/completions?api-version={api_version}".format( + endpoint=configs[agent]["API_BASE"][:-1] if configs[agent]["API_BASE"].endswith( + "/") else configs[agent]["API_BASE"], + deployment_name=configs[agent]["API_MODEL"], + api_version=configs[agent]["API_VERSION"] ) def optimize_configs(configs): - update_api_base(configs,'APP_AGENT', 'VISUAL') - update_api_base(configs,'APP_AGENT', 'NON_VISUAL') - update_api_base(configs, 'ACTION_AGENT', 'VISUAL') - update_api_base(configs, 'ACTION_AGENT', 'NON_VISUAL') + update_api_base(configs,'APP_AGENT') + update_api_base(configs,'ACTION_AGENT') return configs diff --git a/ufo/config/config_llm.yaml.template b/ufo/config/config_llm.yaml.template index 930ec2b1..7c8b8033 100644 --- a/ufo/config/config_llm.yaml.template +++ b/ufo/config/config_llm.yaml.template @@ -1,81 +1,60 @@ -## For Non-/Visual model -APP_AGENT_VISUAL_MODE: True # Whether to use the visual mode for the app agent -ACTION_AGENT_VISUAL_MODE: True # Whether to use the visual mode for the action agent +APP_AGENT: { + VISUAL_MODE: False, # Whether to use the visual mode + # API_TYPE: "azure_ad", # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. + # API_KEY: "YOUR_KEY", # The OpenAI API key + # API_VERSION: "2023-12-01-preview" ,# "2024-02-15-preview" by default + # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input -APP_AGENT: - VISUAL: { - API_TYPE: "azure_ad", # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. - API_KEY: "YOUR_KEY", # The OpenAI API key - API_VERSION: "2023-12-01-preview", "2024-02-15-preview", # "2024-02-15-preview" by default. - API_MODEL: "gpt-4-visual-preview", # The only OpenAI model by now that accepts visual input - ### For Azure_AD - AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model - AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model - AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE - } - ### For Non-visual model - NON_VISUAL: { - API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - API_BASE: "YOUR_ENDPOINT" , # The OpenAI endpoint for non-visual model - API_KEY: "YOUR_KEY", # The OpenAI API key for non-visual model - API_MODEL: "gpt-4-1106-preview", # The non-visual OpenAI model - API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default. - ### For Azure_AD - AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model - AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model - AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE + API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. + API_KEY: "YOUR_KEY", # The OpenAI API key + API_VERSION: "2023-12-01-preview" ,# "2024-02-15-preview" by default + API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + ### For Azure_AD + AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model + AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model + AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE +} + +ACTION_AGENT: { + VISUAL_MODE: True, # Whether to use the visual mode + API_TYPE: "azure_ad", # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. + API_KEY: "YOUR_KEY", # The OpenAI API key + API_VERSION: "2023-12-01-preview" ,# "2024-02-15-preview" by default + API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + + # API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. + # API_KEY: "YOUR_KEY", # The OpenAI API key + # API_VERSION: "2023-12-01-preview" ,# "2024-02-15-preview" by default + # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + ### For Azure_AD + AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model + AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model + AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE } -ACTION_AGENT: - VISUAL: { - API_TYPE: "azure_ad", # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. - API_KEY: "YOUR_KEY", # The OpenAI API key - API_VERSION: "2023-12-01-preview", "2024-02-15-preview", # "2024-02-15-preview" by default. - API_MODEL: "gpt-4-visual-preview", # The only OpenAI model by now that accepts visual input - ### For Azure_AD - AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model - AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model - AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE - } - ### For Non-visual model - NON_VISUAL: { - API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - API_BASE: "YOUR_ENDPOINT" , # The OpenAI endpoint for non-visual model - API_KEY: "YOUR_KEY", # The OpenAI API key for non-visual model - API_MODEL: "gpt-4-1106-preview", # The non-visual OpenAI model - API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default. - ### For Azure_AD - AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model - AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model - AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE - } +BACKUP_AGENT: { + VISUAL_MODE: True, # Whether to use the visual mode + API_TYPE: "azure_ad", # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. + API_KEY: "YOUR_KEY", # The OpenAI API key + API_VERSION: "2023-12-01-preview" ,# "2024-02-15-preview" by default + API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + + # API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. + # API_KEY: "YOUR_KEY", # The OpenAI API key + # API_VERSION: "2023-12-01-preview" ,# "2024-02-15-preview" by default + # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + ### For Azure_AD + AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model + AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model + AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE +} -BACKUP_AGENT: - VISUAL: { - API_TYPE: "azure_ad", # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. - API_KEY: "YOUR_KEY", # The OpenAI API key - API_VERSION: "2023-12-01-preview", "2024-02-15-preview", # "2024-02-15-preview" by default. - API_MODEL: "gpt-4-visual-preview", # The only OpenAI model by now that accepts visual input - ### For Azure_AD - AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model - AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model - AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE - } - ### For Non-visual model - NON_VISUAL: { - API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - API_BASE: "YOUR_ENDPOINT" , # The OpenAI endpoint for non-visual model - API_KEY: "YOUR_KEY", # The OpenAI API key for non-visual model - API_MODEL: "gpt-4-1106-preview", # The non-visual OpenAI model - API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default. - ### For Azure_AD - AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model - AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model - AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE - } @@ -84,7 +63,7 @@ MAX_TOKENS: 2000 # The max token limit for the response completion MAX_RETRY: 3 # The max retry limit for the response completion TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model - +TIMEOUT: 60 # The call timeout(s), default is 10 mins diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index 9f30a0ea..a321dd36 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -8,13 +8,12 @@ configs = load_config() -def get_completion(messages, is_visual=True, agent: str='APP', use_backup_engine: bool=True): +def get_completion(messages, agent: str='APP', use_backup_engine: bool=True): """ Get completion for the given messages. Args: messages (list): List of messages to be used for completion. - is_visual (bool, optional): Flag indicating whether the completion is visual or not. agent (str, optional): Type of agent. Possible values are 'APP', 'ACTION' or 'BACKUP'. use_backup_engine (bool, optional): Flag indicating whether to use the backup engine or not. @@ -31,17 +30,17 @@ def get_completion(messages, is_visual=True, agent: str='APP', use_backup_engine else: raise ValueError(f'Agent {agent} not supported') - api_type = configs[agent_type]['VISUAL' if is_visual else 'NON_VISUAL']['API_TYPE'] + api_type = configs[agent_type]['API_TYPE'] try: if api_type.lower() in ['openai', 'aoai', 'azure_ad']: from .openai import OpenAIService - response, cost = OpenAIService(configs, is_visual=is_visual, agent_type=agent_type).chat_completion(messages) + response, cost = OpenAIService(configs, agent_type=agent_type).chat_completion(messages) return response, cost else: raise ValueError(f'API_TYPE {api_type} not supported') except Exception as e: if use_backup_engine: print_with_color(f"The API request of {agent_type} failed: {e}, try to use the backup engine", "red") - return get_completion(messages, is_visual=is_visual, agent='backup', use_backup_engine=False) + return get_completion(messages, agent='backup', use_backup_engine=False) else: raise e \ No newline at end of file diff --git a/ufo/llm/ollama.py b/ufo/llm/ollama.py new file mode 100644 index 00000000..2807e9af --- /dev/null +++ b/ufo/llm/ollama.py @@ -0,0 +1,114 @@ +from contextlib import contextmanager +from typing import Any, Optional + +import requests + + + + +class OllamaService: + def __init__(self, config, agent_type: str, is_visual: bool = True): + self.config_llm = config[agent_type]["VISUAL" if is_visual else "NON_VISUAL"] + self.config = config + self.max_retry = self.config["MAX_RETRY"] + + def chat_completion( + self, + messages, + temperature: Optional[float] = None, + max_tokens: Optional[int] = None, + top_p: Optional[float] = None, + **kwargs: Any, + ): + + temperature = temperature if temperature is not None else self.config["TEMPERATURE"] + max_tokens = max_tokens if max_tokens is not None else self.config["MAX_TOKENS"] + top_p = top_p if top_p is not None else self.config["TOP_P"] + + for _ in range(self.max_retry): + try: + return self._chat_completion( + messages=messages, + temperature=temperature, + max_tokens=max_tokens, + top_p=top_p, + **kwargs, + ) + except Exception: + return self._completion( + messages=messages, + temperature=temperature, + max_tokens=max_tokens, + top_p=top_p, + **kwargs, + ) + + def _chat_completion( + self, + messages, + temperature: Optional[float] = None, + max_tokens: Optional[int] = None, + top_p: Optional[float] = None, + **kwargs: Any, + ): + api_endpoint = "/api/chat" + payload = { + "model": self.config_llm["API_MODEL"], + "messages": messages, + "format": "json", + "temperature": temperature, + "max_tokens": max_tokens, + "top_p": top_p, + } + + + with self._request_api(api_endpoint, payload) as resp: + if resp.status_code != 200: + raise Exception( + f"Failed to get completion with error code {resp.status_code}: {resp.text}", + ) + response: str = resp.json()["response"] + return response + + + def _completion( + self, + messages, + temperature: Optional[float] = None, + max_tokens: Optional[int] = None, + top_p: Optional[float] = None, + **kwargs: Any, + ): + api_endpoint = "/api/generate" + payload = { + "model": self.config_llm["API_MODEL"], + "prompt": "", + "temperature": temperature, + "max_tokens": max_tokens, + "top_p": top_p, + } + + if self.config.response_format == "json": + payload["format"] = "json" + + for message in messages: + content: str = message["content"] + if message["role"] == "system": + payload["system"] = content + else: + payload["prompt"] = f"{payload['prompt']}\n{content}" + + with self._request_api(api_endpoint, payload) as resp: + if resp.status_code != 200: + raise Exception( + f"Failed to get completion with error code {resp.status_code}: {resp.text}", + ) + response: str = resp.json()["response"] + return response + + @contextmanager + def _request_api(self, api_path: str, payload: Any, stream: bool = False): + url = f"{self.config_llm["API_BASE"]}{api_path}" + with requests.Session() as session: + with session.post(url, json=payload, stream=stream) as resp: + yield resp diff --git a/ufo/llm/openai.py b/ufo/llm/openai.py index 5d8f64fc..eb4917b0 100644 --- a/ufo/llm/openai.py +++ b/ufo/llm/openai.py @@ -22,8 +22,8 @@ class OpenAIService: - def __init__(self, config, agent_type: str, is_visual: bool = True): - self.config_llm = config[agent_type]["VISUAL" if is_visual else "NON_VISUAL"] + def __init__(self, config, agent_type: str): + self.config_llm = config[agent_type] self.config = config api_type = self.config_llm["API_TYPE"].lower() max_retry = self.config["MAX_RETRY"] @@ -33,10 +33,12 @@ def __init__(self, config, agent_type: str, is_visual: bool = True): base_url=self.config_llm["API_BASE"], api_key=self.config_llm["API_KEY"], max_retries=max_retry, + timeout=self.config["TIMEOUT"], ) if api_type == "openai" else AzureOpenAI( max_retries=max_retry, + timeout=self.config["TIMEOUT"], api_version=self.config_llm["API_VERSION"], azure_endpoint=self.config_llm["API_BASE"], api_key=(self.config_llm["API_KEY"] if api_type == 'aoai' else self.get_openai_token()), diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 4b0ae80e..2725ce88 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -46,14 +46,14 @@ def __init__(self, task): self.logger = initialize_logger(self.log_path, "response.log") self.request_logger = initialize_logger(self.log_path, "request.log") - self.app_selection_prompt = prompter.load_prompt(configs["APP_SELECTION_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) - self.action_selection_prompt = prompter.load_prompt(configs["ACTION_SELECTION_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) + self.app_selection_prompt = prompter.load_prompt(configs["APP_SELECTION_PROMPT"], configs["APP_AGENT"]["VISUAL_MODE"]) + self.action_selection_prompt = prompter.load_prompt(configs["ACTION_SELECTION_PROMPT"], configs["ACTION_AGENT"]["VISUAL_MODE"]) - self.app_selection_example_prompt = prompter.load_prompt(configs["APP_SELECTION_EXAMPLE_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) - self.action_selection_example_prompt = prompter.load_prompt(configs["ACTION_SELECTION_EXAMPLE_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) + self.app_selection_example_prompt = prompter.load_prompt(configs["APP_SELECTION_EXAMPLE_PROMPT"], configs["APP_AGENT"]["VISUAL_MODE"]) + self.action_selection_example_prompt = prompter.load_prompt(configs["ACTION_SELECTION_EXAMPLE_PROMPT"], configs["ACTION_AGENT"]["VISUAL_MODE"]) - self.app_selection_api_prompt = prompter.load_prompt(configs["API_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) - self.action_selection_api_prompt = prompter.load_prompt(configs["API_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) + self.app_selection_api_prompt = prompter.load_prompt(configs["API_PROMPT"], configs["APP_AGENT"]["VISUAL_MODE"]) + self.action_selection_api_prompt = prompter.load_prompt(configs["API_PROMPT"], configs["ACTION_AGENT"]["VISUAL_MODE"]) self.status = "APP_SELECTION" @@ -99,13 +99,13 @@ def process_application_selection(self): app_selection_prompt_system_message = prompter.system_prompt_construction(self.app_selection_prompt, api_prompt, app_example_prompt) app_selection_prompt_user_message = prompter.user_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request) - app_selection_prompt_message = prompter.prompt_construction(app_selection_prompt_system_message, [desktop_screen_url], app_selection_prompt_user_message, False, configs["APP_AGENT_VISUAL_MODE"]) + app_selection_prompt_message = prompter.prompt_construction(app_selection_prompt_system_message, [desktop_screen_url], app_selection_prompt_user_message, False, configs["APP_AGENT"]["VISUAL_MODE"]) self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) try: - response_string, cost = llm_call.get_completion(app_selection_prompt_message, configs["APP_AGENT_VISUAL_MODE"], "APP", use_backup_engine=True) + response_string, cost = llm_call.get_completion(app_selection_prompt_message, "APP", use_backup_engine=True) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) @@ -242,13 +242,13 @@ def process_action_selection(self): action_selection_prompt_system_message = prompter.system_prompt_construction(self.action_selection_prompt, api_prompt, action_example_prompt) action_selection_prompt_user_message = prompter.user_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request, self.rag_prompt()) - action_selection_prompt_message = prompter.prompt_construction(action_selection_prompt_system_message, image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"], configs["ACTION_AGENT_VISUAL_MODE"]) + action_selection_prompt_message = prompter.prompt_construction(action_selection_prompt_system_message, image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"], configs["ACTION_AGENT"]["VISUAL_MODE"]) self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) try: - response_string, cost = llm_call.get_completion(action_selection_prompt_message, configs["ACTION_AGENT_VISUAL_MODE"], "ACTION", use_backup_engine=True) + response_string, cost = llm_call.get_completion(action_selection_prompt_message, "ACTION", use_backup_engine=True) except Exception as e: log = json.dumps({"step": self.step, "status": str(e), "prompt": action_selection_prompt_message}) print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") From a84749ed7aa941ca073a84f64edfc9dc69199909 Mon Sep 17 00:00:00 2001 From: Mac0q Date: Mon, 18 Mar 2024 12:59:09 +0800 Subject: [PATCH 182/223] template --- ufo/llm/ollama.py | 114 ---------------------------------------------- 1 file changed, 114 deletions(-) delete mode 100644 ufo/llm/ollama.py diff --git a/ufo/llm/ollama.py b/ufo/llm/ollama.py deleted file mode 100644 index 2807e9af..00000000 --- a/ufo/llm/ollama.py +++ /dev/null @@ -1,114 +0,0 @@ -from contextlib import contextmanager -from typing import Any, Optional - -import requests - - - - -class OllamaService: - def __init__(self, config, agent_type: str, is_visual: bool = True): - self.config_llm = config[agent_type]["VISUAL" if is_visual else "NON_VISUAL"] - self.config = config - self.max_retry = self.config["MAX_RETRY"] - - def chat_completion( - self, - messages, - temperature: Optional[float] = None, - max_tokens: Optional[int] = None, - top_p: Optional[float] = None, - **kwargs: Any, - ): - - temperature = temperature if temperature is not None else self.config["TEMPERATURE"] - max_tokens = max_tokens if max_tokens is not None else self.config["MAX_TOKENS"] - top_p = top_p if top_p is not None else self.config["TOP_P"] - - for _ in range(self.max_retry): - try: - return self._chat_completion( - messages=messages, - temperature=temperature, - max_tokens=max_tokens, - top_p=top_p, - **kwargs, - ) - except Exception: - return self._completion( - messages=messages, - temperature=temperature, - max_tokens=max_tokens, - top_p=top_p, - **kwargs, - ) - - def _chat_completion( - self, - messages, - temperature: Optional[float] = None, - max_tokens: Optional[int] = None, - top_p: Optional[float] = None, - **kwargs: Any, - ): - api_endpoint = "/api/chat" - payload = { - "model": self.config_llm["API_MODEL"], - "messages": messages, - "format": "json", - "temperature": temperature, - "max_tokens": max_tokens, - "top_p": top_p, - } - - - with self._request_api(api_endpoint, payload) as resp: - if resp.status_code != 200: - raise Exception( - f"Failed to get completion with error code {resp.status_code}: {resp.text}", - ) - response: str = resp.json()["response"] - return response - - - def _completion( - self, - messages, - temperature: Optional[float] = None, - max_tokens: Optional[int] = None, - top_p: Optional[float] = None, - **kwargs: Any, - ): - api_endpoint = "/api/generate" - payload = { - "model": self.config_llm["API_MODEL"], - "prompt": "", - "temperature": temperature, - "max_tokens": max_tokens, - "top_p": top_p, - } - - if self.config.response_format == "json": - payload["format"] = "json" - - for message in messages: - content: str = message["content"] - if message["role"] == "system": - payload["system"] = content - else: - payload["prompt"] = f"{payload['prompt']}\n{content}" - - with self._request_api(api_endpoint, payload) as resp: - if resp.status_code != 200: - raise Exception( - f"Failed to get completion with error code {resp.status_code}: {resp.text}", - ) - response: str = resp.json()["response"] - return response - - @contextmanager - def _request_api(self, api_path: str, payload: Any, stream: bool = False): - url = f"{self.config_llm["API_BASE"]}{api_path}" - with requests.Session() as session: - with session.post(url, json=payload, stream=stream) as resp: - yield resp From 03bdfb48de9136a1c0105b3ef0f2f954936e1bef Mon Sep 17 00:00:00 2001 From: Mac0q Date: Mon, 18 Mar 2024 13:25:16 +0800 Subject: [PATCH 183/223] AOAI template --- ufo/config/config.py | 3 ++- ufo/config/config_llm.yaml.template | 9 +++++++++ 2 files changed, 11 insertions(+), 1 deletion(-) diff --git a/ufo/config/config.py b/ufo/config/config.py index 4c3eae2a..7bf2c9da 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -43,9 +43,10 @@ def update_api_base(configs, agent): configs[agent]["API_BASE"] = "{endpoint}/openai/deployments/{deployment_name}/chat/completions?api-version={api_version}".format( endpoint=configs[agent]["API_BASE"][:-1] if configs[agent]["API_BASE"].endswith( "/") else configs[agent]["API_BASE"], - deployment_name=configs[agent]["API_MODEL"], + deployment_name=configs[agent]["API_DEPLOYMENT_ID"], api_version=configs[agent]["API_VERSION"] ) + configs[agent]["API_MODEL"] = configs[agent]["API_DEPLOYMENT_ID"] def optimize_configs(configs): diff --git a/ufo/config/config_llm.yaml.template b/ufo/config/config_llm.yaml.template index 7c8b8033..9abafca5 100644 --- a/ufo/config/config_llm.yaml.template +++ b/ufo/config/config_llm.yaml.template @@ -11,6 +11,9 @@ APP_AGENT: { API_KEY: "YOUR_KEY", # The OpenAI API key API_VERSION: "2023-12-01-preview" ,# "2024-02-15-preview" by default API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + + ###For the AOAI + API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API ### For Azure_AD AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model @@ -30,6 +33,9 @@ ACTION_AGENT: { # API_KEY: "YOUR_KEY", # The OpenAI API key # API_VERSION: "2023-12-01-preview" ,# "2024-02-15-preview" by default # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + + ###For the AOAI + API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API ### For Azure_AD AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model @@ -49,6 +55,9 @@ BACKUP_AGENT: { # API_KEY: "YOUR_KEY", # The OpenAI API key # API_VERSION: "2023-12-01-preview" ,# "2024-02-15-preview" by default # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + + ###For the AOAI + API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API ### For Azure_AD AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model From 8b4f317035282530d0fa5898746c5a54c5a08a8c Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 18 Mar 2024 13:51:17 +0800 Subject: [PATCH 184/223] revise prompter --- ufo/experience/config.yaml | 9 + ufo/experience/parser.py | 46 ++-- ufo/experience/summarizer.py | 5 + ufo/llm/prompter.py | 171 --------------- ufo/module/flow.py | 41 ++-- ufo/prompter/agent_prompter.py | 256 +++++++++++++++++++++++ ufo/prompter/base.py | 85 -------- ufo/prompter/basic.py | 126 +++++++++++ ufo/prompts/base/action_selection.yaml | 125 +++++++++++ ufo/prompts/base/api.yaml | 66 ++++++ ufo/prompts/base/app_selection.yaml | 77 +++++++ ufo/prompts/examples/action_example.yaml | 169 +++++++++++++++ ufo/prompts/examples/app_example.yaml | 162 ++++++++++++++ ufo/ufo.py | 2 +- 14 files changed, 1031 insertions(+), 309 deletions(-) create mode 100644 ufo/experience/config.yaml create mode 100644 ufo/experience/summarizer.py delete mode 100644 ufo/llm/prompter.py create mode 100644 ufo/prompter/agent_prompter.py delete mode 100644 ufo/prompter/base.py create mode 100644 ufo/prompter/basic.py create mode 100644 ufo/prompts/base/action_selection.yaml create mode 100644 ufo/prompts/base/api.yaml create mode 100644 ufo/prompts/base/app_selection.yaml create mode 100644 ufo/prompts/examples/action_example.yaml create mode 100644 ufo/prompts/examples/app_example.yaml diff --git a/ufo/experience/config.yaml b/ufo/experience/config.yaml new file mode 100644 index 00000000..da74c3f0 --- /dev/null +++ b/ufo/experience/config.yaml @@ -0,0 +1,9 @@ +version: 0.1 + +VISUAL_SYSTEM_PROMPT_TEMPLTE_FILE: "" +VISUAL_SYSTEM_PROMPT_TEMPLTE_FILE: "" + +VISUAL_SYSTEM_PROMPT_TEMPLTE_FILE: "" +VISUAL_SYSTEM_PROMPT_TEMPLTE_FILE: "" + +SAVE_PATH: "" diff --git a/ufo/experience/parser.py b/ufo/experience/parser.py index a6921eaf..a213bec1 100644 --- a/ufo/experience/parser.py +++ b/ufo/experience/parser.py @@ -57,7 +57,7 @@ def find_max_number_in_filenames(self) -> int: # Iterate through each file for file in files: # Extract the number from the filename - number = extract_number(file) + number = self.extract_number(file) if number is not None: # Append the extracted number to the list numbers.append(number) @@ -152,28 +152,22 @@ def get_request_partition(self) -> list: return request_partition -def extract_number(filename): - # Define a regular expression pattern to extract numbers - pattern = r'action_step(\d+)\.png' - # Use re.search to find the matching pattern in the filename - match = re.search(pattern, filename) - if match: - # Return the extracted number as an integer - return int(match.group(1)) - else: - # Return None if no match is found - return None - - - -def extract_number(filename): - # Define a regular expression pattern to extract numbers - pattern = r'action_step(\d+)\.png' - # Use re.search to find the matching pattern in the filename - match = re.search(pattern, filename) - if match: - # Return the extracted number as an integer - return int(match.group(1)) - else: - # Return None if no match is found - return None \ No newline at end of file + @staticmethod + def extract_number(filename : str) -> int: + """ + Extract the number from the filename. + :param filename: The filename. + :return: The number extracted from the filename. + """ + + # Define a regular expression pattern to extract numbers + pattern = r'action_step(\d+)\.png' + # Use re.search to find the matching pattern in the filename + match = re.search(pattern, filename) + if match: + # Return the extracted number as an integer + return int(match.group(1)) + else: + # Return None if no match is found + return None + diff --git a/ufo/experience/summarizer.py b/ufo/experience/summarizer.py new file mode 100644 index 00000000..e6bafcb0 --- /dev/null +++ b/ufo/experience/summarizer.py @@ -0,0 +1,5 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + + +# def experience \ No newline at end of file diff --git a/ufo/llm/prompter.py b/ufo/llm/prompter.py deleted file mode 100644 index f609448f..00000000 --- a/ufo/llm/prompter.py +++ /dev/null @@ -1,171 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. - -from typing import List -import json -import yaml - -def prompt_construction(system_prompt: str, image_list: List, user_prompt: str, include_last_screenshot=False, is_visual=True) -> list[dict]: - """ - Construct the prompt for GPT-4 Visual. - :param system_prompt: The system prompt. - :param image_list: The list of images. - :param user_prompt: The user prompt. - :param include_last_screenshot: Whether to include the last screenshot. - :param is_visual: Whether the request is for visual model. - return: The prompt for GPT-4 Visual. - """ - prompt_message = [] - if len(system_prompt) > 0: - system_message = { - "role": "system", - "content": system_prompt - } - prompt_message.append(system_message) - - user_content = [] - - if is_visual: - screenshot_text = [] - if include_last_screenshot: - screenshot_text += ["Screenshot for the last step:"] - - screenshot_text += ["Current Screenshots:", "Annotated Screenshot:"] - - - - for i, image in enumerate(image_list): - user_content.append({ - "type": "text", - "text": screenshot_text[i] - }) - user_content.append({ - "type": "image_url", - "image_url": { - "url": image - } - }) - - user_content.append({ - "type": "text", - "text": user_prompt - }) - - user_message = {"role": "user", "content": user_content} - prompt_message.append(user_message) - - return prompt_message - - - -def system_prompt_construction(prompt_template: str, apis: str, examples: str) -> str: - """ - Construct the prompt for app selection. - :param prompt_template: The template of the prompt. - :param examples: The examples. - return: The prompt for app selection. - """ - - return prompt_template["system"].format(apis=apis, examples=examples) - - -def user_prompt_construction(prompt_template: str, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str="") -> str: - """ - Construct the prompt for action selection. - :param prompt_template: The template of the prompt. - :param action_history: The action history. - :param control_item: The control item. - :param user_request: The user request. - :param retrieved_docs: The retrieved documents. - return: The prompt for action selection. - """ - prompt = prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), - control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request, retrieved_docs=retrieved_docs) - - return prompt - - - -def retrived_documents_prompt_helper(header: str, separator: str, documents: list) -> str: - """ - Construct the prompt for retrieved documents. - :param header: The header of the prompt. - :param separator: The separator of the prompt. - :param documents: The retrieved documents. - return: The prompt for retrieved documents. - """ - - if header: - prompt = "\n<{header}:>\n".format(header=header) - else: - prompt = "" - for i, document in enumerate(documents): - if separator: - prompt += "[{separator} {i}:]".format(separator=separator, i=i+1) - prompt += "\n" - prompt += document - prompt += "\n\n" - return prompt - - - -def api_prompt_helper(apis: dict, verbose: int = 1) -> List[str]: - """ - Construct the prompt for APIs. - :param apis: The APIs. - :param verbose: The verbosity level. - return: The prompt for APIs. - """ - - # Construct the prompt for APIs - api_list = ["- The action type are limited to {actions}.".format(actions=list(apis.keys()))] - - # Construct the prompt for each API - for key in apis.keys(): - api = apis[key] - if verbose > 0: - api_text = "{summary}\n{usage}".format(summary=api["summary"], usage=api["usage"]) - else: - api_text = api["summary"] - - api_list.append(api_text) - - return api_list - - -def examples_prompt_helper(examples: dict, header: str = "## Response Examples", separator: str = "Example") -> str: - """ - Construct the prompt for examples. - :param examples: The examples. - :param header: The header of the prompt. - :param separator: The separator of the prompt. - return: The prompt for examples. - """ - - example_list = [] - - for key in examples.keys(): - if key.startswith("example"): - example_list.append(examples[key]) - - return retrived_documents_prompt_helper(header, separator, example_list) - - - -def load_prompt(template_path: str, is_visual: bool) -> str: - """ - Get the prompt. - path_template: The template of the prompt path. - is_visual: Whether to use the visual prompt. - return: The loaded prompt string. - """ - path = template_path.format(mode = "visual" if is_visual else "nonvisual") - prompt = yaml.safe_load(open(path, "r", encoding="utf-8")) - - return prompt - - - - - - \ No newline at end of file diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 20f9b1da..33e95e9c 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -5,7 +5,6 @@ import os import time import json -import yaml from art import text2art from pywinauto.uia_defines import NoPatternInterfaceError @@ -13,7 +12,7 @@ from ..rag import retriever_factory from ..config.config import load_config from ..llm import llm_call -from ..llm import prompter +from ..prompter.agent_prompter import ApplicationAgentPrompter, ActionAgentPrompter from ..ui_control import control from ..ui_control import screenshot as screen from ..utils import (create_folder, encode_image_from_path, @@ -46,15 +45,8 @@ def __init__(self, task): self.logger = initialize_logger(self.log_path, "response.log") self.request_logger = initialize_logger(self.log_path, "request.log") - self.app_selection_prompt = prompter.load_prompt(configs["APP_SELECTION_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) - self.action_selection_prompt = prompter.load_prompt(configs["ACTION_SELECTION_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) - - self.app_selection_example_prompt = prompter.load_prompt(configs["APP_SELECTION_EXAMPLE_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) - self.action_selection_example_prompt = prompter.load_prompt(configs["ACTION_SELECTION_EXAMPLE_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) - - self.app_selection_api_prompt = prompter.load_prompt(configs["API_PROMPT"], configs["APP_AGENT_VISUAL_MODE"]) - self.action_selection_api_prompt = prompter.load_prompt(configs["API_PROMPT"], configs["ACTION_AGENT_VISUAL_MODE"]) - + self.app_selection_prompter = ApplicationAgentPrompter(configs["APP_AGENT_VISUAL_MODE"], configs["APP_SELECTION_PROMPT"], configs["APP_SELECTION_EXAMPLE_PROMPT"], configs["API_PROMPT"]) + self.act_selection_prompter = ActionAgentPrompter(configs["ACTION_AGENT_VISUAL_MODE"], configs["ACTION_SELECTION_PROMPT"], configs["ACTION_SELECTION_EXAMPLE_PROMPT"], configs["API_PROMPT"]) self.status = "APP_SELECTION" self.application = "" @@ -93,13 +85,12 @@ def process_application_selection(self): desktop_windows_dict, desktop_windows_info = control.get_desktop_app_info_dict() - app_example_prompt = prompter.examples_prompt_helper(self.app_selection_example_prompt) - api_prompt = prompter.api_prompt_helper(self.app_selection_api_prompt, verbose=0) - app_selection_prompt_system_message = prompter.system_prompt_construction(self.app_selection_prompt, api_prompt, app_example_prompt) - app_selection_prompt_user_message = prompter.user_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request) + app_selection_prompt_system_message = self.app_selection_prompter.system_prompt_construction() + app_selection_prompt_user_message = self.app_selection_prompter.user_content_construction([desktop_screen_url], self.request_history, self.action_history, + desktop_windows_info, self.plan, self.request) - app_selection_prompt_message = prompter.prompt_construction(app_selection_prompt_system_message, [desktop_screen_url], app_selection_prompt_user_message, False, configs["APP_AGENT_VISUAL_MODE"]) + app_selection_prompt_message = self.app_selection_prompter.prompt_construction(app_selection_prompt_system_message, app_selection_prompt_user_message) self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) @@ -144,7 +135,6 @@ def process_application_selection(self): response_json["Agent"] = "AppAgent" - if "FINISH" in self.status.upper() or self.application == "": self.status = "FINISH" response_json["Application"] = "" @@ -239,15 +229,14 @@ def process_action_selection(self): screenshot_annotated_url = encode_image_from_path(annotated_screenshot_save_path) image_url += [screenshot_url, screenshot_annotated_url] - action_example_prompt = prompter.examples_prompt_helper(self.action_selection_example_prompt) - api_prompt = prompter.api_prompt_helper(self.action_selection_api_prompt, verbose=1) - action_selection_prompt_system_message = prompter.system_prompt_construction(self.action_selection_prompt, api_prompt, action_example_prompt) - action_selection_prompt_user_message = prompter.user_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request, self.rag_prompt()) - - action_selection_prompt_message = prompter.prompt_construction(action_selection_prompt_system_message, image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"], configs["ACTION_AGENT_VISUAL_MODE"]) - + action_selection_prompt_system_message = self.act_selection_prompter.system_prompt_construction() + action_selection_prompt_user_message = self.act_selection_prompter.user_content_construction(image_url, self.request_history, self.action_history, + control_info, self.plan, self.request, self.rag_prompt(), configs["INCLUDE_LAST_SCREENSHOT"]) + action_selection_prompt_message = self.act_selection_prompter.prompt_construction(action_selection_prompt_system_message, action_selection_prompt_user_message) + + self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) try: @@ -363,12 +352,12 @@ def rag_prompt(self): retrieved_docs = "" if self.offline_doc_retriever: offline_docs = self.offline_doc_retriever.retrieve("How to {query} for {app}".format(query=self.request, app=self.application), configs["RAG_OFFLINE_DOCS_RETRIEVED_TOPK"], filter=None) - offline_docs_prompt = prompter.retrived_documents_prompt_helper("Help Documents", "Document", [doc.metadata["text"] for doc in offline_docs]) + offline_docs_prompt = self.act_selection_prompter.retrived_documents_prompt_helper("Help Documents", "Document", [doc.metadata["text"] for doc in offline_docs]) retrieved_docs += offline_docs_prompt if self.online_doc_retriever: online_search_docs = self.online_doc_retriever.retrieve(self.request, configs["RAG_ONLINE_RETRIEVED_TOPK"], filter=None) - online_docs_prompt = prompter.retrived_documents_prompt_helper("Online Search Results", "Search Result", [doc.page_content for doc in online_search_docs]) + online_docs_prompt = self.act_selection_prompter.retrived_documents_prompt_helper("Online Search Results", "Search Result", [doc.page_content for doc in online_search_docs]) retrieved_docs += online_docs_prompt return retrieved_docs diff --git a/ufo/prompter/agent_prompter.py b/ufo/prompter/agent_prompter.py new file mode 100644 index 00000000..c611baf1 --- /dev/null +++ b/ufo/prompter/agent_prompter.py @@ -0,0 +1,256 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +from .basic import BasicPrompter +import json +from typing import List + + +class ApplicationAgentPrompter(BasicPrompter): + """ + The ApplicationAgentPrompter class is the prompter for the application agent. + """ + + def __init__(self, is_visual: bool, prompt_template: str, example_prompt_template: str, api_prompt_template: str): + """ + Initialize the ApplicationAgentPrompter. + :param is_visual: Whether the request is for visual model. + :param prompt_template: The path of the prompt template. + :param example_prompt_template: The path of the example prompt template. + :param api_prompt_template: The path of the api prompt template. + """ + super().__init__(is_visual, prompt_template, example_prompt_template) + self.api_prompt_template = self.load_prompt_template(api_prompt_template) + + + def system_prompt_construction(self) -> str: + """ + Construct the prompt for app selection. + return: The prompt for app selection. + """ + + apis = self.api_prompt_helper(verbose = 0) + examples = self.examples_prompt_helper() + + return self.prompt_template["system"].format(apis=apis, examples=examples) + + + + def user_prompt_construction(self, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str="") -> str: + """ + Construct the prompt for action selection. + :param action_history: The action history. + :param control_item: The control item. + :param user_request: The user request. + :param retrieved_docs: The retrieved documents. + return: The prompt for action selection. + """ + prompt = self.prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), + control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request, retrieved_docs=retrieved_docs) + + return prompt + + + + def user_content_construction(self, image_list: List, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str="") -> list[dict]: + """ + Construct the prompt for LLMs. + :param image_list: The list of images. + :param action_history: The action history. + :param control_item: The control item. + :param user_request: The user request. + :param retrieved_docs: The retrieved documents. + return: The prompt for LLMs. + """ + + user_content = [] + + + if self.is_visual: + screenshot_text = ["Current Screenshots:"] + + for i, image in enumerate(image_list): + user_content.append({ + "type": "text", + "text": screenshot_text[i] + }) + user_content.append({ + "type": "image_url", + "image_url": { + "url": image + } + }) + + user_content.append({ + "type": "text", + "text": self.user_prompt_construction(request_history, action_history, control_item, prev_plan, user_request, retrieved_docs) + }) + + return user_content + + + + def examples_prompt_helper(self, header: str = "## Response Examples", separator: str = "Example") -> str: + + example_list = [] + + for key in self.example_prompt_template.keys(): + if key.startswith("example"): + example_list.append(self.example_prompt_template[key]) + + return self.retrived_documents_prompt_helper(header, separator, example_list) + + + + def api_prompt_helper(self, verbose: int = 1) -> List[str]: + """ + Construct the prompt for APIs. + :param apis: The APIs. + :param verbose: The verbosity level. + return: The prompt for APIs. + """ + + # Construct the prompt for APIs + api_list = ["- The action type are limited to {actions}.".format(actions=list(self.api_prompt_template.keys()))] + + # Construct the prompt for each API + for key in self.api_prompt_template.keys(): + api = self.api_prompt_template[key] + if verbose > 0: + api_text = "{summary}\n{usage}".format(summary=api["summary"], usage=api["usage"]) + else: + api_text = api["summary"] + + api_list.append(api_text) + + api_prompt = self.retrived_documents_prompt_helper("", "", api_list) + + return api_prompt + + + +class ActionAgentPrompter(BasicPrompter): + """ + The ActionAgentPrompter class is the prompter for the action agent. + """ + + def __init__(self, is_visual: bool, prompt_template: str, example_prompt_template: str, api_prompt_template: str): + """ + Initialize the ApplicationAgentPrompter. + :param is_visual: Whether the request is for visual model. + :param prompt_template: The path of the prompt template. + :param example_prompt_template: The path of the example prompt template. + :param api_prompt_template: The path of the api prompt template. + """ + super().__init__(is_visual, prompt_template, example_prompt_template) + self.api_prompt_template = self.load_prompt_template(api_prompt_template) + + + def system_prompt_construction(self) -> str: + """ + Construct the prompt for app selection. + return: The prompt for app selection. + """ + + apis = self.api_prompt_helper(verbose = 1) + examples = self.examples_prompt_helper() + + return self.prompt_template["system"].format(apis=apis, examples=examples) + + + + def user_prompt_construction(self, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str="") -> str: + """ + Construct the prompt for action selection. + :param prompt_template: The template of the prompt. + :param action_history: The action history. + :param control_item: The control item. + :param user_request: The user request. + :param retrieved_docs: The retrieved documents. + return: The prompt for action selection. + """ + prompt = self.prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), + control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request, retrieved_docs=retrieved_docs) + + return prompt + + + + def user_content_construction(self, image_list: list, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str="", include_last_screenshot: bool=True) -> list[dict]: + """ + Construct the prompt for LLMs. + :param image_list: The list of images. + :param action_history: The action history. + :param control_item: The control item. + :param user_request: The user request. + :param retrieved_docs: The retrieved documents. + return: The prompt for LLMs. + """ + + user_content = [] + + + if self.is_visual: + + screenshot_text = [] + if include_last_screenshot: + screenshot_text += ["Screenshot for the last step:"] + + screenshot_text += ["Current Screenshots:", "Annotated Screenshot:"] + + for i, image in enumerate(image_list): + user_content.append({ + "type": "text", + "text": screenshot_text[i] + }) + user_content.append({ + "type": "image_url", + "image_url": { + "url": image + } + }) + + user_content.append({ + "type": "text", + "text": self.user_prompt_construction(request_history, action_history, control_item, prev_plan, user_request, retrieved_docs) + }) + + return user_content + + + def examples_prompt_helper(self, header: str = "## Response Examples", separator: str = "Example") -> str: + + example_list = [] + + for key in self.example_prompt_template.keys(): + if key.startswith("example"): + example_list.append(self.example_prompt_template[key]) + + return self.retrived_documents_prompt_helper(header, separator, example_list) + + + def api_prompt_helper(self, verbose: int = 1) -> List[str]: + """ + Construct the prompt for APIs. + :param apis: The APIs. + :param verbose: The verbosity level. + return: The prompt for APIs. + """ + + # Construct the prompt for APIs + api_list = ["- The action type are limited to {actions}.".format(actions=list(self.api_prompt_template.keys()))] + + # Construct the prompt for each API + for key in self.api_prompt_template.keys(): + api = self.api_prompt_template[key] + if verbose > 0: + api_text = "{summary}\n{usage}".format(summary=api["summary"], usage=api["usage"]) + else: + api_text = api["summary"] + + api_list.append(api_text) + + api_prompt = self.retrived_documents_prompt_helper("", "", api_list) + + return api_prompt + \ No newline at end of file diff --git a/ufo/prompter/base.py b/ufo/prompter/base.py deleted file mode 100644 index da29ba6a..00000000 --- a/ufo/prompter/base.py +++ /dev/null @@ -1,85 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. - -from abc import ABC, abstractmethod -import yaml - - -class BasicPrompter(ABC): - - def __init__(self, is_visual: bool, prompt_template: str, example_prompt_template: str): - """ - Initialize the BasicPrompter. - :param is_visual: Whether the request is for visual model. - :param prompt_template: The path of the prompt template. - :param example_prompt_template: The path of the example prompt template. - """ - self.is_visual = is_visual - self.prompt_template = self.load_prompt_template(prompt_template) - self.example_prompt_template = self.load_prompt_template(example_prompt_template) - - - def load_prompt_template(self, template_path: str) -> str: - """ - Load the prompt template. - :return: The prompt template. - """ - - path = template_path.format(mode = "visual" if self.is_visual else "nonvisual") - prompt = yaml.safe_load(open(path, "r", encoding="utf-8")) - - return prompt - - - def prompt_construction(self, system_prompt:str, user_content:list) -> list[dict]: - """ - Construct the prompt for summarizing the experience into an example. - :param user_content: The user content. - return: The prompt for summarizing the experience into an example. - """ - - system_message = { - "role": "system", - "content": system_prompt - } - - user_message = { - "role": "user", - "content": user_content - } - - prompt_message = [system_message, user_message] - - return prompt_message - - - @abstractmethod - def system_prompt_construction(self) -> str: - - pass - - - @abstractmethod - def user_prompt_construction(self) -> str: - - pass - - - @abstractmethod - def user_content_construction(self) -> str: - - pass - - - def examples_prompt_helper(self) -> str: - - pass - - - def api_prompt_helper(self) -> str: - - pass - - def retrived_documents_prompt_helper(self) -> str: - - pass \ No newline at end of file diff --git a/ufo/prompter/basic.py b/ufo/prompter/basic.py new file mode 100644 index 00000000..a032f288 --- /dev/null +++ b/ufo/prompter/basic.py @@ -0,0 +1,126 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +from abc import ABC, abstractmethod +import os +import yaml + + +class BasicPrompter(ABC): + """ + The BasicPrompter class is the abstract class for the prompter. + """ + + def __init__(self, is_visual: bool, prompt_template: str, example_prompt_template: str): + """ + Initialize the BasicPrompter. + :param is_visual: Whether the request is for visual model. + :param prompt_template: The path of the prompt template. + :param example_prompt_template: The path of the example prompt template. + """ + self.is_visual = is_visual + if prompt_template: + self.prompt_template = self.load_prompt_template(prompt_template) + else: + self.prompt_template = "" + if example_prompt_template: + self.example_prompt_template = self.load_prompt_template(example_prompt_template) + else: + self.example_prompt_template = "" + + + + def load_prompt_template(self, template_path: str) -> dict: + """ + Load the prompt template. + :return: The prompt template. + """ + + if self.is_visual == None: + path = template_path + else: + path = template_path.format(mode = "visual" if self.is_visual == True else "nonvisual") + + if os.path.exists(path): + prompt = yaml.safe_load(open(path, "r", encoding="utf-8")) + else: + raise FileNotFoundError(f"Prompt template not found at {path}") + + return prompt + + + @staticmethod + def prompt_construction(system_prompt:str, user_content:list) -> list[dict]: + """ + Construct the prompt for summarizing the experience into an example. + :param user_content: The user content. + return: The prompt for summarizing the experience into an example. + """ + + system_message = { + "role": "system", + "content": system_prompt + } + + user_message = { + "role": "user", + "content": user_content + } + + prompt_message = [system_message, user_message] + + return prompt_message + + + @staticmethod + def retrived_documents_prompt_helper(header: str, separator: str, documents: list) -> str: + """ + Construct the prompt for retrieved documents. + :param header: The header of the prompt. + :param separator: The separator of the prompt. + :param documents: The retrieved documents. + return: The prompt for retrieved documents. + """ + + if header: + prompt = "\n<{header}:>\n".format(header=header) + else: + prompt = "" + for i, document in enumerate(documents): + if separator: + prompt += "[{separator} {i}:]".format(separator=separator, i=i+1) + prompt += "\n" + prompt += document + prompt += "\n\n" + return prompt + + + @abstractmethod + def system_prompt_construction(self) -> str: + + pass + + + @abstractmethod + def user_prompt_construction(self) -> str: + + pass + + + @abstractmethod + def user_content_construction(self) -> str: + + pass + + + def examples_prompt_helper(self) -> str: + + pass + + + def api_prompt_helper(self) -> str: + + pass + + + \ No newline at end of file diff --git a/ufo/prompts/base/action_selection.yaml b/ufo/prompts/base/action_selection.yaml new file mode 100644 index 00000000..c7064c37 --- /dev/null +++ b/ufo/prompts/base/action_selection.yaml @@ -0,0 +1,125 @@ +version: 1.0 + +system: |- + Your name is UFO, a UI-focused agent for Windows OS. You are a virtual assistant that can help users to complete requests by interacting with the UI of the system. + Your task is to navigate and take action on control item of the current application window step-by-step to complete users' current request. + - You are provided two screenshots of the current application window, and the screenshot from the last step for reference. + - You are provided a list of control items of the current application window for reference. + - You are provided your previous plan of action for reference to decide the next step. But you are not required to strictly follow your previous plan of action. Revise your previous plan of action base on the screenshot if necessary. + - You are provided the user request history for reference to decide the next step. These requests are the requests that you have completed before. You may need to use them as reference for the next action. + - You are provided the function return from your previous action for reference to decide the next step. You may use the return of your previous action to complete the user request. + - You are provided the steps history, including historical actions, thoughts, and results of your previous steps for reference to decide the next step. Use them to help you think about the next step. + - You are required to select the control item and take one-step action on it to complete the user request for one step. The one-step action means calling a function with arguments for only once. + - You are required to decide whether the task status, and detail a plan of following actions to accomplish the current user request. Do not include any additional actions beyond the completion of the current user request. + + ## On screenshots + - You are provided two versions of screenshots of the current application in a single image, one with annotation (right) and one without annotation (left). + - You are also provided the screenshot from the last step for your reference and comparison. The control items selected at the last step is labeled with red rectangle box on the screenshot. Use it to help you think whether the previous action has taken effect. + - The annotation is to help you identify the control elements on the application. + - The annotation is a small rectangle with a number in the center of the rectangle in the top left corner of the control item. The number is the label of the control item. + - You can refer to the clean screenshot without annotation to see what control item are without blocking the view by the annotation. + - Different types of control items have different colors of annotation. + - Use the screenshot to analyze the state of current application window. You may need to take all actions on your previous plan, as the state of the application window may be different from your previous plan. + + + ## Control item + - The control item is the element on the page that you can interact with, we limit the actionable control item to the following: + - "Button" is the control item that you can click. It is labeled with yellow annotation on the screenshot. + - "Edit" is the control item that you can click and input text. It is labeled with green annotation on the screenshot. + - "TabItem" is the control item that you can click and switch to another page. It is labeled with blue annotation on the screenshot. + - "ListItem" is the control item that you can click and select. It is labeled with purple annotation on the screenshot. + - "MenuItem" is the control item that you can click and select. It is labeled with light lighter green annotation on the screenshot. + - "ScrollBar" is the control item that you can scroll. It is labeled with pink annotation on the screenshot. + - "TreeItem" is the control item that you can click and select. It is labeled with gray annotation on the screenshot. + - "Document" is the control item that you can click and select text. It is labeled with orange annotation on the screenshot. + - "Hyperlink" is the control item that you can click and open a link. It is labeled with light blue annotation on the screenshot. + - "ComboBox" is the control item that you can click and input text. It is labeled with light purple annotation on the screenshot. The Google search box is an example of ComboBox. + - You are given the information of all available control item in the current application window in a list format: {{label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}}. + + ## Action on the control item + - You are able to use pywinauto to interact with the control item. + {apis} + + + + ## Status of the task + - You are required to decide the status of the task after taking the current action, choose from the following actions, and fill in the "Status" field in the response. + - "CONTINUE": means the task is not finished and need further action. + - "FINISH": means the entire user request is finished and no further actions are required, nor switching to another application window is required. If the user request is finished after the current action, you should also output "FINISH". Note that the user's request may need to be completed in multiple application windows, but you should only output "FINISH" when the entire request is finished. + - "PENDING": means the current one-step action you are taking is sensitive to the system and need to be confirmed by the user before its execution. This does not apply to future actions after the current step. Below are some examples of sensitive actions, but they are not limited to these cases: + [1] Taking the "Send" action for a message or email: + The sending action (e.g. clicking the send button) is sensitive to the system and as the message or email is sent, it can not be retrieved. Thus, the user need to confirm the sending action. Note that inputting the message or email is not sensitive, but clicking the send button is sensitive. + [2] Deleting or modifying files and folders: + Deleting or modifying files and folders, especially those located in critical system directories or containing important user data. + [3] Close an Window or Application: + Closing an window or application, since it may cause data loss or system crash. + [4] Accessing Webcam or Microphone: + Accessing the webcam or microphone without explicit user consent, as this raises privacy concerns. + [5] Installing or Uninstalling Software: + Installing or uninstalling software applications, as this can affect the system's configuration and potentially introduce security risks. + [6] Browser History or Password Retrieval: + Accessing sensitive user data such as browser history or stored passwords. + Please justify your decision on why current one-step action you output (not future actions in your "Plan") is sensitive in your "Thought". + For example, if the user request is to send a message to someone, you only need to output "Pending" in the "Status" field in the response when the current one-step action is to click the send button. + The system will automatically ask the user to confirm the current action. If the user confirms the action, the system will continue to execute the current action you output. Otherwise, the system will stop executing the action and ask the user to provide a new action. + The "Pending" only applies to the current action you are taking, not related to future actions in your plan. + If the current user request is finished after the current action, you must strictly output "" in the "Status" field in the response. + - "SCREENSHOT": + If you believe (1) annotations of control items of interest are overlapped or not visible on the screenshot, so you cannot identify and select the control item; and (2) the provided information of control item list is not enough to identify and select the control item, you should output "SCREENSHOT" in the "Status" field in the response. The system will automatically take a new screenshot and provide a new control item list for you to identify and select the control item. + Selecting "SCREENSHOT" in the "Status" field if and only if both (1) and (2) are satisfied. Otherwise, you should not select "SCREENSHOT" in the "Status" field in the response. For example, if the current control "17" is not blocked by other annotation so it is not visible, but you can get its information from the control item list to make a decision, you should not select "SCREENSHOT" in the "Status" field in the response. + If you select "SCREENSHOT" in the "Status" field in the response, you should also call the "annotate" action on the screenshot, and decide the required labels of control item list to screenshoted and annotated. + You can only select available control items in the control item list given and filled their labels in the "annotate" action, e.g. annotate(control_labels=['1', '2', '3', '36', '58']). The new screenshot will be only annotated with the control items with the given labels. + - "APP_SELECTION": + If you believe the one of the two following cases is satisfied, you should output "APP_SELECTION" in the "Status" field in the response. + [1] Current application window is not the correct application window to complete the user request; + [2] No further action is needed after taking the current one-step action on the current application, and next step is to switch to another application to take following actions. + You must set to "APP_SELECTION" (not "CONTINUE") immediately when you believe no further action is needed after taking the current action, and decide to switch to another application window for the next step. + + ## Other Guidelines + - You are required to select the control item and take open-step action by calling API on it to complete the user request for one step. + - You are required to are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: + {{"Observation": + "Thought": + "ControlLabel": + "ControlText": + "Function": + "Args": + "Status": + "Plan": for reference, and you can reflect on it and revise if necessary. If you believe the task is finished and no further actions are required after the current action, output "".> + "Comment": }} + + - If the user request includes asking questions, and you can answer the question without taking calling API on the application at current step, you should answer the question in the "Comment" field in the response, and set the "Status" as "FINISH". + - If the required control item is not visible in the screenshot, and not available in the control item list, you may need to take action on other control items to navigate to the required control item. + - You can use your action/observation/comment history to help think about the next step. However, you must rely more on the current screenshots and control item list to make the decision. + - You must select the control item in the given list . You must not generate not in the list or in the historical steps. In your response, the ControlText of the selected control item must strictly match exactly with its ControlLabel in the given . Otherwise, the system will be destroyed and the user's computer will be crashed. + - When you are asked to get text, it usually apply to Edit and Document control item. Use this guideline to choose the control item and apply texts() action on it. + - You are not allowed to use keyboard shortcut to complete the user request. + - You must look at the both screenshots and the control item list carefully, analyse the current status before you select the control item and take action on it. Base on the status of the application window, reflect on your previous plan for removing redundant actions or adding missing actions to complete the current user request. + - You must use double-quoted string for the string arguments of your control Action. {{"text": "Hello World. \\n you're my friend. Tom's home is great.')"}}. Otherwise it will crash the system and destroy the user's computer. + - You must stop and output "FINISH" in "Status" field in your response if you believe the task has finished or finished after the current action. + - You must not do additional actions beyond the completion of the current user request. For example, if the user request is to open a new email window, you must stop and output FINISH in "Status" after you open the new email window. You must not input the email address, title and content of the email if the user does not explicitly request you to do so. + - You must check carefully on there are actions missing from the plan, given your previous plan, action history and the screenshots. If there are actions missing from the plan, you must remedy and take the missing action. For example, if the user request is to send an email, you must check carefully on whether all required information of the email is inputted. If not, you must input the missing information if you know what should input. + - You must carefully observe analyze the screenshots and action history to see if some actions in the previous plan are redundant to completing current user request. If there are redundant actions, you must remove them from the plan and do not take the redundant actions. For instance, if the next action in the previous plan is to click the "New Email" button to open a new email window, but the new email editing window is already opened base on the screenshot, you must remove the action of clicking the "New Email" button from the plan and do not take it for the current action. + - You must try your best to find the control item required for the next step in your previous plan on the current screenshot, and use the previous screenshots to examine whether the last action has taken effect and met your expectation. The more careful your observe and analyze, the more tip you will get. + - Check your step history and the screenshot of the last step to see if you have taken the same action before. You must not take repetitive actions from history if the previous action has already taken effect. For example, if have already opened the new email editing window, you must not open it again. + - Compare the current screenshot with the screenshot of the last step to see if the previous action has taken effect. If the previous action has taken effect, you must not take the same action again. + - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. + - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. + - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. + - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. + - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current screenshots and control item list to make the decision. + + {examples} + + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. + Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. + Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Your output must be able to be able to be parsed by json.loads(). Otherwise, it will crash the system and destroy the user's computer. + +user: |- + {retrieved_docs} + {control_item} + {request_history} + {action_history} + {prev_plan} + {user_request} + diff --git a/ufo/prompts/base/api.yaml b/ufo/prompts/base/api.yaml new file mode 100644 index 00000000..e3ba3511 --- /dev/null +++ b/ufo/prompts/base/api.yaml @@ -0,0 +1,66 @@ +Click: + summary: |- + "Click" is to click the control item with mouse. + usage: |- + [1] API call: click_input(button=, double) + [2] Args: + - button: 'The mouse button to click. One of ''left'', ''right'', ''middle'' or ''x'' (Default: ''left'')' + - double: 'Whether to perform a double click or not (Default: False)' + [3] Example: click_input(button="left", double=False) + [4] Available control item: All control items. + [5] Return: None + + +SetText: + summary: |- + "SetText" is to input text to the control item. + usage: |- + [1] API call: set_edit_text(text="") + [2] Args: + - text: The text input to the Edit control item. It will change the content of current text in the edit block. Set text ='' if you want to clear current text in the block. You must also use Double Backslash escape character to escape the single quote in the string argument. + [3] Example: set_edit_text(text="Hello World. \\n I enjoy the reading of the book 'The Lord of the Rings'. It's a great book.") + [4] Available control item: [Edit] + [5] Return: None + +Annotate: + summary: |- + "Annotate" is to take a screenshot of the current application window and annotate the control item on the screenshot. + usage: |- + [1] API call: annotation(control_labels: List[str]=[]) + [2] Args: + - control_labels: The list of annotated label of the control item. If the list is empty, it will annotate all the control items on the screenshot. + [3] Example: annotation(control_labels=["1", "2", "3", "36", "58"]) + [4] Available control item: All control items. + [5] Return: None + +Summary: + summary: |- + "Summary" is to summarize your observation of the current application window base on the clean screenshot. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. You must use the 'text' argument to input the summarized text. + usage: |- + [1] API call: summary(text="") + [2] Args: None + [3] Example: summary(text="The image shows a workflow of a AI agent framework. \\n The framework has three components: the 'data collection', the 'data processing' and the 'data analysis'.") + [4] Available control item: All control items. + [5] Return: the summary of the image. + +GetText: + summary: |- + "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. + usage: |- + [1] API call: texts() + [2] Args: None + [3] Example: texts() + [4] All control items. + [5] Return: the text content of the control item. + +Scroll: + summary: |- + "Scroll" is to scroll the control item. It typical apply to a ScrollBar type of control item when user request is to scroll the control item, or the targeted control item is not visible nor available in the control item list, but you know the control item is in the application window and you need to scroll to find it. + usage: |- + [1] API call: wheel_mouse_input() + [2] Args: + - wheel_dist: The distance to scroll. Positive values indicate upward scrolling, negative values indicate downward scrolling. + [3] Example: wheel_mouse_input(wheel_dist=-20) + [4] All control items. + [5] Return: None + \ No newline at end of file diff --git a/ufo/prompts/base/app_selection.yaml b/ufo/prompts/base/app_selection.yaml new file mode 100644 index 00000000..5d23d9d6 --- /dev/null +++ b/ufo/prompts/base/app_selection.yaml @@ -0,0 +1,77 @@ +version: 0.1 + +system: |- + - Your name is UFO, a UI-focused agent for Windows OS. You are a virtual assistant that can help users to complete their current requests by interacting with the UI of the system and describe the content in the screenshot. + - Your task involves navigating through a provided screenshot of the current desktop along with a list of available applications in the windows. + - As a multimodal agent, you are very expert in understanding the user request and the screenshot. + - You are equipped to provide detailed descriptions or analyses of image content and summarize the screenshot if needed. Do not reject such requests. + - You are not allowed to use keyboard shortcut to complete the user request. + + ## Guidelines + - You are given a screenshot of the current desktop, along with a list of available applications in the windows. + - The screenshot of multiple screens is concatenated into one image. + - You are given the information of all available applications item in the current desktop window in a dict format: {{label: "label", control_text: "the text of the application", control_type: "the type of the application"}}. + - You are provided your previous plan of action for reference to decide the application. This usually happens when the you have already completed the previous task on an application and need to switch to another application to complete the next task. + - When the selected application is visible in the screenshot, analyze the screenshot of the application window on its current status. Draft your plan based on the current status of the application and user request, and do not include the steps that have been completed on the application base on your screenshot observation. + - You are provided the user request history for reference to decide the selection of application or control item. + - You are provided the history of actions, thoughts, and results of your previous steps for reference to decide the next step. You may need to selectively integrate information from the action history to select the application or control item. + - You are provided the function return of your previous action for reference to decide the next step. + - Some of the applications may not visible in the screenshot, but they are available in the list of . You can try to select these applications if required. + - When a user presents a request, your task is to + [1] Identify and select the appropriate application or control item. + [2] Detail a plan of following actions to accomplish the given task. + [3] If the target application is visible, decide the current status of the task base on the screenshot. Draft your plan based on the current status of the task, and do not include the steps that have been completed on the application, or beyond the user request. + [4] Determine whether the status of the task is finished or not. + - When making you plan, please refer to the history of actions, thoughts, and results of your previous steps, and previous user requests. Make sure your plan is complete ONLY for the current user request. You must not include redundant steps beyond the completion of the current user request. + - You need to complete the current requests, even though the previous requests are not finished or already finished. + - If there are some steps you are not sure about, or it needs users' additional input, you can leave a comment in the "Comment" field of your response, and do not include these steps in your plan. + + ## Action on the control item + - You are able to use pywinauto to interact with the control item. + {apis} + + - You may need to take sensitive actions to complete the task. If an action is sensitive to the system, it needs to be confirmed by the user. Below are some examples of sensitive actions, but they are not limited to these cases: + [1] Sending a message or email to someone: + The sending action is sensitive to the system and as the message or email is sent, it can not be retrieved. Thus, the user need to confirm the sending action. + [2] File Deletion or Modification: + Deleting or modifying files and folders, especially those located in critical system directories or containing important user data. + [3] Close an Window or Application: + Closing an window or application, since it may cause data loss or system crash. + [4] Accessing Webcam or Microphone: + Accessing the webcam or microphone without explicit user consent, as this raises privacy concerns. + [5] Installing or Uninstalling Software: + Installing or uninstalling software applications, as this can affect the system's configuration and potentially introduce security risks. + [6] Browser History or Password Retrieval: + Accessing sensitive user data such as browser history or stored passwords. + Please identify sensitive action in your plan of your response. The system will automatically ask the user to confirm the action before taking. + + - Your response should be strictly structured in a JSON format, consisting of three distinct parts with the following keys and corresponding content: + {{ + "Observation": + "Thought": + "ControlLabel": + "ControlText": + "Status": + "Plan": .> + "Comment": + }} + - If the user request is just asking question and do not need to take action on the application, you should answer the user request on the "Comment" field, and set the "Status" as "FINISH". + - You must analyze the screenshot and the user request carefully, to understand what have been completed on which application, you must not repeatedly choose the same application or control item, unless the user request has not been completed on the application. + - In your response, the control text of the selected application must strictly match its control label. + - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. + - You must to strictly follow the instruction and the JSON format of the response. + - Below are two example of the response. You can refer to them as a reference. + + {examples} + + + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. + Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Otherwise it will crash the system. + +user: |- + {control_item} + {request_history} + {action_history} + {prev_plan} + {user_request} + \ No newline at end of file diff --git a/ufo/prompts/examples/action_example.yaml b/ufo/prompts/examples/action_example.yaml new file mode 100644 index 00000000..5a8e5390 --- /dev/null +++ b/ufo/prompts/examples/action_example.yaml @@ -0,0 +1,169 @@ +version: 1.0 + +example1: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", + "Thought": "Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action.", + "ControlLabel": "1", + "ControlText": "New Email", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(2) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", + "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} + + +example2: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", + "ControlLabel": "34", + "ControlText": "Main Page", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", + "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} + + +example3: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", + "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", + "ControlLabel": "36", + "ControlText": "Type a new message", + "Function": "set_edit_text", + "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, + "Status": "CONTINUE", + "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", + "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} + + +example4: |- + User Request: + "Draft an email to Amy to ask her how she feels about the new project." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", + "ControlLabel": "36", + "ControlText": "Email Body", + "Function": "set_edit_text", + "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, + "Status": "FINISH", + "Plan": "", + "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + + + +example5: |- + User Request: + "Search for the word 'UFO' in the document." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. The previous action of inputting 'UFO' took effect based on the screenshot of the last step.", + "Thought": "Base on the screenshots, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", + "ControlLabel": "59", + "ControlText": "Find", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "FINISH", + "Plan": "", + "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} + + +example6: |- + User Request: + "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." + Response: + {"Observation": "The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot.", + "Thought": "Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. ", + "ControlLabel": "83", + "ControlText": "framework - Word", + "Function": "texts", + "Args": {}, + "Status": "APP_SELECTION", + "Plan": "(1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the results from my history steps and I will use them to compose the message.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", + "Comment": "The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task."} + + + +example7: |- + User Request: + "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Response: + {"Observation": "The current screenshot shows the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", + "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", + "ControlLabel": "59", + "ControlText": "File", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} + + +example8: |- + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that the Edge browser is visible in the screenshot, and the with the Google search page opened.", + "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", + "ControlLabel": "36", + "ControlText": "搜索", + "Function": "set_edit_text", + "Args": {"text": "Imdiffusion GitHub"}, + "Status": "CONTINUE", + "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + + + +example9: |- + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current screenshot shows that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", + "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", + "ControlLabel": "19", + "ControlText": "Add a task in “My Day”", + "Function": "set_edit_text", + "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, + "Status": "CONTINUE", + "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} + + +example10: |- + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot.", + "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", + "ControlLabel": "60", + "ControlText": "Copilot", + "Function": "click_input", + "Args": {"button": "left", "double": true}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + +example11: |- + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "42", + "ControlText": "Insert", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + diff --git a/ufo/prompts/examples/app_example.yaml b/ufo/prompts/examples/app_example.yaml new file mode 100644 index 00000000..4fd4e96f --- /dev/null +++ b/ufo/prompts/examples/app_example.yaml @@ -0,0 +1,162 @@ +version: 1.0 + +example1: + Request: |- + My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source. + Response: + Observation: |- + I observe that the outlook application is visible in the screenshot, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application. + Thought: |- + I need to open the email application to send a email. According to the screenshot and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it. + ControlLabel: |- + 12 + ControlText: |- + Mail - Outlook - Zac + Status: |- + CONTINUE + Plan: |- + (1) Open the windows of outlook application. + (2) Input the email address of the receiver. + (3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'. + (4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'. + (5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user. + Comment: |- + It is time to open the outlook application! + + +example2: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "I observe an empty desktop with no application opened, the target application Teams is not visible in the screenshot.", + "Thought": "I need to open the Teams application to send a message. Although I can not see the Teams application in the screenshot, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it.", + "ControlLabel": "6", + "ControlText": "Mike Lee | Microsoft Teams", + "Status": "CONTINUE", + "Plan": "(1) Open the windows of Teams application.\\n(2) Click the Chat button to open the chat window with Tom.\\n(3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?'\\n(4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user.", + "Comment": "It is time to open the Teams application."} + + +example3: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", + "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", + "ControlLabel": "36", + "ControlText": "Type a new message", + "Function": "set_edit_text", + "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, + "Status": "CONTINUE", + "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", + "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} + + +example4: |- + User Request: + "Draft an email to Amy to ask her how she feels about the new project." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", + "ControlLabel": "36", + "ControlText": "Email Body", + "Function": "set_edit_text", + "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, + "Status": "FINISH", + "Plan": "", + "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + + + +example5: |- + User Request: + "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." + Response: + {"Observation": "I observe the next targeted application framework.png is not visible on the screenshot.", + "Thought": "Base on the step history, I have completed all tasks in the framework.docx needed to be done. To complete the following user request, now it is time to switch to the image of framework.png to complete the next task. I need to set the image viewer focused to open the image of framework.png.", + "ControlLabel": "21", + "ControlText": "framework.png | image", + "Status": "CONTINUE", + "Plan": "(1) Open the image of framework.png to complete the next task.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from my history actions.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", + "Comment": "After I get the text of the Document control named 'framework.docx', I need to switch to the image of framework.png to complete the next task, and summarize them to sent the message to Tom on Teams."} + + + +example6: |- + User Request: + "Revise the email to be longer and send." + Response: + {"Observation": "I observe that the outlook application is visible in the screenshot, and a new email draft is opened, with its title, receiver email address and email body already filled in.", + "Thought": "Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send.", + "ControlLabel": "21", + "ControlText": "Mail - Outlook - Zac", + "Status": "CONTINUE", + "Plan": "(1) Open the Mail - Outlook - Zac to complete the next task.\\n (2) Base on previous email draft, revise the email body to be more detail using SetText API. \\n (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user.", + "Comment": "The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it."} + +example7: |- + User Request: + "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Response: + {"Observation": "I observe that the powerpoint application is visible in the screenshot, and the presentation.pptx is opened", + "Thought": "I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one.", + "ControlLabel": "21", + "ControlText": "presentation - PowerPoint", + "Status": "CONTINUE", + "Plan": "(1) Open and set focus the presentation - PowerPoint.\\n (2) Click the 'File' button at the upper left corner, to open a menu.\\n (3) Click the 'Info' ListItem, to access the 'Info' page.\\n (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (5) Click the 'Inspect Document', to open a document inspector. \\n (6) Click the 'Inspect' button, to inspect the ppt for notes. \\n (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.", + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} + + + +example8: |- + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that a Edge browser is visible in the screenshot, and the with the Google page opened.", + "Thought": "I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task.", + "ControlLabel": "7", + "ControlText": "Google - Microsoft​ Edge", + "Status": "CONTINUE", + "Plan": "(1) Open and set focus the Google - Microsoft​ Edge.\\n (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. \\n (3) Click Google Search to search for the Imdiffusion repo on github.\\n (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page.\\n (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + + + +example9: |- + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current screenshot does not show any reminder application or calendar application.", + "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", + "ControlLabel": "6", + "ControlText": "Microsoft To Do", + "Status": "CONTINUE", + "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} + + +example10: |- + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current screenshot does not show any the powerpoint application or the word application.", + "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint", + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. \\n (3) Click the 'Create presentation from file' button to open a file picker. \\n (4) Select and click the meeting_notes.docx file in the file picker. \\n (5) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + +example11: |- + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint, + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + diff --git a/ufo/ufo.py b/ufo/ufo.py index 767906c6..394df30b 100644 --- a/ufo/ufo.py +++ b/ufo/ufo.py @@ -36,7 +36,7 @@ def main(): round = session.get_round() - if round > 0: + if status == "FINISH": session.set_new_round() status = session.get_status() if status == "ALLFINISH": From 359c505e889be7499411b6dff6de194f62254cb1 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 18 Mar 2024 17:07:44 +0800 Subject: [PATCH 185/223] prompter refinement --- ufo/module/flow.py | 9 +- ufo/prompter/agent_prompter.py | 31 +- ufo/prompts/base/action_selection.yaml | 125 ----- ufo/prompts/base/api.yaml | 66 --- ufo/prompts/base/app_selection.yaml | 77 ---- ufo/prompts/examples/app_example.yaml | 155 +------ .../examples/visual/action_example.yaml | 429 ++++++++++++------ .../examples/visual/action_example_cp.yaml | 182 ++++++++ ufo/prompts/examples/visual/app_example.yaml | 332 +++++++++----- .../examples/visual/app_example_cp.yaml | 151 ++++++ 10 files changed, 874 insertions(+), 683 deletions(-) delete mode 100644 ufo/prompts/base/action_selection.yaml delete mode 100644 ufo/prompts/base/api.yaml delete mode 100644 ufo/prompts/base/app_selection.yaml create mode 100644 ufo/prompts/examples/visual/action_example_cp.yaml create mode 100644 ufo/prompts/examples/visual/app_example_cp.yaml diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 33e95e9c..8e9a9861 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -58,11 +58,12 @@ def __init__(self, task): self.offline_doc_retriever = None self.online_doc_retriever = None - - - print_with_color("""Welcome to use UFO🛸, A UI-focused Agent for Windows OS Interaction. + welcome_text = """ +Welcome to use UFO🛸, A UI-focused Agent for Windows OS Interaction. {art} -Please enter your request to be completed🛸: """.format(art=text2art("UFO")), "cyan") +Please enter your request to be completed🛸: """.format(art=text2art("UFO")) + + print_with_color(welcome_text, "cyan") self.request = input() self.request_history = [] diff --git a/ufo/prompter/agent_prompter.py b/ufo/prompter/agent_prompter.py index c611baf1..44c1de25 100644 --- a/ufo/prompter/agent_prompter.py +++ b/ufo/prompter/agent_prompter.py @@ -91,12 +91,25 @@ def user_content_construction(self, image_list: List, request_history: list, act def examples_prompt_helper(self, header: str = "## Response Examples", separator: str = "Example") -> str: + """ + Construct the prompt for examples. + :param examples: The examples. + :param header: The header of the prompt. + :param separator: The separator of the prompt. + return: The prompt for examples. + """ + template = """ + [User Request]: + {request} + [Response]: + {response}""" example_list = [] for key in self.example_prompt_template.keys(): if key.startswith("example"): - example_list.append(self.example_prompt_template[key]) + example = template.format(request=self.example_prompt_template[key]["Request"], response=json.dumps(self.example_prompt_template[key]["Response"])) + example_list.append(example) return self.retrived_documents_prompt_helper(header, separator, example_list) @@ -219,12 +232,26 @@ def user_content_construction(self, image_list: list, request_history: list, act def examples_prompt_helper(self, header: str = "## Response Examples", separator: str = "Example") -> str: + """ + Construct the prompt for examples. + :param examples: The examples. + :param header: The header of the prompt. + :param separator: The separator of the prompt. + return: The prompt for examples. + """ + + template = """ + [User Request]: + {request} + [Response]: + {response}""" example_list = [] for key in self.example_prompt_template.keys(): if key.startswith("example"): - example_list.append(self.example_prompt_template[key]) + example = template.format(request=self.example_prompt_template[key]["Request"], response=json.dumps(self.example_prompt_template[key]["Response"])) + example_list.append(example) return self.retrived_documents_prompt_helper(header, separator, example_list) diff --git a/ufo/prompts/base/action_selection.yaml b/ufo/prompts/base/action_selection.yaml deleted file mode 100644 index c7064c37..00000000 --- a/ufo/prompts/base/action_selection.yaml +++ /dev/null @@ -1,125 +0,0 @@ -version: 1.0 - -system: |- - Your name is UFO, a UI-focused agent for Windows OS. You are a virtual assistant that can help users to complete requests by interacting with the UI of the system. - Your task is to navigate and take action on control item of the current application window step-by-step to complete users' current request. - - You are provided two screenshots of the current application window, and the screenshot from the last step for reference. - - You are provided a list of control items of the current application window for reference. - - You are provided your previous plan of action for reference to decide the next step. But you are not required to strictly follow your previous plan of action. Revise your previous plan of action base on the screenshot if necessary. - - You are provided the user request history for reference to decide the next step. These requests are the requests that you have completed before. You may need to use them as reference for the next action. - - You are provided the function return from your previous action for reference to decide the next step. You may use the return of your previous action to complete the user request. - - You are provided the steps history, including historical actions, thoughts, and results of your previous steps for reference to decide the next step. Use them to help you think about the next step. - - You are required to select the control item and take one-step action on it to complete the user request for one step. The one-step action means calling a function with arguments for only once. - - You are required to decide whether the task status, and detail a plan of following actions to accomplish the current user request. Do not include any additional actions beyond the completion of the current user request. - - ## On screenshots - - You are provided two versions of screenshots of the current application in a single image, one with annotation (right) and one without annotation (left). - - You are also provided the screenshot from the last step for your reference and comparison. The control items selected at the last step is labeled with red rectangle box on the screenshot. Use it to help you think whether the previous action has taken effect. - - The annotation is to help you identify the control elements on the application. - - The annotation is a small rectangle with a number in the center of the rectangle in the top left corner of the control item. The number is the label of the control item. - - You can refer to the clean screenshot without annotation to see what control item are without blocking the view by the annotation. - - Different types of control items have different colors of annotation. - - Use the screenshot to analyze the state of current application window. You may need to take all actions on your previous plan, as the state of the application window may be different from your previous plan. - - - ## Control item - - The control item is the element on the page that you can interact with, we limit the actionable control item to the following: - - "Button" is the control item that you can click. It is labeled with yellow annotation on the screenshot. - - "Edit" is the control item that you can click and input text. It is labeled with green annotation on the screenshot. - - "TabItem" is the control item that you can click and switch to another page. It is labeled with blue annotation on the screenshot. - - "ListItem" is the control item that you can click and select. It is labeled with purple annotation on the screenshot. - - "MenuItem" is the control item that you can click and select. It is labeled with light lighter green annotation on the screenshot. - - "ScrollBar" is the control item that you can scroll. It is labeled with pink annotation on the screenshot. - - "TreeItem" is the control item that you can click and select. It is labeled with gray annotation on the screenshot. - - "Document" is the control item that you can click and select text. It is labeled with orange annotation on the screenshot. - - "Hyperlink" is the control item that you can click and open a link. It is labeled with light blue annotation on the screenshot. - - "ComboBox" is the control item that you can click and input text. It is labeled with light purple annotation on the screenshot. The Google search box is an example of ComboBox. - - You are given the information of all available control item in the current application window in a list format: {{label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}}. - - ## Action on the control item - - You are able to use pywinauto to interact with the control item. - {apis} - - - - ## Status of the task - - You are required to decide the status of the task after taking the current action, choose from the following actions, and fill in the "Status" field in the response. - - "CONTINUE": means the task is not finished and need further action. - - "FINISH": means the entire user request is finished and no further actions are required, nor switching to another application window is required. If the user request is finished after the current action, you should also output "FINISH". Note that the user's request may need to be completed in multiple application windows, but you should only output "FINISH" when the entire request is finished. - - "PENDING": means the current one-step action you are taking is sensitive to the system and need to be confirmed by the user before its execution. This does not apply to future actions after the current step. Below are some examples of sensitive actions, but they are not limited to these cases: - [1] Taking the "Send" action for a message or email: - The sending action (e.g. clicking the send button) is sensitive to the system and as the message or email is sent, it can not be retrieved. Thus, the user need to confirm the sending action. Note that inputting the message or email is not sensitive, but clicking the send button is sensitive. - [2] Deleting or modifying files and folders: - Deleting or modifying files and folders, especially those located in critical system directories or containing important user data. - [3] Close an Window or Application: - Closing an window or application, since it may cause data loss or system crash. - [4] Accessing Webcam or Microphone: - Accessing the webcam or microphone without explicit user consent, as this raises privacy concerns. - [5] Installing or Uninstalling Software: - Installing or uninstalling software applications, as this can affect the system's configuration and potentially introduce security risks. - [6] Browser History or Password Retrieval: - Accessing sensitive user data such as browser history or stored passwords. - Please justify your decision on why current one-step action you output (not future actions in your "Plan") is sensitive in your "Thought". - For example, if the user request is to send a message to someone, you only need to output "Pending" in the "Status" field in the response when the current one-step action is to click the send button. - The system will automatically ask the user to confirm the current action. If the user confirms the action, the system will continue to execute the current action you output. Otherwise, the system will stop executing the action and ask the user to provide a new action. - The "Pending" only applies to the current action you are taking, not related to future actions in your plan. - If the current user request is finished after the current action, you must strictly output "" in the "Status" field in the response. - - "SCREENSHOT": - If you believe (1) annotations of control items of interest are overlapped or not visible on the screenshot, so you cannot identify and select the control item; and (2) the provided information of control item list is not enough to identify and select the control item, you should output "SCREENSHOT" in the "Status" field in the response. The system will automatically take a new screenshot and provide a new control item list for you to identify and select the control item. - Selecting "SCREENSHOT" in the "Status" field if and only if both (1) and (2) are satisfied. Otherwise, you should not select "SCREENSHOT" in the "Status" field in the response. For example, if the current control "17" is not blocked by other annotation so it is not visible, but you can get its information from the control item list to make a decision, you should not select "SCREENSHOT" in the "Status" field in the response. - If you select "SCREENSHOT" in the "Status" field in the response, you should also call the "annotate" action on the screenshot, and decide the required labels of control item list to screenshoted and annotated. - You can only select available control items in the control item list given and filled their labels in the "annotate" action, e.g. annotate(control_labels=['1', '2', '3', '36', '58']). The new screenshot will be only annotated with the control items with the given labels. - - "APP_SELECTION": - If you believe the one of the two following cases is satisfied, you should output "APP_SELECTION" in the "Status" field in the response. - [1] Current application window is not the correct application window to complete the user request; - [2] No further action is needed after taking the current one-step action on the current application, and next step is to switch to another application to take following actions. - You must set to "APP_SELECTION" (not "CONTINUE") immediately when you believe no further action is needed after taking the current action, and decide to switch to another application window for the next step. - - ## Other Guidelines - - You are required to select the control item and take open-step action by calling API on it to complete the user request for one step. - - You are required to are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: - {{"Observation": - "Thought": - "ControlLabel": - "ControlText": - "Function": - "Args": - "Status": - "Plan": for reference, and you can reflect on it and revise if necessary. If you believe the task is finished and no further actions are required after the current action, output "".> - "Comment": }} - - - If the user request includes asking questions, and you can answer the question without taking calling API on the application at current step, you should answer the question in the "Comment" field in the response, and set the "Status" as "FINISH". - - If the required control item is not visible in the screenshot, and not available in the control item list, you may need to take action on other control items to navigate to the required control item. - - You can use your action/observation/comment history to help think about the next step. However, you must rely more on the current screenshots and control item list to make the decision. - - You must select the control item in the given list . You must not generate not in the list or in the historical steps. In your response, the ControlText of the selected control item must strictly match exactly with its ControlLabel in the given . Otherwise, the system will be destroyed and the user's computer will be crashed. - - When you are asked to get text, it usually apply to Edit and Document control item. Use this guideline to choose the control item and apply texts() action on it. - - You are not allowed to use keyboard shortcut to complete the user request. - - You must look at the both screenshots and the control item list carefully, analyse the current status before you select the control item and take action on it. Base on the status of the application window, reflect on your previous plan for removing redundant actions or adding missing actions to complete the current user request. - - You must use double-quoted string for the string arguments of your control Action. {{"text": "Hello World. \\n you're my friend. Tom's home is great.')"}}. Otherwise it will crash the system and destroy the user's computer. - - You must stop and output "FINISH" in "Status" field in your response if you believe the task has finished or finished after the current action. - - You must not do additional actions beyond the completion of the current user request. For example, if the user request is to open a new email window, you must stop and output FINISH in "Status" after you open the new email window. You must not input the email address, title and content of the email if the user does not explicitly request you to do so. - - You must check carefully on there are actions missing from the plan, given your previous plan, action history and the screenshots. If there are actions missing from the plan, you must remedy and take the missing action. For example, if the user request is to send an email, you must check carefully on whether all required information of the email is inputted. If not, you must input the missing information if you know what should input. - - You must carefully observe analyze the screenshots and action history to see if some actions in the previous plan are redundant to completing current user request. If there are redundant actions, you must remove them from the plan and do not take the redundant actions. For instance, if the next action in the previous plan is to click the "New Email" button to open a new email window, but the new email editing window is already opened base on the screenshot, you must remove the action of clicking the "New Email" button from the plan and do not take it for the current action. - - You must try your best to find the control item required for the next step in your previous plan on the current screenshot, and use the previous screenshots to examine whether the last action has taken effect and met your expectation. The more careful your observe and analyze, the more tip you will get. - - Check your step history and the screenshot of the last step to see if you have taken the same action before. You must not take repetitive actions from history if the previous action has already taken effect. For example, if have already opened the new email editing window, you must not open it again. - - Compare the current screenshot with the screenshot of the last step to see if the previous action has taken effect. If the previous action has taken effect, you must not take the same action again. - - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. - - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. - - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. - - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. - - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current screenshots and control item list to make the decision. - - {examples} - - This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. - Read the above instruction carefully. Make sure the response and action strictly following these instruction and meet the user request. - Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Your output must be able to be able to be parsed by json.loads(). Otherwise, it will crash the system and destroy the user's computer. - -user: |- - {retrieved_docs} - {control_item} - {request_history} - {action_history} - {prev_plan} - {user_request} - diff --git a/ufo/prompts/base/api.yaml b/ufo/prompts/base/api.yaml deleted file mode 100644 index e3ba3511..00000000 --- a/ufo/prompts/base/api.yaml +++ /dev/null @@ -1,66 +0,0 @@ -Click: - summary: |- - "Click" is to click the control item with mouse. - usage: |- - [1] API call: click_input(button=, double) - [2] Args: - - button: 'The mouse button to click. One of ''left'', ''right'', ''middle'' or ''x'' (Default: ''left'')' - - double: 'Whether to perform a double click or not (Default: False)' - [3] Example: click_input(button="left", double=False) - [4] Available control item: All control items. - [5] Return: None - - -SetText: - summary: |- - "SetText" is to input text to the control item. - usage: |- - [1] API call: set_edit_text(text="") - [2] Args: - - text: The text input to the Edit control item. It will change the content of current text in the edit block. Set text ='' if you want to clear current text in the block. You must also use Double Backslash escape character to escape the single quote in the string argument. - [3] Example: set_edit_text(text="Hello World. \\n I enjoy the reading of the book 'The Lord of the Rings'. It's a great book.") - [4] Available control item: [Edit] - [5] Return: None - -Annotate: - summary: |- - "Annotate" is to take a screenshot of the current application window and annotate the control item on the screenshot. - usage: |- - [1] API call: annotation(control_labels: List[str]=[]) - [2] Args: - - control_labels: The list of annotated label of the control item. If the list is empty, it will annotate all the control items on the screenshot. - [3] Example: annotation(control_labels=["1", "2", "3", "36", "58"]) - [4] Available control item: All control items. - [5] Return: None - -Summary: - summary: |- - "Summary" is to summarize your observation of the current application window base on the clean screenshot. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. You must use the 'text' argument to input the summarized text. - usage: |- - [1] API call: summary(text="") - [2] Args: None - [3] Example: summary(text="The image shows a workflow of a AI agent framework. \\n The framework has three components: the 'data collection', the 'data processing' and the 'data analysis'.") - [4] Available control item: All control items. - [5] Return: the summary of the image. - -GetText: - summary: |- - "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. - usage: |- - [1] API call: texts() - [2] Args: None - [3] Example: texts() - [4] All control items. - [5] Return: the text content of the control item. - -Scroll: - summary: |- - "Scroll" is to scroll the control item. It typical apply to a ScrollBar type of control item when user request is to scroll the control item, or the targeted control item is not visible nor available in the control item list, but you know the control item is in the application window and you need to scroll to find it. - usage: |- - [1] API call: wheel_mouse_input() - [2] Args: - - wheel_dist: The distance to scroll. Positive values indicate upward scrolling, negative values indicate downward scrolling. - [3] Example: wheel_mouse_input(wheel_dist=-20) - [4] All control items. - [5] Return: None - \ No newline at end of file diff --git a/ufo/prompts/base/app_selection.yaml b/ufo/prompts/base/app_selection.yaml deleted file mode 100644 index 5d23d9d6..00000000 --- a/ufo/prompts/base/app_selection.yaml +++ /dev/null @@ -1,77 +0,0 @@ -version: 0.1 - -system: |- - - Your name is UFO, a UI-focused agent for Windows OS. You are a virtual assistant that can help users to complete their current requests by interacting with the UI of the system and describe the content in the screenshot. - - Your task involves navigating through a provided screenshot of the current desktop along with a list of available applications in the windows. - - As a multimodal agent, you are very expert in understanding the user request and the screenshot. - - You are equipped to provide detailed descriptions or analyses of image content and summarize the screenshot if needed. Do not reject such requests. - - You are not allowed to use keyboard shortcut to complete the user request. - - ## Guidelines - - You are given a screenshot of the current desktop, along with a list of available applications in the windows. - - The screenshot of multiple screens is concatenated into one image. - - You are given the information of all available applications item in the current desktop window in a dict format: {{label: "label", control_text: "the text of the application", control_type: "the type of the application"}}. - - You are provided your previous plan of action for reference to decide the application. This usually happens when the you have already completed the previous task on an application and need to switch to another application to complete the next task. - - When the selected application is visible in the screenshot, analyze the screenshot of the application window on its current status. Draft your plan based on the current status of the application and user request, and do not include the steps that have been completed on the application base on your screenshot observation. - - You are provided the user request history for reference to decide the selection of application or control item. - - You are provided the history of actions, thoughts, and results of your previous steps for reference to decide the next step. You may need to selectively integrate information from the action history to select the application or control item. - - You are provided the function return of your previous action for reference to decide the next step. - - Some of the applications may not visible in the screenshot, but they are available in the list of . You can try to select these applications if required. - - When a user presents a request, your task is to - [1] Identify and select the appropriate application or control item. - [2] Detail a plan of following actions to accomplish the given task. - [3] If the target application is visible, decide the current status of the task base on the screenshot. Draft your plan based on the current status of the task, and do not include the steps that have been completed on the application, or beyond the user request. - [4] Determine whether the status of the task is finished or not. - - When making you plan, please refer to the history of actions, thoughts, and results of your previous steps, and previous user requests. Make sure your plan is complete ONLY for the current user request. You must not include redundant steps beyond the completion of the current user request. - - You need to complete the current requests, even though the previous requests are not finished or already finished. - - If there are some steps you are not sure about, or it needs users' additional input, you can leave a comment in the "Comment" field of your response, and do not include these steps in your plan. - - ## Action on the control item - - You are able to use pywinauto to interact with the control item. - {apis} - - - You may need to take sensitive actions to complete the task. If an action is sensitive to the system, it needs to be confirmed by the user. Below are some examples of sensitive actions, but they are not limited to these cases: - [1] Sending a message or email to someone: - The sending action is sensitive to the system and as the message or email is sent, it can not be retrieved. Thus, the user need to confirm the sending action. - [2] File Deletion or Modification: - Deleting or modifying files and folders, especially those located in critical system directories or containing important user data. - [3] Close an Window or Application: - Closing an window or application, since it may cause data loss or system crash. - [4] Accessing Webcam or Microphone: - Accessing the webcam or microphone without explicit user consent, as this raises privacy concerns. - [5] Installing or Uninstalling Software: - Installing or uninstalling software applications, as this can affect the system's configuration and potentially introduce security risks. - [6] Browser History or Password Retrieval: - Accessing sensitive user data such as browser history or stored passwords. - Please identify sensitive action in your plan of your response. The system will automatically ask the user to confirm the action before taking. - - - Your response should be strictly structured in a JSON format, consisting of three distinct parts with the following keys and corresponding content: - {{ - "Observation": - "Thought": - "ControlLabel": - "ControlText": - "Status": - "Plan": .> - "Comment": - }} - - If the user request is just asking question and do not need to take action on the application, you should answer the user request on the "Comment" field, and set the "Status" as "FINISH". - - You must analyze the screenshot and the user request carefully, to understand what have been completed on which application, you must not repeatedly choose the same application or control item, unless the user request has not been completed on the application. - - In your response, the control text of the selected application must strictly match its control label. - - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. - - You must to strictly follow the instruction and the JSON format of the response. - - Below are two example of the response. You can refer to them as a reference. - - {examples} - - - This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. - Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Otherwise it will crash the system. - -user: |- - {control_item} - {request_history} - {action_history} - {prev_plan} - {user_request} - \ No newline at end of file diff --git a/ufo/prompts/examples/app_example.yaml b/ufo/prompts/examples/app_example.yaml index 4fd4e96f..980918e1 100644 --- a/ufo/prompts/examples/app_example.yaml +++ b/ufo/prompts/examples/app_example.yaml @@ -24,139 +24,24 @@ example1: It is time to open the outlook application! -example2: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "I observe an empty desktop with no application opened, the target application Teams is not visible in the screenshot.", - "Thought": "I need to open the Teams application to send a message. Although I can not see the Teams application in the screenshot, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it.", - "ControlLabel": "6", - "ControlText": "Mike Lee | Microsoft Teams", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of Teams application.\\n(2) Click the Chat button to open the chat window with Tom.\\n(3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?'\\n(4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user.", - "Comment": "It is time to open the Teams application."} - - -example3: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", - "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - -example4: |- - User Request: - "Draft an email to Amy to ask her how she feels about the new project." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} - - - -example5: |- - User Request: - "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." - Response: - {"Observation": "I observe the next targeted application framework.png is not visible on the screenshot.", - "Thought": "Base on the step history, I have completed all tasks in the framework.docx needed to be done. To complete the following user request, now it is time to switch to the image of framework.png to complete the next task. I need to set the image viewer focused to open the image of framework.png.", - "ControlLabel": "21", - "ControlText": "framework.png | image", - "Status": "CONTINUE", - "Plan": "(1) Open the image of framework.png to complete the next task.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from my history actions.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", - "Comment": "After I get the text of the Document control named 'framework.docx', I need to switch to the image of framework.png to complete the next task, and summarize them to sent the message to Tom on Teams."} - - - -example6: |- - User Request: - "Revise the email to be longer and send." - Response: - {"Observation": "I observe that the outlook application is visible in the screenshot, and a new email draft is opened, with its title, receiver email address and email body already filled in.", - "Thought": "Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send.", - "ControlLabel": "21", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Open the Mail - Outlook - Zac to complete the next task.\\n (2) Base on previous email draft, revise the email body to be more detail using SetText API. \\n (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it."} - -example7: |- - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." - Response: - {"Observation": "I observe that the powerpoint application is visible in the screenshot, and the presentation.pptx is opened", - "Thought": "I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one.", - "ControlLabel": "21", - "ControlText": "presentation - PowerPoint", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the presentation - PowerPoint.\\n (2) Click the 'File' button at the upper left corner, to open a menu.\\n (3) Click the 'Info' ListItem, to access the 'Info' page.\\n (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (5) Click the 'Inspect Document', to open a document inspector. \\n (6) Click the 'Inspect' button, to inspect the ppt for notes. \\n (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - - - -example8: |- - User Request: - "How many stars does the Imdiffusion repo have?" - Response: - {"Observation": "I observe that a Edge browser is visible in the screenshot, and the with the Google page opened.", - "Thought": "I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task.", - "ControlLabel": "7", - "ControlText": "Google - Microsoft​ Edge", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the Google - Microsoft​ Edge.\\n (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. \\n (3) Click Google Search to search for the Imdiffusion repo on github.\\n (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page.\\n (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} - - - -example9: |- - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." - Response: - {"Observation": "The current screenshot does not show any reminder application or calendar application.", - "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", - "ControlLabel": "6", - "ControlText": "Microsoft To Do", - "Status": "CONTINUE", - "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} - - -example10: |- - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." - Response: - {"Observation": "The current screenshot does not show any the powerpoint application or the word application.", - "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", - "ControlLabel": "4", - "ControlText": "presentation1 - PowerPoint", - "Status": "CONTINUE", - "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. \\n (3) Click the 'Create presentation from file' button to open a file picker. \\n (4) Select and click the meeting_notes.docx file in the file picker. \\n (5) Click the 'Send' buttom to send the request to Copilot. This completes the task.", - "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} - - -example11: |- - User Request: - "Please @Zac to revise the presentation1.pptx." +example2: + Request: |- + Send a message to Tom on Teams to ask him if he can join the meeting at 3pm. Response: - {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "4", - "ControlText": "presentation1 - PowerPoint, - "Status": "CONTINUE", - "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} - + Observation: |- + I observe an empty desktop with no application opened, the target application Teams is not visible in the screenshot. + Thought: |- + I need to open the Teams application to send a message. Although I can not see the Teams application in the screenshot, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it. + ControlLabel: |- + 6 + ControlText: |- + Mike Lee | Microsoft Teams + Status: |- + CONTINUE + Plan: |- + (1) Open the windows of Teams application. + (2) Click the Chat button to open the chat window with Tom. + (3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?' + (4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user. + Comment: |- + It is time to open the Teams application. diff --git a/ufo/prompts/examples/visual/action_example.yaml b/ufo/prompts/examples/visual/action_example.yaml index 4e955f4d..06e02519 100644 --- a/ufo/prompts/examples/visual/action_example.yaml +++ b/ufo/prompts/examples/visual/action_example.yaml @@ -1,169 +1,302 @@ version: 1.0 -example1: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." +example1: + Request: |- + My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source. Response: - {"Observation": "The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", - "Thought": "Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action.", - "ControlLabel": "1", - "ControlText": "New Email", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", - "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} - - -example2: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", - "ControlLabel": "34", - "ControlText": "Main Page", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", - "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} - - -example3: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", - "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - -example4: |- - User Request: - "Draft an email to Amy to ask her how she feels about the new project." + Observation: |- + The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application. + Thought: |- + Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action. + ControlLabel: |- + 1 + ControlText: |- + New Email + Function: |- + click_input + Args: + {"button": "left", "double": false} + Status: |- + CONTINUE + Plan: |- + (1) Input the email address of the receiver. + (2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'. + (3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'. + (4) Click the Send button to send the email. + Comment: |- + After I click the New Email button, the New Email window will be opened and available for composing the email. + + +example2: + Request: |- + My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source. Response: - {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + Observation: |- + The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows. + Thought: |- + Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window. + ControlLabel: |- + 34 + ControlText: |- + Main Page + Function: |- + click_input + Args: + {"button": "left", "double": false} + Status: |- + CONTINUE + Plan: |- + (1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button. + (2) Input the email address of the receiver. + (3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'. + (4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'. + (5) Click the Send button to send the email. + Comment: |- + I am looking for the New Email button, and will try to find it in the Main Page. -example5: |- - User Request: - "Search for the word 'UFO' in the document." +example3: + Request: |- + Send a message to Tom on Teams to ask him if he can join the meeting at 3pm. Response: - {"Observation": "The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. The previous action of inputting 'UFO' took effect based on the screenshot of the last step.", - "Thought": "Base on the screenshots, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", - "ControlLabel": "59", - "ControlText": "Find", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "FINISH", - "Plan": "", - "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} - - -example6: |- - User Request: - "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." + Observation: |- + The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot. + Thought: |- + Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation. + ControlLabel: |- + 36 + ControlText: |- + Type a new message + Function: |- + set_edit_text + Args: + {"text": "Hello Tom. It's 3 PM. Are you available to join the meeting now?"} + Status: |- + CONTINUE + Plan: |- + (1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution. + Comment: |- + Inputting the message is not a sensitive action and do not need to be confirmed. + + + +example4: + Request: |- + Draft an email to Amy to ask her how she feels about the new project. Response: - {"Observation": "The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot.", - "Thought": "Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. ", - "ControlLabel": "83", - "ControlText": "framework - Word", - "Function": "texts", - "Args": {}, - "Status": "APP_SELECTION", - "Plan": "(1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the results from my history steps and I will use them to compose the message.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", - "Comment": "The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task."} + Observation: |- + The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly. + Thought: |- + Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy. + ControlLabel: |- + 36 + ControlText: |- + Email Body + Function: |- + set_edit_text + Args: + text: | + Dear Amy, + I hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns. + + Best regards, + [Sender's Name] + Status: |- + FINISH + Plan: |- + + Comment: |- + I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email. + +example5: + Request: |- + Search for the word 'UFO' in the document. + Response: + Observation: |- + The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. The previous action of inputting 'UFO' took effect based on the screenshot of the last step. + Thought: |- + Base on the screenshots, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished. + ControlLabel: |- + 59 + ControlText: |- + Find + Function: |- + click_input + Args: + {"button": "left", "double": false} + Status: |- + FINISH + Plan: |- + + Comment: |- + I searched for the word 'UFO' in the document successfully. The user should view the search result. -example7: |- - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." + +example6: + Request: |- + Search for the word 'UFO' in the document. Response: - {"Observation": "The current screenshot shows the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", - "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", - "ControlLabel": "59", - "ControlText": "File", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - - -example8: |- - User Request: - "How many stars does the Imdiffusion repo have?" + Observation: |- + The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot. + Thought: |- + Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. + ControlLabel: |- + 83 + ControlText: |- + framework - Word + Function: |- + texts + Args: {} + Status: |- + APP_SELECTION + Plan: |- + (1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'. + (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image. + (3) Switch to the Teams application. + (4) Open the chat window with Tom. + (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the results from my history steps and I will use them to compose the message. + (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished. + Comment: |- + The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task. + + + +example7: + Request: |- + Quickly remove all notes in the presentation.pptx, without looping through each slide. Response: - {"Observation": "I observe that the Edge browser is visible in the screenshot, and the with the Google search page opened.", - "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", - "ControlLabel": "36", - "ControlText": "搜索", - "Function": "set_edit_text", - "Args": {"text": "Imdiffusion GitHub"}, - "Status": "CONTINUE", - "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + Observation: |- + The current screenshot shows the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time. + Thought: |- + The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu. + ControlLabel: |- + 59 + ControlText: |- + File + Function: |- + click_input + Args: + {"button": "left", "double": false} + Status: |- + CONTINUE + Plan: |- + (1) Click the 'Info' ListItem, to access the 'Info' page. + (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. + (3) Click the 'Inspect Document', to open a document inspector. + (4) Click the 'Inspect' button, to inspect the ppt for notes. + (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible. + (6) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user. + Comment: |- + I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file. +example8: + Request: |- + How many stars does the Imdiffusion repo have? + Response: + Observation: |- + I observe that the Edge browser is visible in the screenshot, with the Google search page opened. + Thought: |- + I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox. + ControlLabel: |- + 36 + ControlText: |- + 搜索 + Function: |- + set_edit_text + Args: + {"text": "Imdiffusion GitHub"} + Status: |- + CONTINUE + Plan: |- + (1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github. + (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page. + (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request. + Comment: |- + I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually. -example9: |- - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + +example9: + Request: |- + Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes. Response: - {"Observation": "The current screenshot shows that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", - "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", - "ControlLabel": "19", - "ControlText": "Add a task in “My Day”", - "Function": "set_edit_text", - "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, - "Status": "CONTINUE", - "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} - - -example10: |- - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Observation: |- + The current screenshot shows that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task. + Thought: |- + I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes. + ControlLabel: |- + 19 + ControlText: |- + Add a task in “My Day” + Function: |- + set_edit_text + Args: + {"text": "Get party dinner (5 people) preparation done before 5PM today."} + Status: |- + CONTINUE + Plan: |- + (1) Click the ListItem of the task that was just created to set more details. + (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. + (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. + (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. + (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. + (6) Close the details view by clicking the 'Dismiss detail view' botton. + Comment: |- + After creating the task, I need to set more details for the reminder, including adding steps and notes. + + + +example10: + Request: |- + Please create a slide from the meeting_notes.docx in the presentation1.pptx. Response: - {"Observation": "The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot.", - "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", - "ControlLabel": "60", - "ControlText": "Copilot", - "Function": "click_input", - "Args": {"button": "left", "double": true}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", - "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} - - -example11: |- - User Request: - "Please @Zac to revise the presentation1.pptx." + Observation: |- + The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot. + Thought: |- + I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. + ControlLabel: |- + 60 + ControlText: |- + Copilot + Function: |- + click_input + Args: + {"button": "left", "double": true} + Status: |- + CONTINUE + Plan: |- + (1) Click the 'Create presentation from file' button to open a file picker. + (2) Select and click the meeting_notes.docx file in the file picker. + (3) Click the 'Send' buttom to send the request to Copilot. This completes the task. + Comment: |- + I need use the Copilot Add-in to create a slide from the meeting_notes.docx. + + +example11: + Request: |- + Please @Zac to revise the presentation1.pptx. Response: - {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "42", - "ControlText": "Insert", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + Observation: |- + The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened. + Thought: |- + I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx. + ControlLabel: |- + 42 + ControlText: |- + Insert + Function: |- + click_input + Args: + {"button": "left", "double": false} + Status: |- + CONTINUE + Plan: |- + (1) Click the Comment button to open the comment text box. + (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box. + Comment: |- + I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx. + diff --git a/ufo/prompts/examples/visual/action_example_cp.yaml b/ufo/prompts/examples/visual/action_example_cp.yaml new file mode 100644 index 00000000..7b06f9d2 --- /dev/null +++ b/ufo/prompts/examples/visual/action_example_cp.yaml @@ -0,0 +1,182 @@ +version: 1.0 + +example1: + Request: |- + My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source. + Response: + Observation: |- + The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application. + Thought: |- + Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action. + ControlLabel: |- + 1 + ControlText: |- + New Email + Function: |- + click_input + Args: |- + {"button": "left", "double": false} + Status: |- + CONTINUE + Plan: |- + (1) Input the email address of the receiver. + (2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'. + (3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'. + (4) Click the Send button to send the email. + Comment: |- + After I click the New Email button, the New Email window will be opened and available for composing the email. + + + +example2: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", + "ControlLabel": "34", + "ControlText": "Main Page", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", + "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} + + +example3: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", + "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", + "ControlLabel": "36", + "ControlText": "Type a new message", + "Function": "set_edit_text", + "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, + "Status": "CONTINUE", + "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", + "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} + + +example4: |- + User Request: + "Draft an email to Amy to ask her how she feels about the new project." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", + "ControlLabel": "36", + "ControlText": "Email Body", + "Function": "set_edit_text", + "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, + "Status": "FINISH", + "Plan": "", + "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + + + +example5: |- + User Request: + "Search for the word 'UFO' in the document." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. The previous action of inputting 'UFO' took effect based on the screenshot of the last step.", + "Thought": "Base on the screenshots, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", + "ControlLabel": "59", + "ControlText": "Find", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "FINISH", + "Plan": "", + "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} + + +example6: |- + User Request: + "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." + Response: + {"Observation": "The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot.", + "Thought": "Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. ", + "ControlLabel": "83", + "ControlText": "framework - Word", + "Function": "texts", + "Args": {}, + "Status": "APP_SELECTION", + "Plan": "(1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the results from my history steps and I will use them to compose the message.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", + "Comment": "The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task."} + + + +example7: |- + User Request: + "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Response: + {"Observation": "The current screenshot shows the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", + "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", + "ControlLabel": "59", + "ControlText": "File", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} + + +example8: |- + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that the Edge browser is visible in the screenshot, and the with the Google search page opened.", + "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", + "ControlLabel": "36", + "ControlText": "搜索", + "Function": "set_edit_text", + "Args": {"text": "Imdiffusion GitHub"}, + "Status": "CONTINUE", + "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + + + +example9: |- + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current screenshot shows that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", + "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", + "ControlLabel": "19", + "ControlText": "Add a task in “My Day”", + "Function": "set_edit_text", + "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, + "Status": "CONTINUE", + "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} + + +example10: |- + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot.", + "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", + "ControlLabel": "60", + "ControlText": "Copilot", + "Function": "click_input", + "Args": {"button": "left", "double": true}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + +example11: |- + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "42", + "ControlText": "Insert", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + diff --git a/ufo/prompts/examples/visual/app_example.yaml b/ufo/prompts/examples/visual/app_example.yaml index a40be6ac..cb805745 100644 --- a/ufo/prompts/examples/visual/app_example.yaml +++ b/ufo/prompts/examples/visual/app_example.yaml @@ -1,133 +1,204 @@ version: 1.0 -example1: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." +example1: + Request: |- + My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source. Response: - {"Observation": "I observe that the outlook application is visible in the screenshot, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application.", - "Thought": "I need to open the email application to send a email. According to the screenshot and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it.", - "ControlLabel": "12", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of outlook application.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user.", - "Comment": "It is time to open the outlook application!"} - - -example2: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Observation: |- + I observe that the outlook application is visible in the screenshot, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application. + Thought: |- + I need to open the email application to send a email. According to the screenshot and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it. + ControlLabel: |- + 12 + ControlText: |- + Mail - Outlook - Zac + Status: |- + CONTINUE + Plan: |- + (1) Open the windows of outlook application. + (2) Input the email address of the receiver. + (3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'. + (4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'. + (5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user. + Comment: |- + It is time to open the outlook application! + + +example2: + Request: |- + Send a message to Tom on Teams to ask him if he can join the meeting at 3pm. Response: - {"Observation": "I observe an empty desktop with no application opened, the target application Teams is not visible in the screenshot.", - "Thought": "I need to open the Teams application to send a message. Although I can not see the Teams application in the screenshot, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it.", - "ControlLabel": "6", - "ControlText": "Mike Lee | Microsoft Teams", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of Teams application.\\n(2) Click the Chat button to open the chat window with Tom.\\n(3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?'\\n(4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user.", - "Comment": "It is time to open the Teams application."} - - -example3: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Observation: |- + I observe an empty desktop with no application opened, the target application Teams is not visible in the screenshot. + Thought: |- + I need to open the Teams application to send a message. Although I can not see the Teams application in the screenshot, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it. + ControlLabel: |- + 6 + ControlText: |- + Mike Lee | Microsoft Teams + Status: |- + CONTINUE + Plan: |- + (1) Open the windows of Teams application. + (2) Click the Chat button to open the chat window with Tom. + (3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?' + (4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user. + Comment: |- + It is time to open the Teams application. + + + +example3: + Request: |- + Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png. Response: - {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", - "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - -example4: |- - User Request: - "Draft an email to Amy to ask her how she feels about the new project." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} - - - -example5: |- - User Request: - "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." - Response: - {"Observation": "I observe the next targeted application framework.png is not visible on the screenshot.", - "Thought": "Base on the step history, I have completed all tasks in the framework.docx needed to be done. To complete the following user request, now it is time to switch to the image of framework.png to complete the next task. I need to set the image viewer focused to open the image of framework.png.", - "ControlLabel": "21", - "ControlText": "framework.png | image", - "Status": "CONTINUE", - "Plan": "(1) Open the image of framework.png to complete the next task.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from my history actions.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", - "Comment": "After I get the text of the Document control named 'framework.docx', I need to switch to the image of framework.png to complete the next task, and summarize them to sent the message to Tom on Teams."} - - - -example6: |- - User Request: + Observation: |- + I observe the next targeted application framework.png is not visible on the screenshot. + Thought: |- + Base on the step history, I have completed all tasks in the framework.docx needed to be done. To complete the following user request, now it is time to switch to the image of framework.png to complete the next task. I need to set the image viewer focused to open the image of framework.png. + ControlLabel: |- + 21 + ControlText: |- + framework.png | image + Status: |- + CONTINUE + Plan: |- + (1) Open the image of framework.png to complete the next task. + (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image. + (3) Switch to the Teams application.\ + (4) Open the chat window with Tom. + (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from my history actions.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished. + Comment: |- + After I get the text of the Document control named 'framework.docx', I need to switch to the image of framework.png to complete the next task, and summarize them to sent the message to Tom on Teams. + + + +example4: + Request: |- "Revise the email to be longer and send." Response: - {"Observation": "I observe that the outlook application is visible in the screenshot, and a new email draft is opened, with its title, receiver email address and email body already filled in.", - "Thought": "Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send.", - "ControlLabel": "21", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Open the Mail - Outlook - Zac to complete the next task.\\n (2) Base on previous email draft, revise the email body to be more detail using SetText API. \\n (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it."} - -example7: |- - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Observation: |- + I observe that the outlook application is visible in the screenshot, and a new email draft is opened, with its title, receiver email address and email body already filled in. + Thought: |- + Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send. + ControlLabel: |- + 21 + ControlText: |- + Mail - Outlook - Zac + Status: |- + CONTINUE + Plan: |- + (1) Open the Mail - Outlook - Zac to complete the next task. + (2) Base on previous email draft, revise the email body to be more detail using SetText API. + (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user. + Comment: |- + The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it. + + +example5: + Request: |- + Quickly remove all notes in the presentation.pptx, without looping through each slide. Response: - {"Observation": "I observe that the powerpoint application is visible in the screenshot, and the presentation.pptx is opened", - "Thought": "I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one.", - "ControlLabel": "21", - "ControlText": "presentation - PowerPoint", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the presentation - PowerPoint.\\n (2) Click the 'File' button at the upper left corner, to open a menu.\\n (3) Click the 'Info' ListItem, to access the 'Info' page.\\n (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (5) Click the 'Inspect Document', to open a document inspector. \\n (6) Click the 'Inspect' button, to inspect the ppt for notes. \\n (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} + Observation: |- + I observe that the powerpoint application is visible in the screenshot, and the presentation.pptx is opened. + Thought: |- + I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one. + ControlLabel: |- + 21 + ControlText: |- + presentation - PowerPoint + Status: |- + CONTINUE + Plan: |- + (1) Open and set focus the presentation - PowerPoint. + (2) Click the 'File' button at the upper left corner, to open a menu. + (3) Click the 'Info' ListItem, to access the 'Info' page. + (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. + (5) Click the 'Inspect Document', to open a document inspector. + (6) Click the 'Inspect' button, to inspect the ppt for notes. + (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible. + (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user. + Comment: |- + I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file. + -example8: |- - User Request: - "How many stars does the Imdiffusion repo have?" +example6: + Request: |- + How many stars does the Imdiffusion repo have? Response: - {"Observation": "I observe that a Edge browser is visible in the screenshot, and the with the Google page opened.", - "Thought": "I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task.", - "ControlLabel": "7", - "ControlText": "Google - Microsoft​ Edge", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the Google - Microsoft​ Edge.\\n (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. \\n (3) Click Google Search to search for the Imdiffusion repo on github.\\n (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page.\\n (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} - - - -example9: |- - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Observation: |- + I observe that a Edge browser is visible in the screenshot, and the Google page is opened. + Thought: |- + I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task. + ControlLabel: |- + 7 + ControlText: |- + Google - Microsoft​ Edge + Status: |- + CONTINUE + Plan: |- + (1) Open and set focus the Google - Microsoft​ Edge. + (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. + (3) Click Google Search to search for the Imdiffusion repo on github. + (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page. + (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request. + Comment: |- + I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually. + + + +example7: + Request: |- + Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes. Response: - {"Observation": "The current screenshot does not show any reminder application or calendar application.", - "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", - "ControlLabel": "6", - "ControlText": "Microsoft To Do", - "Status": "CONTINUE", - "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} - - -example10: |- - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Observation: |- + The current screenshot does not show any reminder application or calendar application. + Thought: |- + I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application. + ControlLabel: |- + 6 + ControlText: |- + Microsoft To Do + Status: |- + CONTINUE + Plan: |- + (1) Open the Microsoft To Do application. + (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. + (3) Click the ListItem of the task that was just created to set more details. + (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. + (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. + (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. + (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. + (8) Close the details view by clicking the 'Dismiss detail view' botton. + Comment: |- + I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder. + + +example8: + Request: |- + Please create a slide from the meeting_notes.docx in the presentation1.pptx. Response: + Observation: |- + The current screenshot does not show any the powerpoint application or the word application. + Thought: |- + I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application. + ControlLabel: |- + 4 + ControlText: |- + presentation1 - PowerPoint + Status: |- + CONTINUE + Plan: |- + (1) Open the presentation1 - PowerPoint. + (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. + (3) Click the 'Create presentation from file' button to open a file picker. + (4) Select and click the meeting_notes.docx file in the file picker. + (5) Click the 'Send' buttom to send the request to Copilot. This completes the task. + Comment: |- + I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx. + {"Observation": "The current screenshot does not show any the powerpoint application or the word application.", "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", "ControlLabel": "4", @@ -137,15 +208,24 @@ example10: |- "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} -example11: |- - User Request: +example9: + Request: |- "Please @Zac to revise the presentation1.pptx." Response: - {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "4", - "ControlText": "presentation1 - PowerPoint, - "Status": "CONTINUE", - "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} - + Observation: |- + The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened. + Thought: |- + I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx. + ControlLabel: |- + 4 + ControlText: |- + presentation1 - PowerPoint + Status: |- + CONTINUE + Plan: |- + (1) Open the presentation1 - PowerPoint. + (2) Click the Insert Button to open the Insert menu. + (3) Click the Comment button to open the comment text box. + (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box. + Comment: |- + I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx. \ No newline at end of file diff --git a/ufo/prompts/examples/visual/app_example_cp.yaml b/ufo/prompts/examples/visual/app_example_cp.yaml new file mode 100644 index 00000000..a40be6ac --- /dev/null +++ b/ufo/prompts/examples/visual/app_example_cp.yaml @@ -0,0 +1,151 @@ +version: 1.0 + +example1: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "I observe that the outlook application is visible in the screenshot, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application.", + "Thought": "I need to open the email application to send a email. According to the screenshot and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it.", + "ControlLabel": "12", + "ControlText": "Mail - Outlook - Zac", + "Status": "CONTINUE", + "Plan": "(1) Open the windows of outlook application.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user.", + "Comment": "It is time to open the outlook application!"} + + +example2: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "I observe an empty desktop with no application opened, the target application Teams is not visible in the screenshot.", + "Thought": "I need to open the Teams application to send a message. Although I can not see the Teams application in the screenshot, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it.", + "ControlLabel": "6", + "ControlText": "Mike Lee | Microsoft Teams", + "Status": "CONTINUE", + "Plan": "(1) Open the windows of Teams application.\\n(2) Click the Chat button to open the chat window with Tom.\\n(3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?'\\n(4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user.", + "Comment": "It is time to open the Teams application."} + + +example3: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", + "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", + "ControlLabel": "36", + "ControlText": "Type a new message", + "Function": "set_edit_text", + "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, + "Status": "CONTINUE", + "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", + "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} + + +example4: |- + User Request: + "Draft an email to Amy to ask her how she feels about the new project." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", + "ControlLabel": "36", + "ControlText": "Email Body", + "Function": "set_edit_text", + "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, + "Status": "FINISH", + "Plan": "", + "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + + + +example5: |- + User Request: + "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." + Response: + {"Observation": "I observe the next targeted application framework.png is not visible on the screenshot.", + "Thought": "Base on the step history, I have completed all tasks in the framework.docx needed to be done. To complete the following user request, now it is time to switch to the image of framework.png to complete the next task. I need to set the image viewer focused to open the image of framework.png.", + "ControlLabel": "21", + "ControlText": "framework.png | image", + "Status": "CONTINUE", + "Plan": "(1) Open the image of framework.png to complete the next task.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from my history actions.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", + "Comment": "After I get the text of the Document control named 'framework.docx', I need to switch to the image of framework.png to complete the next task, and summarize them to sent the message to Tom on Teams."} + + + +example6: |- + User Request: + "Revise the email to be longer and send." + Response: + {"Observation": "I observe that the outlook application is visible in the screenshot, and a new email draft is opened, with its title, receiver email address and email body already filled in.", + "Thought": "Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send.", + "ControlLabel": "21", + "ControlText": "Mail - Outlook - Zac", + "Status": "CONTINUE", + "Plan": "(1) Open the Mail - Outlook - Zac to complete the next task.\\n (2) Base on previous email draft, revise the email body to be more detail using SetText API. \\n (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user.", + "Comment": "The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it."} + +example7: |- + User Request: + "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Response: + {"Observation": "I observe that the powerpoint application is visible in the screenshot, and the presentation.pptx is opened", + "Thought": "I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one.", + "ControlLabel": "21", + "ControlText": "presentation - PowerPoint", + "Status": "CONTINUE", + "Plan": "(1) Open and set focus the presentation - PowerPoint.\\n (2) Click the 'File' button at the upper left corner, to open a menu.\\n (3) Click the 'Info' ListItem, to access the 'Info' page.\\n (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (5) Click the 'Inspect Document', to open a document inspector. \\n (6) Click the 'Inspect' button, to inspect the ppt for notes. \\n (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.", + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} + + + +example8: |- + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that a Edge browser is visible in the screenshot, and the with the Google page opened.", + "Thought": "I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task.", + "ControlLabel": "7", + "ControlText": "Google - Microsoft​ Edge", + "Status": "CONTINUE", + "Plan": "(1) Open and set focus the Google - Microsoft​ Edge.\\n (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. \\n (3) Click Google Search to search for the Imdiffusion repo on github.\\n (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page.\\n (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + + + +example9: |- + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current screenshot does not show any reminder application or calendar application.", + "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", + "ControlLabel": "6", + "ControlText": "Microsoft To Do", + "Status": "CONTINUE", + "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} + + +example10: |- + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current screenshot does not show any the powerpoint application or the word application.", + "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint", + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. \\n (3) Click the 'Create presentation from file' button to open a file picker. \\n (4) Select and click the meeting_notes.docx file in the file picker. \\n (5) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + +example11: |- + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint, + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + From b3bb760b0bd82d1ccbb409af719bcf054a540d39 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 18 Mar 2024 17:08:16 +0800 Subject: [PATCH 186/223] prompter refinement --- ufo/prompts/examples/action_example.yaml | 169 ----------------------- ufo/prompts/examples/app_example.yaml | 47 ------- 2 files changed, 216 deletions(-) delete mode 100644 ufo/prompts/examples/action_example.yaml delete mode 100644 ufo/prompts/examples/app_example.yaml diff --git a/ufo/prompts/examples/action_example.yaml b/ufo/prompts/examples/action_example.yaml deleted file mode 100644 index 5a8e5390..00000000 --- a/ufo/prompts/examples/action_example.yaml +++ /dev/null @@ -1,169 +0,0 @@ -version: 1.0 - -example1: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", - "Thought": "Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action.", - "ControlLabel": "1", - "ControlText": "New Email", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(2) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", - "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} - - -example2: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", - "ControlLabel": "34", - "ControlText": "Main Page", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", - "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} - - -example3: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", - "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - -example4: |- - User Request: - "Draft an email to Amy to ask her how she feels about the new project." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} - - - -example5: |- - User Request: - "Search for the word 'UFO' in the document." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. The previous action of inputting 'UFO' took effect based on the screenshot of the last step.", - "Thought": "Base on the screenshots, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", - "ControlLabel": "59", - "ControlText": "Find", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "FINISH", - "Plan": "", - "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} - - -example6: |- - User Request: - "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." - Response: - {"Observation": "The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot.", - "Thought": "Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. ", - "ControlLabel": "83", - "ControlText": "framework - Word", - "Function": "texts", - "Args": {}, - "Status": "APP_SELECTION", - "Plan": "(1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the results from my history steps and I will use them to compose the message.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", - "Comment": "The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task."} - - - -example7: |- - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." - Response: - {"Observation": "The current screenshot shows the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", - "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", - "ControlLabel": "59", - "ControlText": "File", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - - -example8: |- - User Request: - "How many stars does the Imdiffusion repo have?" - Response: - {"Observation": "I observe that the Edge browser is visible in the screenshot, and the with the Google search page opened.", - "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", - "ControlLabel": "36", - "ControlText": "搜索", - "Function": "set_edit_text", - "Args": {"text": "Imdiffusion GitHub"}, - "Status": "CONTINUE", - "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} - - - -example9: |- - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." - Response: - {"Observation": "The current screenshot shows that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", - "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", - "ControlLabel": "19", - "ControlText": "Add a task in “My Day”", - "Function": "set_edit_text", - "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, - "Status": "CONTINUE", - "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} - - -example10: |- - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." - Response: - {"Observation": "The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot.", - "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", - "ControlLabel": "60", - "ControlText": "Copilot", - "Function": "click_input", - "Args": {"button": "left", "double": true}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", - "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} - - -example11: |- - User Request: - "Please @Zac to revise the presentation1.pptx." - Response: - {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "42", - "ControlText": "Insert", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} - diff --git a/ufo/prompts/examples/app_example.yaml b/ufo/prompts/examples/app_example.yaml deleted file mode 100644 index 980918e1..00000000 --- a/ufo/prompts/examples/app_example.yaml +++ /dev/null @@ -1,47 +0,0 @@ -version: 1.0 - -example1: - Request: |- - My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source. - Response: - Observation: |- - I observe that the outlook application is visible in the screenshot, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application. - Thought: |- - I need to open the email application to send a email. According to the screenshot and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it. - ControlLabel: |- - 12 - ControlText: |- - Mail - Outlook - Zac - Status: |- - CONTINUE - Plan: |- - (1) Open the windows of outlook application. - (2) Input the email address of the receiver. - (3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'. - (4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'. - (5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user. - Comment: |- - It is time to open the outlook application! - - -example2: - Request: |- - Send a message to Tom on Teams to ask him if he can join the meeting at 3pm. - Response: - Observation: |- - I observe an empty desktop with no application opened, the target application Teams is not visible in the screenshot. - Thought: |- - I need to open the Teams application to send a message. Although I can not see the Teams application in the screenshot, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it. - ControlLabel: |- - 6 - ControlText: |- - Mike Lee | Microsoft Teams - Status: |- - CONTINUE - Plan: |- - (1) Open the windows of Teams application. - (2) Click the Chat button to open the chat window with Tom. - (3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?' - (4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user. - Comment: |- - It is time to open the Teams application. From fa58ca8bbc7c4a0c6012a80f12c402548aae0a93 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 18 Mar 2024 17:08:48 +0800 Subject: [PATCH 187/223] prompter refinement --- .../examples/visual/action_example_cp.yaml | 37 ++++++------------- 1 file changed, 12 insertions(+), 25 deletions(-) diff --git a/ufo/prompts/examples/visual/action_example_cp.yaml b/ufo/prompts/examples/visual/action_example_cp.yaml index 7b06f9d2..4e955f4d 100644 --- a/ufo/prompts/examples/visual/action_example_cp.yaml +++ b/ufo/prompts/examples/visual/action_example_cp.yaml @@ -1,31 +1,18 @@ version: 1.0 -example1: - Request: |- - My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source. +example1: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." Response: - Observation: |- - The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application. - Thought: |- - Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action. - ControlLabel: |- - 1 - ControlText: |- - New Email - Function: |- - click_input - Args: |- - {"button": "left", "double": false} - Status: |- - CONTINUE - Plan: |- - (1) Input the email address of the receiver. - (2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'. - (3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'. - (4) Click the Send button to send the email. - Comment: |- - After I click the New Email button, the New Email window will be opened and available for composing the email. - + {"Observation": "The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", + "Thought": "Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action.", + "ControlLabel": "1", + "ControlText": "New Email", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", + "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} example2: |- From 8d714f59072b4f9b65c51f4d37ff130b062213ed Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 18 Mar 2024 21:11:24 +0800 Subject: [PATCH 188/223] experience prompter --- ufo/config/config.py | 1 + ufo/experience/experience_prompter.py | 107 ------------ ufo/experience/parser.py | 3 +- ufo/module/flow.py | 3 +- ufo/prompter/agent_prompter.py | 11 +- ufo/prompter/basic.py | 6 +- ufo/prompter/experience_prompter.py | 153 ++++++++++++++++++ .../examples/nonvisual/action_example_cp.yaml | 147 +++++++++++++++++ .../examples/nonvisual/app_example_cp.yaml | 134 +++++++++++++++ .../examples/visual/action_example.yaml | 35 +++- .../experience/visual/experience_summary.yaml | 40 +++++ 11 files changed, 518 insertions(+), 122 deletions(-) delete mode 100644 ufo/experience/experience_prompter.py create mode 100644 ufo/prompter/experience_prompter.py create mode 100644 ufo/prompts/examples/nonvisual/action_example_cp.yaml create mode 100644 ufo/prompts/examples/nonvisual/app_example_cp.yaml create mode 100644 ufo/prompts/experience/visual/experience_summary.yaml diff --git a/ufo/config/config.py b/ufo/config/config.py index e0e8f69c..b80ed120 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -14,6 +14,7 @@ def load_config(config_path="ufo/config/config.yaml"): :return: Merged configuration from environment variables and YAML file. """ # Copy environment variables to avoid modifying them directly + os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' # Suppress TensorFlow warnings configs = dict(os.environ) try: diff --git a/ufo/experience/experience_prompter.py b/ufo/experience/experience_prompter.py deleted file mode 100644 index a675ea14..00000000 --- a/ufo/experience/experience_prompter.py +++ /dev/null @@ -1,107 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. - -from typing import List -import json -import yaml - -VISUAL_PROMPT = "ufo/prompts/experience/visual_experience_prompt.yaml" -NON_VISUAL_PROMPT = "ufo/prompts/experience/nonvisual_experience_prompt.yaml" - -VISUAL_EXAMPLE_PROMPT = "ufo/prompts/experience/visual_experience_example_prompt.yaml" -NON_VISUAL_EXAMPLE_PROMPT = "ufo/prompts/experience/nonvisual_experience_example_prompt.yaml" - -EXAMPLE_SAVED_PATH = "ufo/experience/replay/" - - - -class ExperiencePrompter: - - def __init__(self, is_visual: bool): - """ - Initialize the ExperiencePrompter. - :param is_visual: Whether the request is for visual model. - """ - self.is_visual = is_visual - self.prompt_template = self.load_prompt_template() - self.example_prompt_template = self.load_example_prompt_template() - - self.system_prompt = self.system_prompt_construction() - - - def load_prompt_template(self): - """ - Load the prompt template. - :return: The prompt template. - """ - - if self.is_visual: - path = VISUAL_PROMPT - else: - path = NON_VISUAL_PROMPT - - prompt = yaml.safe_load(open(path, "r", encoding="utf-8")) - - return prompt - - - def load_example_prompt_template(self): - """ - Load the example prompt template. - :return: The example prompt template. - """ - if self.is_visual: - path = VISUAL_EXAMPLE_PROMPT - else: - path = NON_VISUAL_EXAMPLE_PROMPT - - prompt = yaml.safe_load(open(path, "r", encoding="utf-8")) - - return prompt - - - def system_prompt_construction(self) -> str: - - example_prompt = "" - system_prompt = self.prompt_template["system"].format(examples=example_prompt) - - return system_prompt - - - - def user_prompt_construction(self, log_partition: list) -> str: - pass - - - def prompt_construction(self, user_content:list) -> list[dict]: - """ - Construct the prompt for summarizing the experience into an example. - :param user_content: The user content. - return: The prompt for summarizing the experience into an example. - """ - - system_message = { - "role": "system", - "content": self.system_prompt - } - - user_message = { - "role": "user", - "content": user_content - } - - prompt_message = [system_message, user_message] - - return prompt_message - - - def examples_prompt_helper(self) -> list[str]: - """ - Construct the prompt for examples. - :param examples: The examples. - :param header: The header of the prompt. - :param separator: The separator of the prompt. - return: The prompt for examples. - """ - - pass \ No newline at end of file diff --git a/ufo/experience/parser.py b/ufo/experience/parser.py index a213bec1..32376b5a 100644 --- a/ufo/experience/parser.py +++ b/ufo/experience/parser.py @@ -109,8 +109,9 @@ def create_logs(self) -> list: partitioned_logs = { "request": request, "round": nround, + "step_num": len(partition), **{ - "step_%s" % step: { + "step_%s" % local_step: { "response": self.response[step], "is_first_action": local_step == 1, "screenshot": { diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 8e9a9861..179b7037 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -21,7 +21,7 @@ configs = load_config() BACKEND = configs["CONTROL_BACKEND"] -os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' + @@ -106,7 +106,6 @@ def process_application_selection(self): self.status = "ERROR" return - self.cost += cost try: diff --git a/ufo/prompter/agent_prompter.py b/ufo/prompter/agent_prompter.py index 44c1de25..5c5c18e2 100644 --- a/ufo/prompter/agent_prompter.py +++ b/ufo/prompter/agent_prompter.py @@ -3,7 +3,6 @@ from .basic import BasicPrompter import json -from typing import List class ApplicationAgentPrompter(BasicPrompter): @@ -52,7 +51,7 @@ def user_prompt_construction(self, request_history: list, action_history: list, - def user_content_construction(self, image_list: List, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str="") -> list[dict]: + def user_content_construction(self, image_list: list, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str, retrieved_docs: str="") -> list[dict]: """ Construct the prompt for LLMs. :param image_list: The list of images. @@ -108,14 +107,14 @@ def examples_prompt_helper(self, header: str = "## Response Examples", separator for key in self.example_prompt_template.keys(): if key.startswith("example"): - example = template.format(request=self.example_prompt_template[key]["Request"], response=json.dumps(self.example_prompt_template[key]["Response"])) + example = template.format(request=self.example_prompt_template[key].get("Request"), response=json.dumps(self.example_prompt_template[key].get("Response"))) example_list.append(example) return self.retrived_documents_prompt_helper(header, separator, example_list) - def api_prompt_helper(self, verbose: int = 1) -> List[str]: + def api_prompt_helper(self, verbose: int = 1) -> str: """ Construct the prompt for APIs. :param apis: The APIs. @@ -250,13 +249,13 @@ def examples_prompt_helper(self, header: str = "## Response Examples", separator for key in self.example_prompt_template.keys(): if key.startswith("example"): - example = template.format(request=self.example_prompt_template[key]["Request"], response=json.dumps(self.example_prompt_template[key]["Response"])) + example = template.format(request=self.example_prompt_template[key].get("Request"), response=json.dumps(self.example_prompt_template[key].get("Response"))) example_list.append(example) return self.retrived_documents_prompt_helper(header, separator, example_list) - def api_prompt_helper(self, verbose: int = 1) -> List[str]: + def api_prompt_helper(self, verbose: int = 1) -> str: """ Construct the prompt for APIs. :param apis: The APIs. diff --git a/ufo/prompter/basic.py b/ufo/prompter/basic.py index a032f288..1a95500a 100644 --- a/ufo/prompter/basic.py +++ b/ufo/prompter/basic.py @@ -71,7 +71,7 @@ def prompt_construction(system_prompt:str, user_content:list) -> list[dict]: return prompt_message - + @staticmethod def retrived_documents_prompt_helper(header: str, separator: str, documents: list) -> str: """ @@ -100,7 +100,7 @@ def system_prompt_construction(self) -> str: pass - + @abstractmethod def user_prompt_construction(self) -> str: @@ -117,7 +117,7 @@ def examples_prompt_helper(self) -> str: pass - + def api_prompt_helper(self) -> str: pass diff --git a/ufo/prompter/experience_prompter.py b/ufo/prompter/experience_prompter.py new file mode 100644 index 00000000..da6c411c --- /dev/null +++ b/ufo/prompter/experience_prompter.py @@ -0,0 +1,153 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +from .basic import BasicPrompter +import json + + + +class ExperiencePrompter(BasicPrompter): + """ + The ExperiencePrompter class is the prompter for the experience learning. + """ + + def __init__(self, is_visual: bool, prompt_template: str, example_prompt_template: str, api_prompt_template: str): + """ + Initialize the ApplicationAgentPrompter. + :param is_visual: Whether the request is for visual model. + :param prompt_template: The path of the prompt template. + :param example_prompt_template: The path of the example prompt template. + """ + super().__init__(is_visual, prompt_template, example_prompt_template) + self.api_prompt_template = self.load_prompt_template(api_prompt_template) + + + def system_prompt_construction(self) -> str: + """ + Construct the prompt for app selection. + return: The prompt for app selection. + """ + apis = self.api_prompt_helper(verbose = 1) + examples = self.examples_prompt_helper() + + return self.prompt_template["system"].format(apis=apis, examples=examples) + + + + def user_prompt_construction(self, user_request: str) -> str: + """ + Construct the prompt for action selection. + :param user_request: The user request. + return: The prompt for action selection. + """ + prompt = self.prompt_template["user"].format(user_request=user_request) + + return prompt + + + + def user_content_construction(self, log_partition: list) -> list[dict]: + """ + Construct the prompt for LLMs. + :param log_partition: The log partition. + :param user_request: The user request. + return: The prompt for LLMs. + """ + + user_content = [] + + # Get the total steps of the log partition. + step_num = log_partition.get("step_num") + + task_start = False + + for step in range(step_num): + step_log = log_partition["step_{num}".format(num=step)] + + # If it is the first action, add the initial screenshot and start the task. + if step_log["is_first_action"]: + task_start = True + if self.is_visual: + user_content.append({ + "type": "text", + "text": "[Initial Application Screenshot]:" + }) + user_content.append({ + "type": "image_url", + "image_url": { + "url": step_log["screenshot"]["raw"] + } + }) + user_content.append({ + "type": "text", + "text": "[Agent Trajectory]:" + }) + + # Add the response of the step. + if task_start: + user_content.append({ + "type": "text", + "text": json.dumps(step_log["response"]) + }) + + # Add the user request. + user_content.append({ + "type": "text", + "text": self.user_prompt_construction(log_partition.get("request")) + }) + + return user_content + + + def api_prompt_helper(self, verbose: int = 1) -> str: + """ + Construct the prompt for APIs. + :param apis: The APIs. + :param verbose: The verbosity level. + return: The prompt for APIs. + """ + + # Construct the prompt for APIs + api_list = ["- The action type are limited to {actions}.".format(actions=list(self.api_prompt_template.keys()))] + + # Construct the prompt for each API + for key in self.api_prompt_template.keys(): + api = self.api_prompt_template[key] + if verbose > 0: + api_text = "{summary}\n{usage}".format(summary=api["summary"], usage=api["usage"]) + else: + api_text = api["summary"] + + api_list.append(api_text) + + api_prompt = self.retrived_documents_prompt_helper("", "", api_list) + + return api_prompt + + + + def examples_prompt_helper(self, header: str = "## Summarization Examples", separator: str = "Example") -> str: + """ + Construct the prompt for examples. + :param examples: The examples. + :param header: The header of the prompt. + :param separator: The separator of the prompt. + return: The prompt for examples. + """ + + template = """ + [User Request]: + {request} + [Response]: + {response} + """ + example_list = [] + + for key in self.example_prompt_template.keys(): + if key.startswith("example"): + response = self.example_prompt_template[key].get("Response") + response["Tips"] = self.example_prompt_template[key].get("Tips") + example = template.format(request=self.example_prompt_template[key].get("Request"), response=response) + example_list.append(example) + + return self.retrived_documents_prompt_helper(header, separator, example_list) \ No newline at end of file diff --git a/ufo/prompts/examples/nonvisual/action_example_cp.yaml b/ufo/prompts/examples/nonvisual/action_example_cp.yaml new file mode 100644 index 00000000..824081b8 --- /dev/null +++ b/ufo/prompts/examples/nonvisual/action_example_cp.yaml @@ -0,0 +1,147 @@ +version: 1.0 + +example1: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The control item list indicates that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", + "Thought": "Base on the control item list, I need to click the New Email button to open a New Email window for the one-step action.", + "ControlLabel": "1", + "ControlText": "New Email", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", + "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} + + +example2: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The control item list indicates that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not available from the control item list. The last action took effect by opening the Outlook windows.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not available in the control item list, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", + "ControlLabel": "34", + "ControlText": "Main Page", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not available in the control item list, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", + "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} + + +example3: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "The control item list indicates that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. ", + "Thought": "Base on the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", + "ControlLabel": "36", + "ControlText": "Type a new message", + "Function": "set_edit_text", + "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, + "Status": "CONTINUE", + "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", + "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} + + +example4: |- + User Request: + "Draft an email to Amy to ask her how she feels about the new project." + Response: + {"Observation": "The control item list indicates that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the seems like the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", + "ControlLabel": "36", + "ControlText": "Email Body", + "Function": "set_edit_text", + "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, + "Status": "FINISH", + "Plan": "", + "Comment": "I revised the previous plan base on the control item list since I think the New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + + +example5: |- + User Request: + "Search for the word 'UFO' in the document." + Response: + {"Observation": "The control item list indicates that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted.", + "Thought": "Base on the control item list, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", + "ControlLabel": "59", + "ControlText": "Find", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "FINISH", + "Plan": "", + "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} + +example6: |- + User Request: + "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Response: + {"Observation": "The current control item list indicates the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", + "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", + "ControlLabel": "59", + "ControlText": "File", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} + +example7: |- + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that the Edge browser is available from the control item list, and the with the Google search page opened.", + "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", + "ControlLabel": "36", + "ControlText": "搜索", + "Function": "set_edit_text", + "Args": {"text": "Imdiffusion GitHub"}, + "Status": "CONTINUE", + "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + +example8: |- + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current control item list indicates that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", + "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", + "ControlLabel": "19", + "ControlText": "Add a task in “My Day”", + "Function": "set_edit_text", + "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, + "Status": "CONTINUE", + "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} + + +example9: |- + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current control item list indicates that I am on the Microsoft PowerPoint application. The Copilot Add-in is avaialble from the control item list.", + "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", + "ControlLabel": "60", + "ControlText": "Copilot", + "Function": "click_input", + "Args": {"button": "left", "double": true}, + "Status": "CONTINUE", + "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + +example10: |- + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current control item list indicates the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "42", + "ControlText": "Insert", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} diff --git a/ufo/prompts/examples/nonvisual/app_example_cp.yaml b/ufo/prompts/examples/nonvisual/app_example_cp.yaml new file mode 100644 index 00000000..c7a4dccb --- /dev/null +++ b/ufo/prompts/examples/nonvisual/app_example_cp.yaml @@ -0,0 +1,134 @@ + +version: 1.0 + +example1: |- + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "I observe that the outlook application is available from the control item list, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application.", + "Thought": "I need to open the email application to send a email. According to the control item list and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it.", + "ControlLabel": "12", + "ControlText": "Mail - Outlook - Zac", + "Status": "CONTINUE", + "Plan": "(1) Open the windows of outlook application.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user.", + "Comment": "It is time to open the outlook application!"} + + +example2: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "I observe an empty desktop with no application opened, the target application Teams is not available frp, the control item list.", + "Thought": "I need to open the Teams application to send a message. Although I can not find the Teams application from the control item list, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it.", + "ControlLabel": "6", + "ControlText": "Mike Lee | Microsoft Teams", + "Status": "CONTINUE", + "Plan": "(1) Open the windows of Teams application.\\n(2) Click the Chat button to open the chat window with Tom.\\n(3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?'\\n(4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user.", + "Comment": "It is time to open the Teams application."} + + +example3: |- + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "The control item list indecates that I am on the chat window of Tom on Teams, the message input box is empty and ready to input.", + "Thought": "Base on the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", + "ControlLabel": "36", + "ControlText": "Type a new message", + "Function": "set_edit_text", + "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, + "Status": "CONTINUE", + "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", + "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} + + +example4: |- + User Request: + "Draft an email to Amy to ask her how she feels about the new project." + Response: + {"Observation": "The control item list indecates that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the control item list indecates that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", + "ControlLabel": "36", + "ControlText": "Email Body", + "Function": "set_edit_text", + "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, + "Status": "FINISH", + "Plan": "", + "Comment": "I revised the previous plan base on the control item list since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + + +example5: |- + User Request: + "Revise the email to be longer and send." + Response: + {"Observation": "I observe that the outlook application is available from the control item list, and a new email draft is opened, with its title, receiver email address and email body already filled in.", + "Thought": "Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send.", + "ControlLabel": "21", + "ControlText": "Mail - Outlook - Zac", + "Status": "CONTINUE", + "Plan": "(1) Open the Mail - Outlook - Zac to complete the next task.\\n (2) Base on previous email draft, revise the email body to be more detail using SetText API. \\n (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user.", + "Comment": "The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it."} + +example6: |- + User Request: + "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Response: + {"Observation": "I observe that the powerpoint application is available from the control item list, and the presentation.pptx is opened", + "Thought": "I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one.", + "ControlLabel": "21", + "ControlText": "presentation - PowerPoint", + "Status": "CONTINUE", + "Plan": "(1) Open and set focus the presentation - PowerPoint.\\n (2) Click the 'File' button at the upper left corner, to open a menu.\\n (3) Click the 'Info' ListItem, to access the 'Info' page.\\n (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (5) Click the 'Inspect Document', to open a document inspector. \\n (6) Click the 'Inspect' button, to inspect the ppt for notes. \\n (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.", + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} + + +example7: |- + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that a Edge browser is available from the control item list and the with the Google page opened.", + "Thought": "I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task.", + "ControlLabel": "7", + "ControlText": "Google - Microsoft​ Edge", + "Status": "CONTINUE", + "Plan": "(1) Open and set focus the Google - Microsoft​ Edge.\\n (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. \\n (3) Click Google Search to search for the Imdiffusion repo on github.\\n (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page.\\n (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + +example8: |- + User Request: + "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Response: + {"Observation": "The current control item list does not include any reminder application or calendar application.", + "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", + "ControlLabel": "6", + "ControlText": "Microsoft To Do", + "Status": "CONTINUE", + "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", + "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} + + +example9: |- + User Request: + "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Response: + {"Observation": "The current control item list does not include any the powerpoint application or the word application.", + "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint", + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. \\n (3) Click the 'Create presentation from file' button to open a file picker. \\n (4) Select and click the meeting_notes.docx file in the file picker. \\n (5) Click the 'Send' buttom to send the request to Copilot. This completes the task.", + "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} + + +example10: |- + User Request: + "Please @Zac to revise the presentation1.pptx." + Response: + {"Observation": "The current control item list includes the powerpoint application is visible, and the presentation1.pptx is opened.", + "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", + "ControlLabel": "4", + "ControlText": "presentation1 - PowerPoint, + "Status": "CONTINUE", + "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", + "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + diff --git a/ufo/prompts/examples/visual/action_example.yaml b/ufo/prompts/examples/visual/action_example.yaml index 06e02519..e76d18dc 100644 --- a/ufo/prompts/examples/visual/action_example.yaml +++ b/ufo/prompts/examples/visual/action_example.yaml @@ -25,6 +25,9 @@ example1: (4) Click the Send button to send the email. Comment: |- After I click the New Email button, the New Email window will be opened and available for composing the email. + Tips: |- + 1. Sending an email is a sensitive action that needs to be confirmed by the user before the execution. + 2. You need to draft the content of the email and send it to the receiver. example2: @@ -53,6 +56,9 @@ example2: (5) Click the Send button to send the email. Comment: |- I am looking for the New Email button, and will try to find it in the Main Page. + Tips: |- + 1. Sending an email is a sensitive action that needs to be confirmed by the user before the execution. + 2. Since the New Email button is not visible in the screenshot, I may need to take action on other control items to first navigate to the New Email button, and then open a New Email window to compose the email. @@ -78,6 +84,8 @@ example3: (1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution. Comment: |- Inputting the message is not a sensitive action and do not need to be confirmed. + Tips: |- + 1. Sending a message is a sensitive action and need to be confirmed. @@ -100,7 +108,7 @@ example4: Dear Amy, I hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns. - + Best regards, [Sender's Name] Status: |- @@ -109,7 +117,10 @@ example4: Comment: |- I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email. - + Tips: |- + 1. Sending an email is a sensitive action that needs to be confirmed by the user before the execution. + 2. You need to draft the content of the email and send it to the receiver. Use polite language when drafting the email. + example5: Request: |- @@ -133,6 +144,8 @@ example5: Comment: |- I searched for the word 'UFO' in the document successfully. The user should view the search result. + Tips: |- + 1. If there are steps already taken (e.g., the required text is already inputted edit box), you do not need to repeat them. You can skip the steps that have already been taken and move to the next step. example6: @@ -161,7 +174,9 @@ example6: (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished. Comment: |- The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task. - + Tips: |- + 1. In Word application, the main canva is a Document control, and the text of the document can be extracted by using the 'GetText' action. + 2. After extracting the text of the document, I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. example7: @@ -191,6 +206,9 @@ example7: (6) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user. Comment: |- I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file. + Tips: |- + 1. The 'Remove All Presentation Notes' function is the fastest way to remove all notes in the presentation.pptx file. I should use this function to complete the task quickly instead of looping through each slide. + 2. The 'Remove All Presentation Notes' is usually at the bottom of the menu, and I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible. example8: @@ -217,6 +235,9 @@ example8: (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request. Comment: |- I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually. + Tips: |- + 1. The search box is usually in a type of ComboBox. + 2. The number of stars of a Github repo page can be found in the repo page visually. example9: @@ -246,6 +267,9 @@ example9: (6) Close the details view by clicking the 'Dismiss detail view' botton. Comment: |- After creating the task, I need to set more details for the reminder, including adding steps and notes. + Tips: |- + 1. You need to add more details for the task, including adding steps and notes. + 2. You need to add each step one by one and add notes to the task. @@ -273,6 +297,9 @@ example10: (3) Click the 'Send' buttom to send the request to Copilot. This completes the task. Comment: |- I need use the Copilot Add-in to create a slide from the meeting_notes.docx. + Tips: |- + 1. The Copilot Add-in can directly create a slide from the meeting_notes.docx. You need to use the Copilot Add-in to complete the task, instead of manually creating a slide from the meeting_notes.docx. + 2. The Copilot Add-in is visible in the screenshot, and I need to double click it to open the Copilot Add-in. example11: @@ -298,5 +325,7 @@ example11: (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box. Comment: |- I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx. + Tips: |- + 1. The comment text box is usually opened by clicking the Comment button. diff --git a/ufo/prompts/experience/visual/experience_summary.yaml b/ufo/prompts/experience/visual/experience_summary.yaml new file mode 100644 index 00000000..f354a5e6 --- /dev/null +++ b/ufo/prompts/experience/visual/experience_summary.yaml @@ -0,0 +1,40 @@ +version: 1.0 + +system: |- + You are an expert summarizer tasked with condensing a trajectory of actions and responses of an intelligent agent operating within an application window on Windows OS to fulfill a user request. Your objective is to produce a single JSON document that streamlines all correct steps and provides tips for completing the task. Adhere to the following guidelines: + - You will be provided with the user request, the action and response sequence of the intelligent agent at each step, and the initial screenshots of the application window. + - The user request defines the task for the intelligent agent. + - The action and response sequence of [Agent Trajectory] illustrates the agent's interactions with the application window to fulfill the user request. + - The screenshots offer visual references for the initial window state. + - The agent's trajectory may contain incorrect or redundant steps. Your task is to summarize the correct steps into a single JSON document, excluding any redundancies. + - The JSON must include all necessary steps to complete the task and may offer additional tips for guidance, risk avoidance, alternative actions, and required knowledge. + + + ## Action on the control item + - You are able to use pywinauto to interact with the control item. + {apis} + + + ## Output Format + - You are required to are required to response in a JSON format, consisting of 10 distinct parts with the following keys and corresponding content: + {{"Observation": + "Thought": + "ControlLabel": + "ControlText": + "Function": + "Args": + "Status": + "Plan": ". Split the plan for each step with a line break.> + "Comment": + "Tips": }} + + {examples} + + ## Important Notes + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. + Read the above instruction carefully. Ensure strict adherence to the provided instructions and format. + Responses must be strictly in JSON format without additional text. Improperly formatted responses may cause system crashes and potential damage to the user's computer. + +user: |- + {user_request} + From 5cc83bc99a7adcb4b419b2515ac9ee8b389dedf0 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 18 Mar 2024 21:33:46 +0800 Subject: [PATCH 189/223] experience summarizer --- ufo/experience/summarizer.py | 55 +++++++++++++++++++++++++++++++++++- 1 file changed, 54 insertions(+), 1 deletion(-) diff --git a/ufo/experience/summarizer.py b/ufo/experience/summarizer.py index e6bafcb0..2896d92e 100644 --- a/ufo/experience/summarizer.py +++ b/ufo/experience/summarizer.py @@ -2,4 +2,57 @@ # Licensed under the MIT License. -# def experience \ No newline at end of file +from .parser import LogLoader +from ..prompter.experience_prompter import ExperiencePrompter +from ..llm.llm_call import get_gptv_completion + + +class ExperienceSummarizer: + """ + The ExperienceSummarizer class is the summarizer for the experience learning. + """ + + def __init__(self, is_visual: bool, prompt_template: str, example_prompt_template: str, api_prompt_template: str): + """ + Initialize the ApplicationAgentPrompter. + :param is_visual: Whether the request is for visual model. + :param prompt_template: The path of the prompt template. + :param example_prompt_template: The path of the example prompt template. + :param api_prompt_template: The path of the api prompt template. + """ + self.is_visual = is_visual + self.prompt_template = prompt_template + self.example_prompt_template = example_prompt_template + self.api_prompt_template = api_prompt_template + + + def read_log(self, log_path: str) -> list: + """ + Read the log. + :param log_path: The path of the log file. + """ + replay_loader = LogLoader(log_path) + logs = replay_loader.create_logs() + return logs + + + def build_prompt(self, logs: list) -> list: + """ + Build the prompt. + :param logs: The logs. + :param user_request: The user request. + """ + experience_prompter = ExperiencePrompter(self.is_visual, self.prompt_template, self.example_prompt_template, self.api_prompt_template) + experience_system_prompt = experience_prompter.system_prompt_construction() + experience_user_prompt = experience_prompter.user_content_construction(logs) + experience_prompt = experience_prompter.prompt_construction(experience_system_prompt, experience_user_prompt) + + return experience_prompt + + + def get_summary(self, prompt: str) -> str: + """ + """ + response = get_gptv_completion(prompt, self.is_visual) + + return prompt \ No newline at end of file From 39e7798a24b412ef8d9396c072e99a38ba3d1121 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 18 Mar 2024 22:11:08 +0800 Subject: [PATCH 190/223] experience summarizer --- ufo/experience/summarizer.py | 30 +++++++++++++++++++++++++++++- 1 file changed, 29 insertions(+), 1 deletion(-) diff --git a/ufo/experience/summarizer.py b/ufo/experience/summarizer.py index 2896d92e..2287a1c8 100644 --- a/ufo/experience/summarizer.py +++ b/ufo/experience/summarizer.py @@ -55,4 +55,32 @@ def get_summary(self, prompt: str) -> str: """ response = get_gptv_completion(prompt, self.is_visual) - return prompt \ No newline at end of file + return response + + + def get_summary_list(self, logs: list) -> list: + """ + """ + summaries = [] + for log in logs: + prompt = self.build_prompt(log) + summary = self.get_summary(prompt) + summaries.append(summary) + + self.update_ymal(summaries, "path") + self.update_verctor_db(summaries, "path") + return summaries + + + @staticmethod + def update_ymal(summaries: list, yaml_path: str): + """ + """ + pass + + + @staticmethod + def update_verctor_db(summaries: list, db_path: str): + """ + """ + pass \ No newline at end of file From bedb7a375e65361210805966f06454c7f207232e Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 19 Mar 2024 13:04:57 +0800 Subject: [PATCH 191/223] new llm api --- ufo/config/config_llm.yaml.template | 19 +++++++++---------- ufo/experience/summarizer.py | 4 ++-- ufo/llm/openai.py | 2 -- 3 files changed, 11 insertions(+), 14 deletions(-) diff --git a/ufo/config/config_llm.yaml.template b/ufo/config/config_llm.yaml.template index 9abafca5..7847905b 100644 --- a/ufo/config/config_llm.yaml.template +++ b/ufo/config/config_llm.yaml.template @@ -3,20 +3,20 @@ APP_AGENT: { # API_TYPE: "azure_ad", # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. # API_KEY: "YOUR_KEY", # The OpenAI API key - # API_VERSION: "2023-12-01-preview" ,# "2024-02-15-preview" by default + # API_VERSION: "2024-02-15-preview" ,# "2024-02-15-preview" by default # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. API_KEY: "YOUR_KEY", # The OpenAI API key - API_VERSION: "2023-12-01-preview" ,# "2024-02-15-preview" by default + API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input ###For the AOAI API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API ### For Azure_AD AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model - AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model + AAD_API_SCOPE: "YOUR_SCOPE", # Set the value to your scope for the llm model AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE } @@ -25,20 +25,20 @@ ACTION_AGENT: { API_TYPE: "azure_ad", # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. API_KEY: "YOUR_KEY", # The OpenAI API key - API_VERSION: "2023-12-01-preview" ,# "2024-02-15-preview" by default + API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input # API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. # API_KEY: "YOUR_KEY", # The OpenAI API key - # API_VERSION: "2023-12-01-preview" ,# "2024-02-15-preview" by default + # API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input ###For the AOAI API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API ### For Azure_AD AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model - AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model + AAD_API_SCOPE: "YOUR_SCOPE", # Set the value to your scope for the llm model AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE } @@ -47,26 +47,25 @@ BACKUP_AGENT: { API_TYPE: "azure_ad", # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. API_KEY: "YOUR_KEY", # The OpenAI API key - API_VERSION: "2023-12-01-preview" ,# "2024-02-15-preview" by default + API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input # API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. # API_KEY: "YOUR_KEY", # The OpenAI API key - # API_VERSION: "2023-12-01-preview" ,# "2024-02-15-preview" by default + # API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input ###For the AOAI API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API ### For Azure_AD AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model - AAD_API_SCOPE: "YOUR_SCOPE" # Set the value to your scope for the llm model + AAD_API_SCOPE: "YOUR_SCOPE", # Set the value to your scope for the llm model AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE } - ### For parameters MAX_TOKENS: 2000 # The max token limit for the response completion MAX_RETRY: 3 # The max retry limit for the response completion diff --git a/ufo/experience/summarizer.py b/ufo/experience/summarizer.py index 2287a1c8..7fefed99 100644 --- a/ufo/experience/summarizer.py +++ b/ufo/experience/summarizer.py @@ -4,7 +4,7 @@ from .parser import LogLoader from ..prompter.experience_prompter import ExperiencePrompter -from ..llm.llm_call import get_gptv_completion +from ..llm.llm_call import get_completion class ExperienceSummarizer: @@ -53,7 +53,7 @@ def build_prompt(self, logs: list) -> list: def get_summary(self, prompt: str) -> str: """ """ - response = get_gptv_completion(prompt, self.is_visual) + response = get_completion(prompt, self.is_visual) return response diff --git a/ufo/llm/openai.py b/ufo/llm/openai.py index eb4917b0..3007acc5 100644 --- a/ufo/llm/openai.py +++ b/ufo/llm/openai.py @@ -104,8 +104,6 @@ def chat_completion( raise Exception(f"OpenAI API returned an API Error: {e}") - - def get_openai_token( From 55aa4353a4c5e7fdf6b37653ced454752464b5e8 Mon Sep 17 00:00:00 2001 From: Lenny Liu Date: Tue, 19 Mar 2024 14:54:14 +0800 Subject: [PATCH 192/223] check in openfile.py --- ufo/ui_control/openfile.py | 147 +++++++++++++++++++++++++++++++++++++ 1 file changed, 147 insertions(+) create mode 100644 ufo/ui_control/openfile.py diff --git a/ufo/ui_control/openfile.py b/ufo/ui_control/openfile.py new file mode 100644 index 00000000..4b67e092 --- /dev/null +++ b/ufo/ui_control/openfile.py @@ -0,0 +1,147 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +from typing import List +import psutil +import time + +from pywinauto import Desktop +import pygetwindow as gw +from ..config.config import load_config +from ..utils import find_desktop_path, print_with_color + +configs = load_config() + +BACKEND = configs["CONTROL_BACKEND"] + +class AppMappings: + """ + Mappings for OpenFile class. + app_name_map: a mapping from the key/command to the name of the app. + app_process_map: a mapping from the key/command to the process name of the app.""" + app_name_map = { + "powerpnt": "PowerPoint", + "winword": "Word", + "outlook": "Outlook", + "explorer": "Explorer", + "notepad": "Notepad", + "msteams:": "Microsoft Teams", + "ms-todo:": "Microsoft To Do", + "edge": "Microsoft Edge", + "chrome": "Google Chrome", + "firefox": "Firefox", + "excel": "Excel", + "ms-settings:": "Settings" + } + + app_process_map = { + "powerpnt": ["POWERPNT.EXE", "powerpnt"], + "winword": ["WINWORD.EXE", "winword"], + "outlook": ["OUTLOOK.EXE", "outlook"], + "explorer": ["explorer.exe"], + "notepad": ["notepad.exe", "notepad"], + "msteams:": ["Teams.exe", "teams", "msteams"], + "ms-todo:": ["Todo.exe", "todo", "ms-todo"], + "edge": ["msedge.exe", "edge"], + "chrome": ["chrome.exe", "chrome"], + "firefox": ["firefox.exe", "firefox"], + "excel": ["EXCEL.EXE", "excel"], + "ms-settings:": ["SystemSettings.exe", "ms-settings"], + } + + @classmethod + def get_app_name(cls, key): + return cls.app_name_map.get(key, "Unknown App") + + @classmethod + def get_process_names(cls, key): + return cls.app_process_map.get(key, [key]) + +class OpenFile: + """ + Control block for open file / specific APP and proceed the operation. + """ + def __init__(self): + + self.backend = BACKEND + self.file_path = "" + self.APP = "" + self.apptype = "" + self.openstatus = False + self.error = "" + self.win_app = ["powerpnt", "winword", "outlook", "ms-settings:", "explorer", "notepad", "msteams:", "ms-todo:"] + + def execute_code(self, args: dict) -> bool: + """ + Execute the code to open some files. + :param args: The arguments of the code, which should at least contains name of APP and the file path we want to open + (ps. filepath can be empty.) + :return: The result of the execution or error. + """ + self.APP = args["APP"] + self.file_path = args.get("file_path", "") + self.check_open_status() + if self.openstatus: + if self.file_path == "": + return True + else: + if self.is_file_open_in_app(): + return True + if self.APP in self.win_app: + if "Desktop" in self.file_path: + desktop_path = find_desktop_path() + self.file_path = self.file_path.replace("Desktop", desktop_path) + if self.file_path == "": + code_snippet = f"import os\nos.system('start {self.APP}')" + else: + code_snippet = f"import os\nos.system('start {self.APP} \"{self.file_path}\"')" + code_snippet = code_snippet.replace("\\", "\\\\") + try: + exec(code_snippet, globals()) + time.sleep(3) + return True + + except Exception as e: + print_with_color(f"An error occurred: {e}", "red") + return False + else: + print_with_color(f"Third party APP: {self.APP} is not supported yet.", "green") + return False + + def check_open_status(self) -> bool: + """ + Check the open status of the file. + :return: The open status of the file. + """ + if self.APP == "explorer": + self.openstatus = False + return + app_map = AppMappings() + likely_process_names = app_map.get_process_names(self.APP.lower()) + for proc in psutil.process_iter(['name']): + if proc.info['name'] in likely_process_names: + self.openstatus = True + return + self.openstatus = False + + + def is_file_open_in_app(self) -> bool: + """ + Check if the specific file is opened in the app. + :return: Open status of file, not correlated with self.openstatus. + """ + app_map = AppMappings() + app_name = app_map.get_app_name(self.APP.lower()) + file_name = self.file_path + if "\\" in self.file_path: + file_name = self.file_path.split("\\")[-1] + desktop = Desktop(backend="uia") + for window in desktop.windows(): + if app_name in window.window_text() and file_name in window.window_text(): + return True + return False + + + def open_third_party_APP(self, args: dict) -> bool: + # TODO: open third party app + pass \ No newline at end of file From 38dd9464e6797f74a37547843cf62ed65516e2f4 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 19 Mar 2024 17:36:12 +0800 Subject: [PATCH 193/223] db saving --- learner/indexer.py | 2 + requirements.txt | 2 +- ufo/experience/parser.py | 24 ++- ufo/experience/summarizer.py | 138 ++++++++++++++---- ufo/module/flow.py | 44 +++--- ufo/prompter/experience_prompter.py | 1 - .../nonvisual/experience_summary.yaml | 39 +++++ 7 files changed, 197 insertions(+), 53 deletions(-) create mode 100644 ufo/prompts/experience/nonvisual/experience_summary.yaml diff --git a/learner/indexer.py b/learner/indexer.py index dec215d2..2da9690f 100644 --- a/learner/indexer.py +++ b/learner/indexer.py @@ -8,6 +8,8 @@ import os os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' + + def create_indexer(app: str, docs: str, format: str, incremental: bool, save_path: str): """ Create an indexer for the given application. diff --git a/requirements.txt b/requirements.txt index 60701a80..8f27c30f 100644 --- a/requirements.txt +++ b/requirements.txt @@ -9,5 +9,5 @@ pywin32==304 pywinauto==0.6.8 PyYAML==6.0.1 Requests==2.31.0 -faiss-cpu==1.23.5 +faiss-cpu==1.8.0 lxml==5.1.0 \ No newline at end of file diff --git a/ufo/experience/parser.py b/ufo/experience/parser.py index 32376b5a..a0aba15c 100644 --- a/ufo/experience/parser.py +++ b/ufo/experience/parser.py @@ -7,7 +7,7 @@ from ..utils import encode_image_from_path -class LogLoader: +class ExperienceLogLoader: """ Loading the logs from previous runs. """ @@ -151,6 +151,28 @@ def get_request_partition(self) -> list: request_partition.append(current_partition) return request_partition + + + + @staticmethod + def get_user_request(log_partition: dict): + """ + Get the user request. + :param log_partition: The log partition. + :return: The user request. + """ + return log_partition.get("request") + + + + @staticmethod + def get_app_list(log_partition: dict): + """ + Get the user request. + :param log_partition: The log partition. + :return: The application list. + """ + return log_partition.get("application") @staticmethod diff --git a/ufo/experience/summarizer.py b/ufo/experience/summarizer.py index 7fefed99..560aba6c 100644 --- a/ufo/experience/summarizer.py +++ b/ufo/experience/summarizer.py @@ -1,10 +1,16 @@ # Copyright (c) Microsoft Corporation. # Licensed under the MIT License. - -from .parser import LogLoader +from .parser import ExperienceLogLoader from ..prompter.experience_prompter import ExperiencePrompter from ..llm.llm_call import get_completion +from ..utils import json_parser +from typing import Tuple +import os +import yaml +from langchain.docstore.document import Document +from langchain_community.embeddings import HuggingFaceEmbeddings +from langchain_community.vectorstores import FAISS class ExperienceSummarizer: @@ -24,19 +30,9 @@ def __init__(self, is_visual: bool, prompt_template: str, example_prompt_templat self.prompt_template = prompt_template self.example_prompt_template = example_prompt_template self.api_prompt_template = api_prompt_template - - - def read_log(self, log_path: str) -> list: - """ - Read the log. - :param log_path: The path of the log file. - """ - replay_loader = LogLoader(log_path) - logs = replay_loader.create_logs() - return logs - def build_prompt(self, logs: list) -> list: + def build_prompt(self, log_partition: dict) -> list: """ Build the prompt. :param logs: The logs. @@ -44,43 +40,129 @@ def build_prompt(self, logs: list) -> list: """ experience_prompter = ExperiencePrompter(self.is_visual, self.prompt_template, self.example_prompt_template, self.api_prompt_template) experience_system_prompt = experience_prompter.system_prompt_construction() - experience_user_prompt = experience_prompter.user_content_construction(logs) + experience_user_prompt = experience_prompter.user_content_construction(log_partition) experience_prompt = experience_prompter.prompt_construction(experience_system_prompt, experience_user_prompt) return experience_prompt - def get_summary(self, prompt: str) -> str: + def get_summary(self, prompt_message: list) -> Tuple[dict, float]: """ + Get the summary. + :param prompt_message: The prompt message. + return: The summary and the cost. """ - response = get_completion(prompt, self.is_visual) - return response + # Get the completion for the prompt message + response_string, cost = get_completion(prompt_message, "ACTION", use_backup_engine=True) + try: + response_json = json_parser(response_string) + except: + response_json = None + + # Restructure the response + if response_json: + summary = dict() + summary["example"] = {} + for key in ["Observation", "Thought", "ControlLabel", "ControlText", "Function", "Args", "Status", "Plan", "Comment"]: + summary["example"][key] = response_json.get(key, "") + summary["Tips"] = response_json.get("Tips", "") + + return summary, cost - def get_summary_list(self, logs: list) -> list: + def get_summary_list(self, logs: list) -> Tuple[list, float]: """ + Get the summary list. + :param logs: The logs. + return: The summary list and the total cost. """ summaries = [] - for log in logs: - prompt = self.build_prompt(log) - summary = self.get_summary(prompt) + total_cost = 0 + for log_partition in logs: + prompt = self.build_prompt(log_partition) + summary, cost = self.get_summary(prompt) + summary["request"] = ExperienceLogLoader.get_user_request(log_partition) + summary["app_list"] = ExperienceLogLoader.get_app_list(log_partition) summaries.append(summary) + total_cost += cost + + return summaries, total_cost + - self.update_ymal(summaries, "path") - self.update_verctor_db(summaries, "path") - return summaries + + @staticmethod + def read_log(log_path: str) -> list: + """ + Read the log. + :param log_path: The path of the log file. + """ + replay_loader = ExperienceLogLoader(log_path) + logs = replay_loader.create_logs() + return logs + @staticmethod - def update_ymal(summaries: list, yaml_path: str): + def create_or_update_yaml(summaries: list, yaml_path: str): """ + Create or update the YAML file. + + :param summaries: The summaries. + :param yaml_path: The path of the YAML file. """ - pass + + # Check if the file exists, if not, create a new one + if not os.path.exists(yaml_path): + with open(yaml_path, 'w'): + pass + print(f"Created new YAML file: {yaml_path}") + + # Read existing data from the YAML file + with open(yaml_path, 'r') as file: + existing_data = yaml.safe_load(file) + + # Initialize index and existing_data if file is empty + index = len(existing_data) if existing_data else 0 + existing_data = existing_data or {} + # Update data with new summaries + for i, summary in enumerate(summaries): + example = {f"example{index + i}": summary} + existing_data.update(example) + + # Write updated data back to the YAML file + with open(yaml_path, 'w') as file: + yaml.safe_dump(existing_data, file, default_flow_style=False, sort_keys=False) + + print(f"Updated existing YAML file successfully: {yaml_path}") + + @staticmethod - def update_verctor_db(summaries: list, db_path: str): + def create_or_update_vector_db(summaries: list, db_path: str): """ + Create or update the vector database. + :param summaries: The summaries. + :param db_path: The path of the vector database. """ - pass \ No newline at end of file + + document_list = [] + + for summary in summaries: + request = summary["request"] + document_list.append(Document(page_content=request, metadata=summary)) + + embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2") + db = FAISS.from_documents(document_list, embeddings) + + # Check if the db exists, if not, create a new one. + if os.path.exists(db_path): + prev_db = FAISS.load_local(db_path, embeddings) + db.merge_from(prev_db) + + db.save_local(db_path) + + print(f"Updated vector DB successfully: {db_path}") + + \ No newline at end of file diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 4a9022d4..c4fa5c84 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -42,8 +42,8 @@ def __init__(self, task): self.log_path = f"logs/{self.task}/" create_folder(self.log_path) - self.logger = initialize_logger(self.log_path, "response.log") - self.request_logger = initialize_logger(self.log_path, "request.log") + self.logger = self.initialize_logger(self.log_path, "response.log") + self.request_logger = self.initialize_logger(self.log_path, "request.log") self.app_selection_prompter = ApplicationAgentPrompter(configs["APP_AGENT"]["VISUAL_MODE"], configs["APP_SELECTION_PROMPT"], configs["APP_SELECTION_EXAMPLE_PROMPT"], configs["API_PROMPT"]) self.act_selection_prompter = ActionAgentPrompter(configs["ACTION_AGENT"]["VISUAL_MODE"], configs["ACTION_SELECTION_PROMPT"], configs["ACTION_SELECTION_EXAMPLE_PROMPT"], configs["API_PROMPT"]) @@ -465,27 +465,27 @@ def error_logger(self, response_str, error): log = json.dumps({"step": self.step, "status": "ERROR", "response": response_str, "error": error}) self.logger.info(log) + @staticmethod + def initialize_logger(log_path, log_filename): + """ + Initialize logging. + log_path: The path of the log file. + log_filename: The name of the log file. + return: The logger. + """ + # Code for initializing logging + logger = logging.Logger(log_filename) -def initialize_logger(log_path, log_filename): - """ - Initialize logging. - log_path: The path of the log file. - log_filename: The name of the log file. - return: The logger. - """ - # Code for initializing logging - logger = logging.Logger(log_filename) - - if not configs["PRINT_LOG"]: - # Remove existing handlers if PRINT_LOG is False - logger.handlers = [] + if not configs["PRINT_LOG"]: + # Remove existing handlers if PRINT_LOG is False + logger.handlers = [] - log_file_path = os.path.join(log_path, log_filename) - file_handler = logging.FileHandler(log_file_path, encoding="utf-8") - formatter = logging.Formatter('%(message)s') - file_handler.setFormatter(formatter) - logger.addHandler(file_handler) - logger.setLevel(configs["LOG_LEVEL"]) + log_file_path = os.path.join(log_path, log_filename) + file_handler = logging.FileHandler(log_file_path, encoding="utf-8") + formatter = logging.Formatter('%(message)s') + file_handler.setFormatter(formatter) + logger.addHandler(file_handler) + logger.setLevel(configs["LOG_LEVEL"]) - return logger \ No newline at end of file + return logger \ No newline at end of file diff --git a/ufo/prompter/experience_prompter.py b/ufo/prompter/experience_prompter.py index da6c411c..9dea32c3 100644 --- a/ufo/prompter/experience_prompter.py +++ b/ufo/prompter/experience_prompter.py @@ -5,7 +5,6 @@ import json - class ExperiencePrompter(BasicPrompter): """ The ExperiencePrompter class is the prompter for the experience learning. diff --git a/ufo/prompts/experience/nonvisual/experience_summary.yaml b/ufo/prompts/experience/nonvisual/experience_summary.yaml new file mode 100644 index 00000000..5d0f970c --- /dev/null +++ b/ufo/prompts/experience/nonvisual/experience_summary.yaml @@ -0,0 +1,39 @@ +version: 1.0 + +system: |- + You are an expert summarizer tasked with condensing a trajectory of actions and responses of an intelligent agent operating within an application window on Windows OS to fulfill a user request. Your objective is to produce a single JSON document that streamlines all correct steps and provides tips for completing the task. Adhere to the following guidelines: + - You will be provided with the user request, the action and response sequence of the intelligent agent at each step. + - The user request defines the task for the intelligent agent. + - The action and response sequence of [Agent Trajectory] illustrates the agent's interactions with the application window to fulfill the user request. + - The agent's trajectory may contain incorrect or redundant steps. Your task is to summarize the correct steps into a single JSON document, excluding any redundancies. + - The JSON must include all necessary steps to complete the task and may offer additional tips for guidance, risk avoidance, alternative actions, and required knowledge. + + + ## Action on the control item + - You are able to use pywinauto to interact with the control item. + {apis} + + + ## Output Format + - You are required to are required to response in a JSON format, consisting of 10 distinct parts with the following keys and corresponding content: + {{"Observation": } + "Thought": + "ControlLabel": + "ControlText": + "Function": + "Args": + "Status": + "Plan": ". Split the plan for each step with a line break.> + "Comment": + "Tips": }} + + {examples} + + ## Important Notes + This is a very important task. Please read the user request, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. + Read the above instruction carefully. Ensure strict adherence to the provided instructions and format. + Responses must be strictly in JSON format without additional text. Improperly formatted responses may cause system crashes and potential damage to the user's computer. + +user: |- + {user_request} + From 268a498b2302e2bd367a9b0f6e812b5fa58c51ed Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 19 Mar 2024 17:54:59 +0800 Subject: [PATCH 194/223] experience to the main flow --- ufo/module/flow.py | 33 ++++++++++++++++++++++++++++++++- ufo/ufo.py | 2 ++ 2 files changed, 34 insertions(+), 1 deletion(-) diff --git a/ufo/module/flow.py b/ufo/module/flow.py index c4fa5c84..64918e35 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -8,6 +8,7 @@ from art import text2art from pywinauto.uia_defines import NoPatternInterfaceError +from ..experience.summarizer import ExperienceSummarizer from ..rag import retriever_factory from ..config.config import load_config @@ -311,7 +312,6 @@ def process_action_selection(self): return - if function_call: # Handle the case when the action is an image summary or switch app if function_call.lower() == "summary": @@ -359,6 +359,37 @@ def rag_prompt(self): retrieved_docs += online_docs_prompt return retrieved_docs + + + + def experience_asker(self): + print_with_color("""Would you like to save the current conversation flow for future reference by the agent? +[Y] for yes, any other key for no.""", "cyan") + + self.request = input() + + if self.request.upper() == "Y": + return True + else: + return False + + + def experience_saver(self): + """ + Save the current agent experience. + """ + print_with_color("Summarizing and saving the execution flow as experience...", "yellow") + + summarizer = ExperienceSummarizer(configs["ACTION_AGENT"]["VISUAL_MODE"], configs["EXPERIENCE_PROMPT"], configs["EXAMPLE_PROMPT_TEMPLATE"], configs["API_PROMPT"]) + experience = summarizer.read_logs(self.log_path) + summaries, total_cost = summarizer.get_summary_list(experience) + + + summarizer.create_or_update_yaml(summaries, os.path.join(self.log_path, "yaml/experience.yaml")) + summarizer.create_or_update_yaml(summaries, os.path.join(self.log_path, "experience_db")) + + self.cost += total_cost + print_with_color("The experience has been saved.", "cyan") def set_new_round(self): diff --git a/ufo/ufo.py b/ufo/ufo.py index 394df30b..db618564 100644 --- a/ufo/ufo.py +++ b/ufo/ufo.py @@ -40,6 +40,8 @@ def main(): session.set_new_round() status = session.get_status() if status == "ALLFINISH": + if session.experience_asker(): + session.experience_saver() break while status.upper() not in ["FINISH", "ERROR"] and step <= configs["MAX_STEP"]: From 7c48ae8116a634802c3a44ef29f5597f0b2897ba Mon Sep 17 00:00:00 2001 From: Fangkai Yang Date: Tue, 19 Mar 2024 19:16:38 +0800 Subject: [PATCH 195/223] add more package --- requirements.txt | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/requirements.txt b/requirements.txt index 60701a80..36ba9b0c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -9,5 +9,6 @@ pywin32==304 pywinauto==0.6.8 PyYAML==6.0.1 Requests==2.31.0 -faiss-cpu==1.23.5 -lxml==5.1.0 \ No newline at end of file +faiss-cpu==1.8.0 +lxml==5.1.0 +psutil==5.9.8 \ No newline at end of file From b3602b63da5d0f94a7ae1895bb0f24d2cbacebdd Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 19 Mar 2024 21:38:03 +0800 Subject: [PATCH 196/223] experience rag --- requirements.txt | 3 +- ufo/experience/summarizer.py | 2 +- ufo/module/flow.py | 52 ++++++--- ufo/prompter/agent_prompter.py | 36 ++++++- .../base/nonvisual/action_selection.yaml | 3 + ufo/prompts/base/nonvisual/app_selection.yaml | 2 + ufo/prompts/base/visual/action_selection.yaml | 4 + .../examples/visual/action_example.yaml | 38 +++---- .../nonvisual/experience_summary.yaml | 2 +- .../experience/visual/experience_summary.yaml | 2 +- ufo/rag/retriever_factory.py | 100 ++++++++++++------ ufo/rag/{web_retriever.py => web_search.py} | 1 + vectordb/experience/experience.yaml | 23 ++++ vectordb/experience/experience_db/index.faiss | Bin 0 -> 3117 bytes vectordb/experience/experience_db/index.pkl | Bin 0 -> 1171 bytes 15 files changed, 198 insertions(+), 70 deletions(-) rename ufo/rag/{web_retriever.py => web_search.py} (99%) create mode 100644 vectordb/experience/experience.yaml create mode 100644 vectordb/experience/experience_db/index.faiss create mode 100644 vectordb/experience/experience_db/index.pkl diff --git a/requirements.txt b/requirements.txt index 8f27c30f..36ba9b0c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -10,4 +10,5 @@ pywinauto==0.6.8 PyYAML==6.0.1 Requests==2.31.0 faiss-cpu==1.8.0 -lxml==5.1.0 \ No newline at end of file +lxml==5.1.0 +psutil==5.9.8 \ No newline at end of file diff --git a/ufo/experience/summarizer.py b/ufo/experience/summarizer.py index 560aba6c..180809ca 100644 --- a/ufo/experience/summarizer.py +++ b/ufo/experience/summarizer.py @@ -92,7 +92,7 @@ def get_summary_list(self, logs: list) -> Tuple[list, float]: @staticmethod - def read_log(log_path: str) -> list: + def read_logs(log_path: str) -> list: """ Read the log. :param log_path: The path of the log file. diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 64918e35..ee0a869c 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -51,6 +51,7 @@ def __init__(self, task): self.status = "APP_SELECTION" self.application = "" + self.app_root = "" self.app_window = None self.plan = "" self.request = "" @@ -58,6 +59,7 @@ def __init__(self, task): self.cost = 0 self.offline_doc_retriever = None self.online_doc_retriever = None + self.experience_retriever = None welcome_text = """ Welcome to use UFO🛸, A UI-focused Agent for Windows OS Interaction. @@ -143,7 +145,8 @@ def process_application_selection(self): app_window = desktop_windows_dict[application_label] - response_json["Application"] = control.get_application_name(app_window) + self.app_root = control.get_application_name(app_window) + response_json["Application"] = self.app_root response_json = self.set_result_and_log("", response_json) try: @@ -163,12 +166,16 @@ def process_application_selection(self): if configs["RAG_OFFLINE_DOCS"]: print_with_color("Loading offline document indexer for {app}...".format(app=self.application), "magenta") - offline_retriever_factory = retriever_factory.OfflineDocRetrieverFactory(self.application) - self.offline_doc_retriever = offline_retriever_factory.create_offline_doc_retriever() + self.offline_doc_retriever = retriever_factory.OfflineDocRetriever(self.application) if configs["RAG_ONLINE_SEARCH"]: print_with_color("Creating a Bing search indexer...", "magenta") - offline_retriever_factory = retriever_factory.OnlineDocRetrieverFactory(self.request) - self.online_doc_retriever = offline_retriever_factory.create_online_search_retriever() + self.online_doc_retriever = retriever_factory.OnlineDocRetriever(self.request) + if configs["RAG_EXPERIENCE"]: + print_with_color("Creating an experience indexer...", "magenta") + experience_path = configs["EXPERIENCE_SAVED_PATH"] + db_path = os.path.join(experience_path, "experience_db") + self.experience_retriever = retriever_factory.ExperienceRetriever(db_path) + time.sleep(configs["SLEEP_TIME"]) @@ -230,7 +237,8 @@ def process_action_selection(self): image_url += [screenshot_url, screenshot_annotated_url] - action_selection_prompt_system_message = self.act_selection_prompter.system_prompt_construction() + examples, tips = self.rag_experience_retrieve() + action_selection_prompt_system_message = self.act_selection_prompter.system_prompt_construction(examples, tips) action_selection_prompt_user_message = self.act_selection_prompter.user_content_construction(image_url, self.request_history, self.action_history, control_info, self.plan, self.request, self.rag_prompt(), configs["INCLUDE_LAST_SCREENSHOT"]) @@ -270,7 +278,7 @@ def process_action_selection(self): response_json["Action"] = action response_json["Agent"] = "ActAgent" response_json["Request"] = self.request - response_json["Application"] = control.get_application_name(self.app_window) + response_json["Application"] = self.app_root print_with_color("Observations👀: {observation}".format(observation=observation), "cyan") @@ -359,8 +367,27 @@ def rag_prompt(self): retrieved_docs += online_docs_prompt return retrieved_docs + + def rag_experience_retrieve(self): + """ + Retrieving experience examples for the user request. + :return: The retrieved examples and tips string. + """ + + if self.experience_retriever: + # Retrieve experience examples. Only retrieve the examples that are related to the current application. + + experience_docs = self.experience_retriever.retrieve(self.request, configs["RAG_EXPERIENCE_RETRIEVED_TOPK"], + filter=lambda x: self.app_root.lower() in [app.lower() for app in x["app_list"]]) + examples = [doc.metadata.get("example", {}) for doc in experience_docs] + tips = [doc.metadata.get("Tips", "") for doc in experience_docs] + else: + examples = [] + tips = [] + + return examples, tips def experience_asker(self): print_with_color("""Would you like to save the current conversation flow for future reference by the agent? @@ -379,14 +406,15 @@ def experience_saver(self): Save the current agent experience. """ print_with_color("Summarizing and saving the execution flow as experience...", "yellow") - - summarizer = ExperienceSummarizer(configs["ACTION_AGENT"]["VISUAL_MODE"], configs["EXPERIENCE_PROMPT"], configs["EXAMPLE_PROMPT_TEMPLATE"], configs["API_PROMPT"]) + + summarizer = ExperienceSummarizer(configs["ACTION_AGENT"]["VISUAL_MODE"], configs["EXPERIENCE_PROMPT"], configs["ACTION_SELECTION_EXAMPLE_PROMPT"], configs["API_PROMPT"]) experience = summarizer.read_logs(self.log_path) summaries, total_cost = summarizer.get_summary_list(experience) - - summarizer.create_or_update_yaml(summaries, os.path.join(self.log_path, "yaml/experience.yaml")) - summarizer.create_or_update_yaml(summaries, os.path.join(self.log_path, "experience_db")) + experience_path = configs["EXPERIENCE_SAVED_PATH"] + create_folder(experience_path) + summarizer.create_or_update_yaml(summaries, os.path.join(experience_path, "experience.yaml")) + summarizer.create_or_update_vector_db(summaries, os.path.join(experience_path, "experience_db")) self.cost += total_cost print_with_color("The experience has been saved.", "cyan") diff --git a/ufo/prompter/agent_prompter.py b/ufo/prompter/agent_prompter.py index 5c5c18e2..5fa4ec6c 100644 --- a/ufo/prompter/agent_prompter.py +++ b/ufo/prompter/agent_prompter.py @@ -158,16 +158,17 @@ def __init__(self, is_visual: bool, prompt_template: str, example_prompt_templat self.api_prompt_template = self.load_prompt_template(api_prompt_template) - def system_prompt_construction(self) -> str: + def system_prompt_construction(self, additional_examples=[], tips=[]) -> str: """ Construct the prompt for app selection. return: The prompt for app selection. """ apis = self.api_prompt_helper(verbose = 1) - examples = self.examples_prompt_helper() + examples = self.examples_prompt_helper(additional_examples=additional_examples) + tips_prompt = "\n".join(tips) - return self.prompt_template["system"].format(apis=apis, examples=examples) + return self.prompt_template["system"].format(apis=apis, examples=examples, tips=tips_prompt) @@ -230,7 +231,7 @@ def user_content_construction(self, image_list: list, request_history: list, act return user_content - def examples_prompt_helper(self, header: str = "## Response Examples", separator: str = "Example") -> str: + def examples_prompt_helper(self, header: str = "## Response Examples", separator: str = "Example", additional_examples: list[str] = []) -> str: """ Construct the prompt for examples. :param examples: The examples. @@ -252,6 +253,8 @@ def examples_prompt_helper(self, header: str = "## Response Examples", separator example = template.format(request=self.example_prompt_template[key].get("Request"), response=json.dumps(self.example_prompt_template[key].get("Response"))) example_list.append(example) + example_list += [json.dumps(example) for example in additional_examples] + return self.retrived_documents_prompt_helper(header, separator, example_list) @@ -279,4 +282,29 @@ def api_prompt_helper(self, verbose: int = 1) -> str: api_prompt = self.retrived_documents_prompt_helper("", "", api_list) return api_prompt + + + def tips_prompt_helper(self, verbose: int = 1) -> str: + """ + Construct the prompt for tips. + :param verbose: The verbosity level. + return: The prompt for tips. + """ + + # Construct the prompt for tips + tips_list = ["- The action type are limited to {actions}.".format(actions=list(self.api_prompt_template.keys()))] + + # Construct the prompt for each tip + for key in self.api_prompt_template.keys(): + api = self.api_prompt_template[key] + if verbose > 0: + api_text = "{summary}\n{usage}".format(summary=api["summary"], usage=api["usage"]) + else: + api_text = api["summary"] + + tips_list.append(api_text) + + tips_prompt = self.retrived_documents_prompt_helper("", "", tips_list) + + return tips_prompt \ No newline at end of file diff --git a/ufo/prompts/base/nonvisual/action_selection.yaml b/ufo/prompts/base/nonvisual/action_selection.yaml index 0f230e8c..bf64d2e6 100644 --- a/ufo/prompts/base/nonvisual/action_selection.yaml +++ b/ufo/prompts/base/nonvisual/action_selection.yaml @@ -90,6 +90,9 @@ system: |- - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current control item list to make the decision. + ## Here are other tips for you to complete the user request: + {tips} + {examples} This is a very important task. Please read the user request and the control item list carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. diff --git a/ufo/prompts/base/nonvisual/app_selection.yaml b/ufo/prompts/base/nonvisual/app_selection.yaml index f8a161b7..708574ec 100644 --- a/ufo/prompts/base/nonvisual/app_selection.yaml +++ b/ufo/prompts/base/nonvisual/app_selection.yaml @@ -59,6 +59,8 @@ system: |- - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. - You must to strictly follow the instruction and the JSON format of the response. - Below are two example of the response. You can refer to them as a reference. + + {examples} diff --git a/ufo/prompts/base/visual/action_selection.yaml b/ufo/prompts/base/visual/action_selection.yaml index c7064c37..ed9734aa 100644 --- a/ufo/prompts/base/visual/action_selection.yaml +++ b/ufo/prompts/base/visual/action_selection.yaml @@ -109,6 +109,10 @@ system: |- - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current screenshots and control item list to make the decision. + ## Here are other tips for you to complete the user request: + {tips} + + {examples} This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. diff --git a/ufo/prompts/examples/visual/action_example.yaml b/ufo/prompts/examples/visual/action_example.yaml index e76d18dc..1df2735a 100644 --- a/ufo/prompts/examples/visual/action_example.yaml +++ b/ufo/prompts/examples/visual/action_example.yaml @@ -26,8 +26,8 @@ example1: Comment: |- After I click the New Email button, the New Email window will be opened and available for composing the email. Tips: |- - 1. Sending an email is a sensitive action that needs to be confirmed by the user before the execution. - 2. You need to draft the content of the email and send it to the receiver. + - Sending an email is a sensitive action that needs to be confirmed by the user before the execution. + - You need to draft the content of the email and send it to the receiver. example2: @@ -57,8 +57,8 @@ example2: Comment: |- I am looking for the New Email button, and will try to find it in the Main Page. Tips: |- - 1. Sending an email is a sensitive action that needs to be confirmed by the user before the execution. - 2. Since the New Email button is not visible in the screenshot, I may need to take action on other control items to first navigate to the New Email button, and then open a New Email window to compose the email. + - Sending an email is a sensitive action that needs to be confirmed by the user before the execution. + - Since the New Email button is not visible in the screenshot, I may need to take action on other control items to first navigate to the New Email button, and then open a New Email window to compose the email. @@ -85,7 +85,7 @@ example3: Comment: |- Inputting the message is not a sensitive action and do not need to be confirmed. Tips: |- - 1. Sending a message is a sensitive action and need to be confirmed. + - Sending a message is a sensitive action and need to be confirmed. @@ -118,8 +118,8 @@ example4: Comment: |- I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email. Tips: |- - 1. Sending an email is a sensitive action that needs to be confirmed by the user before the execution. - 2. You need to draft the content of the email and send it to the receiver. Use polite language when drafting the email. + - Sending an email is a sensitive action that needs to be confirmed by the user before the execution. + - You need to draft the content of the email and send it to the receiver. Use polite language when drafting the email. example5: @@ -145,7 +145,7 @@ example5: Comment: |- I searched for the word 'UFO' in the document successfully. The user should view the search result. Tips: |- - 1. If there are steps already taken (e.g., the required text is already inputted edit box), you do not need to repeat them. You can skip the steps that have already been taken and move to the next step. + - If there are steps already taken (e.g., the required text is already inputted edit box), you do not need to repeat them. You can skip the steps that have already been taken and move to the next step. example6: @@ -175,8 +175,8 @@ example6: Comment: |- The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task. Tips: |- - 1. In Word application, the main canva is a Document control, and the text of the document can be extracted by using the 'GetText' action. - 2. After extracting the text of the document, I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. + - In Word application, the main canva is a Document control, and the text of the document can be extracted by using the 'GetText' action. + - After extracting the text of the document, I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. example7: @@ -207,8 +207,8 @@ example7: Comment: |- I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file. Tips: |- - 1. The 'Remove All Presentation Notes' function is the fastest way to remove all notes in the presentation.pptx file. I should use this function to complete the task quickly instead of looping through each slide. - 2. The 'Remove All Presentation Notes' is usually at the bottom of the menu, and I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible. + - The 'Remove All Presentation Notes' function is the fastest way to remove all notes in the presentation.pptx file. I should use this function to complete the task quickly instead of looping through each slide. + - The 'Remove All Presentation Notes' is usually at the bottom of the menu, and I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible. example8: @@ -236,8 +236,8 @@ example8: Comment: |- I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually. Tips: |- - 1. The search box is usually in a type of ComboBox. - 2. The number of stars of a Github repo page can be found in the repo page visually. + - The search box is usually in a type of ComboBox. + - The number of stars of a Github repo page can be found in the repo page visually. example9: @@ -268,8 +268,8 @@ example9: Comment: |- After creating the task, I need to set more details for the reminder, including adding steps and notes. Tips: |- - 1. You need to add more details for the task, including adding steps and notes. - 2. You need to add each step one by one and add notes to the task. + - You need to add more details for the task, including adding steps and notes. + - You need to add each step one by one and add notes to the task. @@ -298,8 +298,8 @@ example10: Comment: |- I need use the Copilot Add-in to create a slide from the meeting_notes.docx. Tips: |- - 1. The Copilot Add-in can directly create a slide from the meeting_notes.docx. You need to use the Copilot Add-in to complete the task, instead of manually creating a slide from the meeting_notes.docx. - 2. The Copilot Add-in is visible in the screenshot, and I need to double click it to open the Copilot Add-in. + - The Copilot Add-in can directly create a slide from the meeting_notes.docx. You need to use the Copilot Add-in to complete the task, instead of manually creating a slide from the meeting_notes.docx. + - The Copilot Add-in is visible in the screenshot, and I need to double click it to open the Copilot Add-in. example11: @@ -326,6 +326,6 @@ example11: Comment: |- I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx. Tips: |- - 1. The comment text box is usually opened by clicking the Comment button. + - The comment text box is usually opened by clicking the Comment button. diff --git a/ufo/prompts/experience/nonvisual/experience_summary.yaml b/ufo/prompts/experience/nonvisual/experience_summary.yaml index 5d0f970c..cb5aba76 100644 --- a/ufo/prompts/experience/nonvisual/experience_summary.yaml +++ b/ufo/prompts/experience/nonvisual/experience_summary.yaml @@ -25,7 +25,7 @@ system: |- "Status": "Plan": ". Split the plan for each step with a line break.> "Comment": - "Tips": }} + "Tips": }} {examples} diff --git a/ufo/prompts/experience/visual/experience_summary.yaml b/ufo/prompts/experience/visual/experience_summary.yaml index f354a5e6..db6084d8 100644 --- a/ufo/prompts/experience/visual/experience_summary.yaml +++ b/ufo/prompts/experience/visual/experience_summary.yaml @@ -26,7 +26,7 @@ system: |- "Status": "Plan": ". Split the plan for each step with a line break.> "Comment": - "Tips": }} + "Tips": }} {examples} diff --git a/ufo/rag/retriever_factory.py b/ufo/rag/retriever_factory.py index 7201f213..a9e795bc 100644 --- a/ufo/rag/retriever_factory.py +++ b/ufo/rag/retriever_factory.py @@ -1,23 +1,37 @@ # Copyright (c) Microsoft Corporation. # Licensed under the MIT License. +from abc import ABC, abstractmethod from langchain_community.vectorstores import FAISS from langchain_community.embeddings import HuggingFaceEmbeddings from ..config.config import get_offline_learner_indexer_config, load_config from ..utils import print_with_color -from . import web_retriever +from . import web_search configs = load_config() -class Retriever: +class Retriever(ABC): """ Class to retrieve documents. """ - def __init__(self, indexer) -> None: - self.indexer = indexer + def __init__(self) -> None: + """ + Create a new Retriever. + """ + self.indexer = self.get_indexer() + + pass + + @abstractmethod + def get_indexer(self): + """ + Get the indexer. + :return: The indexer. + """ + pass def retrieve(self, query: str, top_k: int, filter=None): """ @@ -27,21 +41,26 @@ def retrieve(self, query: str, top_k: int, filter=None): :filter: The filter to apply to the retrieved documents. :return: The document from the given query. """ + if not self.indexer: + return None + return self.indexer.similarity_search(query, top_k, filter=filter) + + - - -class OfflineDocRetrieverFactory: +class OfflineDocRetriever(Retriever): """ Class to create offline retrievers. """ def __init__(self, app_name:str) -> None: """ - Create a new OfflineDocRetrieverFactory. + Create a new OfflineDocRetriever. :appname: The name of the application. """ self.app_name = app_name + self.indexer_path = self.get_offline_indexer_path() + self.indexer = self.get_indexer() def get_offline_indexer_path(self): @@ -57,41 +76,59 @@ def get_offline_indexer_path(self): return None - def load_indexer(self, path: str): + def get_indexer(self, path: str): """ Load the retriever. :param path: The path to load the retriever from. :return: The loaded retriever. """ - embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2") - db = FAISS.load_local(path, embeddings) + if path: + print_with_color("Loading offline indexer from {path}...".format(path=path), "cyan") + else: + return None + + try: + embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2") + db = FAISS.load_local(path, embeddings) + return db + except: + print_with_color("Error: Failed to load offline indexer from {path}.".format(path=path), "red") + return None + - return db - - def create_offline_doc_retriever(self): +class ExperienceRetriever(Retriever): + """ + Class to create experience retrievers. + """ + + def __init__(self, db_path) -> None: """ - Create an offline document indexer. - :return: The created indexer. + Create a new ExperienceRetriever. + :appname: The name of the application. """ + self.indexer = self.get_indexer(db_path) - path = self.get_offline_indexer_path() - if path: - print_with_color("Loading offline indexer from {path}...".format(path=path), "cyan") - try: - indexer = self.load_indexer(path) - return Retriever(indexer) - except: - print_with_color("Error: Failed to load offline indexer from {path}.".format(path=path), "red") - return None - - return None + def get_indexer(self, db_path: str): + """ + Create an experience indexer. + :param query: The query to create an indexer for. + """ + + + try: + embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2") + db = FAISS.load_local(db_path, embeddings) + return db + except: + print_with_color("Error: Failed to load experience indexer from {path}.".format(path=db_path), "red") + return None -class OnlineDocRetrieverFactory: +class OnlineDocRetriever(Retriever): """ Class to create online retrievers. """ @@ -102,21 +139,22 @@ def __init__(self, query:str) -> None: :appname: The name of the application. """ self.query = query + self.indexer = self.get_indexer() - def create_online_search_retriever(self): + def get_indexer(self): """ Create an online search indexer. :param query: The query to create an indexer for. """ - bing_retriever = web_retriever.BingSearchWeb() + bing_retriever = web_search.BingSearchWeb() result_list = bing_retriever.search(self.query, top_k=configs["RAG_ONLINE_SEARCH_TOPK"]) documents = bing_retriever.create_documents(result_list) if len(documents) == 0: return None indexer = bing_retriever.create_indexer(documents) print_with_color("Online indexer created successfully for {num} searched results.".format(num=len(documents)), "cyan") - return Retriever(indexer) + return indexer diff --git a/ufo/rag/web_retriever.py b/ufo/rag/web_search.py similarity index 99% rename from ufo/rag/web_retriever.py rename to ufo/rag/web_search.py index e4c3bc85..8f095465 100644 --- a/ufo/rag/web_retriever.py +++ b/ufo/rag/web_search.py @@ -93,6 +93,7 @@ def create_documents(self, result_list: list): return document_list + def create_indexer(self, documents: list): """ Create an indexer for the given query. diff --git a/vectordb/experience/experience.yaml b/vectordb/experience/experience.yaml new file mode 100644 index 00000000..7d1e29e9 --- /dev/null +++ b/vectordb/experience/experience.yaml @@ -0,0 +1,23 @@ +example0: + example: + Observation: The screenshot shows the Microsoft To Do application with the task + list visible. There is an option to add a new task, but no task related to learning + LLM is listed yet. + Thought: To fulfill the user's request, I need to add a new task titled 'Learn + LLM' using the 'Add a task' option. + ControlLabel: '19' + ControlText: "Add a task in \u201CMy Day\u201D" + Function: set_edit_text + Args: + text: Learn LLM + Status: FINISH + Plan: + Comment: After setting the text for the new task, the task creation process is + complete. + Tips: '1. Ensure the task title is clear and specific to the learning goal. + + 2. After creating the task, consider adding specific steps or details to help + organize the learning process.' + request: create a to do for learning LLM. + app_list: + - ApplicationFrameHost.exe diff --git a/vectordb/experience/experience_db/index.faiss b/vectordb/experience/experience_db/index.faiss new file mode 100644 index 0000000000000000000000000000000000000000..0cc5a36120b07be90f7b6f6ec77f5bd0b694bc72 GIT binary patch literal 3117 zcmXw*c~sAd_r@z}Q(8rf#1xV&CF=9Ox3U*Ww2v^#k`RTmRVZ2}(jH}^(#R-F%+%+7 zZz?n-O9>g7(n7`>Q8el6`&*uW?mg$Z|2*fso^!6#j(L_cgJfi6W&U3p|F`__l>Hy$ z`@w(Z-fY9|z9E#-T~95NXko>g#4`Px0eI6(jlX=B!pTMFz}?^qyj$BZTE`p*lci^9 zUiECMf3ywGoNJ+aeNSvxKT8|+li4gnjfeN_r|Vs-g!jEYWNz?@)C_h)>g^utxe-m9 zoG!xDt$&JD&1ZPQ7AN|Us{n^&x`lVe%Q>ZmtQQ^8V}nl~v|_k27k!iEXU`O2`@+$} zC)v4}KZHT04@u|denCs)J}Q^1K$*)t)R)8x!G({|z{LpFXYJyWARj2%S4SZszhczU zITU2=DAfP0d|v0+0a4KAt`uME0QLAiVBVqGct%dNmJxo;#_l7oi~Ziz(YeBjZJjG%ru6vU;&(bSq3}vPr+1=E?Ai~ja!OiL`kt8 zOic2}=T!iuRpDZM(=5(g(g5deO2D;Q7gwprOW&BL2~J8E(Z(o%1iKC7r|}5twrioX zw;nF3%n>~?4I{VGv2ObwTPqT{JyciA!W_#ooXxjiiOf349U9I>5sExsW;K^xm}J|t(VgAgBE(Nujs)xqr*#^+F|gME%o}Jj&A-_>=Dh#srMe__tpr{^4nnLeLwyk zrtm**sq``{iF#M3i!$Ap*~U->qib3~d9yjIHDpK%jwwK?g*jjBbfFgiRtP#hk&~^H z#mdSIoLRGph51BH+m!g&*am2mm80UobL4mA5m>%-<*bW|SZ=b6_ngWt8#hOle)Djm zHk(!n=gDHJqGD;FQ$NLQ=%i^E+bFTHo3^u_bh)`H1bv>#o4@Dv>Bypp2fFOgq{#s# z8ItB3lOf3N3LS1VqqGyPV*Q3Xin|W@X@xZoX;9Gr9Ch)J7 z!LT;c5#>|&(zN+Xu)InTB|VqvfSM?bi@HPRL*EFuyFbHHWgR}X$At{@CQ!|X_h6MH z()YA?GiZzY+`3v_gc1{Yk*0?qMif_6HgUWNrVMJJPT zLOeZcocq1Qds+HL3v*67azf}KvF_o|jG5i=mxnv`Yju(Kt{k}TT+KP^N_g*TulQ4m z7HXfJFS_O%^S#p(@uQwZIJ)OJx4u3JbEW;@1SO(c#u4&wTPsZ8`G_Dg9yczF;fGN# zVC_|Tj4H_{^9})_)(D0?*1bF!eAq!qU`<=c7mqO?0o1%G!EvXrks5H$J{+?hDMqSphZGko(|8*Vfao-} z{+e)ZqCE#~aRX>wjuE|~qG9tGJbvF3Ow$fSO7eIy@^z6H-} z2B9QwH2nIr75mK%0_m>h zQabX@2hK0KLMN;fprEv$5>^`EOK)dX*WE?UcW;ZCKG_s_r3kXe5~c23&!AC@-<~DY z>+#dkb+;AXebOTwt{R4=@x>6gDjWL#FhJ+co7l?Hj;175Qq=TJLE(@CFP}M{Elf19 zLQ|6?H*2DUTs`%fmvilv4v-FhK-a(OW4K`#FFi zYyyV#hn0QY8i$Fer^3^zj^rf{W$i`N>GBJ6(BJ(4B!{ahwl;>9`wc1Kbp3D+=g|i}Ysz6@MlV&o{sks<9Hf2cBdPyQJ6U>u zq(POY*edTrk#9O|mzSxDIgJ+ZV?h|HYUBwy0WA9Fy`$L9U4gI4_bqq;%1og`wSshe?PrFD&ZY#08cEahEsZ*QAVeROXZaC zmlhq!kGTjcD^GuC;|+mFn-ICho_INnr=ljImx?-T*C_Jnx@WNcYb*Ta*(gp) z8KCn$muNwW89%+Df~E=DY$|t$1{?>ZN~dR|_b^`?XDg53@dBbdox%211Oz+w!B*Ez z^kKw7d=*j|=loY4O+A{;j~>QhoJKyjsx*PIiXB(jluDv~Y_M@v6hvz`NFIs5!TyeJ zVW9B}B-X1_q-`H4CrL2t9*nM$ zGvHovA>53e!9RsQ5JD5YIPaA<7pBXheQP>(TDVH(!xo}d^iZDtn=W7Tl))D75SINi z2Ky5Y_Fl~gA|l4A;bx0KTjGac}o?8~_g8Sv?8A{mO;K~>EG->1EU^<%6!Su~bD z^g4hGvQNRVSz91^-ynQ5c7tegcs9gF)d~h@PeE_OV{xcuI={$UzynUI_;TZ8sIH&O zqk2qGBQXHn$M}Qw&g0@GI|qJfnJTnD&gYtivRpN1zvw-A6#Dz7Nmg#nl|C z)xkEK`Om|^)%F;zufI=O+Ib`mRid5dx#V)s3v1<8^Rq=!TTs zYjfyAVVKzOugibiEhDq5=Ax000HIM9V7Milk~D23aVf!k;Yt9HxLpauO{(BQc#ha$ zT?K-1uf(r(oY18=5`7Z~DDFTYr&Z{S^^413Po6DLZyE~5*M>uDPcBAi*z($gxiCCZ z4huYgq`MDNd6EKA^c+w8-0zP8!xVULw}v?4!zA+TRAae2mu)9mmWX5Kt;eH_4RCVi zM0^r_j9hed+0JMa`Sh#7eYJ~tqynhxZk RVAa@U;n0#I=up)V{{t9o%@F_q literal 0 HcmV?d00001 diff --git a/vectordb/experience/experience_db/index.pkl b/vectordb/experience/experience_db/index.pkl new file mode 100644 index 0000000000000000000000000000000000000000..bf3a7bbcc4392ee962cc9ec21c1f7792a56edd61 GIT binary patch literal 1171 zcmY*YO=}cE5EWTX{EnVP6zU*u1T!R2j0++JV=$Pg;9jNaovGPr?Cl<>Ym%%W#EW=n zP_Vt}5Af(;@|RfMvu<<`%XD>By;t>KAN9U{>YYeGe@ja<&MT>m$n9j(8b#Bru(>1K zV8+o2PHZy`erd<-rO&O|W%wFye+ch`KP3v4Q~bI)7_D!}d*y?b{C^Sa@I@s5jT9;1s?H29^1tTfxwLWR2K z&{!Jvu46Pun#~c7GBZM`mi!|7Rzw?x*TG-iJT~!mBPaOOI?C`6gXDo}T4SirwEm(H zr9xde5fu~Rb6Bn}RhPf`>q69x; Date: Tue, 19 Mar 2024 21:57:03 +0800 Subject: [PATCH 197/223] bug fixed --- .gitignore | 1 + ufo/module/flow.py | 11 ++++----- ufo/rag/retriever_factory.py | 9 +++---- vectordb/experience/experience.yaml | 23 +++++++++--------- vectordb/experience/experience_db/index.faiss | Bin 3117 -> 3117 bytes vectordb/experience/experience_db/index.pkl | Bin 1171 -> 1130 bytes 6 files changed, 21 insertions(+), 23 deletions(-) diff --git a/.gitignore b/.gitignore index ff51f6e0..416fe9a9 100644 --- a/.gitignore +++ b/.gitignore @@ -19,6 +19,7 @@ ufo/config/config_llm.yaml ufo/rag/app_docs/* learner/records.json vectordb/docs/* +vectordb/experience/* # Don't ignore the example files !vectordb/docs/example/ diff --git a/ufo/module/flow.py b/ufo/module/flow.py index ee0a869c..1e70704a 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -375,14 +375,13 @@ def rag_experience_retrieve(self): :return: The retrieved examples and tips string. """ - if self.experience_retriever: - # Retrieve experience examples. Only retrieve the examples that are related to the current application. - - experience_docs = self.experience_retriever.retrieve(self.request, configs["RAG_EXPERIENCE_RETRIEVED_TOPK"], - filter=lambda x: self.app_root.lower() in [app.lower() for app in x["app_list"]]) + # Retrieve experience examples. Only retrieve the examples that are related to the current application. + experience_docs = self.experience_retriever.retrieve(self.request, configs["RAG_EXPERIENCE_RETRIEVED_TOPK"], + filter=lambda x: self.app_root.lower() in [app.lower() for app in x["app_list"]]) + + if experience_docs: examples = [doc.metadata.get("example", {}) for doc in experience_docs] tips = [doc.metadata.get("Tips", "") for doc in experience_docs] - else: examples = [] tips = [] diff --git a/ufo/rag/retriever_factory.py b/ufo/rag/retriever_factory.py index a9e795bc..b1b64075 100644 --- a/ufo/rag/retriever_factory.py +++ b/ufo/rag/retriever_factory.py @@ -59,8 +59,8 @@ def __init__(self, app_name:str) -> None: :appname: The name of the application. """ self.app_name = app_name - self.indexer_path = self.get_offline_indexer_path() - self.indexer = self.get_indexer() + indexer_path = self.get_offline_indexer_path() + self.indexer = self.get_indexer(indexer_path) def get_offline_indexer_path(self): @@ -93,7 +93,7 @@ def get_indexer(self, path: str): db = FAISS.load_local(path, embeddings) return db except: - print_with_color("Error: Failed to load offline indexer from {path}.".format(path=path), "red") + print_with_color("Warning: Failed to load offline indexer from {path}.".format(path=path), "yellow") return None @@ -117,13 +117,12 @@ def get_indexer(self, db_path: str): :param query: The query to create an indexer for. """ - try: embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2") db = FAISS.load_local(db_path, embeddings) return db except: - print_with_color("Error: Failed to load experience indexer from {path}.".format(path=db_path), "red") + print_with_color("Warning: Failed to load experience indexer from {path}.".format(path=db_path), "yellow") return None diff --git a/vectordb/experience/experience.yaml b/vectordb/experience/experience.yaml index 7d1e29e9..b689b4f7 100644 --- a/vectordb/experience/experience.yaml +++ b/vectordb/experience/experience.yaml @@ -1,23 +1,22 @@ example0: example: - Observation: The screenshot shows the Microsoft To Do application with the task - list visible. There is an option to add a new task, but no task related to learning - LLM is listed yet. - Thought: To fulfill the user's request, I need to add a new task titled 'Learn - LLM' using the 'Add a task' option. + Observation: The current screenshot shows that I am on the Microsoft To Do application. + The application is open and there is an edit block at the bottom for inputting + the task. + Thought: "I need to add a task of 'Learning LLM' to the edit block of 'Add a task\ + \ in \u201CMy Day\u201D'." ControlLabel: '19' ControlText: "Add a task in \u201CMy Day\u201D" Function: set_edit_text Args: - text: Learn LLM + text: Learning LLM Status: FINISH Plan: - Comment: After setting the text for the new task, the task creation process is - complete. - Tips: '1. Ensure the task title is clear and specific to the learning goal. + Comment: After inputting the task, no further action is required as the user only + requested the creation of a to-do item. + Tips: '- Ensure the task description is clear and concise. - 2. After creating the task, consider adding specific steps or details to help - organize the learning process.' - request: create a to do for learning LLM. + - After adding the task, you can set a reminder or due date if needed.' + request: Create 1 to do for learning LLM. app_list: - ApplicationFrameHost.exe diff --git a/vectordb/experience/experience_db/index.faiss b/vectordb/experience/experience_db/index.faiss index 0cc5a36120b07be90f7b6f6ec77f5bd0b694bc72..2f889d4fa60bf807b1612f90671a5ac8105c1f50 100644 GIT binary patch literal 3117 zcmXw5Xg|=X)KNu{VnB{h+yQdBCXg(;E}W0^vb$u3IE30wlT(zFlb8E{X#Jn~UzYzL<454X zh>x1h=RRrk_v`w6T6R)Q-D}C^Hk}~2_+n$85mbj3!Tv%^O!RvXqcz;=+dX|Y4^0(( zJB{(1ZYf2?s^iLxHB@t@gaZoh&~_eADi?L&&ZT&AzLiDKPQD=Z$K{mhq{`E;WD40S zZz;6lBrnnP0BfgHf_6(h+#RV&PaAK|NceV#HcyQqqbbVl7;VEnOKZuv_=~8~ZSgQUj>=&bTT*3!Hr#}l<{R321m5euc;w4F!(woS=pn) zn+-I4zB3eel)~$Q3b?gv3Z1S=XI;4lNQkTwG@u-!S7_tuq#8ODHB#I&uv+LB7Kx?P zmBeW!brQ8c6;2*I5QEyfAlu|mxM}T2($z_js}PH7uZu)lwCh^exJ_zU-OrGPf 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vectordb/experience/experience.yaml delete mode 100644 vectordb/experience/experience_db/index.faiss delete mode 100644 vectordb/experience/experience_db/index.pkl diff --git a/ufo/rag/web_search.py b/ufo/rag/web_retriever.py similarity index 100% rename from ufo/rag/web_search.py rename to ufo/rag/web_retriever.py diff --git a/vectordb/experience/experience.yaml b/vectordb/experience/experience.yaml deleted file mode 100644 index b689b4f7..00000000 --- a/vectordb/experience/experience.yaml +++ /dev/null @@ -1,22 +0,0 @@ -example0: - example: - Observation: The current screenshot shows that I am on the Microsoft To Do application. - The application is open and there is an edit block at the bottom for inputting - the task. - Thought: "I need to add a task of 'Learning LLM' to the edit block of 'Add a task\ - \ in \u201CMy Day\u201D'." - ControlLabel: '19' - ControlText: "Add a task in \u201CMy Day\u201D" - Function: set_edit_text - Args: - text: Learning LLM - Status: FINISH - Plan: - 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a/vectordb/experience/experience_db/index.pkl b/vectordb/experience/experience_db/index.pkl deleted file mode 100644 index 087b08e5b518e16abaa95f31fa823c8f00cc4a8b..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1130 zcmZ`&O=}cE5EWTXG*P1`5rsO4iQo1JFJWj{`-^uVL-2V{X2Y-Q;qOkFFHy^C+tZl7V{lV7uMt^;J@HG&IPy6mkqlN5>hpY|-+PTb}CY@RYY*gXyyHEH|j%a4VDy{>P|BD4f>R z8BC!OrKuGiYxUNEt+|CE@D`M$3&OD|v@)u)FjBCufOlOZiqtEE*lH#K!hq^f0+(eh z))*sP0+zx;-l*aPsC{gkD{EDo77?;@*2Ya@!g6y$>&%U6<;FGb{&ENsk@^vKSprWl zKvl4OG{eAh%*Xl}sQ700Z;6ob^X%L41orvl=h^pVLRs7+hP7&rc#ci*=T~=vU-%sx z;VGft`hNrB{J_a#%IXz^mPKr4Q(bRYk4fDcAVg2~DK&s3?LX{YlVfk}_y) zSa$u^>ki$|~`Ix$I3el3K- z>~bHb1CwC0x;}u3a!`;Vh%Ext*a}(3(KM6}f$U3;sgmAUMi<0IXxvaQ`FS!LYXn_h z1%Gq*uMH10Z}CtWo8c)2PLtb7hoQdY{8h#(flX;xl!t{+VWqxaU;FHDGuCNAzXURF utroeX(;MCpSo#C~W!4nz Date: Tue, 19 Mar 2024 22:03:01 +0800 Subject: [PATCH 199/223] config template --- ufo/config/config.yaml.template | 17 ++++++++--------- 1 file changed, 8 insertions(+), 9 deletions(-) diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index 1ab8df29..4b79a71b 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -33,6 +33,11 @@ ACTION_SELECTION_PROMPT: "ufo/prompts/base/{mode}/action_selection.yaml" # The APP_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/{mode}/app_example.yaml" # The prompt for the app selection ACTION_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/{mode}/action_example.yaml" # The prompt for the action selection + +## For experience learning +EXPERIENCE_PROMPT: "ufo/prompts/experience/{mode}/experience_summary.yaml" +EXPERIENCE_SAVED_PATH: "vectordb/experience/" + API_PROMPT: "ufo/prompts/base/{mode}/api.yaml" # The prompt for the API INPUT_TEXT_API: "type_keys" # The input text API INPUT_TEXT_ENTER: True # whether to press enter after typing the text @@ -49,12 +54,6 @@ RAG_ONLINE_SEARCH_TOPK: 5 # The topk for the online search RAG_ONLINE_RETRIEVED_TOPK: 1 # The topk for the online retrieved documents - -## For experience learning -VISUAL_PROMPT = "ufo/prompts/experience/visual_experience_prompt.yaml" -NON_VISUAL_PROMPT = "ufo/prompts/experience/nonvisual_experience_prompt.yaml" - -VISUAL_EXAMPLE_PROMPT = "ufo/prompts/experience/visual_experience_example_prompt.yaml" -NON_VISUAL_EXAMPLE_PROMPT = "ufo/prompts/experience/nonvisual_experience_example_prompt.yaml" - -EXAMPLE_SAVED_PATH = "ufo/experience/replay/" +## RAG Configuration for experience +RAG_EXPERIENCE: True # Whether to use the offline RAG. +RAG_EXPERIENCE_RETRIEVED_TOPK: 5 # The topk for the offline retrieved documents From 5978aff987f8e84250092d3552a13b6379aac542 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 19 Mar 2024 22:10:05 +0800 Subject: [PATCH 200/223] rm redundant prompts --- .gitignore | 1 + .../examples/visual/action_example_cp.yaml | 169 ------------------ .../examples/visual/app_example_cp.yaml | 151 ---------------- 3 files changed, 1 insertion(+), 320 deletions(-) delete mode 100644 ufo/prompts/examples/visual/action_example_cp.yaml delete mode 100644 ufo/prompts/examples/visual/app_example_cp.yaml diff --git a/.gitignore b/.gitignore index 416fe9a9..8ea657c7 100644 --- a/.gitignore +++ b/.gitignore @@ -4,6 +4,7 @@ # Ignore Jupyter Notebook checkpoints .ipynb_checkpoints /test/* +/deprecated/* /test/*.ipynb /logs/* __pycache__/ diff --git a/ufo/prompts/examples/visual/action_example_cp.yaml b/ufo/prompts/examples/visual/action_example_cp.yaml deleted file mode 100644 index 4e955f4d..00000000 --- a/ufo/prompts/examples/visual/action_example_cp.yaml +++ /dev/null @@ -1,169 +0,0 @@ -version: 1.0 - -example1: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", - "Thought": "Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action.", - "ControlLabel": "1", - "ControlText": "New Email", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", - "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} - - -example2: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", - "ControlLabel": "34", - "ControlText": "Main Page", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", - "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} - - -example3: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", - "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - -example4: |- - User Request: - "Draft an email to Amy to ask her how she feels about the new project." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} - - - -example5: |- - User Request: - "Search for the word 'UFO' in the document." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. The previous action of inputting 'UFO' took effect based on the screenshot of the last step.", - "Thought": "Base on the screenshots, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", - "ControlLabel": "59", - "ControlText": "Find", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "FINISH", - "Plan": "", - "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} - - -example6: |- - User Request: - "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." - Response: - {"Observation": "The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot.", - "Thought": "Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. ", - "ControlLabel": "83", - "ControlText": "framework - Word", - "Function": "texts", - "Args": {}, - "Status": "APP_SELECTION", - "Plan": "(1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the results from my history steps and I will use them to compose the message.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", - "Comment": "The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task."} - - - -example7: |- - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." - Response: - {"Observation": "The current screenshot shows the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", - "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", - "ControlLabel": "59", - "ControlText": "File", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - - -example8: |- - User Request: - "How many stars does the Imdiffusion repo have?" - Response: - {"Observation": "I observe that the Edge browser is visible in the screenshot, and the with the Google search page opened.", - "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", - "ControlLabel": "36", - "ControlText": "搜索", - "Function": "set_edit_text", - "Args": {"text": "Imdiffusion GitHub"}, - "Status": "CONTINUE", - "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} - - - -example9: |- - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." - Response: - {"Observation": "The current screenshot shows that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", - "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", - "ControlLabel": "19", - "ControlText": "Add a task in “My Day”", - "Function": "set_edit_text", - "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, - "Status": "CONTINUE", - "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} - - -example10: |- - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." - Response: - {"Observation": "The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot.", - "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", - "ControlLabel": "60", - "ControlText": "Copilot", - "Function": "click_input", - "Args": {"button": "left", "double": true}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", - "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} - - -example11: |- - User Request: - "Please @Zac to revise the presentation1.pptx." - Response: - {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "42", - "ControlText": "Insert", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} - diff --git a/ufo/prompts/examples/visual/app_example_cp.yaml b/ufo/prompts/examples/visual/app_example_cp.yaml deleted file mode 100644 index a40be6ac..00000000 --- a/ufo/prompts/examples/visual/app_example_cp.yaml +++ /dev/null @@ -1,151 +0,0 @@ -version: 1.0 - -example1: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "I observe that the outlook application is visible in the screenshot, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application.", - "Thought": "I need to open the email application to send a email. According to the screenshot and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it.", - "ControlLabel": "12", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of outlook application.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user.", - "Comment": "It is time to open the outlook application!"} - - -example2: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "I observe an empty desktop with no application opened, the target application Teams is not visible in the screenshot.", - "Thought": "I need to open the Teams application to send a message. Although I can not see the Teams application in the screenshot, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it.", - "ControlLabel": "6", - "ControlText": "Mike Lee | Microsoft Teams", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of Teams application.\\n(2) Click the Chat button to open the chat window with Tom.\\n(3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?'\\n(4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user.", - "Comment": "It is time to open the Teams application."} - - -example3: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", - "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - -example4: |- - User Request: - "Draft an email to Amy to ask her how she feels about the new project." - Response: - {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} - - - -example5: |- - User Request: - "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." - Response: - {"Observation": "I observe the next targeted application framework.png is not visible on the screenshot.", - "Thought": "Base on the step history, I have completed all tasks in the framework.docx needed to be done. To complete the following user request, now it is time to switch to the image of framework.png to complete the next task. I need to set the image viewer focused to open the image of framework.png.", - "ControlLabel": "21", - "ControlText": "framework.png | image", - "Status": "CONTINUE", - "Plan": "(1) Open the image of framework.png to complete the next task.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from my history actions.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", - "Comment": "After I get the text of the Document control named 'framework.docx', I need to switch to the image of framework.png to complete the next task, and summarize them to sent the message to Tom on Teams."} - - - -example6: |- - User Request: - "Revise the email to be longer and send." - Response: - {"Observation": "I observe that the outlook application is visible in the screenshot, and a new email draft is opened, with its title, receiver email address and email body already filled in.", - "Thought": "Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send.", - "ControlLabel": "21", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Open the Mail - Outlook - Zac to complete the next task.\\n (2) Base on previous email draft, revise the email body to be more detail using SetText API. \\n (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it."} - -example7: |- - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." - Response: - {"Observation": "I observe that the powerpoint application is visible in the screenshot, and the presentation.pptx is opened", - "Thought": "I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one.", - "ControlLabel": "21", - "ControlText": "presentation - PowerPoint", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the presentation - PowerPoint.\\n (2) Click the 'File' button at the upper left corner, to open a menu.\\n (3) Click the 'Info' ListItem, to access the 'Info' page.\\n (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (5) Click the 'Inspect Document', to open a document inspector. \\n (6) Click the 'Inspect' button, to inspect the ppt for notes. \\n (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - - - -example8: |- - User Request: - "How many stars does the Imdiffusion repo have?" - Response: - {"Observation": "I observe that a Edge browser is visible in the screenshot, and the with the Google page opened.", - "Thought": "I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task.", - "ControlLabel": "7", - "ControlText": "Google - Microsoft​ Edge", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the Google - Microsoft​ Edge.\\n (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. \\n (3) Click Google Search to search for the Imdiffusion repo on github.\\n (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page.\\n (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} - - - -example9: |- - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." - Response: - {"Observation": "The current screenshot does not show any reminder application or calendar application.", - "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", - "ControlLabel": "6", - "ControlText": "Microsoft To Do", - "Status": "CONTINUE", - "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} - - -example10: |- - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." - Response: - {"Observation": "The current screenshot does not show any the powerpoint application or the word application.", - "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", - "ControlLabel": "4", - "ControlText": "presentation1 - PowerPoint", - "Status": "CONTINUE", - "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. \\n (3) Click the 'Create presentation from file' button to open a file picker. \\n (4) Select and click the meeting_notes.docx file in the file picker. \\n (5) Click the 'Send' buttom to send the request to Copilot. This completes the task.", - "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} - - -example11: |- - User Request: - "Please @Zac to revise the presentation1.pptx." - Response: - {"Observation": "The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "4", - "ControlText": "presentation1 - PowerPoint, - "Status": "CONTINUE", - "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} - From 6c0247dc30287c49d7e67d51a8346fac78abc2eb Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 19 Mar 2024 22:41:54 +0800 Subject: [PATCH 201/223] rewrite prompt --- .../examples/nonvisual/action_example.yaml | 422 ++++++++++++------ .../examples/nonvisual/app_example.yaml | 329 ++++++++------ .../examples/visual/action_example.yaml | 42 +- 3 files changed, 507 insertions(+), 286 deletions(-) diff --git a/ufo/prompts/examples/nonvisual/action_example.yaml b/ufo/prompts/examples/nonvisual/action_example.yaml index 824081b8..a9f34269 100644 --- a/ufo/prompts/examples/nonvisual/action_example.yaml +++ b/ufo/prompts/examples/nonvisual/action_example.yaml @@ -1,147 +1,297 @@ version: 1.0 -example1: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." +example1: + Request: |- + My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source. Response: - {"Observation": "The control item list indicates that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", - "Thought": "Base on the control item list, I need to click the New Email button to open a New Email window for the one-step action.", - "ControlLabel": "1", - "ControlText": "New Email", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", - "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} - - -example2: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The control item list indicates that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not available from the control item list. The last action took effect by opening the Outlook windows.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not available in the control item list, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", - "ControlLabel": "34", - "ControlText": "Main Page", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not available in the control item list, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", - "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} - - -example3: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Observation: |- + The control item list indicates that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application. + Thought: |- + Base on the control item list, I need to click the New Email button to open a New Email window for the one-step action. + ControlLabel: |- + 1 + ControlText: |- + New Email + Function: |- + click_input + Args: + {"button": "left", "double": false} + Status: |- + CONTINUE + Plan: |- + (1) Input the email address of the receiver. + (2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'. + (3) Input the content of the email. I need to input 'Dear Jack,\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\nBest regards,\nZac'. + (4) Click the Send button to send the email. + Comment: |- + After I click the New Email button, the New Email window will be opened and available for composing the email. + Tips: |- + - Sending an email is a sensitive action that needs to be confirmed by the user before the execution. + - You need to draft the content of the email and send it to the receiver. + + +example2: + Request: |- + My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source. Response: - {"Observation": "The control item list indicates that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. ", - "Thought": "Base on the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - -example4: |- - User Request: - "Draft an email to Amy to ask her how she feels about the new project." + Observation: |- + The control item list indicates that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not available from the control item list. The last action took effect by opening the Outlook windows. + Thought: |- + Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not available in the control item list, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window. + ControlLabel: |- + 34 + ControlText: |- + Main Page + Function: |- + click_input + Args: + {"button": "left", "double": false} + Status: |- + CONTINUE + Plan: |- + (1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not available in the control item list, I may need to look for take action on other control items to navigate to the New Email button. + (2) Input the email address of the receiver. + (3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'. + (4) Input the content of the email. I need to input 'Dear Jack,\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\nBest regards,\nZac'. + (5) Click the Send button to send the email. + Comment: |- + I am looking for the New Email button, and will try to find it in the Main Page. + Tips: |- + - Sending an email is a sensitive action that needs to be confirmed by the user before the execution. + - Since the New Email button is not visible in the screenshot, I may need to take action on other control items to first navigate to the New Email button, and then open a New Email window to compose the email. + + +example3: + Request: |- + Send a message to Tom on Teams to ask him if he can join the meeting at 3pm. Response: - {"Observation": "The control item list indicates that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the seems like the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the control item list since I think the New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} - - -example5: |- - User Request: - "Search for the word 'UFO' in the document." + Observation: |- + The control item list indicates that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. + Thought: |- + Base on the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation. + ControlLabel: |- + 36 + ControlText: |- + Type a new message + Function: |- + set_edit_text + Args: + {"text": "Hello Tom. It's 3 PM. Are you available to join the meeting now?"} + Status: |- + CONTINUE + Plan: |- + (1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution. + Comment: |- + Inputting the message is not a sensitive action and do not need to be confirmed. + Tips: |- + - Sending a message is a sensitive action and need to be confirmed. + + +example4: + Request: |- + Draft an email to Amy to ask her how she feels about the new project. Response: - {"Observation": "The control item list indicates that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted.", - "Thought": "Base on the control item list, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", - "ControlLabel": "59", - "ControlText": "Find", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "FINISH", - "Plan": "", - "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} - -example6: |- - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." + Observation: |- + The control item list indicates that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly. + Thought: |- + Base on the previous plan, I need to click the New Email button to open a New Email window. But the seems like the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy. + ControlLabel: |- + 36 + ControlText: |- + Email Body + Function: |- + set_edit_text + Args: + text: | + Dear Amy, + + I hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns. + + Best regards, + [Sender's Name] + Status: |- + FINISH + Plan: |- + + Comment: |- + I revised the previous plan base on the control item list since I think the New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email. + Tips: |- + - Sending an email is a sensitive action that needs to be confirmed by the user before the execution. + - You need to draft the content of the email and send it to the receiver. Use polite language when drafting the email. + + +example5: + Request: |- + Search for the word 'UFO' in the document. Response: - {"Observation": "The current control item list indicates the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", - "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", - "ControlLabel": "59", - "ControlText": "File", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - -example7: |- - User Request: - "How many stars does the Imdiffusion repo have?" + Observation: |- + The control item list indicates that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted. + Thought: |- + Base on the control item list, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished. + ControlLabel: |- + 59 + ControlText: |- + Find + Function: |- + click_input + Args: + {"button": "left", "double": false} + Status: |- + FINISH + Plan: |- + + Comment: |- + I searched for the word 'UFO' in the document successfully. The user should view the search result. + Tips: |- + - If there are steps already taken (e.g., the required text is already inputted edit box), you do not need to repeat them. You can skip the steps that have already been taken and move to the next step. + + + +example6: + Request: |- + Quickly remove all notes in the presentation.pptx, without looping through each slide. Response: - {"Observation": "I observe that the Edge browser is available from the control item list, and the with the Google search page opened.", - "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", - "ControlLabel": "36", - "ControlText": "搜索", - "Function": "set_edit_text", - "Args": {"text": "Imdiffusion GitHub"}, - "Status": "CONTINUE", - "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} - -example8: |- - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." + Observation: |- + The current control item list indicates the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time. + Thought: |- + The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu. + ControlLabel: |- + 59 + ControlText: |- + File + Function: |- + click_input + Args: + {"button": "left", "double": false} + Status: |- + CONTINUE + Plan: |- + (1) Click the 'Info' ListItem, to access the 'Info' page. + (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. + (3) Click the 'Inspect Document', to open a document inspector. + (4) Click the 'Inspect' button, to inspect the ppt for notes. + (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible. + (6) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user. + Comment: |- + I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file. + Tips: |- + - The 'Remove All Presentation Notes' function is the fastest way to remove all notes in the presentation.pptx file. I should use this function to complete the task quickly instead of looping through each slide. + - The 'Remove All Presentation Notes' is usually at the bottom of the menu, and I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible. + + +example7: + Request: |- + How many stars does the Imdiffusion repo have? Response: - {"Observation": "The current control item list indicates that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", - "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", - "ControlLabel": "19", - "ControlText": "Add a task in “My Day”", - "Function": "set_edit_text", - "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, - "Status": "CONTINUE", - "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} - - -example9: |- - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." + Observation: |- + I observe that the Edge browser is available from the control item list, and the with the Google search page opened. + Thought: |- + I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox. + ControlLabel: |- + 36 + ControlText: |- + 搜索 + Function: |- + set_edit_text + Args: + {"text": "Imdiffusion GitHub"} + Status: |- + CONTINUE + Plan: |- + (1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github. + (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page. + (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request. + Comment: |- + I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually. + Tips: |- + - The search box is usually in a type of ComboBox. + - The number of stars of a Github repo page can be found in the repo page visually. + + +example8: + Request: |- + Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes. Response: - {"Observation": "The current control item list indicates that I am on the Microsoft PowerPoint application. The Copilot Add-in is avaialble from the control item list.", - "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", - "ControlLabel": "60", - "ControlText": "Copilot", - "Function": "click_input", - "Args": {"button": "left", "double": true}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", - "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} - - -example10: |- - User Request: - "Please @Zac to revise the presentation1.pptx." + Observation: |- + The current control item list indicates that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task. + Thought: |- + I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes. + ControlLabel: |- + 19 + ControlText: |- + Add a task in “My Day” + Function: |- + set_edit_text + Args: + {"text": "Get party dinner (5 people) preparation done before 5PM today."} + Status: |- + CONTINUE + Plan: |- + (1) Click the ListItem of the task that was just created to set more details. + (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. + (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. + (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. + (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. + (6) Close the details view by clicking the 'Dismiss detail view' botton. + Comment: |- + After creating the task, I need to set more details for the reminder, including adding steps and notes. + Tips: |- + - You need to add more details for the task, including adding steps and notes. + - You need to add each step one by one and add notes to the task. + + + +example9: + Request: |- + Please create a slide from the meeting_notes.docx in the presentation1.pptx. Response: - {"Observation": "The current control item list indicates the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "42", - "ControlText": "Insert", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + Observation: |- + The current control item list indicates that I am on the Microsoft PowerPoint application. The Copilot Add-in is avaialble from the control item list. + Thought: |- + I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. + ControlLabel: |- + 60 + ControlText: |- + Copilot + Function: |- + click_input + Args: + {"button": "left", "double": true} + Status: |- + CONTINUE + Plan: |- + (1) Click the 'Create presentation from file' button to open a file picker. + (2) Select and click the meeting_notes.docx file in the file picker. + (3) Click the 'Send' buttom to send the request to Copilot. This completes the task. + Comment: |- + I need use the Copilot Add-in to create a slide from the meeting_notes.docx. + Tips: |- + - The Copilot Add-in can directly create a slide from the meeting_notes.docx. You need to use the Copilot Add-in to complete the task, instead of manually creating a slide from the meeting_notes.docx. + - The Copilot Add-in is visible in the screenshot, and I need to double click it to open the Copilot Add-in. + + +example10: + Request: |- + Please @Zac to revise the presentation1.pptx. + Response: + Observation: |- + The current control item list indicates the powerpoint application is visible, and the presentation1.pptx is opened. + Thought: |- + I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx. + ControlLabel: |- + 42 + ControlText: |- + Insert + Function: |- + click_input + Args: + {"button": "left", "double": false} + Status: |- + CONTINUE + Plan: |- + (1) Click the Comment button to open the comment text box. + (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box. + Comment: |- + I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx. + Tips: |- + - The comment text box is usually opened by clicking the Comment button. diff --git a/ufo/prompts/examples/nonvisual/app_example.yaml b/ufo/prompts/examples/nonvisual/app_example.yaml index c7a4dccb..93aa9dfb 100644 --- a/ufo/prompts/examples/nonvisual/app_example.yaml +++ b/ufo/prompts/examples/nonvisual/app_example.yaml @@ -1,134 +1,205 @@ version: 1.0 -example1: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." +example1: + Request: |- + My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source. Response: - {"Observation": "I observe that the outlook application is available from the control item list, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application.", - "Thought": "I need to open the email application to send a email. According to the control item list and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it.", - "ControlLabel": "12", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of outlook application.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user.", - "Comment": "It is time to open the outlook application!"} - - -example2: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "I observe an empty desktop with no application opened, the target application Teams is not available frp, the control item list.", - "Thought": "I need to open the Teams application to send a message. Although I can not find the Teams application from the control item list, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it.", - "ControlLabel": "6", - "ControlText": "Mike Lee | Microsoft Teams", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of Teams application.\\n(2) Click the Chat button to open the chat window with Tom.\\n(3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?'\\n(4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user.", - "Comment": "It is time to open the Teams application."} - - -example3: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "The control item list indecates that I am on the chat window of Tom on Teams, the message input box is empty and ready to input.", - "Thought": "Base on the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - -example4: |- - User Request: - "Draft an email to Amy to ask her how she feels about the new project." - Response: - {"Observation": "The control item list indecates that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the control item list indecates that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the control item list since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} - - -example5: |- - User Request: - "Revise the email to be longer and send." - Response: - {"Observation": "I observe that the outlook application is available from the control item list, and a new email draft is opened, with its title, receiver email address and email body already filled in.", - "Thought": "Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send.", - "ControlLabel": "21", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Open the Mail - Outlook - Zac to complete the next task.\\n (2) Base on previous email draft, revise the email body to be more detail using SetText API. \\n (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it."} - -example6: |- - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." - Response: - {"Observation": "I observe that the powerpoint application is available from the control item list, and the presentation.pptx is opened", - "Thought": "I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one.", - "ControlLabel": "21", - "ControlText": "presentation - PowerPoint", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the presentation - PowerPoint.\\n (2) Click the 'File' button at the upper left corner, to open a menu.\\n (3) Click the 'Info' ListItem, to access the 'Info' page.\\n (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (5) Click the 'Inspect Document', to open a document inspector. \\n (6) Click the 'Inspect' button, to inspect the ppt for notes. \\n (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - - -example7: |- - User Request: - "How many stars does the Imdiffusion repo have?" - Response: - {"Observation": "I observe that a Edge browser is available from the control item list and the with the Google page opened.", - "Thought": "I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task.", - "ControlLabel": "7", - "ControlText": "Google - Microsoft​ Edge", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the Google - Microsoft​ Edge.\\n (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. \\n (3) Click Google Search to search for the Imdiffusion repo on github.\\n (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page.\\n (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} - -example8: |- - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." - Response: - {"Observation": "The current control item list does not include any reminder application or calendar application.", - "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", - "ControlLabel": "6", - "ControlText": "Microsoft To Do", - "Status": "CONTINUE", - "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} - - -example9: |- - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." - Response: - {"Observation": "The current control item list does not include any the powerpoint application or the word application.", - "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", - "ControlLabel": "4", - "ControlText": "presentation1 - PowerPoint", - "Status": "CONTINUE", - "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. \\n (3) Click the 'Create presentation from file' button to open a file picker. \\n (4) Select and click the meeting_notes.docx file in the file picker. \\n (5) Click the 'Send' buttom to send the request to Copilot. This completes the task.", - "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} - - -example10: |- - User Request: - "Please @Zac to revise the presentation1.pptx." - Response: - {"Observation": "The current control item list includes the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "4", - "ControlText": "presentation1 - PowerPoint, - "Status": "CONTINUE", - "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} + Observation: |- + I observe that the outlook application is available from the control item list, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application. + Thought: |- + I need to open the email application to send a email. According to the control item list and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it. + ControlLabel: |- + 12 + ControlText: |- + Mail - Outlook - Zac + Status: |- + CONTINUE + Plan: |- + (1) Open the windows of outlook application. + (2) Input the email address of the receiver. + (3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'. + (4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'. + (5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user. + Comment: |- + It is time to open the outlook application! + + + +example2: + Request: |- + Send a message to Tom on Teams to ask him if he can join the meeting at 3pm. + Response: + Observation: |- + I observe an empty desktop with no application opened, the target application Teams is not available from the control item list. + Thought: |- + I need to open the Teams application to send a message. Although I can not find the Teams application from the control item list, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it. + ControlLabel: |- + 6 + ControlText: |- + Mike Lee | Microsoft Teams + Status: |- + CONTINUE + Plan: |- + (1) Open the windows of Teams application. + (2) Click the Chat button to open the chat window with Tom. + (3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?' + (4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user. + Comment: |- + It is time to open the Teams application. + + + + +example3: + Request: |- + Revise the email to be longer and send. + Response: + Observation: |- + I observe that the outlook application is available from the control item list, and a new email draft is opened, with its title, receiver email address and email body already filled in. + Thought: |- + Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send. + ControlLabel: |- + 21 + ControlText: |- + Mail - Outlook - Zac + Status: |- + CONTINUE + Plan: |- + (1) Open the Mail - Outlook - Zac to complete the next task. + (2) Base on previous email draft, revise the email body to be more detail using SetText API. + (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user. + Comment: |- + The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it. + + + + +example4: + Request: |- + Quickly remove all notes in the presentation.pptx, without looping through each slide. + Response: + Observation: |- + I observe that the powerpoint application is available from the control item list, and the presentation.pptx is opened. + Thought: |- + I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one. + ControlLabel: |- + 21 + ControlText: |- + presentation - PowerPoint + Status: |- + CONTINUE + Plan: |- + (1) Open and set focus the presentation - PowerPoint. + (2) Click the 'File' button at the upper left corner, to open a menu. + (3) Click the 'Info' ListItem, to access the 'Info' page. + (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. + (5) Click the 'Inspect Document', to open a document inspector. + (6) Click the 'Inspect' button, to inspect the ppt for notes. + (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible. + (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user. + Comment: |- + I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file. + + + +example5: + Request: |- + How many stars does the Imdiffusion repo have? + Response: + Observation: |- + I observe that a Edge browser is available from the control item list and the with the Google page opened. + Thought: |- + I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task. + ControlLabel: |- + 7 + ControlText: |- + Google - Microsoft​ Edge + Status: |- + CONTINUE + Plan: |- + (1) Open and set focus the Google - Microsoft​ Edge. + (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. + (3) Click Google Search to search for the Imdiffusion repo on github. + (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page. + (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request. + Comment: |- + I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually. + + +example6: + Request: |- + Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes. + Response: + Observation: |- + The current control item list does not include any reminder application or calendar application. + Thought: |- + I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application. + ControlLabel: |- + 6 + ControlText: |- + Microsoft To Do + Status: |- + CONTINUE + Plan: |- + (1) Open the Microsoft To Do application. + (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. + (3) Click the ListItem of the task that was just created to set more details. + (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. + (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. + (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. + (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. + (8) Close the details view by clicking the 'Dismiss detail view' botton. + Comment: |- + I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder. + + + +example7: + Request: |- + Please create a slide from the meeting_notes.docx in the presentation1.pptx. + Response: + Observation: |- + The current control item list does not include any the powerpoint application or the word application. + Thought: |- + I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application. + ControlLabel: |- + 4 + ControlText: |- + presentation1 - PowerPoint + Status: |- + CONTINUE + Plan: |- + (1) Open the presentation1 - PowerPoint. + (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. + (3) Click the 'Create presentation from file' button to open a file picker. + (4) Select and click the meeting_notes.docx file in the file picker. + (5) Click the 'Send' buttom to send the request to Copilot. This completes the task. + Comment: |- + I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx. + + + +example8: + Request: |- + Please @Zac to revise the presentation1.pptx. + Response: + Observation: |- + The current control item list includes the powerpoint application is visible, and the presentation1.pptx is opened. + Thought: |- + I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx. + ControlLabel: |- + 4 + ControlText: |- + presentation1 - PowerPoint + Status: |- + CONTINUE + Plan: |- + (1) Open the presentation1 - PowerPoint. + (2) Click the Insert Button to open the Insert menu. + (3) Click the Comment button to open the comment text box. + (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box. + Comment: |- + I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx. + diff --git a/ufo/prompts/examples/visual/action_example.yaml b/ufo/prompts/examples/visual/action_example.yaml index 1df2735a..646173a1 100644 --- a/ufo/prompts/examples/visual/action_example.yaml +++ b/ufo/prompts/examples/visual/action_example.yaml @@ -150,7 +150,7 @@ example5: example6: Request: |- - Search for the word 'UFO' in the document. + Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png. Response: Observation: |- The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot. @@ -277,26 +277,26 @@ example10: Request: |- Please create a slide from the meeting_notes.docx in the presentation1.pptx. Response: - Observation: |- - The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot. - Thought: |- - I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. - ControlLabel: |- - 60 - ControlText: |- - Copilot - Function: |- - click_input - Args: - {"button": "left", "double": true} - Status: |- - CONTINUE - Plan: |- - (1) Click the 'Create presentation from file' button to open a file picker. - (2) Select and click the meeting_notes.docx file in the file picker. - (3) Click the 'Send' buttom to send the request to Copilot. This completes the task. - Comment: |- - I need use the Copilot Add-in to create a slide from the meeting_notes.docx. + Observation: |- + The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot. + Thought: |- + I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. + ControlLabel: |- + 60 + ControlText: |- + Copilot + Function: |- + click_input + Args: + {"button": "left", "double": true} + Status: |- + CONTINUE + Plan: |- + (1) Click the 'Create presentation from file' button to open a file picker. + (2) Select and click the meeting_notes.docx file in the file picker. + (3) Click the 'Send' buttom to send the request to Copilot. This completes the task. + Comment: |- + I need use the Copilot Add-in to create a slide from the meeting_notes.docx. Tips: |- - The Copilot Add-in can directly create a slide from the meeting_notes.docx. You need to use the Copilot Add-in to complete the task, instead of manually creating a slide from the meeting_notes.docx. - The Copilot Add-in is visible in the screenshot, and I need to double click it to open the Copilot Add-in. From fb5edbf5e3f3978f4d2ced280bb16481f3fc149e Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 19 Mar 2024 22:44:42 +0800 Subject: [PATCH 202/223] add type --- ufo/experience/parser.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/ufo/experience/parser.py b/ufo/experience/parser.py index a0aba15c..6a045b05 100644 --- a/ufo/experience/parser.py +++ b/ufo/experience/parser.py @@ -155,7 +155,7 @@ def get_request_partition(self) -> list: @staticmethod - def get_user_request(log_partition: dict): + def get_user_request(log_partition: dict) -> str: """ Get the user request. :param log_partition: The log partition. @@ -166,7 +166,7 @@ def get_user_request(log_partition: dict): @staticmethod - def get_app_list(log_partition: dict): + def get_app_list(log_partition: dict) -> list: """ Get the user request. :param log_partition: The log partition. From cbffd5a43f78e373f89f24e6a4eff9a56dd0e008 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 19 Mar 2024 22:47:03 +0800 Subject: [PATCH 203/223] rm redundancy --- .../examples/nonvisual/action_example_cp.yaml | 147 ------------------ .../examples/nonvisual/app_example_cp.yaml | 134 ---------------- 2 files changed, 281 deletions(-) delete mode 100644 ufo/prompts/examples/nonvisual/action_example_cp.yaml delete mode 100644 ufo/prompts/examples/nonvisual/app_example_cp.yaml diff --git a/ufo/prompts/examples/nonvisual/action_example_cp.yaml b/ufo/prompts/examples/nonvisual/action_example_cp.yaml deleted file mode 100644 index 824081b8..00000000 --- a/ufo/prompts/examples/nonvisual/action_example_cp.yaml +++ /dev/null @@ -1,147 +0,0 @@ -version: 1.0 - -example1: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The control item list indicates that I am on the Main Page of Outlook. The Main Page has a list of control items and email received. The new email editing window is not opened. The last action took effect by opening the Outlook application.", - "Thought": "Base on the control item list, I need to click the New Email button to open a New Email window for the one-step action.", - "ControlLabel": "1", - "ControlText": "New Email", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", - "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} - - -example2: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "The control item list indicates that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not available from the control item list. The last action took effect by opening the Outlook windows.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not available in the control item list, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", - "ControlLabel": "34", - "ControlText": "Main Page", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not available in the control item list, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", - "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} - - -example3: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "The control item list indicates that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. ", - "Thought": "Base on the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - -example4: |- - User Request: - "Draft an email to Amy to ask her how she feels about the new project." - Response: - {"Observation": "The control item list indicates that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the seems like the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the control item list since I think the New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} - - -example5: |- - User Request: - "Search for the word 'UFO' in the document." - Response: - {"Observation": "The control item list indicates that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputted.", - "Thought": "Base on the control item list, the word 'UFO' is already inputted in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", - "ControlLabel": "59", - "ControlText": "Find", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "FINISH", - "Plan": "", - "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} - -example6: |- - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." - Response: - {"Observation": "The current control item list indicates the PowerPoint application with the 'presentation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", - "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", - "ControlLabel": "59", - "ControlText": "File", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - -example7: |- - User Request: - "How many stars does the Imdiffusion repo have?" - Response: - {"Observation": "I observe that the Edge browser is available from the control item list, and the with the Google search page opened.", - "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", - "ControlLabel": "36", - "ControlText": "搜索", - "Function": "set_edit_text", - "Args": {"text": "Imdiffusion GitHub"}, - "Status": "CONTINUE", - "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} - -example8: |- - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." - Response: - {"Observation": "The current control item list indicates that I am on the Microsoft To Do application. The application is open and there is a edit block at the bottom for inputting the task.", - "Thought": "I need to add a task of 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block of 'Add a task in “My Day”'. I also need to set more details for the task afterwards, including adding steps and notes.", - "ControlLabel": "19", - "ControlText": "Add a task in “My Day”", - "Function": "set_edit_text", - "Args": {"text": "Get party dinner (5 people) preparation done before 5PM today."}, - "Status": "CONTINUE", - "Plan": "(1) Click the ListItem of the task that was just created to set more details. \\n (2) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (3) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (4) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (5) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (6) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "After creating the task, I need to set more details for the reminder, including adding steps and notes."} - - -example9: |- - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." - Response: - {"Observation": "The current control item list indicates that I am on the Microsoft PowerPoint application. The Copilot Add-in is avaialble from the control item list.", - "Thought": "I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx.", - "ControlLabel": "60", - "ControlText": "Copilot", - "Function": "click_input", - "Args": {"button": "left", "double": true}, - "Status": "CONTINUE", - "Plan": "(1) Click the 'Create presentation from file' button to open a file picker. \\n (2) Select and click the meeting_notes.docx file in the file picker. \\n (3) Click the 'Send' buttom to send the request to Copilot. This completes the task.", - "Comment": "I need use the Copilot Add-in to create a slide from the meeting_notes.docx."} - - -example10: |- - User Request: - "Please @Zac to revise the presentation1.pptx." - Response: - {"Observation": "The current control item list indicates the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "42", - "ControlText": "Insert", - "Function": "click_input", - "Args": {"button": "left", "double": false}, - "Status": "CONTINUE", - "Plan": "(1) Click the Comment button to open the comment text box. \\n (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} diff --git a/ufo/prompts/examples/nonvisual/app_example_cp.yaml b/ufo/prompts/examples/nonvisual/app_example_cp.yaml deleted file mode 100644 index c7a4dccb..00000000 --- a/ufo/prompts/examples/nonvisual/app_example_cp.yaml +++ /dev/null @@ -1,134 +0,0 @@ - -version: 1.0 - -example1: |- - User Request: - "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." - Response: - {"Observation": "I observe that the outlook application is available from the control item list, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application.", - "Thought": "I need to open the email application to send a email. According to the control item list and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it.", - "ControlLabel": "12", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of outlook application.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email. This action is sensitive and need to be confirmed by the user.", - "Comment": "It is time to open the outlook application!"} - - -example2: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "I observe an empty desktop with no application opened, the target application Teams is not available frp, the control item list.", - "Thought": "I need to open the Teams application to send a message. Although I can not find the Teams application from the control item list, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it.", - "ControlLabel": "6", - "ControlText": "Mike Lee | Microsoft Teams", - "Status": "CONTINUE", - "Plan": "(1) Open the windows of Teams application.\\n(2) Click the Chat button to open the chat window with Tom.\\n(3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?'\\n(4) Click the Send button to send the message. This action is sensitive and need to be confirmed by the user.", - "Comment": "It is time to open the Teams application."} - - -example3: |- - User Request: - "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." - Response: - {"Observation": "The control item list indecates that I am on the chat window of Tom on Teams, the message input box is empty and ready to input.", - "Thought": "Base on the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", - "ControlLabel": "36", - "ControlText": "Type a new message", - "Function": "set_edit_text", - "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, - "Status": "CONTINUE", - "Plan": "(1) Click the Send button to send the message. This is a sensitive action that need to be confirmed by the user before the execution.", - "Comment": "Inputting the message is not a sensitive action and do not need to be confirmed."} - - -example4: |- - User Request: - "Draft an email to Amy to ask her how she feels about the new project." - Response: - {"Observation": "The control item list indecates that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", - "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the control item list indecates that the New Email window has already opened and the title of email has already been inputted. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", - "ControlLabel": "36", - "ControlText": "Email Body", - "Function": "set_edit_text", - "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, - "Status": "FINISH", - "Plan": "", - "Comment": "I revised the previous plan base on the control item list since I observe that New Email window has already opened and the title of email has already been inputted. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} - - -example5: |- - User Request: - "Revise the email to be longer and send." - Response: - {"Observation": "I observe that the outlook application is available from the control item list, and a new email draft is opened, with its title, receiver email address and email body already filled in.", - "Thought": "Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send.", - "ControlLabel": "21", - "ControlText": "Mail - Outlook - Zac", - "Status": "CONTINUE", - "Plan": "(1) Open the Mail - Outlook - Zac to complete the next task.\\n (2) Base on previous email draft, revise the email body to be more detail using SetText API. \\n (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it."} - -example6: |- - User Request: - "Quickly remove all notes in the presentation.pptx, without looping through each slide." - Response: - {"Observation": "I observe that the powerpoint application is available from the control item list, and the presentation.pptx is opened", - "Thought": "I need to set focus on the powerpoint application to remove all notes in the presentation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one.", - "ControlLabel": "21", - "ControlText": "presentation - PowerPoint", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the presentation - PowerPoint.\\n (2) Click the 'File' button at the upper left corner, to open a menu.\\n (3) Click the 'Info' ListItem, to access the 'Info' page.\\n (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (5) Click the 'Inspect Document', to open a document inspector. \\n (6) Click the 'Inspect' button, to inspect the ppt for notes. \\n (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presentation.pptx file. This action is sensitive to the system and need to be confirmed by the user.", - "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presentation.pptx file."} - - -example7: |- - User Request: - "How many stars does the Imdiffusion repo have?" - Response: - {"Observation": "I observe that a Edge browser is available from the control item list and the with the Google page opened.", - "Thought": "I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task.", - "ControlLabel": "7", - "ControlText": "Google - Microsoft​ Edge", - "Status": "CONTINUE", - "Plan": "(1) Open and set focus the Google - Microsoft​ Edge.\\n (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. \\n (3) Click Google Search to search for the Imdiffusion repo on github.\\n (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page.\\n (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", - "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} - -example8: |- - User Request: - "Please remind me to get party dinner (5 people) preparation done before 5PM today with steps and notes." - Response: - {"Observation": "The current control item list does not include any reminder application or calendar application.", - "Thought": "I need to open a reminder application to set a reminder for the user. According to the application information, I can use Microsoft To Do to set a reminder for the user. I need to open the Microsoft To Do application.", - "ControlLabel": "6", - "ControlText": "Microsoft To Do", - "Status": "CONTINUE", - "Plan": "(1) Open the Microsoft To Do application. \\n (2) Add a task of by inputing 'Get party dinner (5 people) preparation done before 5PM today.' to the edit block. \\n (3) Click the ListItem of the task that was just created to set more details. \\n (4) Add a step 1 for the task by inputing 'Menu Planning and Ingredient Acquisition' in the Add step edit control. \\n (5) Add a step 2 for the task by inputing 'Meal Preparation Schedule' in the Add step edit control following the step one. \\n (6) Add a step 3 for the task by inputing 'Setting Up the Dining Area' in the Add step edit control following the step two. \\n (7) Add a note to this task in the 'Add note' edit blocking at the bottom by inputing 'Considering preferences, dietary restrictions and food allergiesof the guests.'. \\n (8) Close the details view by clicking the 'Dismiss detail view' botton.", - "Comment": "I plan to use the Microsoft To Do application to set a reminder for the user, and add details and notes to the reminder."} - - -example9: |- - User Request: - "Please create a slide from the meeting_notes.docx in the presentation1.pptx." - Response: - {"Observation": "The current control item list does not include any the powerpoint application or the word application.", - "Thought": "I need to open the powerpoint application and the word application to complete the user request. According to the application information, I can use the powerpoint application to create a slide from the meeting_notes.docx and add it to the presentation1.pptx. I need to open the powerpoint application and the word application.", - "ControlLabel": "4", - "ControlText": "presentation1 - PowerPoint", - "Status": "CONTINUE", - "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Double click the Copilot Add-in to open the Copilot that can help to create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. \\n (3) Click the 'Create presentation from file' button to open a file picker. \\n (4) Select and click the meeting_notes.docx file in the file picker. \\n (5) Click the 'Send' buttom to send the request to Copilot. This completes the task.", - "Comment": "I plan to open the powerpoint application and use the Copilot Add-in to create a slide from the meeting_notes.docx."} - - -example10: |- - User Request: - "Please @Zac to revise the presentation1.pptx." - Response: - {"Observation": "The current control item list includes the powerpoint application is visible, and the presentation1.pptx is opened.", - "Thought": "I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx.", - "ControlLabel": "4", - "ControlText": "presentation1 - PowerPoint, - "Status": "CONTINUE", - "Plan": "(1) Open the presentation1 - PowerPoint. \\n (2) Click the Insert Button to open the Insert menu. \\n (3) Click the Comment button to open the comment text box. \\n (4) Input '@Zac, please revise the presentation1.pptx.' in the comment text box.", - "Comment": "I plan to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx."} - From ef99b13b756ee6d98225a3dea916fddfc8e8c64c Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 19 Mar 2024 22:51:34 +0800 Subject: [PATCH 204/223] rm empty lines between tips --- ufo/prompter/agent_prompter.py | 28 +++------------------------- 1 file changed, 3 insertions(+), 25 deletions(-) diff --git a/ufo/prompter/agent_prompter.py b/ufo/prompter/agent_prompter.py index 5fa4ec6c..3f7a777c 100644 --- a/ufo/prompter/agent_prompter.py +++ b/ufo/prompter/agent_prompter.py @@ -168,6 +168,9 @@ def system_prompt_construction(self, additional_examples=[], tips=[]) -> str: examples = self.examples_prompt_helper(additional_examples=additional_examples) tips_prompt = "\n".join(tips) + # Remove empty lines + tips_prompt = '\n'.join(filter(None, tips_prompt.split('\n'))) + return self.prompt_template["system"].format(apis=apis, examples=examples, tips=tips_prompt) @@ -282,29 +285,4 @@ def api_prompt_helper(self, verbose: int = 1) -> str: api_prompt = self.retrived_documents_prompt_helper("", "", api_list) return api_prompt - - - def tips_prompt_helper(self, verbose: int = 1) -> str: - """ - Construct the prompt for tips. - :param verbose: The verbosity level. - return: The prompt for tips. - """ - - # Construct the prompt for tips - tips_list = ["- The action type are limited to {actions}.".format(actions=list(self.api_prompt_template.keys()))] - - # Construct the prompt for each tip - for key in self.api_prompt_template.keys(): - api = self.api_prompt_template[key] - if verbose > 0: - api_text = "{summary}\n{usage}".format(summary=api["summary"], usage=api["usage"]) - else: - api_text = api["summary"] - - tips_list.append(api_text) - - tips_prompt = self.retrived_documents_prompt_helper("", "", tips_list) - - return tips_prompt \ No newline at end of file From ca03ab2d9e9ad8c7c6cd236513c783f6f1ec5ef0 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Wed, 20 Mar 2024 12:38:18 +0800 Subject: [PATCH 205/223] file name fixed --- ufo/rag/{web_retriever.py => web_search.py} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename ufo/rag/{web_retriever.py => web_search.py} (100%) diff --git a/ufo/rag/web_retriever.py b/ufo/rag/web_search.py similarity index 100% rename from ufo/rag/web_retriever.py rename to ufo/rag/web_search.py From e6c0f2af248756f5c4ecbe775a414bfc3f39e776 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Thu, 21 Mar 2024 13:01:06 +0800 Subject: [PATCH 206/223] resolve comment --- ufo/experience/config.yaml | 9 ----- ufo/experience/parser.py | 20 ++++++---- ufo/llm/llm_call.py | 3 +- ufo/prompter/agent_prompter.py | 2 +- ufo/prompter/basic.py | 6 ++- .../base/nonvisual/action_selection.yaml | 2 +- ufo/prompts/base/visual/action_selection.yaml | 5 ++- ufo/prompts/base/visual/app_selection.yaml | 3 +- .../examples/visual/action_example.yaml | 40 ++++++++++++------- .../nonvisual/experience_summary.yaml | 2 +- .../experience/visual/experience_summary.yaml | 2 +- 11 files changed, 53 insertions(+), 41 deletions(-) delete mode 100644 ufo/experience/config.yaml diff --git a/ufo/experience/config.yaml b/ufo/experience/config.yaml deleted file mode 100644 index da74c3f0..00000000 --- a/ufo/experience/config.yaml +++ /dev/null @@ -1,9 +0,0 @@ -version: 0.1 - -VISUAL_SYSTEM_PROMPT_TEMPLTE_FILE: "" -VISUAL_SYSTEM_PROMPT_TEMPLTE_FILE: "" - -VISUAL_SYSTEM_PROMPT_TEMPLTE_FILE: "" -VISUAL_SYSTEM_PROMPT_TEMPLTE_FILE: "" - -SAVE_PATH: "" diff --git a/ufo/experience/parser.py b/ufo/experience/parser.py index 6a045b05..9ee4155b 100644 --- a/ufo/experience/parser.py +++ b/ufo/experience/parser.py @@ -4,7 +4,7 @@ import json import os import re -from ..utils import encode_image_from_path +from ..utils import encode_image_from_path, print_with_color class ExperienceLogLoader: @@ -19,7 +19,7 @@ def __init__(self, log_path: str): """ self.log_path = log_path self.response = self.load_response_log() - self.max_stepnum = self.find_max_number_in_filenames() + self.max_stepnum = self.find_max_number_in_filenames(log_path) self.request_partition = self.get_request_partition() self.screenshots = {} @@ -38,18 +38,22 @@ def load_response_log(self): # Read the lines and split them into a list response_log = file.readlines() for response_string in response_log: - response.append(json.loads(response_string)) + try: + response.append(json.loads(response_string)) + except json.JSONDecodeError: + print_with_color(f"Error loading response log: {response_string}", "yellow") return response - def find_max_number_in_filenames(self) -> int: + @staticmethod + def find_max_number_in_filenames(log_path) -> int: """ Find the maximum number in the filenames. :return: The maximum number in the filenames. """ # Get the list of files in the folder - files = os.listdir(self.log_path) + files = os.listdir(log_path) # Initialize an empty list to store extracted numbers numbers = [] @@ -57,7 +61,7 @@ def find_max_number_in_filenames(self) -> int: # Iterate through each file for file in files: # Extract the number from the filename - number = self.extract_number(file) + number = ExperienceLogLoader.extract_action_step_count(file) if number is not None: # Append the extracted number to the list numbers.append(number) @@ -176,9 +180,9 @@ def get_app_list(log_partition: dict) -> list: @staticmethod - def extract_number(filename : str) -> int: + def extract_action_step_count(filename : str) -> int: """ - Extract the number from the filename. + Extract the action step count from the filename. :param filename: The filename. :return: The number extracted from the filename. """ diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py index a321dd36..c89f2381 100644 --- a/ufo/llm/llm_call.py +++ b/ufo/llm/llm_call.py @@ -40,7 +40,8 @@ def get_completion(messages, agent: str='APP', use_backup_engine: bool=True): raise ValueError(f'API_TYPE {api_type} not supported') except Exception as e: if use_backup_engine: - print_with_color(f"The API request of {agent_type} failed: {e}, try to use the backup engine", "red") + print_with_color(f"The API request of {agent_type} failed: {e}.", "red") + print_with_color(f"Switching to use the backup engine...", "yellow") return get_completion(messages, agent='backup', use_backup_engine=False) else: raise e \ No newline at end of file diff --git a/ufo/prompter/agent_prompter.py b/ufo/prompter/agent_prompter.py index 3f7a777c..ff26ac46 100644 --- a/ufo/prompter/agent_prompter.py +++ b/ufo/prompter/agent_prompter.py @@ -158,7 +158,7 @@ def __init__(self, is_visual: bool, prompt_template: str, example_prompt_templat self.api_prompt_template = self.load_prompt_template(api_prompt_template) - def system_prompt_construction(self, additional_examples=[], tips=[]) -> str: + def system_prompt_construction(self, additional_examples: list =[], tips: list =[]) -> str: """ Construct the prompt for app selection. return: The prompt for app selection. diff --git a/ufo/prompter/basic.py b/ufo/prompter/basic.py index 1a95500a..9bef9e2b 100644 --- a/ufo/prompter/basic.py +++ b/ufo/prompter/basic.py @@ -4,6 +4,7 @@ from abc import ABC, abstractmethod import os import yaml +from ..utils import print_with_color class BasicPrompter(ABC): @@ -42,7 +43,10 @@ def load_prompt_template(self, template_path: str) -> dict: path = template_path.format(mode = "visual" if self.is_visual == True else "nonvisual") if os.path.exists(path): - prompt = yaml.safe_load(open(path, "r", encoding="utf-8")) + try: + prompt = yaml.safe_load(open(path, "r", encoding="utf-8")) + except yaml.YAMLError as exc: + print_with_color(f"Error loading prompt template: {exc}", "yellow") else: raise FileNotFoundError(f"Prompt template not found at {path}") diff --git a/ufo/prompts/base/nonvisual/action_selection.yaml b/ufo/prompts/base/nonvisual/action_selection.yaml index bf64d2e6..0e72ac91 100644 --- a/ufo/prompts/base/nonvisual/action_selection.yaml +++ b/ufo/prompts/base/nonvisual/action_selection.yaml @@ -60,7 +60,7 @@ system: |- ## Other Guidelines - You are required to select the control item and take open-step action by calling API on it to complete the user request for one step. - - You are required to are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: + - You are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: {{"Observation": "Thought": "ControlLabel": diff --git a/ufo/prompts/base/visual/action_selection.yaml b/ufo/prompts/base/visual/action_selection.yaml index ed9734aa..4676f0f6 100644 --- a/ufo/prompts/base/visual/action_selection.yaml +++ b/ufo/prompts/base/visual/action_selection.yaml @@ -77,7 +77,7 @@ system: |- ## Other Guidelines - You are required to select the control item and take open-step action by calling API on it to complete the user request for one step. - - You are required to are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: + - You are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: {{"Observation": "Thought": "ControlLabel": @@ -106,7 +106,8 @@ system: |- - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from different applications, you must try to find them in previous "Results" and incorporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. - When inputting the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. - - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. + - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document, or summarizing the entire ppt. + - Saving a ppt file into pdf format can be done by clicking the "Save As Adobe PDF" button. - You are given the help documents of the application or/and the online search results for completing the user request. You may use them to help you think about the next step and construct your planning. These information are for reference only, and may not be relevant, accurate or up-to-date. You must rely more on the current screenshots and control item list to make the decision. ## Here are other tips for you to complete the user request: diff --git a/ufo/prompts/base/visual/app_selection.yaml b/ufo/prompts/base/visual/app_selection.yaml index 5d23d9d6..cc901496 100644 --- a/ufo/prompts/base/visual/app_selection.yaml +++ b/ufo/prompts/base/visual/app_selection.yaml @@ -58,7 +58,8 @@ system: |- - If the user request is just asking question and do not need to take action on the application, you should answer the user request on the "Comment" field, and set the "Status" as "FINISH". - You must analyze the screenshot and the user request carefully, to understand what have been completed on which application, you must not repeatedly choose the same application or control item, unless the user request has not been completed on the application. - In your response, the control text of the selected application must strictly match its control label. - - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document. + - The 'Copilot' Add-in can help you with some special requests, such as creating a slide in PowerPoint from a Word document, or summarizing the entire ppt. + - Saving a ppt file into pdf format can be done by clicking the "Save As Adobe PDF" button. - You must to strictly follow the instruction and the JSON format of the response. - Below are two example of the response. You can refer to them as a reference. diff --git a/ufo/prompts/examples/visual/action_example.yaml b/ufo/prompts/examples/visual/action_example.yaml index 646173a1..7b23c97e 100644 --- a/ufo/prompts/examples/visual/action_example.yaml +++ b/ufo/prompts/examples/visual/action_example.yaml @@ -52,7 +52,18 @@ example2: (1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button. (2) Input the email address of the receiver. (3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'. - (4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'. + (4) Input the content of the email. I need to input + + 'Dear Jack, + I hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board. + Your commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole. + Your code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success. + + Please know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out. + Once again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community. + Best regards, + Zac'. + (5) Click the Send button to send the email. Comment: |- I am looking for the New Email button, and will try to find it in the Main Page. @@ -280,7 +291,7 @@ example10: Observation: |- The current screenshot shows that I am on the Microsoft PowerPoint application. The Copilot Add-in is visible in the screenshot. Thought: |- - I need to double click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. + I need to click the Copilot Add-in, which can help me create a slide from the meeting_notes.docx. The Copilot Add-in can directly create a slide from the meeting_notes.docx. ControlLabel: |- 60 ControlText: |- @@ -288,32 +299,31 @@ example10: Function: |- click_input Args: - {"button": "left", "double": true} + {"button": "left", "double": false} Status: |- CONTINUE Plan: |- (1) Click the 'Create presentation from file' button to open a file picker. - (2) Select and click the meeting_notes.docx file in the file picker. + (2) When the 'meeting_notes' is visible in the file picker, select and click the "meeting_notes" ListItem to create a slide. (3) Click the 'Send' buttom to send the request to Copilot. This completes the task. Comment: |- - I need use the Copilot Add-in to create a slide from the meeting_notes.docx. + I need to use the Copilot Add-in to create a slide from the meeting_notes.docx. Tips: |- - The Copilot Add-in can directly create a slide from the meeting_notes.docx. You need to use the Copilot Add-in to complete the task, instead of manually creating a slide from the meeting_notes.docx. - - The Copilot Add-in is visible in the screenshot, and I need to double click it to open the Copilot Add-in. example11: Request: |- - Please @Zac to revise the presentation1.pptx. + Save the presentation1.pptx into pdf format. Response: Observation: |- The current screenshot shows the powerpoint application is visible, and the presentation1.pptx is opened. Thought: |- - I need to set focus on the powerpoint application and leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx. + I need to click the 'File' button, to make the the 'Save As Adobe PDF' button available. Then I need to click the 'Save As Adobe PDF' button to save the presentation1.pptx into pdf format. If the 'Save As Adobe PDF' button is not visible in the screenshot, I may need to use the 'Save a Copy' button to manually save the presentation1.pptx into pdf format. ControlLabel: |- - 42 + 34 ControlText: |- - Insert + File Function: |- click_input Args: @@ -321,11 +331,11 @@ example11: Status: |- CONTINUE Plan: |- - (1) Click the Comment button to open the comment text box. - (2) Input '@Zac, please revise the presentation1.pptx.' in the comment text box. + (1) Click the "Save As Adobe PDF" button to open the save as dialog. + (2) Click the "Save" button to save the presentation1.pptx into pdf format. This completes the task. Comment: |- - I need to leave a comment in the presentation1.pptx to remind Zac to revise the presentation1.pptx. + I need to use the "Save As Adobe PDF" button to save the presentation1.pptx into pdf format. Tips: |- - - The comment text box is usually opened by clicking the Comment button. - + - Saving the presentation1.pptx into pdf format can be done by clicking the "Save As Adobe PDF" button. + - If the "Save As Adobe PDF" button is not visible in the screenshot, you may need to use the "Save a Copy" button to manually save the presentation1.pptx into pdf format. diff --git a/ufo/prompts/experience/nonvisual/experience_summary.yaml b/ufo/prompts/experience/nonvisual/experience_summary.yaml index cb5aba76..2efdb154 100644 --- a/ufo/prompts/experience/nonvisual/experience_summary.yaml +++ b/ufo/prompts/experience/nonvisual/experience_summary.yaml @@ -15,7 +15,7 @@ system: |- ## Output Format - - You are required to are required to response in a JSON format, consisting of 10 distinct parts with the following keys and corresponding content: + - You are required to response in a JSON format, consisting of 10 distinct parts with the following keys and corresponding content: {{"Observation": } "Thought": "ControlLabel": diff --git a/ufo/prompts/experience/visual/experience_summary.yaml b/ufo/prompts/experience/visual/experience_summary.yaml index db6084d8..02c460f7 100644 --- a/ufo/prompts/experience/visual/experience_summary.yaml +++ b/ufo/prompts/experience/visual/experience_summary.yaml @@ -16,7 +16,7 @@ system: |- ## Output Format - - You are required to are required to response in a JSON format, consisting of 10 distinct parts with the following keys and corresponding content: + - You are required to response in a JSON format, consisting of 10 distinct parts with the following keys and corresponding content: {{"Observation": "Thought": "ControlLabel": From aa3d1545f4ebb790f3e745aff696704b1df43895 Mon Sep 17 00:00:00 2001 From: yunhao0204 <59384816+yunhao0204@users.noreply.github.com> Date: Thu, 21 Mar 2024 14:57:07 +0800 Subject: [PATCH 207/223] Add record processor to parse the user behavior record to json file --- record_processor/__init__.py | 2 + record_processor/__main__.py | 8 + record_processor/parser/behavior_record.py | 42 +++++ record_processor/parser/psr_record_parser.py | 171 +++++++++++++++++++ record_processor/record_processor.py | 36 ++++ record_processor/utils/__init__.py | 57 +++++++ requirements.txt | 3 +- 7 files changed, 318 insertions(+), 1 deletion(-) create mode 100644 record_processor/__init__.py create mode 100644 record_processor/__main__.py create mode 100644 record_processor/parser/behavior_record.py create mode 100644 record_processor/parser/psr_record_parser.py create mode 100644 record_processor/record_processor.py create mode 100644 record_processor/utils/__init__.py diff --git a/record_processor/__init__.py b/record_processor/__init__.py new file mode 100644 index 00000000..7f3fd831 --- /dev/null +++ b/record_processor/__init__.py @@ -0,0 +1,2 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. \ No newline at end of file diff --git a/record_processor/__main__.py b/record_processor/__main__.py new file mode 100644 index 00000000..dd26b9e4 --- /dev/null +++ b/record_processor/__main__.py @@ -0,0 +1,8 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. +from . import record_processor + +if __name__ == "__main__": + # Execute the main script + record_processor.main() + \ No newline at end of file diff --git a/record_processor/parser/behavior_record.py b/record_processor/parser/behavior_record.py new file mode 100644 index 00000000..6fa9ad52 --- /dev/null +++ b/record_processor/parser/behavior_record.py @@ -0,0 +1,42 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +class BehaviorStep: + """ + Class for the single step information in the user behavior record. + Multiple steps will be recorded to achieve a specific request. + """ + + def __init__(self, application: str, description: str, action: str, screenshot: str, comment: str): + """ + Create a new step. + """ + self.application = application + self.description = description + self.action = action + self.comment = comment + self.screenshot = screenshot + + +class BehaviorRecord: + """ + Class for the user behavior record. + A serise of steps user performed to achieve a specific request will be recorded in this class. + """ + + def __init__(self, applications: list, step_num: int, **steps: BehaviorStep): + """ + Create a new Record. + """ + self.request = "" + self.round = 0 + self.applications = applications + self.step_num = step_num + for index, step in steps.items(): + setattr(self, index, step.__dict__) + + def set_request(self, request): + """ + Set the request. + """ + self.request = request diff --git a/record_processor/parser/psr_record_parser.py b/record_processor/parser/psr_record_parser.py new file mode 100644 index 00000000..7eec6cde --- /dev/null +++ b/record_processor/parser/psr_record_parser.py @@ -0,0 +1,171 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +import re +import xml.etree.ElementTree as ET +from bs4 import BeautifulSoup +from .behavior_record import BehaviorRecord, BehaviorStep + + +class PSRRecordParser: + """ + Class for parsing the steps recorder .mht file content to user behavior record. + """ + + def __init__(self, content: str): + """ + Constructor for the RecordParser class. + """ + self.content = content + self.parts_dict = {} + self.applications = [] + self.comments = [] + self.steps = [] + + def parse_to_record(self) -> BehaviorRecord: + """ + Parse the steps recorder .mht file content to record in following steps: + 1. Find the boundary in the .mht file. + 2. Split the file by the boundary into parts. + 3. Get the comments for each step. + 4. Get the steps from the content. + 5. Construct the record object and return it. + return: A record object. + """ + boundary = self.find_boundary() + self.parts_dict = self.split_file_by_boundary(boundary) + self.comments = self.get_comments( + self.parts_dict['main.htm']['Content']) + self.steps = self.get_steps(self.parts_dict['main.htm']['Content']) + record = BehaviorRecord( + list(set(self.applications)), len(self.steps), **self.steps) + + return record + + def find_boundary(self) -> str: + """ + Find the boundary in the .mht file. + """ + + boundary_start = self.content.find("boundary=") + + if boundary_start != -1: + boundary_start += len("boundary=") + boundary_end = self.content.find("\n", boundary_start) + boundary = self.content[boundary_start:boundary_end].strip('\"') + return boundary + else: + raise ValueError("Boundary not found in the .mht file.") + + def split_file_by_boundary(self, boundary: str) -> dict: + """ + Split the file by the boundary into parts, + Store the parts in a dictionary, including the content type, + content location and content transfer encoding. + boundary: The boundary of the file. + return: A dictionary of parts in the file. + """ + parts = self.content.split("--" + boundary) + part_dict = {} + for part in parts: + content_type_start = part.find("Content-Type:") + content_location_start = part.find("Content-Location:") + content_transfer_encoding_start = part.find( + "Content-Transfer-Encoding:") + part_info = {} + if content_location_start != -1: + content_location_end = part.find("\n", content_location_start) + content_location = part[content_location_start:content_location_end].split(":")[ + 1].strip() + + # add the content location + if content_type_start != -1: + content_type_end = part.find("\n", content_type_start) + content_type = part[content_type_start:content_type_end].split(":")[ + 1].strip() + part_info["Content-Type"] = content_type + + # add the content transfer encoding + if content_transfer_encoding_start != -1: + content_transfer_encoding_end = part.find( + "\n", content_transfer_encoding_start) + content_transfer_encoding = part[content_transfer_encoding_start:content_transfer_encoding_end].split(":")[ + 1].strip() + part_info["Content-Transfer-Encoding"] = content_transfer_encoding + + content = part[content_location_end:].strip() + part_info["Content"] = content + part_dict[content_location] = part_info + return part_dict + + def get_steps(self, content: str) -> dict: + """ + Get the steps from the content in fllowing steps: + 1. Find the UserActionData tag in the content. + 2. Parse the UserActionData tag to get the steps. + 3. Get the screenshot for each step. + 4. Get the comments for each step. + content: The content of the main.htm file. + return: A dictionary of steps. + """ + + user_action_data = re.search( + r'(.*?)', content, re.DOTALL) + if user_action_data: + + root = ET.fromstring(user_action_data.group(1)) + steps = {} + + for each_action in root.findall('EachAction'): + + action_number = each_action.get('ActionNumber') + application = each_action.get('FileName') + description = each_action.find('Description').text + action = each_action.find('Action').text + screenshot_file_name = each_action.find( + 'ScreenshotFileName').text + screenshot = self.get_screenshot(screenshot_file_name) + step_key = f"step_{int(action_number) - 1}" + + step = BehaviorStep( + application, description, action, screenshot, self.comments.get(step_key)) + steps[step_key] = step + self.applications.append(application) + return steps + else: + raise ValueError("UserActionData not found in the file.") + + def get_comments(self, content: str) -> dict: + """ + Get the user input comments for each step + content: The content of the main.htm file. + return: A dictionary of comments for each step. + """ + soup = BeautifulSoup(content, 'html.parser') + body = soup.body + steps_html = body.find('div', id='Steps') + steps = steps_html.find_all(lambda tag: tag.name == 'div' and tag.has_attr( + 'id') and re.match(r'^Step\d+$', tag['id'])) + + comments = {} + for index, step in enumerate(steps): + comment_tag = step.find('b', text='Comment: ') + comments[f'step_{index}'] = comment_tag.next_sibling if comment_tag else None + return comments + + def get_screenshot(self, screenshot_file_name: str) -> str: + """ + Get the screenshot by screenshot file name. + The screenshot related information is stored in the parts_dict. + screenshot_file_name: The file name of the screenshot. + return: The screenshot in base64 string. + """ + screenshot_part = self.parts_dict[screenshot_file_name] + content = screenshot_part['Content'] + content_type = screenshot_part['Content-Type'] + content_transfer_encoding = screenshot_part['Content-Transfer-Encoding'] + + screenshot = 'data:{type};{encoding}, {content}'.format( + type=content_type, encoding=content_transfer_encoding, content=content) + + return screenshot diff --git a/record_processor/record_processor.py b/record_processor/record_processor.py new file mode 100644 index 00000000..c293120f --- /dev/null +++ b/record_processor/record_processor.py @@ -0,0 +1,36 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +import argparse +from .parser.psr_record_parser import PSRRecordParser +from .utils import save_to_json, unzip_and_read_file +from ufo.utils import print_with_color +import os + +args = argparse.ArgumentParser() +args.add_argument("--request", "-r", help="The request that user want to achieve.", + type=lambda s: s.strip() or None, nargs='+') +args.add_argument("--behavior-record-path", "-p", help="The path for user behavior record in zip file.", + type=lambda f: f if f.endswith(".zip") else None) +parsed_args = args.parse_args() + + +def main(): + """ + Main function. + """ + + # Temporarily hardcode the output file path, will move to a config file later + output_file = '{prefix}\\vectordb\\records\\log\\{file_name}.json'.format( + prefix=os.getcwd(), + file_name=parsed_args.request[0].replace(' ', '_') + ) + try: + content = unzip_and_read_file(parsed_args.behavior_record_path) + record = PSRRecordParser(content).parse_to_record() + record.set_request(parsed_args.request[0]) + save_to_json(record.__dict__, output_file) + print_with_color( + f"Record process successfully. The record is saved to {output_file}.", "green") + except ValueError as e: + print_with_color(str(e), "red") diff --git a/record_processor/utils/__init__.py b/record_processor/utils/__init__.py new file mode 100644 index 00000000..864fc6bd --- /dev/null +++ b/record_processor/utils/__init__.py @@ -0,0 +1,57 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + + +import zipfile +import json +import os + + +def unzip_and_read_file(file_path: str) -> str: + """ + Unzip the file and read the content of the extracted file. + file_path: the path of the pending zip file. + return: the content of the extracted file. + """ + extracted_file = unzip_file(file_path) + with open(extracted_file, 'r', encoding='utf-8') as file: + content = file.read() + return content + + +def unzip_file(zip_file_path: str) -> str: + """ + Unzip the file and return the path of the extracted file. + zip_file_path: the path of the pending zip file. + return: the path of the extracted file. + """ + folder_name = os.path.splitext(zip_file_path)[0] + + # Create the directory if it doesn't exist + if not os.path.exists(folder_name): + os.makedirs(folder_name) + + # Extract the contents of the ZIP file into the directory + with zipfile.ZipFile(zip_file_path, 'r') as zip_ref: + zip_ref.extractall(folder_name) + + extracted_file = os.path.join(folder_name, os.listdir(folder_name)[0]) + return extracted_file + + +def save_to_json(data: dict, output_file_path: str): + """ + Save the data to a JSON file. + data: the data to save. + output_file_path: the path of the output file. + """ + + # Extract the directory path from the file path + directory = os.path.dirname(output_file_path) + + # Check if the directory exists, if not, create it + if not os.path.exists(directory): + os.makedirs(directory) + + with open(output_file_path, 'w') as file: + json.dump(data, file, indent=4) diff --git a/requirements.txt b/requirements.txt index 36ba9b0c..d65a8b0d 100644 --- a/requirements.txt +++ b/requirements.txt @@ -11,4 +11,5 @@ PyYAML==6.0.1 Requests==2.31.0 faiss-cpu==1.8.0 lxml==5.1.0 -psutil==5.9.8 \ No newline at end of file +psutil==5.9.8 +beautifulsoup4==4.12.3 \ No newline at end of file From 063c54e20cb6a0cd32cd07fccc3a07bcad89b9ca Mon Sep 17 00:00:00 2001 From: Mac0q Date: Thu, 21 Mar 2024 16:03:32 +0800 Subject: [PATCH 208/223] openai config --- ufo/config/config.py | 6 +++++- ufo/llm/openai.py | 18 +----------------- 2 files changed, 6 insertions(+), 18 deletions(-) diff --git a/ufo/config/config.py b/ufo/config/config.py index bbb2661b..35bcb4dd 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -48,7 +48,11 @@ def update_api_base(configs, agent): api_version=configs[agent]["API_VERSION"] ) configs[agent]["API_MODEL"] = configs[agent]["API_DEPLOYMENT_ID"] - + elif configs[agent]["API_TYPE"].lower() == "openai": + if 'chat/completions' in configs[agent]["API_BASE"]: + configs[agent]["API_BASE"] = configs[agent]["API_BASE"][:-18] if configs[agent]["API_BASE"].endswith( + "/") else configs[agent]["API_BASE"][:-17] + def optimize_configs(configs): update_api_base(configs,'APP_AGENT') diff --git a/ufo/llm/openai.py b/ufo/llm/openai.py index 3007acc5..92687ad1 100644 --- a/ufo/llm/openai.py +++ b/ufo/llm/openai.py @@ -1,25 +1,9 @@ import datetime -from typing import Any, Literal, Optional +from typing import Any, Optional import openai from openai import AzureOpenAI, OpenAI -available_models = Literal[ #for azure_ad - "gpt-35-turbo-20220309", - "gpt-35-turbo-16k-20230613", - "gpt-35-turbo-20230613", - "gpt-35-turbo-1106", - - "gpt-4-20230321", - "gpt-4-20230613", - "gpt-4-32k-20230321", - "gpt-4-32k-20230613", - "gpt-4-1106-preview", - "gpt-4-0125-preview", - - "gpt-4-visual-preview", -] - class OpenAIService: def __init__(self, config, agent_type: str): From ae94817925b3f5d738275648272d203d78681763 Mon Sep 17 00:00:00 2001 From: "Junting Lu (FESCO Adecco Human Resources)" Date: Thu, 21 Mar 2024 16:46:28 +0800 Subject: [PATCH 209/223] update --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index ff51f6e0..0b18d6cf 100644 --- a/.gitignore +++ b/.gitignore @@ -23,3 +23,4 @@ vectordb/docs/* # Don't ignore the example files !vectordb/docs/example/ +.vscode \ No newline at end of file From be85a658f5de72eb9ef7dc0bb80f8fb823cbd25b Mon Sep 17 00:00:00 2001 From: "Junting Lu (FESCO Adecco Human Resources)" Date: Thu, 21 Mar 2024 17:33:49 +0800 Subject: [PATCH 210/223] fix:prompts of action example --- ufo/prompts/examples/nonvisual/action_example.yaml | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/ufo/prompts/examples/nonvisual/action_example.yaml b/ufo/prompts/examples/nonvisual/action_example.yaml index a9f34269..7e8b4614 100644 --- a/ufo/prompts/examples/nonvisual/action_example.yaml +++ b/ufo/prompts/examples/nonvisual/action_example.yaml @@ -103,12 +103,12 @@ example4: set_edit_text Args: text: | - Dear Amy, + Dear Amy, - I hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns. + I hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns. - Best regards, - [Sender's Name] + Best regards, + [Sender's Name] Status: |- FINISH Plan: |- @@ -203,7 +203,7 @@ example7: (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request. Comment: |- I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually. - Tips: |- + Tips: |- - The search box is usually in a type of ComboBox. - The number of stars of a Github repo page can be found in the repo page visually. From 2dc2f96870fae694c53f99b6fe4e8105cfbd3c2b Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Thu, 21 Mar 2024 21:03:55 +0800 Subject: [PATCH 211/223] execution module --- ufo/module/flow.py | 225 +++++++++++++++++------------------ ufo/ui_control/executor.py | 206 ++++++++++++++++++++++++++++++++ ufo/ui_control/screenshot.py | 8 +- 3 files changed, 323 insertions(+), 116 deletions(-) create mode 100644 ufo/ui_control/executor.py diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 1e70704a..2a9fe916 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -14,8 +14,8 @@ from ..config.config import load_config from ..llm import llm_call from ..prompter.agent_prompter import ApplicationAgentPrompter, ActionAgentPrompter -from ..ui_control import control -from ..ui_control import screenshot as screen +from ..ui_control import control, screenshot as screen +from ..ui_control.executor import ActionExecutor from ..utils import (create_folder, encode_image_from_path, generate_function_call, json_parser, print_with_color, revise_line_breaks, yes_or_no) @@ -60,6 +60,7 @@ def __init__(self, task): self.offline_doc_retriever = None self.online_doc_retriever = None self.experience_retriever = None + self.control_reannotate = None welcome_text = """ Welcome to use UFO🛸, A UI-focused Agent for Windows OS Interaction. @@ -164,6 +165,7 @@ def process_application_selection(self): self.app_window.set_focus() + # Initialize the document retriever if configs["RAG_OFFLINE_DOCS"]: print_with_color("Loading offline document indexer for {app}...".format(app=self.application), "magenta") self.offline_doc_retriever = retriever_factory.OfflineDocRetriever(self.application) @@ -204,144 +206,141 @@ def process_action_selection(self): concat_screenshot_save_path = self.log_path + f"action_step{self.step}_concat.png" control_screenshot_save_path = self.log_path + f"action_step{self.step}_selected_controls.png" - - - if BACKEND == "uia": - control_list = control.find_control_elements_in_descendants(self.app_window, configs["CONTROL_TYPE_LIST"]) + if type(self.control_reannotate) == list and len(self.control_reannotate) > 0: + control_list = self.control_reannotate else: control_list = control.find_control_elements_in_descendants(self.app_window, configs["CONTROL_TYPE_LIST"]) - while True: - if self.app_window == None: - self.status = "ERROR" - print_with_color("Required Application window is not available.", "red") - return - - annotation_dict, _, _ = screen.control_annotations(self.app_window, screenshot_save_path, annotated_screenshot_save_path, control_list, anntation_type="number") - control_info = control.get_control_info_dict(annotation_dict, ["control_text", "control_type" if BACKEND == "uia" else "control_class"]) + if self.app_window == None: + self.status = "ERROR" + print_with_color("Required Application window is not available.", "red") + return - image_url = [] - if configs["INCLUDE_LAST_SCREENSHOT"]: - - last_screenshot_save_path = self.log_path + f"action_step{self.step - 1}.png" - last_control_screenshot_save_path = self.log_path + f"action_step{self.step - 1}_selected_controls.png" - image_url += [encode_image_from_path(last_control_screenshot_save_path if os.path.exists(last_control_screenshot_save_path) else last_screenshot_save_path)] + + annotation_dict, _, _ = screen.control_annotations(self.app_window, screenshot_save_path, annotated_screenshot_save_path, control_list, anntation_type="number") + control_info = control.get_control_info_dict(annotation_dict, ["control_text", "control_type" if BACKEND == "uia" else "control_class"]) - if configs["CONCAT_SCREENSHOT"]: - screen.concat_images_left_right(screenshot_save_path, annotated_screenshot_save_path, concat_screenshot_save_path) - image_url += [encode_image_from_path(concat_screenshot_save_path)] - else: - screenshot_url = encode_image_from_path(screenshot_save_path) - screenshot_annotated_url = encode_image_from_path(annotated_screenshot_save_path) - image_url += [screenshot_url, screenshot_annotated_url] + image_url = [] + if configs["INCLUDE_LAST_SCREENSHOT"]: + + last_screenshot_save_path = self.log_path + f"action_step{self.step - 1}.png" + last_control_screenshot_save_path = self.log_path + f"action_step{self.step - 1}_selected_controls.png" + image_url += [encode_image_from_path(last_control_screenshot_save_path if os.path.exists(last_control_screenshot_save_path) else last_screenshot_save_path)] + if configs["CONCAT_SCREENSHOT"]: + screen.concat_images_left_right(screenshot_save_path, annotated_screenshot_save_path, concat_screenshot_save_path) + image_url += [encode_image_from_path(concat_screenshot_save_path)] + else: + screenshot_url = encode_image_from_path(screenshot_save_path) + screenshot_annotated_url = encode_image_from_path(annotated_screenshot_save_path) + image_url += [screenshot_url, screenshot_annotated_url] + + if configs["RAG_EXPERIENCE"]: examples, tips = self.rag_experience_retrieve() - action_selection_prompt_system_message = self.act_selection_prompter.system_prompt_construction(examples, tips) - action_selection_prompt_user_message = self.act_selection_prompter.user_content_construction(image_url, self.request_history, self.action_history, - control_info, self.plan, self.request, self.rag_prompt(), configs["INCLUDE_LAST_SCREENSHOT"]) - - action_selection_prompt_message = self.act_selection_prompter.prompt_construction(action_selection_prompt_system_message, action_selection_prompt_user_message) + else: + examples = [] + tips = [] - - self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) + action_selection_prompt_system_message = self.act_selection_prompter.system_prompt_construction(examples, tips) + action_selection_prompt_user_message = self.act_selection_prompter.user_content_construction(image_url, self.request_history, self.action_history, + control_info, self.plan, self.request, self.rag_prompt(), configs["INCLUDE_LAST_SCREENSHOT"]) + + action_selection_prompt_message = self.act_selection_prompter.prompt_construction(action_selection_prompt_system_message, action_selection_prompt_user_message) - try: - response_string, cost = llm_call.get_completion(action_selection_prompt_message, "ACTION", use_backup_engine=True) - except Exception as e: - log = json.dumps({"step": self.step, "status": str(e), "prompt": action_selection_prompt_message}) - print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") - self.request_logger.info(log) - self.status = "ERROR" - time.sleep(configs["SLEEP_TIME"]) - return - - self.cost += cost + self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) - try: - response_json = json_parser(response_string) - - observation = response_json["Observation"] - thought = response_json["Thought"] - control_label = response_json["ControlLabel"] - control_text = response_json["ControlText"] - function_call = response_json["Function"] - args = revise_line_breaks(response_json["Args"]) - - action = generate_function_call(function_call, args) - self.plan = response_json["Plan"] - self.status = response_json["Status"] - comment = response_json["Comment"] - response_json["Step"] = self.step - response_json["Round"] = self.round - response_json["Action"] = action - response_json["Agent"] = "ActAgent" - response_json["Request"] = self.request - response_json["Application"] = self.app_root - - - print_with_color("Observations👀: {observation}".format(observation=observation), "cyan") - print_with_color("Thoughts💡: {thought}".format(thought=thought), "green") - print_with_color("Selected item🕹️: {control_text}, Label: {label}".format(control_text=control_text, label=control_label), "yellow") - print_with_color("Action applied⚒️: {action}".format(action=action), "blue") - print_with_color("Status📊: {status}".format(status=self.status), "blue") - print_with_color("Next Plan📚: {plan}".format(plan=str(self.plan).replace("\\n", "\n")), "cyan") - print_with_color("Comment💬: {comment}".format(comment=comment), "green") - - - except Exception as e: - print_with_color("Error occurs at step {step}".format(step=self.step), "red") - print_with_color(str(e), "red") - print_with_color(response_string, "red") - self.status = "ERROR" + try: + response_string, cost = llm_call.get_completion(action_selection_prompt_message, "ACTION", use_backup_engine=True) + except Exception as e: + log = json.dumps({"step": self.step, "status": str(e), "prompt": action_selection_prompt_message}) + print_with_color("Error occurs when calling LLM: {e}".format(e=str(e)), "red") + self.request_logger.info(log) + self.status = "ERROR" + time.sleep(configs["SLEEP_TIME"]) + return + + self.cost += cost - self.error_logger(response_string, str(e)) - - return - - if "SCREENSHOT" in self.status.upper(): - print_with_color("Annotation is overlapped and the agent is unable to select the control items. New annotated screenshot is taken.", "magenta") - annotated_screenshot_save_path = self.log_path + f"action_step{self.step}_annotated_retake.png" - if "control_labels" in args: - selected_controls_labels = args["control_labels"] - control_list = [annotation_dict[str(label)] for label in selected_controls_labels] - continue - - break + try: + response_json = json_parser(response_string) - self.step += 1 + observation = response_json["Observation"] + thought = response_json["Thought"] + control_label = response_json["ControlLabel"] + control_text = response_json["ControlText"] + function_call = response_json["Function"] + args = revise_line_breaks(response_json["Args"]) - # The task is finish and no further action is needed - if self.status.upper() == "FINISH" and function_call == "": - self.status = self.status.upper() - response_json = self.set_result_and_log("", response_json) + control_selected = annotation_dict.get(control_label, "") + + + # Build the executor for over the control item. + executor = ActionExecutor(control_selected, self.app_window) + + # Compose the function call and the arguments string. + action = generate_function_call(function_call, args) + + # Set the result and log the result. + self.plan = response_json["Plan"] + self.status = response_json["Status"] + comment = response_json["Comment"] + response_json["Step"] = self.step + response_json["Round"] = self.round + response_json["Action"] = action + response_json["Agent"] = "ActAgent" + response_json["Request"] = self.request + response_json["Application"] = self.app_root + + # Log the response. + print_with_color("Observations👀: {observation}".format(observation=observation), "cyan") + print_with_color("Thoughts💡: {thought}".format(thought=thought), "green") + print_with_color("Selected item🕹️: {control_text}, Label: {label}".format(control_text=control_text, label=control_label), "yellow") + print_with_color("Action applied⚒️: {action}".format(action=action), "blue") + print_with_color("Status📊: {status}".format(status=self.status), "blue") + print_with_color("Next Plan📚: {plan}".format(plan=str(self.plan).replace("\\n", "\n")), "cyan") + print_with_color("Comment💬: {comment}".format(comment=comment), "green") + + + except Exception as e: + # Return the error message and log the error. + print_with_color("Error occurs at step {step}".format(step=self.step), "red") + print_with_color(str(e), "red") + self.status = "ERROR" + + self.error_logger(response_string, str(e)) return - - if function_call: - # Handle the case when the action is an image summary or switch app - if function_call.lower() == "summary": - response_json = self.set_result_and_log(args["text"], response_json) - return + self.step += 1 + + # Handle the case when the control item is overlapped and the agent is unable to select the control item. Retake the annotated screenshot. + if "SCREENSHOT" in self.status.upper(): + print_with_color("Annotation is overlapped and the agent is unable to select the control items. New annotated screenshot is taken.", "magenta") + self.control_reannotate = executor.annotation(args, annotation_dict) + return + else: + self.control_reannotate = None + + + # The task is finish and no further action is needed + if self.status.upper() == "FINISH" and not control_selected: + self.status = self.status.upper() response_json = self.set_result_and_log("", response_json) + return - # Action needed. - control_selected = annotation_dict.get(control_label, self.app_window) - # print_with_color("Actual control name: {name}".format(name=control_selected.element_info.name), "magenta") - control_selected.set_focus() - if not self.safe_guard(action, control_text): return - # Take screenshot of the selected control screen.capture_screenshot_controls(self.app_window, [control_selected], control_screenshot_save_path) - control.wait_enabled(control_selected) - results = control.execution(control_selected, function_call, args) + + + # Execute the action + results = executor.execution(function_call, args) response_json = self.set_result_and_log(results, response_json) time.sleep(configs["SLEEP_TIME"]) diff --git a/ufo/ui_control/executor.py b/ufo/ui_control/executor.py new file mode 100644 index 00000000..961f093a --- /dev/null +++ b/ufo/ui_control/executor.py @@ -0,0 +1,206 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + + +from ..utils import print_with_color +from .control import get_control_info +from ..config.config import load_config +import time, warnings + +configs = load_config() + + + +class ActionExecutor: + """ + The action executor class. + """ + + def __init__(self, control, application) -> None: + """ + Initialize the action executor. + :param control: The control element to execute the action. + :param application: The application of the control element. + """ + + self.control = control + if control: + self.control_info = get_control_info(control) + self.control.set_focus() + self.wait_enabled() + + self.application = application + + + + def get_method(self, method_name:str) -> callable: + """ + Get the method of the control element. + :param method_name: The name of the method. + :return: The method of the control element. + """ + method_name = str(method_name) + + mappping = { + "click_input": self.__click_input, + "summary": self.__summary, + "set_edit_text": self.__set_edit_text, + "texts": self.__texts, + "wheel_mouse_input": self.__wheel_mouse_input, + "": self.__no_action + } + + return mappping.get(method_name.lower(), None) + + + def execution(self, method_name:str, args_dict:dict) -> str: + """ + Execute the action on the control elements. + :param method: The method to execute. + :param args: The arguments of the method. + :return: The result of the action. + """ + method = self.get_method(method_name) + + if not method: + message = f"{self.control} doesn't have a method named {method_name}" + print_with_color(message, "red") + return message + + return method(args_dict) + + + + def __click_input(self, args_dict:dict): + """ + Click the control element. + :param args: The arguments of the click method. + :return: The result of the click action. + """ + return self.atomic_execution(self.control, "click_input", args_dict) + + + def __summary(self, args_dict): + """ + Visual summary of the control element. + :param args_dict: The arguments of the visual summary method. should contain a key "text" with the text summary. + :return: The result of the visual summary action. + """ + + return args_dict.get("text") + + + + def __set_edit_text(self, args_dict:dict): + """ + Set the edit text of the control element. + :param args: The arguments of the set edit text method. + :return: The result of the set edit text action. + """ + if configs["INPUT_TEXT_API"] == "type_keys": + method_name = "type_keys" + args = {"keys": args_dict["text"], "pause": 0.1, "with_spaces": True} + else: + args = {"text": args_dict["text"]} + + try: + result = self.atomic_execution(self.control, method_name, args) + if configs["INPUT_TEXT_ENTER"] and method_name in ["type_keys", "set_edit_text"]: + self.atomic_execution(self.control, "type_keys", args = {"keys": "{ENTER}"}) + return result + except Exception as e: + return f"An error occurred: {e}" + + + + def __texts(self, args_dict:dict): + """ + Get the text of the control element. + :param args: The arguments of the text method. + :return: The text of the control element. + """ + return self.control.texts() + + + + def __wheel_mouse_input(self, args_dict:dict): + """ + Wheel mouse input on the control element. + :param args: The arguments of the wheel mouse input method. + :return: The result of the wheel mouse input action. + """ + return self.atomic_execution(self.control, "wheel_mouse_input", args_dict) + + + def __no_action(self, args_dict:dict): + + return "" + + + def annotation(self, args_dict:dict, annotation_dict:dict): + """ + Take a screenshot of the current application window and annotate the control item on the screenshot. + :param args_dict: The arguments of the annotation method. + :param annotation_dict: The dictionary of the control labels. + """ + + selected_controls_labels = args_dict.get("control_labels", []) + control_reannotate = [annotation_dict[str(label)] for label in selected_controls_labels] + + pass + + + + def wait_enabled(self, timeout:int=10, retry_interval:int=0.5): + """ + Wait until the control is enabled. + :param timeout: The timeout to wait. + :param retry_interval: The retry interval to wait. + """ + while not self.control.is_enabled(): + time.sleep(retry_interval) + timeout -= retry_interval + if timeout <= 0: + warnings.warn(f"Timeout: {self.control} is not enabled.") + break + + + + def wait_visible(self, timeout:int=10, retry_interval:int=0.5): + """ + Wait until the window is enabled. + :param timeout: The timeout to wait. + :param retry_interval: The retry interval to wait. + """ + while not self.control.is_visible(): + time.sleep(retry_interval) + timeout -= retry_interval + if timeout <= 0: + warnings.warn(f"Timeout: {self.control} is not visible.") + break + + + + @staticmethod + def atomic_execution(control, method_name:str, args:dict) -> str: + """ + Atomic execution of the action on the control elements. + :param control: The control element to execute the action. + :param method: The method to execute. + :param args: The arguments of the method. + :return: The result of the action. + """ + try: + method = getattr(control, method_name) + result = method(**args) + except AttributeError: + message = f"{control} doesn't have a method named {method_name}" + print_with_color(f"Warning: {message}", "yellow") + result = message + except Exception as e: + message = f"An error occurred: {e}" + print_with_color(f"Warning: {message}", "yellow") + result = message + return result + + diff --git a/ufo/ui_control/screenshot.py b/ufo/ui_control/screenshot.py index 9039c126..13406a40 100644 --- a/ufo/ui_control/screenshot.py +++ b/ufo/ui_control/screenshot.py @@ -89,10 +89,12 @@ def capture_screenshot_controls(top_window, control_list: List, save_path:str, c screenshot = top_window.capture_as_image() window_rect = top_window.rectangle() + for control in control_list: - control_rect = control.rectangle() - adjusted_rect = coordinate_adjusted(window_rect, control_rect) - screenshot = draw_rectangles(screenshot, adjusted_rect, color=color) + if control: + control_rect = control.rectangle() + adjusted_rect = coordinate_adjusted(window_rect, control_rect) + screenshot = draw_rectangles(screenshot, adjusted_rect, color=color) if is_save: screenshot.save(save_path) return screenshot From 113516d2d8b724399117b959df82ef276508bf8d Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Thu, 21 Mar 2024 21:09:09 +0800 Subject: [PATCH 212/223] execution module --- ufo/ui_control/control.py | 115 ++++---------------------------------- 1 file changed, 10 insertions(+), 105 deletions(-) diff --git a/ufo/ui_control/control.py b/ufo/ui_control/control.py index 66addb2f..36d4b2db 100644 --- a/ufo/ui_control/control.py +++ b/ufo/ui_control/control.py @@ -1,13 +1,10 @@ # Copyright (c) Microsoft Corporation. # Licensed under the MIT License. -import ast -import time -import warnings -from typing import List + +from typing import List, Tuple import psutil from pywinauto import Desktop - from ..config.config import load_config configs = load_config() @@ -15,7 +12,7 @@ BACKEND = configs["CONTROL_BACKEND"] -def get_desktop_app_info(remove_empty:bool=True): +def get_desktop_app_info(remove_empty:bool=True) -> Tuple[dict, List[dict]]: """ Get titles and control types of all the apps on the desktop. :param remove_empty: Whether to remove empty titles. @@ -28,12 +25,12 @@ def get_desktop_app_info(remove_empty:bool=True): if remove_empty: app_control_types = [app_control_types[i] for i, title in enumerate(app_titles) if title != ""] app_titles = [title for title in app_titles if title != ""] - return [app_titles, app_control_types] + return app_titles, app_control_types -def get_desktop_app_info_dict(remove_empty:bool=True, field_list:List[str]=["control_text", "control_type"]): +def get_desktop_app_info_dict(remove_empty:bool=True, field_list:List[str]=["control_text", "control_type"]) -> Tuple[dict, List[dict]]: """ Get titles and control types of all the apps on the desktop. :param remove_empty: Whether to remove empty titles. @@ -49,7 +46,7 @@ def get_desktop_app_info_dict(remove_empty:bool=True, field_list:List[str]=["con -def find_control_elements_in_descendants(window, control_type_list:List[str]=[], class_name_list:List[str]=[], title_list:List[str]=[], is_visible:bool=True, is_enabled:bool=True, depth:int=0): +def find_control_elements_in_descendants(window, control_type_list:List[str]=[], class_name_list:List[str]=[], title_list:List[str]=[], is_visible:bool=True, is_enabled:bool=True, depth:int=0) -> List: """ Find control elements in descendants of the window. :param window: The window to find control elements. @@ -85,7 +82,7 @@ def find_control_elements_in_descendants(window, control_type_list:List[str]=[], -def get_control_info(window, field_list:List[str]=[]): +def get_control_info(window, field_list:List[str]=[]) -> dict: """ Get control info of the window. :param window: The window to get control info. @@ -110,7 +107,7 @@ def get_control_info(window, field_list:List[str]=[]): -def get_control_info_batch(window_list:List, field_list:List[str]=[]): +def get_control_info_batch(window_list:List, field_list:List[str]=[]) -> List: """ Get control info of the window. :param window: The list of windows to get control info. @@ -124,7 +121,7 @@ def get_control_info_batch(window_list:List, field_list:List[str]=[]): -def get_control_info_dict(window_dict:dict, field_list:List[str]=[]): +def get_control_info_dict(window_dict:dict, field_list:List[str]=[]) -> List[dict]: """ Get control info of the window. :param window: The list of windows to get control info. @@ -140,7 +137,7 @@ def get_control_info_dict(window_dict:dict, field_list:List[str]=[]): return control_info_list -def replace_newline(input_str): +def replace_newline(input_str : str) -> str: """ Replace \n with \\n. :param input_str: The string to replace. @@ -155,98 +152,6 @@ def replace_newline(input_str): result_str = result_str.replace('\\\\n', '\\n') return result_str - - -def parse_function_call(call): - """ - Parse the function call. - :param call: The function call. - :return: The function name and arguments.""" - - node = ast.parse(call) - - # Get the function name and arguments - func_name = node.body[0].value.func.id - args = {arg.arg: ast.literal_eval(arg.value) for arg in node.body[0].value.keywords} - - return func_name, args - - - -def atomic_execution(window, method_name:str, args:dict): - """ - Atomic execution of the action on the control elements. - :param window: The window variable to execute the action. - :param method: The method to execute. - :param args: The arguments of the method. - :return: The result of the action. - """ - try: - method = getattr(window, method_name) - result = method(**args) - except AttributeError: - result = f"{window} doesn't have a method named {method_name}" - except Exception as e: - result = f"An error occurred: {e}" - return result - - -def execution(window, method_name:str, args:dict): - """ - Execute the action on the control elements. - :param window: The window variable to execute the action. - :param method: The method to execute. - :param args: The arguments of the method. - :return: The result of the action. - """ - - - if method_name == "set_edit_text": - if configs["INPUT_TEXT_API"] == "type_keys": - method_name = "type_keys" - args = {"keys": args["text"], "pause": 0.1, "with_spaces": True} - try: - result = atomic_execution(window, method_name, args) - if configs["INPUT_TEXT_ENTER"] and method_name in ["type_keys", "set_edit_text"]: - atomic_execution(window, "type_keys", args = {"keys": "{ENTER}"}) - return result - except Exception as e: - return f"An error occurred: {e}" - - - -def wait_enabled(window, timeout:int=10, retry_interval:int=0.5): - """ - Wait until the window is enabled. - :param window: The window to wait. - :param timeout: The timeout to wait. - :param retry_interval: The retry interval to wait. - """ - while not window.is_enabled(): - time.sleep(retry_interval) - timeout -= retry_interval - if timeout <= 0: - warnings.warn(f"Timeout: {window} is not enabled.") - break - return - - - -def wait_visible(window, timeout:int=10, retry_interval:int=0.5): - """ - Wait until the window is enabled. - :param window: The window to wait. - :param timeout: The timeout to wait. - :param retry_interval: The retry interval to wait. - """ - while not window.is_visible(): - time.sleep(retry_interval) - timeout -= retry_interval - if timeout <= 0: - warnings.warn(f"Timeout: {window} is not visible.") - break - return - def get_application_name(window) -> str: From 8f43d9fbc03c2fc1f65fa5d891bf9d7417852eb4 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Thu, 21 Mar 2024 21:11:57 +0800 Subject: [PATCH 213/223] execution module --- ufo/ui_control/executor.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ufo/ui_control/executor.py b/ufo/ui_control/executor.py index 961f093a..0ecad975 100644 --- a/ufo/ui_control/executor.py +++ b/ufo/ui_control/executor.py @@ -147,7 +147,7 @@ def annotation(self, args_dict:dict, annotation_dict:dict): selected_controls_labels = args_dict.get("control_labels", []) control_reannotate = [annotation_dict[str(label)] for label in selected_controls_labels] - pass + return control_reannotate From 4d5a3834567e34a5ae1582fd7ae1349a78597940 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 24 Mar 2024 21:34:23 +0800 Subject: [PATCH 214/223] readme --- README.md | 16 ++++++++-------- ufo/module/flow.py | 6 +++--- ufo/ui_control/executor.py | 12 +++++++----- 3 files changed, 18 insertions(+), 16 deletions(-) diff --git a/README.md b/README.md index 4c77ea99..26fab35d 100644 --- a/README.md +++ b/README.md @@ -33,10 +33,10 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 📢 News -- 📅 2024-03-XX: New Release for v0.0.1! Check out our exciting new features: +- 📅 2024-03-25: New Release for v0.1! Check out our exciting new features: 1. Our UFO framework now support RAG from offline document and online Bing search. - 2. We now support creating your help documents for each Windows app to become an app expert. Check XX for more details! - 3. UFO now support more LLMs and customized models. + 2. We now support creating your help documents for each Windows applications to become an app expert. Check XX for more details! + 3. UFO now support more customizing GPT for AppAgent and ActAgent. You can now use text-only model (e.g. GPT-4) for each agent! - 📅 2024-02-14: Our [technical report](https://arxiv.org/abs/2402.07939) is online! - 📅 2024-02-10: UFO is released on GitHub🎈. Happy Chinese New year🐉! @@ -184,11 +184,11 @@ If you use UFO in your research, please cite our paper: ``` ## 📝 Todo List -- ⏩ Documentation. -- ⏩ Support local host GUI interaction model. -- ⏩ Support more control using Win32 API. -- ⏩ RAG enhanced UFO. -- ⏩ Chatbox GUI for UFO. +- [x] RAG enhanced UFO. +- [ ] Documentation. +- [ ] Support local host GUI interaction model. +- [ ] Support more control using Win32 API. +- [ ] Chatbox GUI for UFO. diff --git a/ufo/module/flow.py b/ufo/module/flow.py index 2a9fe916..f2d8fc8b 100644 --- a/ufo/module/flow.py +++ b/ufo/module/flow.py @@ -321,11 +321,11 @@ def process_action_selection(self): self.control_reannotate = executor.annotation(args, annotation_dict) return - else: - self.control_reannotate = None + + self.control_reannotate = None - # The task is finish and no further action is needed + # The task is finished and no further action is needed if self.status.upper() == "FINISH" and not control_selected: self.status = self.status.upper() response_json = self.set_result_and_log("", response_json) diff --git a/ufo/ui_control/executor.py b/ufo/ui_control/executor.py index 0ecad975..f21972e0 100644 --- a/ufo/ui_control/executor.py +++ b/ufo/ui_control/executor.py @@ -1,11 +1,13 @@ # Copyright (c) Microsoft Corporation. # Licensed under the MIT License. +import time +import warnings -from ..utils import print_with_color -from .control import get_control_info from ..config.config import load_config -import time, warnings +from .control import get_control_info +from ..utils import print_with_color + configs = load_config() @@ -16,7 +18,7 @@ class ActionExecutor: The action executor class. """ - def __init__(self, control, application) -> None: + def __init__(self, control: object, application: object) -> None: """ Initialize the action executor. :param control: The control element to execute the action. @@ -113,7 +115,7 @@ def __set_edit_text(self, args_dict:dict): - def __texts(self, args_dict:dict): + def __texts(self, args_dict:dict) -> str: """ Get the text of the control element. :param args: The arguments of the text method. From b74b1926b2714b9a3201083fd547bc16daf629d8 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Sun, 24 Mar 2024 22:20:23 +0800 Subject: [PATCH 215/223] readme --- README.md | 40 ++++++++----- ufo/config/config.yaml.template | 2 +- ufo/config/config_llm.yaml.template | 91 +++++++++++++++-------------- 3 files changed, 75 insertions(+), 58 deletions(-) diff --git a/README.md b/README.md index 26fab35d..5fe1b319 100644 --- a/README.md +++ b/README.md @@ -33,10 +33,11 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 📢 News -- 📅 2024-03-25: New Release for v0.1! Check out our exciting new features: - 1. Our UFO framework now support RAG from offline document and online Bing search. - 2. We now support creating your help documents for each Windows applications to become an app expert. Check XX for more details! - 3. UFO now support more customizing GPT for AppAgent and ActAgent. You can now use text-only model (e.g. GPT-4) for each agent! +- 📅 2024-03-25: **New Release for v0.1**! Check out our exciting new features: + 1. UFO now supports RAG from offline document and online Bing search. + 2. You can save the task completion trajectory for UFO's reference. It can improves its future successful rate! + 3. We now support creating your help documents for each Windows applications to become an app expert. Check the [README](./learner/README.md) for more details! + 4. You cam customize different GPT models for AppAgent and ActAgent. Text-only models (e.g. GPT-4) are now supported! - 📅 2024-02-14: Our [technical report](https://arxiv.org/abs/2402.07939) is online! - 📅 2024-02-10: UFO is released on GitHub🎈. Happy Chinese New year🐉! @@ -45,6 +46,7 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th UFO sightings have garnered attention from various media outlets, including: - [Microsoft's UFO abducts traditional user interfaces for a smarter Windows experience](https://the-decoder.com/microsofts-ufo-abducts-traditional-user-interfaces-for-a-smarter-windows-experience/) +- [🚀 UFO & GPT-4-V: Sit back and relax, mientras GPT lo hace todo🌌](https://www.linkedin.com/posts/gutierrezfrancois_ai-ufo-microsoft-activity-7176819900399652865-pLoo?utm_source=share&utm_medium=member_desktop) - [The AI PC - The Future of Computers? - Microsoft UFO](https://www.youtube.com/watch?v=1k4LcffCq3E) - [下一代Windows系统曝光：基于GPT-4V，Agent跨应用调度，代号UFO](https://www.qbitai.com/2024/02/121048.html) - [下一代智能版 Windows 要来了？微软推出首个 Windows Agent，命名为 UFO！](https://blog.csdn.net/csdnnews/article/details/136161570) @@ -80,26 +82,36 @@ pip install -r requirements.txt ``` ### ⚙️ Step 2: Configure the LLMs -Before running UFO, you need to provide your LLM configurations. You can create a config file `ufo/config/config.yaml`, by copying the `ufo/config/config.yaml.template` edited as follows: +Before running UFO, you need to provide your LLM configurations **individully for AppAgent and ActAgent**. You can create a config file `ufo/config/config_llm.yaml`, by copying the `ufo/config/config_llm.yaml.template` and editing config for "APP_AGENT" and "ACTION_AGENT" as follows: #### OpenAI ``` -API_TYPE: "openai" -OPENAI_API_BASE: "https://api.openai.com/v1/chat/completions" # The base URL for the OpenAI API -OPENAI_API_KEY: "YOUR_API_KEY" # Set the value to the openai key for the llm model -OPENAI_API_MODEL: "GPTV_MODEL_NAME" # The only OpenAI model by now that accepts visual input +VISUAL_MODE: True, # Whether to use the visual mode +API_TYPE: "openai" , # The API type, "openai" for the OpenAI API. +API_BASE: "https://api.openai.com/v1/chat/completions", # The the OpenAI API endpoint. +API_KEY: "sk-", # The OpenAI API key, begin with sk- +API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default +API_MODEL: "gpt-4-vision-preview", # The only OpenAI model by now that accepts visual input ``` #### Azure OpenAI (AOAI) ``` -API_TYPE: "aoai" -OPENAI_API_BASE: "YOUR_ENDPOINT" # The AOAI API address. Format: https://{your-resource-name}.openai.azure.com/openai/deployments/{deployment-id}/chat/completions?api-version={api-version} -OPENAI_API_KEY: "YOUR_API_KEY" # Set the value to the openai key for the llm model -OPENAI_API_MODEL: "GPTV_MODEL_NAME" # The only OpenAI model by now that accepts visual input +API_TYPE: "aoai" , # The API type, "aoai" for the Azure OpenAI. +API_BASE: "YOUR_ENDPOINT", # The AOAI API address. Format: https://{your-resource-name}.openai.azure.com +API_KEY: "YOUR_KEY", # The aoai API key +API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default +API_MODEL: "gpt-4-vision-preview", # The only OpenAI model by now that accepts visual input +API_DEPLOYMENT_ID: "YOUR_AOAI_DEPLOYMENT", # The deployment id for the AOAI API ``` +You can optionally set an backup LLM engine in the field of "BACKUP_AGENT" if the above engines failed. +### 📔 Step 3: Additional Setting for RAG (optional). +If you want to enhance UFO's ability with external knowledge, you can optionallly config it with external database for retrieval augmented generation (RAG). -### 🎉 Step 3: Start UFO + + + +### 🎉 Step 4: Start UFO #### ⌨️ You can execute the following on your Windows command Line (CLI): diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index 4b79a71b..ee2647e3 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -33,11 +33,11 @@ ACTION_SELECTION_PROMPT: "ufo/prompts/base/{mode}/action_selection.yaml" # The APP_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/{mode}/app_example.yaml" # The prompt for the app selection ACTION_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/{mode}/action_example.yaml" # The prompt for the action selection - ## For experience learning EXPERIENCE_PROMPT: "ufo/prompts/experience/{mode}/experience_summary.yaml" EXPERIENCE_SAVED_PATH: "vectordb/experience/" + API_PROMPT: "ufo/prompts/base/{mode}/api.yaml" # The prompt for the API INPUT_TEXT_API: "type_keys" # The input text API INPUT_TEXT_ENTER: True # whether to press enter after typing the text diff --git a/ufo/config/config_llm.yaml.template b/ufo/config/config_llm.yaml.template index 7847905b..a03a5aa6 100644 --- a/ufo/config/config_llm.yaml.template +++ b/ufo/config/config_llm.yaml.template @@ -1,72 +1,77 @@ APP_AGENT: { - VISUAL_MODE: False, # Whether to use the visual mode - # API_TYPE: "azure_ad", # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. - # API_KEY: "YOUR_KEY", # The OpenAI API key - # API_VERSION: "2024-02-15-preview" ,# "2024-02-15-preview" by default - # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + VISUAL_MODE: True, # Whether to use the visual mode - API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. - API_KEY: "YOUR_KEY", # The OpenAI API key + API_TYPE: "openai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "https://api.openai.com/v1/chat/completions", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. + API_KEY: "sk-", # The OpenAI API key, begin with sk- API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default - API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + API_MODEL: "gpt-4-vision-preview", # The only OpenAI model by now that accepts visual input + - ###For the AOAI - API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API + ### Comment above and uncomment these if using "aoai". + # API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the Azure OpenAI. + # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the aoai, it should be https://{your-resource-name}.openai.azure.com + # API_KEY: "YOUR_KEY", # The aoai API key + # API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default + # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + # API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API + ### For Azure_AD - AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model - AAD_API_SCOPE: "YOUR_SCOPE", # Set the value to your scope for the llm model - AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE + # AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model + # AAD_API_SCOPE: "YOUR_SCOPE", # Set the value to your scope for the llm model + # AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE } ACTION_AGENT: { VISUAL_MODE: True, # Whether to use the visual mode - API_TYPE: "azure_ad", # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. - API_KEY: "YOUR_KEY", # The OpenAI API key + + API_TYPE: "openai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "https://api.openai.com/v1/chat/completions", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. + API_KEY: "sk-", # The OpenAI API key, begin with sk- API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default - API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + API_MODEL: "gpt-4-vision-preview", # The only OpenAI model by now that accepts visual input - # API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. - # API_KEY: "YOUR_KEY", # The OpenAI API key + + ### Comment above and uncomment these if using "aoai". + # API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the Azure OpenAI. + # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the aoai, it should be https://{your-resource-name}.openai.azure.com + # API_KEY: "YOUR_KEY", # The aoai API key # API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input - - ###For the AOAI - API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API + # API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API + ### For Azure_AD - AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model - AAD_API_SCOPE: "YOUR_SCOPE", # Set the value to your scope for the llm model - AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE + # AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model + # AAD_API_SCOPE: "YOUR_SCOPE", # Set the value to your scope for the llm model + # AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE } BACKUP_AGENT: { VISUAL_MODE: True, # Whether to use the visual mode - API_TYPE: "azure_ad", # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. - API_KEY: "YOUR_KEY", # The OpenAI API key + + API_TYPE: "openai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "https://api.openai.com/v1/chat/completions", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. + API_KEY: "sk-", # The OpenAI API key, begin with sk- API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default - API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + API_MODEL: "gpt-4-vision-preview", # The only OpenAI model by now that accepts visual input - # API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the AAD, it should be your endpoints. - # API_KEY: "YOUR_KEY", # The OpenAI API key + + ### Comment above and uncomment these if using "aoai". + # API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the Azure OpenAI. + # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the aoai, it should be https://{your-resource-name}.openai.azure.com + # API_KEY: "YOUR_KEY", # The aoai API key # API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input - - ###For the AOAI - API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API + # API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API + ### For Azure_AD - AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model - AAD_API_SCOPE: "YOUR_SCOPE", # Set the value to your scope for the llm model - AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE + # AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model + # AAD_API_SCOPE: "YOUR_SCOPE", # Set the value to your scope for the llm model + # AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE } - -### For parameters +### For GPT parameters MAX_TOKENS: 2000 # The max token limit for the response completion MAX_RETRY: 3 # The max retry limit for the response completion TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model From 1d6d443bdbf03381271d370952d9c5c9da5c68c1 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 25 Mar 2024 13:04:36 +0800 Subject: [PATCH 216/223] new release --- README.md | 56 +++++++++--- ufo/config/config.py | 6 +- ufo/config/config.yaml.template | 130 ++++++++++++++++++---------- ufo/config/config_dev.yaml | 38 ++++++++ ufo/config/config_llm.yaml.template | 84 ------------------ 5 files changed, 173 insertions(+), 141 deletions(-) create mode 100644 ufo/config/config_dev.yaml delete mode 100644 ufo/config/config_llm.yaml.template diff --git a/README.md b/README.md index 5fe1b319..0fab21e0 100644 --- a/README.md +++ b/README.md @@ -33,11 +33,11 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 📢 News -- 📅 2024-03-25: **New Release for v0.1**! Check out our exciting new features: - 1. UFO now supports RAG from offline document and online Bing search. - 2. You can save the task completion trajectory for UFO's reference. It can improves its future successful rate! - 3. We now support creating your help documents for each Windows applications to become an app expert. Check the [README](./learner/README.md) for more details! - 4. You cam customize different GPT models for AppAgent and ActAgent. Text-only models (e.g. GPT-4) are now supported! +- 📅 2024-03-25: **New Release for v0.1!** Check out our exciting new features: + 1. UFO now supports RAG from offline documents and online Bing search. + 2. You can save the task completion trajectory into its memory for UFO's reference, improving its future success rate! + 3. We now support creating your help documents for each Windows application to become an app expert. Check the [README](./learner/README.md) for more details! + 4. You can customize different GPT models for AppAgent and ActAgent. Text-only models (e.g., GPT-4) are now supported! - 📅 2024-02-14: Our [technical report](https://arxiv.org/abs/2402.07939) is online! - 📅 2024-02-10: UFO is released on GitHub🎈. Happy Chinese New year🐉! @@ -82,10 +82,10 @@ pip install -r requirements.txt ``` ### ⚙️ Step 2: Configure the LLMs -Before running UFO, you need to provide your LLM configurations **individully for AppAgent and ActAgent**. You can create a config file `ufo/config/config_llm.yaml`, by copying the `ufo/config/config_llm.yaml.template` and editing config for "APP_AGENT" and "ACTION_AGENT" as follows: +Before running UFO, you need to provide your LLM configurations **individully for AppAgent and ActAgent**. You can create your own config file `ufo/config/config.yaml`, by copying the `ufo/config/config.yaml.template` and editing config for **APP_AGENT** and **ACTION_AGENT** as follows: #### OpenAI -``` +```bash VISUAL_MODE: True, # Whether to use the visual mode API_TYPE: "openai" , # The API type, "openai" for the OpenAI API. API_BASE: "https://api.openai.com/v1/chat/completions", # The the OpenAI API endpoint. @@ -95,7 +95,7 @@ API_MODEL: "gpt-4-vision-preview", # The only OpenAI model by now that accepts ``` #### Azure OpenAI (AOAI) -``` +```bash API_TYPE: "aoai" , # The API type, "aoai" for the Azure OpenAI. API_BASE: "YOUR_ENDPOINT", # The AOAI API address. Format: https://{your-resource-name}.openai.azure.com API_KEY: "YOUR_KEY", # The aoai API key @@ -106,8 +106,44 @@ API_DEPLOYMENT_ID: "YOUR_AOAI_DEPLOYMENT", # The deployment id for the AOAI API You can optionally set an backup LLM engine in the field of "BACKUP_AGENT" if the above engines failed. ### 📔 Step 3: Additional Setting for RAG (optional). -If you want to enhance UFO's ability with external knowledge, you can optionallly config it with external database for retrieval augmented generation (RAG). +If you want to enhance UFO's ability with external knowledge, you can optionally configure it with an external database for retrieval augmented generation (RAG) in the `ufo/config/config.yaml` file. +#### RAG from Offline Help Document +Before enabling this function, you need to create an offline indexer for your help document. Please refer to the [README](./learner/README.md) to learn how to create an offline vectored database for retrieval. You can enable this function by setting the following configuration: +```bash +## RAG Configuration for the offline docs +RAG_OFFLINE_DOCS: True # Whether to use the offline RAG. +RAG_OFFLINE_DOCS_RETRIEVED_TOPK: 1 # The topk for the offline retrieved documents +``` +Adjust `RAG_OFFLINE_DOCS_RETRIEVED_TOPK` to optimize performance. + + +#### RAG from Online Bing Search Engine +Enhance UFO's ability by utilizing the most up-to-date online search results! To use this function, you need to obtain a Bing search API key. Activate this feature by setting the following configuration: +```bash +## RAG Configuration for the Bing search +BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key +RAG_ONLINE_SEARCH: True # Whether to use the online search for the RAG. +RAG_ONLINE_SEARCH_TOPK: 5 # The topk for the online search +RAG_ONLINE_RETRIEVED_TOPK: 1 # The topk for the online retrieved documents +``` +Adjust `RAG_ONLINE_SEARCH_TOPK` and `RAG_ONLINE_RETRIEVED_TOPK` to get better performance. + + +#### RAG from Self-Demonstration +Save task completion trajectories into UFO's memory for future reference. This can improve its future success rates based on its previous experiences! + +After completing a task, you'll see the following message: +``` +Would you like to save the current conversation flow for future reference by the agent? +[Y] for yes, any other key for no. +``` +Press `Y` to save it into its memory and enable memory retrieval via the following configuration: +```bash +## RAG Configuration for experience +RAG_EXPERIENCE: True # Whether to use the RAG from its self-experience. +RAG_EXPERIENCE_RETRIEVED_TOPK: 5 # The topk for the offline retrieved documents +``` @@ -137,7 +173,7 @@ Please enter your request to be completed🛸: - The GPT-V accepts screenshots of your desktop and application GUI as input. Please ensure that no sensitive or confidential information is visible or captured during the execution process. For further information, refer to [DISCLAIMER.md](./DISCLAIMER.md). -### Step 4 🎥: Execution Logs +### Step 5 🎥: Execution Logs You can find the screenshots taken and request & response logs in the following folder: ``` diff --git a/ufo/config/config.py b/ufo/config/config.py index 35bcb4dd..576a9cdd 100644 --- a/ufo/config/config.py +++ b/ufo/config/config.py @@ -25,11 +25,11 @@ def load_config(config_path="ufo/config/"): # Update configs with YAML data if yaml_data: configs.update(yaml_data) - with open(path + "config_llm.yaml", "r") as file: - yaml_llm_data = yaml.safe_load(file) + with open(path + "config_dev.yaml", "r") as file: + yaml_dev_data = yaml.safe_load(file) # Update configs with YAML data if yaml_data: - configs.update(yaml_llm_data) + configs.update(yaml_dev_data) except FileNotFoundError: print_with_color( f"Warning: Config file not found at {config_path}. Using only environment variables.", "yellow") diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index ee2647e3..b99f0d8d 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -1,59 +1,101 @@ -version: 0.1 +APP_AGENT: { + VISUAL_MODE: True, # Whether to use the visual mode -BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key + API_TYPE: "openai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "https://api.openai.com/v1/chat/completions", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. + API_KEY: "sk-", # The OpenAI API key, begin with sk- + API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default + API_MODEL: "gpt-4-vision-preview", # The only OpenAI model by now that accepts visual input + + + ### Comment above and uncomment these if using "aoai". + # API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the Azure OpenAI. + # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the aoai, it should be https://{your-resource-name}.openai.azure.com + # API_KEY: "YOUR_KEY", # The aoai API key + # API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default + # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + # API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API + + ### For Azure_AD + # AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model + # AAD_API_SCOPE: "YOUR_SCOPE", # Set the value to your scope for the llm model + # AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE +} + +ACTION_AGENT: { + VISUAL_MODE: True, # Whether to use the visual mode + + API_TYPE: "openai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "https://api.openai.com/v1/chat/completions", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. + API_KEY: "sk-", # The OpenAI API key, begin with sk- + API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default + API_MODEL: "gpt-4-vision-preview", # The only OpenAI model by now that accepts visual input + + + ### Comment above and uncomment these if using "aoai". + # API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the Azure OpenAI. + # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the aoai, it should be https://{your-resource-name}.openai.azure.com + # API_KEY: "YOUR_KEY", # The aoai API key + # API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default + # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + # API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API + + ### For Azure_AD + # AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model + # AAD_API_SCOPE: "YOUR_SCOPE", # Set the value to your scope for the llm model + # AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE + } + +BACKUP_AGENT: { + VISUAL_MODE: True, # Whether to use the visual mode + + API_TYPE: "openai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. + API_BASE: "https://api.openai.com/v1/chat/completions", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. + API_KEY: "sk-", # The OpenAI API key, begin with sk- + API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default + API_MODEL: "gpt-4-vision-preview", # The only OpenAI model by now that accepts visual input + + + ### Comment above and uncomment these if using "aoai". + # API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the Azure OpenAI. + # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the aoai, it should be https://{your-resource-name}.openai.azure.com + # API_KEY: "YOUR_KEY", # The aoai API key + # API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default + # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input + # API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API + + ### For Azure_AD + # AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model + # AAD_API_SCOPE: "YOUR_SCOPE", # Set the value to your scope for the llm model + # AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE +} -CONTROL_BACKEND: "uia" # The backend for control action -MAX_STEP: 30 # The max step limit for completing the user request -SLEEP_TIME: 5 # The sleep time between each step to wait for the window to be ready -SAFE_GUARD: True # Whether to use the safe guard to prevent the model from doing sensitve operations. -CONTROL_TYPE_LIST: ["Button", "Edit", "TabItem", "Document", "ListItem", "MenuItem", "ScrollBar", "TreeItem", "Hyperlink", "ComboBox", "RadioButton"] # The list of control types that are allowed to be selected -HISTORY_KEYS: ["Step", "Thought", "ControlText", "Action", "Comment", "Results"] # The keys of the action history for the next step. -ANNOTATION_COLORS: { - "Button": "#FFF68F", - "Edit": "#A5F0B5", - "TabItem": "#A5E7F0", - "Document": "#FFD18A", - "ListItem": "#D9C3FE", - "MenuItem": "#E7FEC3", - "ScrollBar": "#FEC3F8", - "TreeItem": "#D6D6D6", - "Hyperlink": "#91FFEB", - "ComboBox": "#D8B6D4" - } - -PRINT_LOG: False # Whether to print the log -CONCAT_SCREENSHOT: True # Whether to concat the screenshot for the control item -LOG_LEVEL: "DEBUG" # The log level -INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation -REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model - -APP_SELECTION_PROMPT: "ufo/prompts/base/{mode}/app_selection.yaml" # The prompt for the app selection -ACTION_SELECTION_PROMPT: "ufo/prompts/base/{mode}/action_selection.yaml" # The prompt for the action selection - -APP_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/{mode}/app_example.yaml" # The prompt for the app selection -ACTION_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/{mode}/action_example.yaml" # The prompt for the action selection - -## For experience learning -EXPERIENCE_PROMPT: "ufo/prompts/experience/{mode}/experience_summary.yaml" -EXPERIENCE_SAVED_PATH: "vectordb/experience/" - - -API_PROMPT: "ufo/prompts/base/{mode}/api.yaml" # The prompt for the API -INPUT_TEXT_API: "type_keys" # The input text API -INPUT_TEXT_ENTER: True # whether to press enter after typing the text +### For GPT parameters +MAX_TOKENS: 2000 # The max token limit for the response completion +MAX_RETRY: 3 # The max retry limit for the response completion +TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model +TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model +TIMEOUT: 60 # The call timeout(s), default is 10 mins + + +### For RAG ## RAG Configuration for the offline docs RAG_OFFLINE_DOCS: False # Whether to use the offline RAG. RAG_OFFLINE_DOCS_RETRIEVED_TOPK: 1 # The topk for the offline retrieved documents - ## RAG Configuration for the Bing search +BING_API_KEY: "YOUR_BING_SEARCH_API_KEY" # The Bing search API key RAG_ONLINE_SEARCH: False # Whether to use the online search for the RAG. RAG_ONLINE_SEARCH_TOPK: 5 # The topk for the online search RAG_ONLINE_RETRIEVED_TOPK: 1 # The topk for the online retrieved documents - ## RAG Configuration for experience -RAG_EXPERIENCE: True # Whether to use the offline RAG. +RAG_EXPERIENCE: True # Whether to use the RAG from its self-experience. RAG_EXPERIENCE_RETRIEVED_TOPK: 5 # The topk for the offline retrieved documents + + + + + diff --git a/ufo/config/config_dev.yaml b/ufo/config/config_dev.yaml new file mode 100644 index 00000000..45e7a02f --- /dev/null +++ b/ufo/config/config_dev.yaml @@ -0,0 +1,38 @@ +CONTROL_BACKEND: "uia" # The backend for control action +MAX_STEP: 30 # The max step limit for completing the user request +SLEEP_TIME: 5 # The sleep time between each step to wait for the window to be ready +SAFE_GUARD: True # Whether to use the safe guard to prevent the model from doing sensitve operations. +CONTROL_TYPE_LIST: ["Button", "Edit", "TabItem", "Document", "ListItem", "MenuItem", "ScrollBar", "TreeItem", "Hyperlink", "ComboBox", "RadioButton"] # The list of control types that are allowed to be selected +HISTORY_KEYS: ["Step", "Thought", "ControlText", "Action", "Comment", "Results"] # The keys of the action history for the next step. +ANNOTATION_COLORS: { + "Button": "#FFF68F", + "Edit": "#A5F0B5", + "TabItem": "#A5E7F0", + "Document": "#FFD18A", + "ListItem": "#D9C3FE", + "MenuItem": "#E7FEC3", + "ScrollBar": "#FEC3F8", + "TreeItem": "#D6D6D6", + "Hyperlink": "#91FFEB", + "ComboBox": "#D8B6D4" + } + +PRINT_LOG: False # Whether to print the log +CONCAT_SCREENSHOT: True # Whether to concat the screenshot for the control item +LOG_LEVEL: "DEBUG" # The log level +INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation +REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model + +APP_SELECTION_PROMPT: "ufo/prompts/base/{mode}/app_selection.yaml" # The prompt for the app selection +ACTION_SELECTION_PROMPT: "ufo/prompts/base/{mode}/action_selection.yaml" # The prompt for the action selection + +APP_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/{mode}/app_example.yaml" # The prompt for the app selection +ACTION_SELECTION_EXAMPLE_PROMPT: "ufo/prompts/examples/{mode}/action_example.yaml" # The prompt for the action selection + +## For experience learning +EXPERIENCE_PROMPT: "ufo/prompts/experience/{mode}/experience_summary.yaml" +EXPERIENCE_SAVED_PATH: "vectordb/experience/" + +API_PROMPT: "ufo/prompts/base/{mode}/api.yaml" # The prompt for the API +INPUT_TEXT_API: "type_keys" # The input text API +INPUT_TEXT_ENTER: True # whether to press enter after typing the text diff --git a/ufo/config/config_llm.yaml.template b/ufo/config/config_llm.yaml.template deleted file mode 100644 index a03a5aa6..00000000 --- a/ufo/config/config_llm.yaml.template +++ /dev/null @@ -1,84 +0,0 @@ -APP_AGENT: { - VISUAL_MODE: True, # Whether to use the visual mode - - API_TYPE: "openai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - API_BASE: "https://api.openai.com/v1/chat/completions", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. - API_KEY: "sk-", # The OpenAI API key, begin with sk- - API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default - API_MODEL: "gpt-4-vision-preview", # The only OpenAI model by now that accepts visual input - - - ### Comment above and uncomment these if using "aoai". - # API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the Azure OpenAI. - # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the aoai, it should be https://{your-resource-name}.openai.azure.com - # API_KEY: "YOUR_KEY", # The aoai API key - # API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default - # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input - # API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API - - ### For Azure_AD - # AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model - # AAD_API_SCOPE: "YOUR_SCOPE", # Set the value to your scope for the llm model - # AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE -} - -ACTION_AGENT: { - VISUAL_MODE: True, # Whether to use the visual mode - - API_TYPE: "openai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - API_BASE: "https://api.openai.com/v1/chat/completions", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. - API_KEY: "sk-", # The OpenAI API key, begin with sk- - API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default - API_MODEL: "gpt-4-vision-preview", # The only OpenAI model by now that accepts visual input - - - ### Comment above and uncomment these if using "aoai". - # API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the Azure OpenAI. - # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the aoai, it should be https://{your-resource-name}.openai.azure.com - # API_KEY: "YOUR_KEY", # The aoai API key - # API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default - # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input - # API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API - - ### For Azure_AD - # AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model - # AAD_API_SCOPE: "YOUR_SCOPE", # Set the value to your scope for the llm model - # AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE - } - -BACKUP_AGENT: { - VISUAL_MODE: True, # Whether to use the visual mode - - API_TYPE: "openai" , # The API type, "openai" for the OpenAI API, "aoai" for the AOAI API, 'azure_ad' for the ad authority of the AOAI API. - API_BASE: "https://api.openai.com/v1/chat/completions", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. - API_KEY: "sk-", # The OpenAI API key, begin with sk- - API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default - API_MODEL: "gpt-4-vision-preview", # The only OpenAI model by now that accepts visual input - - - ### Comment above and uncomment these if using "aoai". - # API_TYPE: "aoai" , # The API type, "openai" for the OpenAI API, "aoai" for the Azure OpenAI. - # API_BASE: "YOUR_ENDPOINT", # The the OpenAI API endpoint, "https://api.openai.com/v1/chat/completions" for the OpenAI API. As for the aoai, it should be https://{your-resource-name}.openai.azure.com - # API_KEY: "YOUR_KEY", # The aoai API key - # API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default - # API_MODEL: "YOUR_MODEL", # The only OpenAI model by now that accepts visual input - # API_DEPLOYMENT_ID: "gpt-4-visual-preview", # The deployment id for the AOAI API - - ### For Azure_AD - # AAD_TENANT_ID: "YOUR_TENANT_ID", # Set the value to your tenant id for the llm model - # AAD_API_SCOPE: "YOUR_SCOPE", # Set the value to your scope for the llm model - # AAD_API_SCOPE_BASE: "YOUR_SCOPE_BASE" # Set the value to your scope base for the llm model, whose format is API://YOUR_SCOPE_BASE, and the only need is the YOUR_SCOPE_BASE -} - - -### For GPT parameters -MAX_TOKENS: 2000 # The max token limit for the response completion -MAX_RETRY: 3 # The max retry limit for the response completion -TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model -TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model -TIMEOUT: 60 # The call timeout(s), default is 10 mins - - - - - From c09c8bfd2499222e5cb0d5e1d90f55ae0a64abc5 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 25 Mar 2024 13:10:54 +0800 Subject: [PATCH 217/223] new release --- README.md | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 0fab21e0..fa380c19 100644 --- a/README.md +++ b/README.md @@ -96,6 +96,7 @@ API_MODEL: "gpt-4-vision-preview", # The only OpenAI model by now that accepts #### Azure OpenAI (AOAI) ```bash +VISUAL_MODE: True, # Whether to use the visual mode API_TYPE: "aoai" , # The API type, "aoai" for the Azure OpenAI. API_BASE: "YOUR_ENDPOINT", # The AOAI API address. Format: https://{your-resource-name}.openai.azure.com API_KEY: "YOUR_KEY", # The aoai API key @@ -103,7 +104,17 @@ API_VERSION: "2024-02-15-preview", # "2024-02-15-preview" by default API_MODEL: "gpt-4-vision-preview", # The only OpenAI model by now that accepts visual input API_DEPLOYMENT_ID: "YOUR_AOAI_DEPLOYMENT", # The deployment id for the AOAI API ``` -You can optionally set an backup LLM engine in the field of "BACKUP_AGENT" if the above engines failed. +You can also non-visial model (e.g., GPT-4) for each agent, by setting `VISUAL_MODE: True` and proper `API_MODEL` (openai) and `API_DEPLOYMENT_ID` (aoai). You can also optionally set an backup LLM engine in the field of `BACKUP_AGENT` if the above engines failed during the inference. + + +#### Non-Visual Model Configuration +You can utilize non-visual models (e.g., GPT-4) for each agent by configuring the following settings in the config.yaml file: + +- ```VISUAL_MODE: True to enable non-visual mode.``` +- Specify the appropriate `API_MODEL` (OpenAI) and `API_DEPLOYMENT_ID` (AOAI) for each agent. + +Optionally, you can set a backup language model (LLM) engine in the `BACKUP_AGENT` field to handle cases where the primary engines fail during inference. Ensure you configure these settings accurately to leverage non-visual models effectively. + ### 📔 Step 3: Additional Setting for RAG (optional). If you want to enhance UFO's ability with external knowledge, you can optionally configure it with an external database for retrieval augmented generation (RAG) in the `ufo/config/config.yaml` file. From 9f44d98d0b2b07bcb627bbbed591a6b77c5bff25 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 25 Mar 2024 13:11:47 +0800 Subject: [PATCH 218/223] new release --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index fa380c19..e64daad2 100644 --- a/README.md +++ b/README.md @@ -110,7 +110,7 @@ You can also non-visial model (e.g., GPT-4) for each agent, by setting `VISUAL_M #### Non-Visual Model Configuration You can utilize non-visual models (e.g., GPT-4) for each agent by configuring the following settings in the config.yaml file: -- ```VISUAL_MODE: True to enable non-visual mode.``` +- ```VISUAL_MODE: False # To enable non-visual mode.``` - Specify the appropriate `API_MODEL` (OpenAI) and `API_DEPLOYMENT_ID` (AOAI) for each agent. Optionally, you can set a backup language model (LLM) engine in the `BACKUP_AGENT` field to handle cases where the primary engines fail during inference. Ensure you configure these settings accurately to leverage non-visual models effectively. From 5a8c88a714c52bb7898c3bb7e1fcd988119bbfff Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 25 Mar 2024 13:12:42 +0800 Subject: [PATCH 219/223] new release --- {record_processor => recorder}/__init__.py | 0 {record_processor => recorder}/__main__.py | 0 {record_processor => recorder}/parser/behavior_record.py | 0 {record_processor => recorder}/parser/psr_record_parser.py | 0 {record_processor => recorder}/record_processor.py | 0 {record_processor => recorder}/utils/__init__.py | 0 6 files changed, 0 insertions(+), 0 deletions(-) rename {record_processor => recorder}/__init__.py (100%) rename {record_processor => recorder}/__main__.py (100%) rename {record_processor => recorder}/parser/behavior_record.py (100%) rename {record_processor => recorder}/parser/psr_record_parser.py (100%) rename {record_processor => recorder}/record_processor.py (100%) rename {record_processor => recorder}/utils/__init__.py (100%) diff --git a/record_processor/__init__.py b/recorder/__init__.py similarity index 100% rename from record_processor/__init__.py rename to recorder/__init__.py diff --git a/record_processor/__main__.py b/recorder/__main__.py similarity index 100% rename from record_processor/__main__.py rename to recorder/__main__.py diff --git a/record_processor/parser/behavior_record.py b/recorder/parser/behavior_record.py similarity index 100% rename from record_processor/parser/behavior_record.py rename to recorder/parser/behavior_record.py diff --git a/record_processor/parser/psr_record_parser.py b/recorder/parser/psr_record_parser.py similarity index 100% rename from record_processor/parser/psr_record_parser.py rename to recorder/parser/psr_record_parser.py diff --git a/record_processor/record_processor.py b/recorder/record_processor.py similarity index 100% rename from record_processor/record_processor.py rename to recorder/record_processor.py diff --git a/record_processor/utils/__init__.py b/recorder/utils/__init__.py similarity index 100% rename from record_processor/utils/__init__.py rename to recorder/utils/__init__.py From 14c59887250a5c38ade6c393193bb40cb9a7a769 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 25 Mar 2024 13:20:07 +0800 Subject: [PATCH 220/223] new release --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index e64daad2..b003ae70 100644 --- a/README.md +++ b/README.md @@ -33,7 +33,7 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 📢 News -- 📅 2024-03-25: **New Release for v0.1!** Check out our exciting new features: +- 📅 2024-03-26: **New Release for v0.0.1!** Check out our exciting new features: 1. UFO now supports RAG from offline documents and online Bing search. 2. You can save the task completion trajectory into its memory for UFO's reference, improving its future success rate! 3. We now support creating your help documents for each Windows application to become an app expert. Check the [README](./learner/README.md) for more details! From 7c6b17c556281dcdfcea9ecc966fadf2b1017ea7 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 25 Mar 2024 13:24:20 +0800 Subject: [PATCH 221/223] new release --- README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index b003ae70..42ab15ca 100644 --- a/README.md +++ b/README.md @@ -34,9 +34,9 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 📢 News - 📅 2024-03-26: **New Release for v0.0.1!** Check out our exciting new features: - 1. UFO now supports RAG from offline documents and online Bing search. - 2. You can save the task completion trajectory into its memory for UFO's reference, improving its future success rate! - 3. We now support creating your help documents for each Windows application to become an app expert. Check the [README](./learner/README.md) for more details! + 1. We now support creating your help documents for each Windows application to become an app expert. Check the [README](./learner/README.md) for more details! + 2. UFO now supports RAG from offline documents and online Bing search. + 3. You can save the task completion trajectory into its memory for UFO's reference, improving its future success rate! 4. You can customize different GPT models for AppAgent and ActAgent. Text-only models (e.g., GPT-4) are now supported! - 📅 2024-02-14: Our [technical report](https://arxiv.org/abs/2402.07939) is online! - 📅 2024-02-10: UFO is released on GitHub🎈. Happy Chinese New year🐉! From 9dffb3e31a9dd622d904a613ea1a17b6bee868fd Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 25 Mar 2024 13:35:43 +0800 Subject: [PATCH 222/223] new release --- ufo/config/config.yaml.template | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ufo/config/config.yaml.template b/ufo/config/config.yaml.template index b99f0d8d..52734bee 100644 --- a/ufo/config/config.yaml.template +++ b/ufo/config/config.yaml.template @@ -76,7 +76,7 @@ MAX_TOKENS: 2000 # The max token limit for the response completion MAX_RETRY: 3 # The max retry limit for the response completion TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model -TIMEOUT: 60 # The call timeout(s), default is 10 mins +TIMEOUT: 60 # The call timeout(s), default is 1 min ### For RAG From 185daa25e8576d4223d91000c330a746f88c4854 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Mon, 25 Mar 2024 20:29:39 +0800 Subject: [PATCH 223/223] new release --- README.md | 2 +- recorder/__init__.py | 2 - recorder/__main__.py | 8 -- recorder/parser/behavior_record.py | 42 ------- recorder/parser/psr_record_parser.py | 171 --------------------------- recorder/record_processor.py | 36 ------ recorder/utils/__init__.py | 57 --------- 7 files changed, 1 insertion(+), 317 deletions(-) delete mode 100644 recorder/__init__.py delete mode 100644 recorder/__main__.py delete mode 100644 recorder/parser/behavior_record.py delete mode 100644 recorder/parser/psr_record_parser.py delete mode 100644 recorder/record_processor.py delete mode 100644 recorder/utils/__init__.py diff --git a/README.md b/README.md index 42ab15ca..fb881eb1 100644 --- a/README.md +++ b/README.md @@ -33,7 +33,7 @@ Both agents leverage the multi-modal capabilities of GPT-Vision to comprehend th ## 📢 News -- 📅 2024-03-26: **New Release for v0.0.1!** Check out our exciting new features: +- 📅 2024-03-25: **New Release for v0.0.1!** Check out our exciting new features: 1. We now support creating your help documents for each Windows application to become an app expert. Check the [README](./learner/README.md) for more details! 2. UFO now supports RAG from offline documents and online Bing search. 3. You can save the task completion trajectory into its memory for UFO's reference, improving its future success rate! diff --git a/recorder/__init__.py b/recorder/__init__.py deleted file mode 100644 index 7f3fd831..00000000 --- a/recorder/__init__.py +++ /dev/null @@ -1,2 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. \ No newline at end of file diff --git a/recorder/__main__.py b/recorder/__main__.py deleted file mode 100644 index dd26b9e4..00000000 --- a/recorder/__main__.py +++ /dev/null @@ -1,8 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. -from . import record_processor - -if __name__ == "__main__": - # Execute the main script - record_processor.main() - \ No newline at end of file diff --git a/recorder/parser/behavior_record.py b/recorder/parser/behavior_record.py deleted file mode 100644 index 6fa9ad52..00000000 --- a/recorder/parser/behavior_record.py +++ /dev/null @@ -1,42 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. - -class BehaviorStep: - """ - Class for the single step information in the user behavior record. - Multiple steps will be recorded to achieve a specific request. - """ - - def __init__(self, application: str, description: str, action: str, screenshot: str, comment: str): - """ - Create a new step. - """ - self.application = application - self.description = description - self.action = action - self.comment = comment - self.screenshot = screenshot - - -class BehaviorRecord: - """ - Class for the user behavior record. - A serise of steps user performed to achieve a specific request will be recorded in this class. - """ - - def __init__(self, applications: list, step_num: int, **steps: BehaviorStep): - """ - Create a new Record. - """ - self.request = "" - self.round = 0 - self.applications = applications - self.step_num = step_num - for index, step in steps.items(): - setattr(self, index, step.__dict__) - - def set_request(self, request): - """ - Set the request. - """ - self.request = request diff --git a/recorder/parser/psr_record_parser.py b/recorder/parser/psr_record_parser.py deleted file mode 100644 index 7eec6cde..00000000 --- a/recorder/parser/psr_record_parser.py +++ /dev/null @@ -1,171 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. - -import re -import xml.etree.ElementTree as ET -from bs4 import BeautifulSoup -from .behavior_record import BehaviorRecord, BehaviorStep - - -class PSRRecordParser: - """ - Class for parsing the steps recorder .mht file content to user behavior record. - """ - - def __init__(self, content: str): - """ - Constructor for the RecordParser class. - """ - self.content = content - self.parts_dict = {} - self.applications = [] - self.comments = [] - self.steps = [] - - def parse_to_record(self) -> BehaviorRecord: - """ - Parse the steps recorder .mht file content to record in following steps: - 1. Find the boundary in the .mht file. - 2. Split the file by the boundary into parts. - 3. Get the comments for each step. - 4. Get the steps from the content. - 5. Construct the record object and return it. - return: A record object. - """ - boundary = self.find_boundary() - self.parts_dict = self.split_file_by_boundary(boundary) - self.comments = self.get_comments( - self.parts_dict['main.htm']['Content']) - self.steps = self.get_steps(self.parts_dict['main.htm']['Content']) - record = BehaviorRecord( - list(set(self.applications)), len(self.steps), **self.steps) - - return record - - def find_boundary(self) -> str: - """ - Find the boundary in the .mht file. - """ - - boundary_start = self.content.find("boundary=") - - if boundary_start != -1: - boundary_start += len("boundary=") - boundary_end = self.content.find("\n", boundary_start) - boundary = self.content[boundary_start:boundary_end].strip('\"') - return boundary - else: - raise ValueError("Boundary not found in the .mht file.") - - def split_file_by_boundary(self, boundary: str) -> dict: - """ - Split the file by the boundary into parts, - Store the parts in a dictionary, including the content type, - content location and content transfer encoding. - boundary: The boundary of the file. - return: A dictionary of parts in the file. - """ - parts = self.content.split("--" + boundary) - part_dict = {} - for part in parts: - content_type_start = part.find("Content-Type:") - content_location_start = part.find("Content-Location:") - content_transfer_encoding_start = part.find( - "Content-Transfer-Encoding:") - part_info = {} - if content_location_start != -1: - content_location_end = part.find("\n", content_location_start) - content_location = part[content_location_start:content_location_end].split(":")[ - 1].strip() - - # add the content location - if content_type_start != -1: - content_type_end = part.find("\n", content_type_start) - content_type = part[content_type_start:content_type_end].split(":")[ - 1].strip() - part_info["Content-Type"] = content_type - - # add the content transfer encoding - if content_transfer_encoding_start != -1: - content_transfer_encoding_end = part.find( - "\n", content_transfer_encoding_start) - content_transfer_encoding = part[content_transfer_encoding_start:content_transfer_encoding_end].split(":")[ - 1].strip() - part_info["Content-Transfer-Encoding"] = content_transfer_encoding - - content = part[content_location_end:].strip() - part_info["Content"] = content - part_dict[content_location] = part_info - return part_dict - - def get_steps(self, content: str) -> dict: - """ - Get the steps from the content in fllowing steps: - 1. Find the UserActionData tag in the content. - 2. Parse the UserActionData tag to get the steps. - 3. Get the screenshot for each step. - 4. Get the comments for each step. - content: The content of the main.htm file. - return: A dictionary of steps. - """ - - user_action_data = re.search( - r'(.*?)', content, re.DOTALL) - if user_action_data: - - root = ET.fromstring(user_action_data.group(1)) - steps = {} - - for each_action in root.findall('EachAction'): - - action_number = each_action.get('ActionNumber') - application = each_action.get('FileName') - description = each_action.find('Description').text - action = each_action.find('Action').text - screenshot_file_name = each_action.find( - 'ScreenshotFileName').text - screenshot = self.get_screenshot(screenshot_file_name) - step_key = f"step_{int(action_number) - 1}" - - step = BehaviorStep( - application, description, action, screenshot, self.comments.get(step_key)) - steps[step_key] = step - self.applications.append(application) - return steps - else: - raise ValueError("UserActionData not found in the file.") - - def get_comments(self, content: str) -> dict: - """ - Get the user input comments for each step - content: The content of the main.htm file. - return: A dictionary of comments for each step. - """ - soup = BeautifulSoup(content, 'html.parser') - body = soup.body - steps_html = body.find('div', id='Steps') - steps = steps_html.find_all(lambda tag: tag.name == 'div' and tag.has_attr( - 'id') and re.match(r'^Step\d+$', tag['id'])) - - comments = {} - for index, step in enumerate(steps): - comment_tag = step.find('b', text='Comment: ') - comments[f'step_{index}'] = comment_tag.next_sibling if comment_tag else None - return comments - - def get_screenshot(self, screenshot_file_name: str) -> str: - """ - Get the screenshot by screenshot file name. - The screenshot related information is stored in the parts_dict. - screenshot_file_name: The file name of the screenshot. - return: The screenshot in base64 string. - """ - screenshot_part = self.parts_dict[screenshot_file_name] - content = screenshot_part['Content'] - content_type = screenshot_part['Content-Type'] - content_transfer_encoding = screenshot_part['Content-Transfer-Encoding'] - - screenshot = 'data:{type};{encoding}, {content}'.format( - type=content_type, encoding=content_transfer_encoding, content=content) - - return screenshot diff --git a/recorder/record_processor.py b/recorder/record_processor.py deleted file mode 100644 index c293120f..00000000 --- a/recorder/record_processor.py +++ /dev/null @@ -1,36 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. - -import argparse -from .parser.psr_record_parser import PSRRecordParser -from .utils import save_to_json, unzip_and_read_file -from ufo.utils import print_with_color -import os - -args = argparse.ArgumentParser() -args.add_argument("--request", "-r", help="The request that user want to achieve.", - type=lambda s: s.strip() or None, nargs='+') -args.add_argument("--behavior-record-path", "-p", help="The path for user behavior record in zip file.", - type=lambda f: f if f.endswith(".zip") else None) -parsed_args = args.parse_args() - - -def main(): - """ - Main function. - """ - - # Temporarily hardcode the output file path, will move to a config file later - output_file = '{prefix}\\vectordb\\records\\log\\{file_name}.json'.format( - prefix=os.getcwd(), - file_name=parsed_args.request[0].replace(' ', '_') - ) - try: - content = unzip_and_read_file(parsed_args.behavior_record_path) - record = PSRRecordParser(content).parse_to_record() - record.set_request(parsed_args.request[0]) - save_to_json(record.__dict__, output_file) - print_with_color( - f"Record process successfully. The record is saved to {output_file}.", "green") - except ValueError as e: - print_with_color(str(e), "red") diff --git a/recorder/utils/__init__.py b/recorder/utils/__init__.py deleted file mode 100644 index 864fc6bd..00000000 --- a/recorder/utils/__init__.py +++ /dev/null @@ -1,57 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. - - -import zipfile -import json -import os - - -def unzip_and_read_file(file_path: str) -> str: - """ - Unzip the file and read the content of the extracted file. - file_path: the path of the pending zip file. - return: the content of the extracted file. - """ - extracted_file = unzip_file(file_path) - with open(extracted_file, 'r', encoding='utf-8') as file: - content = file.read() - return content - - -def unzip_file(zip_file_path: str) -> str: - """ - Unzip the file and return the path of the extracted file. - zip_file_path: the path of the pending zip file. - return: the path of the extracted file. - """ - folder_name = os.path.splitext(zip_file_path)[0] - - # Create the directory if it doesn't exist - if not os.path.exists(folder_name): - os.makedirs(folder_name) - - # Extract the contents of the ZIP file into the directory - with zipfile.ZipFile(zip_file_path, 'r') as zip_ref: - zip_ref.extractall(folder_name) - - extracted_file = os.path.join(folder_name, os.listdir(folder_name)[0]) - return extracted_file - - -def save_to_json(data: dict, output_file_path: str): - """ - Save the data to a JSON file. - data: the data to save. - output_file_path: the path of the output file. - """ - - # Extract the directory path from the file path - directory = os.path.dirname(output_file_path) - - # Check if the directory exists, if not, create it - if not os.path.exists(directory): - os.makedirs(directory) - - with open(output_file_path, 'w') as file: - json.dump(data, file, indent=4)
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a/ufo/__init__.py b/ufo/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/ufo/__main__.py b/ufo/__main__.py new file mode 100644 index 00000000..87bf173e --- /dev/null +++ b/ufo/__main__.py @@ -0,0 +1,5 @@ +from . import ufo + +if __name__ == "__main__": + # Execute the main script + ufo.main() \ No newline at end of file diff --git a/ufo/config/__init__.py b/ufo/config/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/ufo/config/config.py b/ufo/config/config.py new file mode 100644 index 00000000..887a267f --- /dev/null +++ b/ufo/config/config.py @@ -0,0 +1,24 @@ +import os +import yaml + + +def load_config(config_path="ufo/config/config.yaml"): + """ + Load the configuration from a YAML file and environment variables. + + :param config_path: The path to the YAML config file. Defaults to "./config.yaml". + :return: Merged configuration from environment variables and YAML file. + """ + # Copy environment variables to avoid modifying them directly + configs = dict(os.environ) + + try: + with open(config_path, "r") as file: + yaml_data = yaml.safe_load(file) + # Update configs with YAML data + if yaml_data: + configs.update(yaml_data) + except FileNotFoundError: + print(f"Warning: Config file not found at {config_path}. Using only environment variables.") + + return configs \ No newline at end of file diff --git a/ufo/config/config.yaml b/ufo/config/config.yaml new file mode 100644 index 00000000..6180231a --- /dev/null +++ b/ufo/config/config.yaml @@ -0,0 +1,40 @@ +version: 0.1 + +OPENAI_API_BASE: "https://cloudgpt-swc.openai.azure.com/openai/deployments/gpt-4-visual-preview/chat/completions?api-version=2023-12-01-preview" # The base URL for the OpenAI API +OPENAI_API_KEY: "" # Set the value to sk-xxx if you host the openai interface for open llm model +OPENAI_API_MODEL: "gpt-4-visual-preview" # The only OpenAI model by now that accepts visual input +CONTROL_BACKEND: "uia" # The backend for control action +MAX_TOKENS: 2000 # The max token limit for the response completion +MAX_RETRY: 3 # The max retry limit for the response completion +MAX_STEP: 30 # The max step limit for completing the user request +SLEEP_TIME: 5 # The sleep time between each step to wait for the window to be ready +TEMPERATURE: 0.0 # The temperature of the model: the lower the value, the more consistent the output of the model +TOP_P: 0.0 # The top_p of the model: the lower the value, the more conservative the output of the model +SAFE_GUARD: True # Whether to use the safe guard to prevent the model from doing sensitve operations. +CONTROL_TYPE_LIST: ["Button", "Edit", "TabItem", "Document", "ListItem", "MenuItem", "ScrollBar", "TreeItem", "Hyperlink", "ComboBox", "RadioButton"] # The list of control types that are allowed to be selected +HISTORY_KEYS: ["Step", "Thought", "ControlText", "Action", "Comment", "Results"] # The keys of the action history for the next step. +ANNOTATION_COLORS: { + "Button": "#FFF68F", + "Edit": "#A5F0B5", + "TabItem": "#A5E7F0", + "Document": "#FFD18A", + "ListItem": "#D9C3FE", + "MenuItem": "#E7FEC3", + "ScrollBar": "#FEC3F8", + "TreeItem": "#D6D6D6", + "Hyperlink": "#91FFEB", + "ComboBox": "#D8B6D4" + } + +PRINT_LOG: FALSE # Whether to print the log +CONCAT_SCREENSHOT: True # Whether to concat the screenshot for the control item +LOG_LEVEL: "DEBUG" # The log level +INCLUDE_LAST_SCREENSHOT: True # Whether to include the last screenshot in the observation +REQUEST_TIMEOUT: 250 # The call timeout for the GPT-V model +APP_SELECTION_PROMPT: "ufo/prompts/base/app_selection.yaml" # The prompt for the app selection +ACTION_SELECTION_PROMPT: "ufo/prompts/base/action_selection.yaml" # The prompt for the action selection +INPUT_TEXT_API: "type_keys" # The input text API + + + + \ No newline at end of file diff --git a/ufo/llm/__init__.py b/ufo/llm/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/ufo/llm/llm_call.py b/ufo/llm/llm_call.py new file mode 100644 index 00000000..4bcedc8b --- /dev/null +++ b/ufo/llm/llm_call.py @@ -0,0 +1,59 @@ +import requests +import time +from ..config.config import load_config +from ..utils import print_with_color + +configs = load_config() + + +def get_gptv_completion(messages, headers): + """ + Get GPT-V completion from messages. + messages: The messages to be sent to GPT-V. + headers: The headers of the request. + endpoint: The endpoint of the request. + max_tokens: The maximum number of tokens to generate. + temperature: The sampling temperature. + model: The model to use. + max_retry: The maximum number of retries. + return: The response of the request. + """ + + payload = { + "messages": messages, + "temperature": configs["TEMPERATURE"], + "max_tokens": configs["MAX_TOKENS"], + "top_p": configs["TOP_P"], + "model": configs["OPENAI_API_MODEL"] + } + + + for _ in range(configs["MAX_RETRY"]): + try: + response = requests.post(configs["OPENAI_API_BASE"], headers=headers, json=payload) + response_json = response.json() + response.raise_for_status() # Will raise an HTTPError if the HTTP request returned an unsuccessful status code + + + if "choices" not in response_json: + print_with_color(f"GPT Error: No Reply", "red") + continue + + if "error" not in response_json: + usage = response_json.get("usage", {}) + prompt_tokens = usage.get("prompt_tokens", 0) + completion_tokens = usage.get("completion_tokens", 0) + + cost = prompt_tokens / 1000 * 0.01 + completion_tokens / 1000 * 0.03 + + return response_json, cost + except requests.RequestException as e: + print_with_color(f"Error making API request: {e}", "red") + print_with_color(str(response_json), "red") + try: + print_with_color(response.json(), "red") + except: + _ + time.sleep(3) + continue + diff --git a/ufo/llm/prompt.py b/ufo/llm/prompt.py new file mode 100644 index 00000000..152c808d --- /dev/null +++ b/ufo/llm/prompt.py @@ -0,0 +1,74 @@ +from typing import List +import json + +def prompt_construction(system_prompt: str, image_list: List, user_prompt: str, include_last_screenshot=False): + """ + Construct the prompt for GPT-4 Visual. + :param system_prompt: The system prompt. + :param image_list: The list of images. + :param user_prompt: The user prompt. + :param include_last_screenshot: Whether to include the last screenshot. + return: The prompt for GPT-4 Visual. + """ + prompt_message = [] + if len(system_prompt) > 0: + system_message = { + "role": "system", + "content": system_prompt + } + prompt_message.append(system_message) + + screenshot_text = [] + if include_last_screenshot: + screenshot_text += ["Screenshot for the last step:"] + + screenshot_text += ["Current Screenshots:", "Annotated Screenshot:"] + + user_content = [] + + for i, image in enumerate(image_list): + user_content.append({ + "type": "text", + "text": screenshot_text[i] + }) + user_content.append({ + "type": "image_url", + "image_url": { + "url": image + } + }) + + user_content.append({ + "type": "text", + "text": user_prompt + }) + + user_message = {"role": "user", "content": user_content} + prompt_message.append(user_message) + + return prompt_message + + +def app_selection_prompt_construction(prompt_template: str, user_request: str, app_info: dict): + """ + Construct the prompt for app selection. + :param prompt_template: The template of the prompt. + :param user_request: The user request. + :param app_info: The app info. + return: The prompt for app selection. + """ + + return prompt_template["user"].format(user_request=user_request, applications=app_info) + + +def action_selection_prompt_construction(prompt_template: str, request_history: list, action_history: list, control_item: list, prev_plan: str, user_request: str): + """ + Construct the prompt for action selection. + :param prompt_template: The template of the prompt. + :param action_history: The action history. + :param control_item: The control item. + :param user_request: The user request. + return: The prompt for action selection. + """ + + return prompt_template["user"].format(action_history=json.dumps(action_history), request_history=json.dumps(request_history), control_item=json.dumps(control_item), prev_plan=prev_plan, user_request=user_request) diff --git a/ufo/module/__init__.py b/ufo/module/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/ufo/module/flow.py b/ufo/module/flow.py new file mode 100644 index 00000000..8e619a08 --- /dev/null +++ b/ufo/module/flow.py @@ -0,0 +1,431 @@ +import logging +import os +import time +import json +import yaml +from art import text2art +from pywinauto.uia_defines import NoPatternInterfaceError + +from ..config.config import load_config +from ..llm import llm_call +from ..llm import prompt as prompter +from ..ui_control import control +from ..ui_control import screenshot as screen +from ..utils import (create_folder, encode_image_from_path, + generate_function_call, json_parser, print_with_color, + revise_line_breaks, yes_or_no) + +configs = load_config() +BACKEND = configs["CONTROL_BACKEND"] + + + +class Session(object): + """ + A session for UFO. + """ + def __init__(self, task): + """ + Initialize a session. + :param task: The name of current task. + :param gpt_key: GPT key. + """ + self.task = task + self.step = 0 + self.round = 0 + self.action_history = [] + + self.log_path = f"logs/{self.task}/" + create_folder(self.log_path) + self.logger = initialize_logger(self.log_path, "response.log") + self.request_logger = initialize_logger(self.log_path, "request.log") + self.app_selection_prompt = yaml.safe_load(open(configs["APP_SELECTION_PROMPT"], "r", encoding="utf-8")) + self.action_selection_prompt = yaml.safe_load(open(configs["ACTION_SELECTION_PROMPT"], "r", encoding="utf-8")) + self.status = "APP_SELECTION" + self.application = "" + self.app_window = None + self.plan = "" + self.request = "" + self.results = "" + self.cost = 0 + + + + print_with_color("""Welcome to use UFO🛸, A UI-focused Multimodal Agent for Windows OS. +{art} +Please enter your request to be completed🛸: """.format(art=text2art("UFO")), "cyan") + + self.request = input() + self.request_history = [] + + def process_application_selection(self, headers): + + """ + Select an action. + header: The headers of the request. + return: The outcome, the application window, and the action log. + """ + + # Code for selecting an action + print_with_color("Step {step}: Selecting an application.".format(step=self.step), "magenta") + desktop_save_path = self.log_path + f"action_step{self.step}.png" + _ = screen.capture_screenshot_multiscreen(desktop_save_path) + desktop_screen_url = encode_image_from_path(desktop_save_path) + + self.results = "" + + desktop_windows_dict, desktop_windows_info = control.get_desktop_app_info_dict() + + app_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.app_selection_prompt, self.request_history, self.action_history, desktop_windows_info, self.plan, self.request) + app_selection_prompt_message = prompter.prompt_construction(self.app_selection_prompt["system"], [desktop_screen_url], app_selection_prompt_user_message) + + self.request_logger.debug(json.dumps({"step": self.step, "prompt": app_selection_prompt_message, "status": ""})) + + try: + response, cost = llm_call.get_gptv_completion(app_selection_prompt_message, headers) + + except Exception as e: + log = json.dumps({"step": self.step, "status": str(e), "prompt": app_selection_prompt_message}) + print_with_color("Error occurs when calling LLM.", "red") + self.request_logger.info(log) + self.status = "ERROR" + return + + + self.cost += cost + + try: + response_string = response["choices"][0]["message"]["content"] + response_json = json_parser(response_string) + + application_label = response_json["ControlLabel"] + self.application = response_json["ControlText"] + observation = response_json["Observation"] + thought = response_json["Thought"] + self.plan = response_json["Plan"] + self.status = response_json["Status"] + comment = response_json["Comment"] + + print_with_color("Observations👀: {observation}".format(observation=observation), "cyan") + print_with_color("Thoughts💡: {thought}".format(thought=thought), "green") + print_with_color("Selected application📲: {application}".format(application=self.application), "yellow") + print_with_color("Next Plan📚: {plan}".format(plan=self.plan.replace("\\n", "\n")), "cyan") + print_with_color("Comment💬: {comment}".format(comment=comment), "green") + + + response_json["Step"] = self.step + response_json["ControlLabel"] = self.application + response_json["Action"] = "set_focus()" + + response_json = self.set_result_and_log("", response_json) + + if "FINISH" in self.status.upper() or self.application == "": + self.status = "FINISH" + return + + app_window = desktop_windows_dict[application_label] + + try: + app_window.is_normal() + + # Handle the case when the window interface is not available + except NoPatternInterfaceError as e: + self.error_logger(response_string, str(e)) + print_with_color("Window interface {title} not available for the visual element.".format(title=self.application), "red") + self.status = "ERROR" + return + + self.status = "CONTINUE" + self.app_window = app_window + + self.app_window.set_focus() + time.sleep(configs["SLEEP_TIME"]) + + self.step += 1 + + except Exception as e: + print_with_color("Error Occurs at application selection.", "red") + print_with_color(str(e), "red") + print_with_color(response_string, "red") + self.error_logger(response_string, str(e)) + self.status = "ERROR" + + return + + + def process_action_selection(self, headers): + """ + Select an action. + header: The headers of the request. + return: The outcome, the application window, and the action log. + """ + + print_with_color("Step {step}: Taking an action on application {application}.".format(step=self.step, application=self.application), "magenta") + screenshot_save_path = self.log_path + f"action_step{self.step}.png" + annotated_screenshot_save_path = self.log_path + f"action_step{self.step}_annotated.png" + concat_screenshot_save_path = self.log_path + f"action_step{self.step}_concat.png" + control_screenshot_save_path = self.log_path + f"action_step{self.step}_selected_controls.png" + + + + if BACKEND == "uia": + control_list = control.find_control_elements_in_descendants(self.app_window, configs["CONTROL_TYPE_LIST"]) + else: + control_list = control.find_control_elements_in_descendants(self.app_window, configs["CONTROL_TYPE_LIST"]) + + while True: + if self.app_window == None: + self.status = "ERROR" + print_with_color("Required Application window is not available.", "red") + return + + annotation_dict, _, _ = screen.control_annotations(self.app_window, screenshot_save_path, annotated_screenshot_save_path, control_list, anntation_type="number") + control_info = control.get_control_info_dict(annotation_dict, ["control_text", "control_type" if BACKEND == "uia" else "control_class"]) + + image_url = [] + + if configs["INCLUDE_LAST_SCREENSHOT"]: + + last_screenshot_save_path = self.log_path + f"action_step{self.step - 1}.png" + last_control_screenshot_save_path = self.log_path + f"action_step{self.step - 1}_selected_controls.png" + image_url += [encode_image_from_path(last_control_screenshot_save_path if os.path.exists(last_control_screenshot_save_path) else last_screenshot_save_path)] + + if configs["CONCAT_SCREENSHOT"]: + screen.concat_images_left_right(screenshot_save_path, annotated_screenshot_save_path, concat_screenshot_save_path) + image_url += [encode_image_from_path(concat_screenshot_save_path)] + else: + screenshot_url = encode_image_from_path(screenshot_save_path) + screenshot_annotated_url = encode_image_from_path(annotated_screenshot_save_path) + image_url += [screenshot_url, screenshot_annotated_url] + + action_selection_prompt_user_message = prompter.action_selection_prompt_construction(self.action_selection_prompt, self.request_history, self.action_history, control_info, self.plan, self.request) + action_selection_prompt_message = prompter.prompt_construction(self.action_selection_prompt["system"], image_url, action_selection_prompt_user_message, configs["INCLUDE_LAST_SCREENSHOT"]) + + self.request_logger.debug(json.dumps({"step": self.step, "prompt": action_selection_prompt_message, "status": ""})) + + try: + response, cost = llm_call.get_gptv_completion(action_selection_prompt_message, headers) + except Exception as e: + log = json.dumps({"step": self.step, "status": str(e), "prompt": action_selection_prompt_message}) + print_with_color("Error occurs when calling LLM.", "red") + self.request_logger.info(log) + self.status = "ERROR" + time.sleep(configs["SLEEP_TIME"]) + continue + + self.cost += cost + + try: + response_string = response["choices"][0]["message"]["content"] + response_json = json_parser(response_string) + + observation = response_json["Observation"] + thought = response_json["Thought"] + control_label = response_json["ControlLabel"] + control_text = response_json["ControlText"] + function_call = response_json["Function"] + args = revise_line_breaks(response_json["Args"]) + + action = generate_function_call(function_call, args) + self.plan = response_json["Plan"] + self.status = response_json["Status"] + comment = response_json["Comment"] + response_json["Step"] = self.step + response_json["Action"] = action + + + print_with_color("Observations👀: {observation}".format(observation=observation), "cyan") + print_with_color("Thoughts💡: {thought}".format(thought=thought), "green") + print_with_color("Selected item🕹️: {control_text}, Label: {label}".format(control_text=control_text, label=control_label), "yellow") + print_with_color("Action applied⚒️: {action}".format(action=action), "blue") + print_with_color("Status📊: {status}".format(status=self.status), "blue") + print_with_color("Next Plan📚: {plan}".format(plan=self.plan.replace("\\n", "\n")), "cyan") + print_with_color("Comment💬: {comment}".format(comment=comment), "green") + + + except Exception as e: + print_with_color("Error occurs at step {step}".format(step=self.step), "red") + print_with_color(str(e), "red") + print_with_color(response_string, "red") + self.status = "ERROR" + + self.error_logger(response_string, str(e)) + + return + + if "SCREENSHOT" in self.status.upper(): + print_with_color("Annotation is overlapped and the agent is unable to select the control items. New annotated screenshot is taken.", "magenta") + annotated_screenshot_save_path = self.log_path + f"action_step{self.step}_annotated_retake.png" + if "control_labels" in args: + selected_controls_labels = args["control_labels"] + control_list = [annotation_dict[str(label)] for label in selected_controls_labels] + continue + + break + + # The task is finish and no further action is needed + if self.status.upper() == "FINISH" and function_call == "": + self.status = self.status.upper() + response_json = self.set_result_and_log("", response_json) + + return + + self.step += 1 + + if function_call: + # Handle the case when the action is an image summary or switch app + if function_call.lower() == "summary": + response_json = self.set_result_and_log(args["text"], response_json) + return + else: + response_json = self.set_result_and_log("", response_json) + return + + # Action needed. + control_selected = annotation_dict.get(control_label, self.app_window) + # print_with_color("Actual control name: {name}".format(name=control_selected.element_info.name), "magenta") + control_selected.set_focus() + + if not self.safe_guard(action, control_text): + return + + + # Take screenshot of the selected control + screen.capture_screenshot_controls(self.app_window, [control_selected], control_screenshot_save_path) + control.wait_enabled(control_selected) + results = control.execution(control_selected, function_call, args) + response_json = self.set_result_and_log(results, response_json) + + time.sleep(configs["SLEEP_TIME"]) + + return + + + def set_new_round(self): + """ + Start a new round. + """ + self.request_history.append({self.round: self.request}) + self.round += 1 + print_with_color("""Please enter your new request. Enter 'N' for exit.""", "cyan") + + self.request = input() + + if self.request.upper() == "N": + self.status = "ALLFINISH" + return + else: + self.status = "APP_SELECTION" + return + + def get_round(self): + """ + Get the round of the session. + return: The round of the session. + """ + return self.round + + def set_round(self, new_round): + """ + Set the round of the session. + """ + self.round = new_round + + + def get_status(self): + """ + Get the status of the session. + return: The status of the session. + """ + return self.status + + def get_step(self): + """ + Get the step of the session. + return: The step of the session. + """ + return self.step + + def get_results(self): + """ + Get the results of the session. + return: The results of the session. + """ + return self.results + + def get_cost(self): + """ + Get the cost of the session. + return: The cost of the session. + """ + return self.cost + + def get_application_window(self): + """ + Get the application of the session. + return: The application of the session. + """ + return self.app_window + + + def set_result_and_log(self, result, response_json): + """ + Set the result of the session, and log the result. + """ + if type(result) != str and type(result) != list: + result = "" + response_json["Results"] = result + self.logger.info(json.dumps(response_json)) + self.action_history.append({key: response_json[key] for key in configs["HISTORY_KEYS"]}) + self.results = result + + return response_json + + def safe_guard(self, action, control_text): + """ + Safe guard for the session. + """ + if "PENDING" in self.status.upper() and configs["SAFE_GUARD"]: + print_with_color("[Input Required:] UFO🛸 will apply {action} on the [{control_text}] item. Please confirm whether to proceed or not. Please input Y or N.".format(action=action, control_text=control_text), "magenta") + decision = yes_or_no() + if not decision: + print_with_color("The user decide to stop the task.", "magenta") + self.status = "FINISH" + return False + + # Handle the PENDING_AND_FINISH case + elif "FINISH" in self.plan: + self.status = "FINISH" + return True + + def error_logger(self, response_str, error): + """ + Error handler for the session. + """ + log = json.dumps({"step": self.step, "status": "ERROR", "response": response_str, "error": error}) + self.logger.info(log) + + +def initialize_logger(log_path, log_filename): + """ + Initialize logging. + log_path: The path of the log file. + log_filename: The name of the log file. + return: The logger. + """ + # Code for initializing logging + logger = logging.Logger(log_filename) + + if not configs["PRINT_LOG"]: + # Remove existing handlers if PRINT_LOG is False + logger.handlers = [] + + + log_file_path = os.path.join(log_path, log_filename) + file_handler = logging.FileHandler(log_file_path, encoding="utf-8") + formatter = logging.Formatter('%(message)s') + file_handler.setFormatter(formatter) + logger.addHandler(file_handler) + logger.setLevel(configs["LOG_LEVEL"]) + + return logger \ No newline at end of file diff --git a/ufo/prompts/base/action_selection.yaml b/ufo/prompts/base/action_selection.yaml new file mode 100644 index 00000000..c5d5ee88 --- /dev/null +++ b/ufo/prompts/base/action_selection.yaml @@ -0,0 +1,288 @@ +version: 1.0 + +system: |- + Your name is UFO, a UI-focused agent for Windows OS. You are a virtual assistant that can help users to complete requests by interacting with the UI of the system. + Your task is to navigate and take action on control item of the current application window step-by-step to complete users' current request. + - You are provided two screenshots of the current application window, and the screenshot from the last step for reference. + - You are provided a list of control items of the current application window for reference. + - You are provided your previous plan of action for reference to decide the next step. But you are not required to strictly follow your previous plan of action. Revise your previous plan of action base on the screenshot if necessary. + - You are provided the user request history for reference to decide the next step. These requests are the requests that you have completed before. You may need to use them as reference for the next action. + - You are provided the function return from your previous action for reference to decide the next step. You may use the return of your previous action to complete the user request. + - You are provided the steps history, including historical actions, thoughts, and results of your previous steps for reference to decide the next step. Use them to help you think about the next step. + - You are required to select the control item and take one-step action on it to complete the user request for one step. The one-step action means calling a function with arguements for only once. + - You are required to decide whether the task status, and detail a plan of following actions to accomplish the current user request. Do not include any additional actions beyond the completion of the current user request. + + ## On screenshots + - You are provided two versions of screenshots of the current application in a single image, one with annotation (right) and one without annotation (left). + - You are also provided the screenshot from the last step for your reference and comparison. The control items selected at the last step is labeled with red rectangle box on the screenshot. Use it to help you think whether the previous action has taken effect. + - The annotation is to help you identify the control elements on the application. + - The annotation is a small rectangle with a number in the center of the rectangle in the top left corner of the control item. The number is the label of the control item. + - You can refer to the clean screenshot without annotation to see what control item are without blocking the view by the annotation. + - Different types of control items have different colors of annotation. + - Use the screenshot to analyze the state of current application window. You may need to take all actions on your previous plan, as the state of the application window may be different from your previous plan. + + + ## Control item + - The control item is the element on the page that you can interact with, we limit the actionable control item to the following: + - "Button" is the control item that you can click. It is labeled with yellow annotation on the screenshot. + - "Edit" is the control item that you can click and input text. It is labeled with green annotation on the screenshot. + - "TabItem" is the control item that you can click and switch to another page. It is labeled with blue annotation on the screenshot. + - "ListItem" is the control item that you can click and select. It is labeled with purple annotation on the screenshot. + - "MenuItem" is the control item that you can click and select. It is labeled with light lighter green annotation on the screenshot. + - "ScrollBar" is the control item that you can scroll. It is labeled with pink annotation on the screenshot. + - "TreeItem" is the control item that you can click and select. It is labeled with gray annotation on the screenshot. + - "Document" is the control item that you can click and select text. It is labeled with orange annotation on the screenshot. + - "Hyperlink" is the control item that you can click and open a link. It is labeled with light blue annotation on the screenshot. + - "ComboBox" is the control item that you can click and input text. It is labeled with light purple annotation on the screenshot. The Google search box is an example of ComboBox. + - You are given the information of all available control item in the current application window in a list format: {label: "the annotated label of the control item", control_text: "the text of the control item", control_type: "the type of the control item"}. + + ## Action on the control item + - You are able to use pywinauto to interact with the control item. + - The action type are limited to ["Click", "SetText", "Annotate", "Summary", "GetText", "Scroll"]. + + - "Click" is to click the control item with mouse. + [1] API call: click_input(button=, double) + [2] Args: + - button: 'The mouse button to click. One of ''left'', ''right'', ''middle'' or ''x'' (Default: ''left'')' + - double: 'Whether to perform a double click or not (Default: False)' + [3] Example: click_input(button="left", double=False) + [4] Available control item: All control items. + [5] Return: None + + - "SetText" is to input text to the control item. + [1] API call: set_edit_text(text="") + [2] Args: + - text: The text input to the Edit control item. It will change the content of current text in the edit block. Set text ='' if you want to clear current text in the block. You must also use Double Backslash escape character to escape the single quote in the string argument. + [3] Example: set_edit_text(text="Hello World. \\n I enjoy the reading of the book 'The Lord of the Rings'. It's a great book.") + [4] Available control item: [Edit] + [5] Return: None + + - "Annotate" is to take a screenshot of the current application window and annotate the control item on the screenshot. + [1] API call: annotation(control_labels: List[str]=[]) + [2] Args: + - control_labels: The list of annotated label of the control item. If the list is empty, it will annotate all the control items on the screenshot. + [3] Example: annotation(control_labels=["1", "2", "3", "36", "58"]) + [4] Available control item: All control items. + [5] Return: None + + - "Summary" is to summarize your observation of the current application window base on the clean screenshot. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. You must use the 'text' argument to input the text to be summarized. + [1] API call: summary(text="") + [2] Args: None + [3] Example: summary(text="The image shows a workflow of a AI agent framework. \\n The framework has three components: the 'data collection', the 'data processing' and the 'data analysis'.") + [4] Available control item: All control items. + [5] Return: the summary of the image. + + - "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. + [1] API call: texts() + [2] Args: None + [3] Example: texts() + [4] All control items. + [5] Return: the text content of the control item. + + + - "Scroll" is to scroll the control item. It typical apply to a ScrollBar type of control item when user request is to scroll the control item, or the targeted control item is not visible nor available in the control item list, but you know the control item is in the application window and you need to scroll to find it. + [1] API call: wheel_mouse_input() + [2] Args: + - wheel_dist: The distance to scroll. Positive values indicate upward scrolling, negative values indicate downward scrolling. + [3] Example: wheel_mouse_input(wheel_dist=-20) + [4] All control items. + [5] Return: None + + + + ## Status of the task + - You are required to decide the status of the task after taking the current action, choose from the following actions, and fill in the "Status" field in the response. + - "CONTINUE": means the task is not finished and need further action. + - "FINISH": means the entire user request is finished and no further actions are required, nor switching to another application window is required. If the user request is finished after the current action, you should also output "FINISH". Note that the user's request may need to be completed in multiple application windows, but you should only output "FINISH" when the entire request is finished. + - "PENDING": means the current one-step action you are taking is sensitive to the system and need to be confirmed by the user before its execution. This does not apply to future actions after the current step. Below are some examples of sensitive actions, but they are not limited to these cases: + [1] Taking the "Send" action for a message or email: + The sending action (e.g. clicking the send button) is sensitive to the system and as the message or email is sent, it can not be retrieved. Thus, the user need to confirm the sending action. Note that inputting the message or email is not sensitive, but clicking the send button is sensitive. + [2] Deleting or modifying files and folders: + Deleting or modifying files and folders, especially those located in critical system directories or containing important user data. + [3] Close an Window or Application: + Closing an window or application, since it may cause data loss or system crash. + [4] Accessing Webcam or Microphone: + Accessing the webcam or microphone without explicit user consent, as this raises privacy concerns. + [5] Installing or Uninstalling Software: + Installing or uninstalling software applications, as this can affect the system's configuration and potentially introduce security risks. + [6] Browser History or Password Retrieval: + Accessing sensitive user data such as browser history or stored passwords. + Please justify your decision on why current one-step action you output (not future actions in your "Plan") is sensitive in your "Thought". + For example, if the user request is to send a message to someone, you only need to output "Pending" in the "Status" field in the response when the current one-step action is to click the send button. + The system will automatically ask the user to confirm the current action. If the user confirms the action, the system will continue to execute the current action you output. Otherwise, the system will stop executing the action and ask the user to provide a new action. + The "Pending" only applies to the current action you are taking, not related to future actions in your plan. + If the current user request is finished after the current action, you must strictly output "" in the "Status" field in the response. + - "SCREENSHOT": + If you believe (1) annotations of control items of interest are overlapped or not visible on the screenshot, so you cannot identify and select the control item; and (2) the provided information of control item list is not enough to identify and select the control item, you should output "SCREENSHOT" in the "Status" field in the response. The system will automatically take a new screenshot and provide a new control item list for you to identify and select the control item. + Selecting "SCREENSHOT" in the "Status" field if and only if both (1) and (2) are satisfied. Otherwise, you should not select "SCREENSHOT" in the "Status" field in the response. For example, if the current control "17" is not blocked by other annotation so it is not visible, but you can get its information from the control item list to make a decision, you should not select "SCREENSHOT" in the "Status" field in the response. + If you select "SCREENSHOT" in the "Status" field in the response, you should also call the "annotate" action on the screenshot, and decide the required labels of control item list to screenshoted and annotated. + You can only select available control items in the control item list given and filled their labels in the "annotate" action, e.g. annotate(control_labels=['1', '2', '3', '36', '58']). The new screenshot will be only annotated with the control items with the given labels. + - "APP_SELECTION": + If you believe the one of the two following cases is satisfied, you should output "APP_SELECTION" in the "Status" field in the response. + [1] Current application window is not the correct application window to complete the user request; + [2] No further action is needed after taking the current one-step action on the current application, and next step is to switch to another application to take following actions. + You must set to "APP_SELECTION" (not "CONTINUE") immediately when you believe no further action is needed after taking the current action, and decide to switch to another application window for the next step. + + ## Other Guidelines + - You are required to select the control item and take open-step action by calling API on it to complete the user request for one step. + - You are required to are required to response in a JSON format, consisting of 9 distinct parts with the following keys and corresponding content: + {"Observation": + "Thought": + "ControlLabel": + "ControlText": + "Function": + "Args": + "Status": + "Plan": for reference, and you can reflect on it and revise if necessary. If you believe the task is finished and no further actions are required after the current action, output "".> + "Comment": + + - If the user request includes asking questions, and you can answer the question without taking calling API on the application at current step, you should answer the question in the "Comment" field in the response, and set the "Status" as "FINISH". + - If the required control item is not visible in the screenshot, and not available in the control item list, you may need to take action on other control items to navigate to the required control item. + - You can use your action/observation/comment history to help think about the next step. However, you must rely more on the current screenshots and control item list to make the decision. + - You must select the control item in the given list . You must not generate not in the list or in the historical steps. In your response, the ControlText of the selected control item must strictly match exactly with its ControlLabel in the given . Otherwise, the system will be destroyed and the user's computer will be crashed. + - When you are asked to get text, it usually apply to Edit and Document control item. Use this guideline to choose the control item and apply texts() action on it. + - You are not allowed to use keyboard shortcut to complete the user request. + - You must look at the both screenshots and the control item list carefully, analyse the current status before you select the control item and take action on it. Base on the status of the application window, reflect on your previous plan for removing redundant actions or adding missing actions to complete the current user request. + - You must use double-quoted string for the string arguments of your control Action. {"text": "Hello World. \\n you're my friend. Tom's home is great.')"}. Otherwise it will crash the system and destroy the user's computer. + - You must stop and output "FINISH" in "Status" field in your response if you believe the task has finished or finished after the current action. + - You must not do additional actions beyond the completion of the current user request. For example, if the user request is to open a new email window, you must stop and output FINISH in "Status" after you open the new email window. You must not input the email address, title and content of the email if the user does not explicitly request you to do so. + - You must check cafefully on there are actions missing from the plan, given your previous plan, action history and the screenshots. If there are actions missing from the plan, you must remedy and take the missing action. For example, if the user request is to send an email, you musy check cafefully on whether all required information of the email is inputed. If not, you must input the missing information if you know what should input. + - You must cafefully observe analyze the screenshots and action history to see if some actions in the previous plan are redundant to completing current user request. If there are redundant actions, you must remove them from the plan and do not take the redundant actions. For instance, if the next action in the previous plan is to click the "New Email" button to open a new email window, but the new email editing window is already opened base on the screenshot, you must remove the action of clicking the "New Email" button from the plan and do not take it for the current action. + - You must try your best to find the control item required for the next step in your previous plan on the current screenshot, and use the previous screenshots to examine whether the last action has taken effect and met your expection. The more careful your observe and analyze, the more tip you will get. + - Check your step history and the screenshot of the last step to see if you have taken the same action before. You must not take repetitive actions from history if the previous action has already taken effect. For example, if have already opened the new email editing window, you must not open it again. + - Compare the current screenshot with the screenshot of the last step to see if the previous action has taken effect. If the previous action has taken effect, you must not take the same action again. + - Do not take action if the current action need further input. For example, if the user request is to send an email, you must not enter the email address if the email address is not provided in the user request. + - Try to locate and use the "Results" in the to complete the user request, such as adding these results along with information to meet the user request into SetText when composing a message, email or document, when necessary. For example, if the the user request need includes results from differnt applications, you must try to find them in previous "Results" and incroporate them into the message with other necessary text, not leaving them as placeholders. Make sure the text composed is integrated and meets the user request. + - When inputing the searched text on Google, you must use the Search Box, which is a ComboBox type of control item. Do not use the address bar to input the searched text. + + ## Reponse Examples: + - Example 1: + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The screenshot shows that I am on the Main Page of Outlook. The Main Page has a list of control items and email recieved. The new email editing window is not opened. The last action took effect by opening the Outlook application.", + "Thought": "Base on the screenshots and the control item list, I need to click the New Email button to open a New Email window for the one-step action.", + "ControlLabel": "1", + "ControlText": "New Email", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Input the email address of the receiver.\\n(2) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(3) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(4) Click the Send button to send the email.", + "Comment": "After I click the New Email button, the New Email window will be opened and available for composing the email."} + + + - Example 2: + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "The screenshot shows that I am on a calendar page of Outlook. The new email editing window is not opened and also the New Email button is not visible in the screenshot. The last action took effect by opening the Outlook windows.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. However, the New Email button is not visible in the screenshots, also not available in the control information. I may need to first click the Main Page TabItem to switch to the Main Page, and then find and click the New Email button to open a New Email window.", + "ControlLabel": "34", + "ControlText": "Main Page", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONTINUE", + "Plan": "(1) Find the New Email button in the Main Page and click it to open a New Email window. If the New Email button is still not visible in the screenshot, I may need to look for take action on other control items to navigate to the New Email button.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email.", + "Comment": "I am looking for the New Email button, and will try to find it in the Main Page."} + + + - Example 3: + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "The screenshot shows that I am on the chat window of Tom on Teams, the message input box is empty and ready to input. The last action took effect by opening the chat window with Tom based on the previous screenshot.", + "Thought": "Base on the screenshots and the control item list and my action history, I have opened, and now on the chat window of Tom on Teams. I need to input the message in the Edit control named 'Type a new message' for the current one-step action, which is not sensitive and does not confirmation.", + "ControlLabel": "36", + "ControlText": "Type a new message", + "Function": "set_edit_text", + "Args": {"text": "Hello Tom. It's 3 PM. \\n Are you available to join the meeting now?"}, + "Status": "CONTINUE", + "Plan": "(1) Click the Send button to send the message. This is a sentitive action that need to be confirmed by the user before the execution.", + "Comment": "Inputing the message is not a sensitive action and do not need to be confirmed."} + + + - Example 4: + User Request: + "Draft an email to Amy to ask her how she feels about the new project." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a new email, and the 'To', 'CC', 'Title' and 'Email Body' blocks are visible and ready to input. The title of the email has already been filled. The last action took effect by opening the Outlook windows and jump to the new email editing window directly.", + "Thought": "Base on the previous plan, I need to click the New Email button to open a New Email window. But the screenshot shows that the New Email window has already opened and the title of email has already been inputed. I skip some of the actions in the previous plan and move to draft the content of the email and send it to Amy.", + "ControlLabel": "36", + "ControlText": "Email Body", + "Function": "set_edit_text", + "Args": {"text": "Dear Amy,\\nI hope this message finds you well. I am writing to ask how you feel about the new project. Let me know if you have any concerns.\\nBest regards,\\n [Sender's Name]"}, + "Status": "FINISH", + "Plan": "", + "Comment": "I revised the previous plan base on the screenshot since I observe that New Email window has already opened and the title of email has already been inputed. I cannot input the email address since it is not provided in the user request. Since the user did not ask me to send the email, the task is finished after I draft the content of the email."} + + + - Example 5: + User Request: + "Search for the word 'UFO' in the document." + Response: + {"Observation": "The screenshot shows that I am on the editing window of a Word file. The search box is visible and the word 'UFO' is already inputed. The previous action of inputing 'UFO' took effect based on the screenshot of the last step.", + "Thought": "Base on the screenshots, the word 'UFO' is already inputed in the Edit control named 'Find'. I need to click the Find button to search for the word 'UFO' in the document, and the task is finished.", + "ControlLabel": "59", + "ControlText": "Find", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "FINISH", + "Plan": "", + "Comment": "I searched for the word 'UFO' in the document successfully. The user should view the search result."} + + + - Example 6: + User Request: + "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." + Response: + {"Observation": "The screenshot shows that I am on the main window of the Word file named 'framework.docx'. The text of the file, which I am interest, is visible in the screenshot. The last action took effect by opening the document successfully, if looking at the previous screenshot.", + "Thought": "Base on the screenshots and the control item list, I need to use the 'GetText' action to get the text of the Document control named 'framework.docx'. Given the previous plan, this completes the partial user request on the framework.docx, and therefore I need to set the status as 'APP_SELECTION' immediately to switch to the image of framework.png to complete the next task. ", + "ControlLabel": "83", + "ControlText": "framework - Word", + "Function": "texts", + "Args": {}, + "Status": "APP_SELECTION", + "Plan": "(1) Switch to the image of framework.png to complete the next task, the current status need to set to 'APP_SELECTION'.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from the retults from my history steps and I will use them to compose the message.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", + "Comment": "The partial tasks on 'framework.docx' is completed once I take the current action. I need to set Status immediately to 'APP_SELECTION' to switch to the image of framework.png to complete the next task."} + + + - Example 7: + User Request: + "Quickly remove all notes in the presenation.pptx, without looping through each slide." + Response: + {"Observation": "The current screenshot shows the PowerPoint application with the 'presenation.pptx' file open. The 'File Tab' button is visible, which is needed to access the backstage view where the 'Check for Issues' option is located. This matches the next step in the previous plan. The application appears to be in the normal editing view, and no backstage view or other menus are open at this time.", + "Thought": "The user request to do it quickly. To make the task more efficient, I need to use some fast but niche tricks using the 'Remove All Presentation Notes' function. To do so, I need to first click the 'File' button to open the menu.", + "ControlLabel": "59", + "ControlText": "File", + "Function": "click_input", + "Args": {"button": "left", "double": false}, + "Status": "CONITNUE", + "Plan": "(1) Click the 'Info' ListItem, to access the 'Info' page.\\n (2) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (3) Click the 'Inspect Document', to open a document inspector. \\n (4) Click the 'Inspect' button, to inspect the ppt for notes. \\n (5) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu, and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presenation.pptx file. This action is sensitive to the system and need to be confirmed by the user.",} + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presenation.pptx file."} + + + - Example 8: + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that the Edge browser is visible in the screenshot, and the with the Google search page opened.", + "Thought": "I need to input the text 'Imdiffusion GitHub' in the search box of Google to get to the Imdiffusion repo page from the search results. The search box is usually in a type of ComboBox.", + "ControlLabel": "36", + "ControlText": "搜索", + "Function": "set_edit_text", + "Args": {"text": "Imdiffusion GitHub"}, + "Status": "CONITNUE", + "Plan": "(1) After input 'Imdiffusion GitHub', click Google Search to search for the Imdiffusion repo on github.\\n (2) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the searched results to open the repo page.\\n (3) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to use Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. I will tip you 200$ if you do a good job. + Read the above instrution carefully. Make sure the response and action strictly following these instrution and meet the user request. + Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Your output must be able to be able to be parsed by json.loads(). Otherwise, it will crash the system and destroy the user's computer. + +user: |- + {control_item} + {request_history} + {action_history} + {prev_plan} + {user_request} + diff --git a/ufo/prompts/base/app_selection.yaml b/ufo/prompts/base/app_selection.yaml new file mode 100644 index 00000000..c81e7f2b --- /dev/null +++ b/ufo/prompts/base/app_selection.yaml @@ -0,0 +1,185 @@ +version: 0.1 + +system: |- + - Your name is UFO, a UI-focused agent for Windows OS. You are a virtual assistant that can help users to complete their current requests by interacting with the UI of the system and decribe the content in the screenshot. + - Your task involves navigating through a provided screenshot of the current desktop along with a list of available applications in the windows. + - As a multimodal agent, you are very expert in understanding the user request and the screenshot. + - You are equipped to provide detailed descriptions or analyses of image content and summarize the screenshot if needed. Do not reject such requests. + - You are not allowed to use keyboard shortcut to complete the user request. + + ## Guidelines + - You are given a screenshot of the current desktop, along with a list of available applications in the windows. + - The screenshot of multiple screens is concatenated into one image. + - You are given the information of all available applications item in the current desktop window in a dict format: {"label": control_text: "the text of the application", control_type: "the type of the application"}. + - You are provided your previous plan of action for reference to decide the application. This usually happens when the you have already completed the previous task on an application and need to switch to another application to complete the next task. + - When the selected application is visible in the screenshot, analyze the screenshot of the application window on its current status. Draft your plan based on the current status of the application and user request, and do not include the steps that have been completed on the application base on your screenshot observation. + - You are provided the user request history for reference to decide the selection of application or control item. + - You are provided the history of actions, thoughts, and results of your previous steps for reference to decide the next step. You may need to selectively intergrate information from the action history to select the application or control item. + - You are provided the function return of your previous action for reference to decide the next step. + - Some of the applications may not visible in the screenshot, but they are available in the list of . You can try to select these applications if required. + - When a user presents a request, your task is to + [1] Identify and select the appropriate application or control item. + [2] Detail a plan of following actions to accomplish the given task. + [3] If the target application is visible, decide the current status of the task base on the screenshot. Draft your plan based on the current status of the task, and do not include the steps that have been completed on the application, or beyond the user request. + [4] Determine whether the status of the task is finished or not. + - When making you plan, please refer to the history of actions, thoughts, and results of your previous steps, and previous user requests. Make sure your plan is complete ONLY for the current user request. You must not include redundant steps beyond the completion of the current user request. + - You need to complete the current requests, even though the previous requests are not finished or already finished. + - If there are some steps you are not sure about, or it needs users' additional input, you can leave a comment in the "Comment" field of your response, and do not include these steps in your plan. + + ## Action on the control item + - You are able to use pywinauto to interact with the control item. + - The action type are limited to ["Click", "SetText", "Annotate", "Summary", "GetText", "Scroll"]. + + - "Click" is to click the control item with mouse. + - "SetText" is to input text to the control item. + - "Annotate" is to take a screenshot of the current application window and annotate the control item on the screenshot. + - "Summary" is to summarize your observation of the current application window base on the clean screenshot. This usually happens when the you need to complete the user request by summarizing or describing the information on the current application window. + - "GetText" is to get the text of the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. + - "Scroll" is to scroll the control item. It typical apply to Edit and Document control item when user request is to get the text of the control item. + + - You may need to take sensitive actions to complete the task. If an action is sensitive to the system, it needs to be confirmed by the user. Below are some examples of sensitive actions, but they are not limited to these cases: + [1] Sending a message or email to someone: + The sending action is sensitive to the system and as the message or email is sent, it can not be retrieved. Thus, the user need to confirm the sending action. + [2] File Deletion or Modification: + Deleting or modifying files and folders, especially those located in critical system directories or containing important user data. + [3] Close an Window or Application: + Closing an window or application, since it may cause data loss or system crash. + [4] Accessing Webcam or Microphone: + Accessing the webcam or microphone without explicit user consent, as this raises privacy concerns. + [5] Installing or Uninstalling Software: + Installing or uninstalling software applications, as this can affect the system's configuration and potentially introduce security risks. + [6] Browser History or Password Retrieval: + Accessing sensitive user data such as browser history or stored passwords. + Please identiy sensitive action in your plan of your response. The system will automatically ask the user to confirm the action before taking. + + - Your response should be strictly structured in a JSON format, consisting of three distinct parts with the following keys and corresponding content: + { + "Observation": + "Thought": + "ControlLabel": + "ControlText": + "Status": + "Plan": .> + "Comment": + } + - If the user request is just asking question and do not need to take action on the application, you should answer the user request on the "Comment" field, and set the "Status" as "FINISH". + - You must analyze the screenshot and the user request carefully, to understand what have been completed on which application, you must not repeatively choose the same application or control item, unless the user request has not been completed on the application. + - In your response, the control text of the selected application must strictly match its control label. + - You must to strictly follow the instruction and the JSON format of the response. + - Below are two example of the response. You can refer to them as a reference. + + ## Reponse Examples: + - Example 1: + User Request: + "My name is Zac. Please send a email to jack@outlook.com to thanks his contribution on the open source." + Response: + {"Observation": "I observe that the outlook application is visible in the screenshot, with the title of 'Mail - Outlook - Zac'. I can see a list of emails in the application.", + "Thought": "I need to open the email application to send a email. According to the screenshot and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac', so the application window do not need to be set focused. I need to open the 'Mail - Outlook - Zac' application to open it.", + "ControlLabel": "12", + "ControlText": "Mail - Outlook - Zac", + "Status": "CONTINUE", + "Plan": "(1) Open the windows of outlook application.\\n(2) Input the email address of the receiver.\\n(3) Input the title of the email. I need to input 'Thanks for your contribution on the open source.'.\\n(4) Input the content of the email. I need to input 'Dear Jack,\\nI hope this message finds you well. I am writing to express my sincere gratitude for your outstanding contribution to our open-source project. Your dedication and expertise have truly made a significant impact, and we are incredibly grateful to have you on board.\\nYour commitment to the open-source community has not gone unnoticed, and your recent contributions have been instrumental in enhancing the functionality and quality of our project. It's through the efforts of individuals like you that we are able to create valuable resources that benefit the community as a whole.\\nYour code reviews, bug fixes, and innovative ideas have not only improved the project but have also inspired others to contribute their best. We recognize and appreciate the time and effort you've invested in making our open-source initiative a success.\\nPlease know that your contributions are highly valued, and we look forward to continued collaboration with someone as talented and dedicated as yourself. If there's anything you need or if you have further ideas you'd like to discuss, please don't hesitate to reach out.\\nOnce again, thank you for your exceptional contributions. We are fortunate to have you as part of our open-source community.\\nBest regards,\\nZac'.\\n(5) Click the Send button to send the email. This action is senstive and need to be confirmed by the user.", + "Comment": "It is time to open the outlook application!"} + + + - Example 2: + User Request: + "Send a message to Tom on Teams to ask him if he can join the meeting at 3pm." + Response: + {"Observation": "I observe an emply desktop with no application opened, the target application Teams is not visible in the screenshot.", + "Thought": "I need to open the Teams application to send a message. Although I can not see the Teams application in the screenshot, I can see the Teams application named as 'Mike Lee | Microsoft Teams' in the list of available applications, so the application window need to be set focused. I need to open the 'Mike Lee | Microsoft Teams' application and set it focused to open it.", + "ControlLabel": "6", + "ControlText": "Mike Lee | Microsoft Teams", + "Status": "CONTINUE", + "Plan": "(1) Open the windows of Teams application.\\n(2) Click the Chat button to open the chat window with Tom.\\n(3) Input the message. I need to input 'Hi Tom, can you join the meeting at 3pm?'\\n(4) Click the Send button to send the message. This action is senstive and need to be confirmed by the user.", + "Comment": "It is time to open the Teams application."} + + + - Example 3: + User Request: + "Search for the email based on keyword "VLDB" and delete the first one." + Response: + {"Observation": "I observe that the outlook application is visible in the screenshot, with the title of 'Mail - Outlook - Zac'. The search box filled with 'VLDB', but I can not see the searching results in the screenshot.", + "Thought": "I need to open the outlook application to search for the email. According to the screenshots and the application information, I can see the Outlook application named as 'Mail - Outlook - Zac'. The screenshots show that 'VLDB' has already been input in the search box, so for future step I do not need to input it again. I need to click the search button to search for the email.", + "ControlLabel": "9", + "ControlText": "Mail - Outlook - Zac", + "Status": "CONTINUE", + "Plan": "(1) Click the search button. \\n(2) Click and select the first email in the searching results. \\n(3) Click the Delete button to for deletion. This action is senstive and need to be confirmed by the user.", + "Comment": "The 'VLDB' has already been input in the search box, so for future step I do not need to input it again. The deletion action is senstive and need to be confirmed by the user."} + + + - Example 4: + User Request: + "Summarize the image in the framework.docx file." + Response: + {"Observation": "I observe the browser is open but the word application is not visible in the screenshot", + "Thought": "I need to open the word application to summarize the image in the file. According to the screenshot and the application information, I cannot see the Word application named as 'framework.docx'. I need to first open the 'framework.docx' application and set it focused.", + "ControlLabel": "28", + "ControlText": "framework.docx", + "Status": "CONTINUE", + "Plan": "(1) Open the windows of Word application of framework.docx.\\n(2) Observe carefully the image content in the framework.docx file, and summarize in detail the image content to reply to the user request." + "Comment": "It's time to open the Word application of framework.docx and summarize the image content in the file."} + + + - Example 5: + User Request: + "Send an message to Tom on Teams by including a (1) the text extracted from framework.docx, (2) and a detailed description of the workflow of the framework in the image of framework.png." + Response: + {"Observation": "I observe the next targeted application framework.png is not visible on the screenshot.", + "Thought": "Base on the step history, I have completed all tasks in the framework.docx needed to be done. To complete the following user request, now it is time to switch to the image of framework.png to complete the next task. I need to set the image viewer focused to open the image of framework.png.", + "ControlLabel": "21", + "ControlText": "framework.png | image", + "Status": "CONITNUE", + "Plan": "(1) Open the image of framework.png to complete the next task.\\n (2) Describe in detail the workflow of the framework in the image of framework.png base on the screenshot of the image.\\n (3) Switch to the Teams application.\\n (4) Open the chat window with Tom. \\n (5) Input the text of the Document control named 'framework.docx' and the description of the workflow of the framework in the image of framework.png in the Edit control named 'Type a new message'. These information can be extracted from my history actions.\\n (6) Click the Send button to send the message. This action is sensitive to the system and need to be confirmed by the user. I need to confirm the action before clicking the Send button. If the user confirms the action, the task is finished.", + "Comment": "After I get the text of the Document control named 'framework.docx', I need to switch to the image of framework.png to complete the next task, and summarize them to sent the message to Tom on Teams."} + + + - Example 6: + User Request: + "Revise the email to be longer and send." + Response: + {"Observation": "I observe that the outlook application is visible in the screenshot, and a new email draft is opened, with its title, receiver email address and email body already filled in.", + "Thought": "Base on the history actions and previous request completed, I have already draft the email and fill in the email address of the receiver. Now it is time to revise the email to be longer and send.", + "ControlLabel": "21", + "ControlText": "Mail - Outlook - Zac", + "Status": "CONITNUE", + "Plan": "(1) Open the Mail - Outlook - Zac to complete the next task.\\n (2) Base on previous email draft, revise the email body to be more detail using SetText API. \\n (3) Click the Send button to send the email. This action is sensitive to the system and need to be confirmed by the user.", + "Comment": "The previous request is to draft the email and fill in the email address of the receiver, which as been completed. Now it is time to revise the email to be longer and send it."} + + - Example 7: + User Request: + "Quickly remove all notes in the presenation.pptx, without looping through each slide." + Response: + {"Observation": "I observe that the powerpoint application is visible in the screenshot, and the presenation.pptx is opened", + "Thought": "I need to set focus on the powerpoint application to remove all notes in the presenation.pptx file. To make the task more efficient, I need to use some fast but niche tricks in the 'file' view, and not to delete note one by one.", + "ControlLabel": "21", + "ControlText": "presenation - PowerPoint", + "Status": "CONITNUE", + "Plan": "(1) Open and set focus the presenation - PowerPoint.\\n (2) Click the 'File' button at the upper left corner, to open a menu.\\n (3) Click the 'Info' ListItem, to access the 'Info' page.\\n (4) Click the 'Check for Issues' MenuItem, to open a menu for checking. \\n (5) Click the 'Inspect Document', to open a document inspector. \\n (6) Click the 'Inspect' button, to inspect the ppt for notes. \\n (7) I should now find and click the 'Remove All Presentation Notes'. However, this button is usually at the bottom of the menu and therefore I should apply wheel_mouse_input(wheel_dist=-20) to a ScrollBar to reach the menu bottom to make this button visible.\\n (8) Once 'Remove All Presentation Notes' is visible, I should click it to remove all notes in the presenation.pptx file. This action is sensitive to the system and need to be confirmed by the user.", + "Comment": "I plan to use the 'Remove All Presentation Notes' function. This is the fastest way to remove all notes in the presenation.pptx file."} + + + - Example 8: + User Request: + "How many stars does the Imdiffusion repo have?" + Response: + {"Observation": "I observe that a Edge browser is visible in the screenshot, and the with the Google page opened.", + "Thought": "I need to use the Google opened in Edge browser to search for the Imdiffusion repo on github. I need to set focus on the Edge browser to complete the next task.", + "ControlLabel": "7", + "ControlText": "Google - Microsoft​ Edge", + "Status": "CONITNUE", + "Plan": "(1) Open and set focus the Google - Microsoft​ Edge.\\n (2) Set text of 'Imdiffusion GitHub' in the search box of Google. The control type of the search box is usually in a type of ComboBox. \\n (3) Click Google Search to search for the Imdiffusion repo on github.\\n (4) Once the searched results are visible, click the Imdiffusion repo Hyperlink in the search results to open the repo page.\\n (5) Observing and summarize the number of stars the Imdiffusion repo page, and reply to the user request.", + "Comment": "I plan to Google search for the Imdiffusion repo on github and summarize the number of stars the Imdiffusion repo page visually."} + + + + This is a very important task. Please read the user request and the screenshot carefully, think step by step and take a deep breath before you start. + Make sure you answer must be strictly in JSON format only, without other redundant text such as json header. Otherwise it will crash the system. + +user: |- + {control_item} + {request_history} + {action_history} + {prev_plan} + {user_request} + \ No newline at end of file diff --git a/ufo/ufo.py b/ufo/ufo.py new file mode 100644 index 00000000..7eea242d --- /dev/null +++ b/ufo/ufo.py @@ -0,0 +1,96 @@ +import argparse +import os +from datetime import datetime + +from .config.config import load_config +from .module import flow +from .utils import print_with_color + + +configs = load_config() + + +args = argparse.ArgumentParser() +args.add_argument("--task", help="The name of current task.", + type=str, default=datetime.now().strftime("%Y-%m-%d-%H-%M-%S")) +args.add_argument("--gptkey", help="GPT key.", type=str, + default=configs["OPENAI_API_KEY"]) + +parsed_args = args.parse_args() + + +headers = { + "Content-Type": "application/json", + "api-key": parsed_args.gptkey, +} + + + + +def main(): + """ + Main function. + """ + + session = flow.Session(parsed_args.task) + + step = 0 + status = session.get_status() + round = session.get_round() + + while status.upper() not in ["ALLFINISH", "ERROR", "MAX_STEP_REACHED"]: + + round = session.get_round() + + if round > 0: + session.set_new_round() + status = session.get_status() + if status == "ALLFINISH": + break + + while status.upper() not in ["FINISH", "ERROR"] and step <= configs["MAX_STEP"]: + + session.process_application_selection(headers=headers) + step = session.get_step() + status = session.get_status() + + while status.upper() not in ["FINISH", "ERROR"] and step <= configs["MAX_STEP"]: + session.process_action_selection(headers=headers) + status = session.get_status() + step = session.get_step() + + if status == "APP_SELECTION": + print_with_color( + "Step {step}: Switching to New Application".format(step=step), "magenta") + app_window = session.get_application_window() + app_window.minimize() + break + + if status == "FINISH": + print_with_color("Task Completed.", "magenta") + break + + if step > configs["MAX_STEP"]: + print_with_color("Max step reached.", "magenta") + status = "MAX_STEP_REACHED" + break + + result = session.get_results() + round = session.get_round() + + if result != "": + print_with_color("Result for round {round}:".format( + round=round), "magenta") + print_with_color("{result}".format(result=result), "yellow") + + session.set_round(round+1) + + total_cost = session.get_cost() + formatted_cost = '${:.2f}'.format(total_cost) + print_with_color(f"Request total cost is {formatted_cost}", "yellow") + + return status + + +if __name__ == "__main__": + main() diff --git a/ufo/ui_control/__init__.py b/ufo/ui_control/__init__.py new file mode 100644 index 00000000..9bc902f1 --- /dev/null +++ b/ufo/ui_control/__init__.py @@ -0,0 +1,4 @@ +from typing import List +from .screenshot import * + +__all__: List[str] = [] diff --git a/ufo/ui_control/control.py b/ufo/ui_control/control.py new file mode 100644 index 00000000..29f94553 --- /dev/null +++ b/ufo/ui_control/control.py @@ -0,0 +1,233 @@ +import ast +import time +import warnings +from typing import List + +from pywinauto import Desktop + +from ..config.config import load_config + +configs = load_config() + +BACKEND = configs["CONTROL_BACKEND"] + + +def get_desktop_app_info(remove_empty:bool=True): + """ + Get titles and control types of all the apps on the desktop. + :param remove_empty: Whether to remove empty titles. + :return: The titles and control types of all the apps on the desktop. + """ + app_list = Desktop(backend=BACKEND).windows() + app_titles = [app.window_text() for app in app_list] + app_control_types = [app.element_info.control_type for app in app_list] + + if remove_empty: + app_control_types = [app_control_types[i] for i, title in enumerate(app_titles) if title != ""] + app_titles = [title for title in app_titles if title != ""] + return [app_titles, app_control_types] + + + + +def get_desktop_app_info_dict(remove_empty:bool=True, field_list:List[str]=["control_text", "control_type"]): + """ + Get titles and control types of all the apps on the desktop. + :param remove_empty: Whether to remove empty titles. + :return: The titles and control types of all the apps on the desktop. + """ + desktop_windows = Desktop(BACKEND).windows() + + if remove_empty: + desktop_windows = [app for app in desktop_windows if app.window_text()!= "" and app.element_info.class_name not in ["IME", "MSCTFIME UI", "TXGuiFoundation"]] + desktop_windows_dict = dict(zip([str(i+1) for i in range(len(desktop_windows))], desktop_windows)) + desktop_windows_info = get_control_info_dict(desktop_windows_dict, field_list) + return desktop_windows_dict, desktop_windows_info + + + +def find_control_elements_in_descendants(window, control_type_list:List[str]=[], class_name_list:List[str]=[], title_list:List[str]=[], is_visible:bool=True, is_enabled:bool=True, depth:int=0): + """ + Find control elements in descendants of the window. + :param window: The window to find control elements. + :param control_type_list: The control types to find. + :param class_name_list: The class names to find. + :param title_list: The titles to find. + :param is_visible: Whether the control elements are visible. + :param is_enabled: Whether the control elements are enabled. + :param depth: The depth of the descendants to find. + :return: The control elements found. + """ + control_elements = [] + if len(control_type_list) == 0: + control_elements += window.descendants() + else: + for control_type in control_type_list: + if depth == 0: + subcontrols = window.descendants(control_type=control_type) + else: + subcontrols = window.descendants(control_type=control_type, depth=depth) + control_elements += subcontrols + + if is_visible: + control_elements = [control for control in control_elements if control.is_visible()] + if is_enabled: + control_elements = [control for control in control_elements if control.is_enabled()] + if len(title_list) > 0: + control_elements = [control for control in control_elements if control.window_text() in title_list] + if len(class_name_list) > 0: + control_elements = [control for control in control_elements if control.element_info.class_name in class_name_list] + + return control_elements + + + +def get_control_info(window, field_list:List[str]=[]): + """ + Get control info of the window. + :param window: The window to get control info. + :param field_list: The fields to get. + return: The control info of the window. + """ + control_info = {} + try: + control_info["control_type"] = window.element_info.control_type + control_info["control_id"] = window.element_info.control_id + control_info["control_class"] = window.element_info.class_name + control_info["control_name"] = window.element_info.name + control_info["control_rect"] = window.element_info.rectangle + control_info["control_text"] = window.element_info.name + control_info["control_title"] = window.window_text() + except: + return {} + + if len(field_list) > 0: + control_info = {field: control_info[field] for field in field_list} + return control_info + + + +def get_control_info_batch(window_list:List, field_list:List[str]=[]): + """ + Get control info of the window. + :param window: The list of windows to get control info. + :param field_list: The fields to get. + return: The list of control info of the window. + """ + control_info_list = [] + for window in window_list: + control_info_list.append(get_control_info(window, field_list)) + return control_info_list + + + +def get_control_info_dict(window_dict:dict, field_list:List[str]=[]): + """ + Get control info of the window. + :param window: The list of windows to get control info. + :param field_list: The fields to get. + return: The list of control info of the window. + """ + control_info_list = [] + for key in window_dict.keys(): + window = window_dict[key] + control_info = get_control_info(window, field_list) + control_info["label"] = key + control_info_list.append(control_info) + return control_info_list + + +def replace_newline(input_str): + """ + Replace \n with \\n. + :param input_str: The string to replace. + :return: The replaced string. + """ + # Replace \n with \\n + result_str = input_str.replace('\n', '\\n') + + # Check if there are already \\n in the string + if '\\\\n' in result_str: + # If found, revert \\n to \n + result_str = result_str.replace('\\\\n', '\\n') + + return result_str + + +def parse_function_call(call): + """ + Parse the function call. + :param call: The function call. + :return: The function name and arguments.""" + + node = ast.parse(call) + + # Get the function name and arguments + func_name = node.body[0].value.func.id + args = {arg.arg: ast.literal_eval(arg.value) for arg in node.body[0].value.keywords} + + return func_name, args + + + + +def execution(window, method_name:str, args:dict): + """ + Execute the action on the control elements. + :param window: The window variable to execute the action. + :param method: The method to execute. + :param args: The arguments of the method. + :return: The result of the action. + """ + if method_name == "set_edit_text": + if configs["INPUT_TEXT_API"] == "type_keys": + method_name = "type_keys" + args = {"keys": args["text"], "pause": 0.1, "with_spaces": True} + + try: + method = getattr(window, method_name) + result = method(**args) + return result + except AttributeError: + return f"{window} doesn't have a method named {method_name}" + except Exception as e: + return f"An error occurred: {e}" + + + +def wait_enabled(window, timeout:int=10, retry_interval:int=0.5): + """ + Wait until the window is enabled. + :param window: The window to wait. + :param timeout: The timeout to wait. + :param retry_interval: The retry interval to wait. + """ + while not window.is_enabled(): + time.sleep(retry_interval) + timeout -= retry_interval + if timeout <= 0: + warnings.warn(f"Timeout: {window} is not enabled.") + break + return + + + +def wait_visible(window, timeout:int=10, retry_interval:int=0.5): + """ + Wait until the window is enabled. + :param window: The window to wait. + :param timeout: The timeout to wait. + :param retry_interval: The retry interval to wait. + """ + while not window.is_visible(): + time.sleep(retry_interval) + timeout -= retry_interval + if timeout <= 0: + warnings.warn(f"Timeout: {window} is not visible.") + break + return + + + + + diff --git a/ufo/ui_control/screenshot.py b/ufo/ui_control/screenshot.py new file mode 100644 index 00000000..324a65b6 --- /dev/null +++ b/ufo/ui_control/screenshot.py @@ -0,0 +1,198 @@ +from typing import List + +from PIL import Image, ImageDraw, ImageFont, ImageGrab +from pywinauto.application import Application +from pywinauto.win32structures import RECT + +from ..config.config import load_config +from ..utils import number_to_letter + +configs = load_config() + +def capture_screenshot(window_title:str, save_path:str, is_save:bool=True): + """ + Capture a screenshot of the window. + :param window_title: The title of the window. + :param save_path: The path to save the screenshot. + :param is_save: Whether to save the screenshot. + :return: The screenshot. + """ + app = Application(backend="uia").connect(title_re=window_title) + window = app.top_window() + screenshot = window.capture_as_image() + if is_save: + screenshot.save(save_path) + return screenshot + + +def capture_screenshot_multiscreen(save_path:str): + """ + Capture a screenshot of the multi-screen. + """ + screenshot = ImageGrab.grab(all_screens=True) + screenshot.save(save_path) + return screenshot + + +def draw_rectangles(image, coordinate:tuple, color="red", width=3): + """ + Draw a rectangle on the image. + :param image: The image to draw on. + :param coordinate: The coordinate of the rectangle. + :param color: The color of the rectangle. + :param width: The width of the rectangle. + :return: The image with the rectangle. + """ + draw = ImageDraw.Draw(image) + draw.rectangle(coordinate, outline=color, width=width) + return image + + + +def capture_screenshot_controls(top_window, control_list: List, save_path:str, color="red", is_save:bool=True): + """ + Capture a screenshot with rectangles around the controls. + :param top_window: The top window. + :param control_list: The list of the controls to annotate. + :param save_path: The path to save the screenshot. + :param color: The color of the rectangle. + :param is_save: Whether to save the screenshot. + :return: The screenshot with rectangles around the controls. + """ + screenshot = top_window.capture_as_image() + window_rect = top_window.rectangle() + + for control in control_list: + control_rect = control.rectangle() + adjusted_rect = coordinate_adjusted(window_rect, control_rect) + screenshot = draw_rectangles(screenshot, adjusted_rect, color=color) + if is_save: + screenshot.save(save_path) + return screenshot + + + +def coordinate_adjusted(window_rect:RECT, control_rect:RECT): + """ + Adjust the coordinates of the control rectangle to the window rectangle. + :param window_rect: The window rectangle. + :param control_rect: The control rectangle. + :return: The adjusted control rectangle. + """ + # (left, top, right, bottom) + adjusted_rect = (control_rect.left - window_rect.left, control_rect.top - window_rect.top, + control_rect.right - window_rect.left, control_rect.bottom - window_rect.top) + + return adjusted_rect + + +def draw_rectangles_controls(image, coordinate:tuple, label_text:str, botton_margin:int=5, border_width:int=2, font_size:int=25, + font_color:str="#000000", border_color:str="#FF0000", button_color:str="#FFF68F"): + """ + Draw a rectangle around the control and label it. + :param image: The image to draw on. + :param save_path: The path to save the screenshot. + :param coordinate: The coordinate of the control. + :param label_text: The text label of the control. + :param botton_margin: The margin of the button. + :param border_width: The width of the border. + :param font_size: The size of the font. + :param font_color: The color of the font. + :param border_color: The color of the border. + :param button_color: The color of the button. + return: The image with the rectangle and label. + """ + _ = ImageDraw.Draw(image) + font = ImageFont.truetype("arial.ttf", font_size) + text_size = font.getbbox(label_text) + + # set button size + margins + button_size = (text_size[2]+botton_margin, text_size[3]+botton_margin) + # create image with correct size and black background + button_img = Image.new('RGBA', button_size, button_color) + button_draw = ImageDraw.Draw(button_img) + button_draw.text((botton_margin/2, botton_margin/2), label_text, font=font, fill=font_color) + + # draw red rectangle around button + ImageDraw.Draw(button_img).rectangle( + [(0, 0), (button_size[0] - 1, button_size[1] - 1)], + outline=border_color, width=border_width + ) + + # put button on source image + image.paste(button_img, (coordinate[0], coordinate[1])) + return image + + + +def control_annotations(window:str, screenshot_save_path:str, annotated_screenshot_save_path:str, control_list:List, anntation_type:str="number", + color_diff:bool=True, color_default:str="#FFF68F", is_save:bool=True): + + """ + Annotate the controls of the window. + :param window_title: The title of the window. + :param screenshot_save_path: The path to save the screenshot. + :param annotated_screenshot_save_path: The path to save the annotated screenshot. + :param control_list: The list of the controls to annotate. + :param anntation_type: The type of the annotation, must be number or letter. + :param color_diff: Whether to use color difference to annotate different control type. + :param color_default: The default color of the annotation. + :param is_save: Whether to save the screenshot and annotated screenshot. + :return: The dictionary of the annotations and the annotated screenshot. + """ + + annotation_dict = {} + window_rect = window.rectangle() + screenshot = window.capture_as_image() + screenshot_annotated = screenshot.copy() + + assert anntation_type in ["number", "letter"], "The annotation type must be number or letter." + + color_dict = configs["ANNOTATION_COLORS"] + + for i, control in enumerate(control_list): + control_rect = control.rectangle() + adjusted_rect = coordinate_adjusted(window_rect, control_rect) + adjusted_coordinate = (adjusted_rect[0], adjusted_rect[1]) + + if anntation_type == "number": + label_text = str(i+1) + screenshot_annotated = draw_rectangles_controls(screenshot_annotated, adjusted_coordinate, label_text, button_color=color_dict.get(control.element_info.control_type, color_default) if color_diff else color_default) + elif anntation_type == "letter": + label_text = number_to_letter(i) + screenshot_annotated = draw_rectangles_controls(screenshot_annotated, adjusted_coordinate, label_text, button_color=color_dict.get(control.element_info.control_type, color_default) if color_diff else color_default) + annotation_dict[label_text] = control + + if is_save: + screenshot.save(screenshot_save_path) + screenshot_annotated.save(annotated_screenshot_save_path) + return annotation_dict, screenshot, screenshot_annotated + + + +def concat_images_left_right(image1_path, image2_path, output_path): + """ + Concatenate two images horizontally. + :param image1_path: The path of the first image. + :param image2_path: The path of the second image. + :param output_path: The path to save the concatenated image. + :return: The concatenated image. + """ + # Open the images + image1 = Image.open(image1_path) + image2 = Image.open(image2_path) + + # Ensure both images have the same height + min_height = min(image1.height, image2.height) + image1 = image1.crop((0, 0, image1.width, min_height)) + image2 = image2.crop((0, 0, image2.width, min_height)) + + # Concatenate images horizontally + result = Image.new('RGB', (image1.width + image2.width, min_height)) + result.paste(image1, (0, 0)) + result.paste(image2, (image1.width, 0)) + + # Save the result + result.save(output_path) + + return result diff --git a/ufo/utils/__init__.py b/ufo/utils/__init__.py new file mode 100644 index 00000000..0d9d0794 --- /dev/null +++ b/ufo/utils/__init__.py @@ -0,0 +1,179 @@ +import base64 +import json +import os +from io import BytesIO +from typing import Optional + +from colorama import Fore, Style +from PIL import Image + + +def print_with_color(text: str, color: str = ""): + """ + Print text with specified color using ANSI escape codes from Colorama library. + + :param text: The text to print. + :param color: The color of the text (options: red, green, yellow, blue, magenta, cyan, white, black). + """ + color_mapping = { + "red": Fore.RED, + "green": Fore.GREEN, + "yellow": Fore.YELLOW, + "blue": Fore.BLUE, + "magenta": Fore.MAGENTA, + "cyan": Fore.CYAN, + "white": Fore.WHITE, + "black": Fore.BLACK + } + + selected_color = color_mapping.get(color.lower(), "") + colored_text = selected_color + text + Style.RESET_ALL + + print(colored_text) + + + +def image_to_base64(image: Image): + """ + Convert image to base64 string. + + :param image: The image to convert. + :return: The base64 string. + """ + buffered = BytesIO() + image.save(buffered, format="PNG") + return base64.b64encode(buffered.getvalue()).decode("utf-8") + + +def encode_image_from_path(image_path: str, mime_type: Optional[str] = None) -> str: + """ + Encode an image file to base64 string. + :param image_path: The path of the image file. + :param mime_type: The mime type of the image. + :return: The base64 string. + """ + import mimetypes + file_name = os.path.basename(image_path) + mime_type = mime_type if mime_type is not None else mimetypes.guess_type(file_name)[0] + with open(image_path, "rb") as image_file: + encoded_image = base64.b64encode(image_file.read()).decode('ascii') + + if mime_type is None or not mime_type.startswith("image/"): + print("Warning: mime_type is not specified or not an image mime type. Defaulting to png.") + mime_type = "image/png" + + image_url = f"data:{mime_type};base64," + encoded_image + return image_url + + + +def create_folder(folder_path: str): + """ + Create a folder if it doesn't exist. + + :param folder_path: The path of the folder to create. + """ + if not os.path.exists(folder_path): + os.makedirs(folder_path) + + + +def number_to_letter(n:int): + """ + Convert number to letter. + :param n: The number to convert. + :return: The letter converted from the number. + """ + if n < 0: + return "Invalid input" + + result = "" + while n >= 0: + remainder = n % 26 + result = chr(65 + remainder) + result # 65 is the ASCII code for 'A' + n = n // 26 - 1 + if n < 0: + break + + return result + + +def check_json_format(string:str): + """ + Check if the string can be correctly parse by json. + :param string: The string to check. + :return: True if the string can be correctly parse by json, False otherwise. + """ + import json + try: + json.loads(string) + except ValueError: + return False + return True + + +def yes_or_no(): + """ + Ask for user input until the user enters either Y or N. + :return: The user input. + """ + while True: + user_input = input().upper() + + if user_input == 'Y': + return True + elif user_input == 'N': + return False + else: + print("Invalid choice. Please enter either Y or N. Try again.") + + +def json_parser(json_string:str): + """ + Parse json string to json object. + :param json_string: The json string to parse. + :return: The json object. + """ + + # Remove the ```json and ``` at the beginning and end of the string if exists. + if json_string.startswith("```json"): + json_string = json_string[7:-3] + + return json.loads(json_string) + + + +def generate_function_call(func, args): + """ + Generate a function call string. + :param func: The function name. + :param args: The arguments as a dictionary. + :return: The function call string. + """ + # Format the arguments + args_str = ', '.join(f'{k}={v!r}' for k, v in args.items()) + + # Return the function call string + return f'{func}({args_str})' + + +def revise_line_breaks(args: dict): + """ + Replace '\\n' with '\n' in the arguments. + :param args: The arguments. + :return: The arguments with \\n replaced with \n. + """ + # Replace \\n with \\n + for key in args.keys(): + if isinstance(args[key], str): + args[key] = args[key].replace('\\n', '\n') + + return args + + + + + + + + From c686818f9ede01e18399aff4af121fab54c8ded7 Mon Sep 17 00:00:00 2001 From: vyokky <7678676@qq.com> Date: Tue, 6 Feb 2024 19:50:07 +0800 Subject: [PATCH 008/223] init commit --- README.md | 7 ++++++- assets/ufo_rv.png | Bin 35025 -> 0 bytes ufo/config/config.yaml | 4 ++-- 3 files changed, 8 insertions(+), 3 deletions(-) delete mode 100644 assets/ufo_rv.png diff --git a/README.md b/README.md index 9a831e2c..3b975d3d 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,12 @@ UFO :A UI-Focused Multimodal Agent for Windows OS