0.11.1 - LLaVA support

🎏 Major Changes

• LLaVA Support by @SignalRT in #556, #563, #609
• Chat session state management by @eublefar in #560
• Classifier Free Guidance by @martindevans in #536
• March Binary Update by @martindevans in #565
• SetDllImportResolver based loading by @martindevans in #603

📖 Documentation

• The documentation has been improved and no longer outdated, see LLamaSharp Documentation.

🔧 Bug Fixes

• Added conditional compilation code to progress_callback (in LlamaModelParams struct) by @clovisribeiro in #593
• Memory Disposal Tests by @martindevans in #551
• Fixed Publish File paths by @martindevans in #561
• llama_decode lock by @martindevans in #595
• BatchedExecutor Fixed Forking by @martindevans in #621
• Fixed off by one error in LLamaBatch sampling position by @martindevans in #626
• [LLama.KernelMemory] Fixed System.ArgumentException: EmbeddingMode must be true & #617 by @ChengYen-Tang in #615
• fix: the missing of llava_shared library. by @AsakusaRinne in #633

📌 Other Changes

• Removed llama_eval() by @martindevans in #553
• ChatSession: improve exception message by @swharden in #523
• Improve "embeddings" example by @swharden in #525
• Add path to find llama.dll for MAUI by @evolcano in #631
• LLama.Examples: improve model path prompt by @swharden in #526
• NativeLibraryConfig.WithLogs() overload to set log level by @swharden in #529
• LLamaSharp.Examples: Document Q&A with local storage by @swharden in #532
• Used AnsiConsole in a few more places by @martindevans in #534
• ReadOnlySpan<float> in ISamplingPipeline by @martindevans in #538
• KernelMemory update with adding the use of already loaded model by @zsogitbe in #630
• Add Link To Blazor Demo by @alexhiggins732 in #539
• Removed Obsolete SamplingApi by @martindevans in #552
• update readme.md backends by @warquys in #587
• docs: update the example in readme. by @AsakusaRinne in #604
• Update Semantic Kernel & Kernel Memory Package by @xbotter in #612
• BatchedExecutor.Create() method by @martindevans in #613
• LLamaBatch Logit Tracking by @martindevans in #624

🙌 New Contributors

• @swharden made their first contribution in #523
• @alexhiggins732 made their first contribution in #539
• @clovisribeiro made their first contribution in #593
• @warquys made their first contribution in #587
• @eublefar made their first contribution in #560
• @ChengYen-Tang made their first contribution in #615
• @evolcano made their first contribution in #631

Full Changelog: v0.10.0...0.11.0

0.10.0 - Phi2

Major Changes

• Update binaries feb 2024 by @martindevans in #479
• Add CLBLAST native library to native libraries build by @jasoncouture in #468
• Introduced a new BatchedExecutor by @martindevans in #503
• Swapped StatelessExecutor to use llama_decode! by @martindevans in #445
• LLamaToken Struct by @martindevans in #404

Bug Fixes

• KernelMemory EmbeddingMode bug correction by @zsogitbe in #485
• Normalize Embeddings by @martindevans in #507
• StreamingTextDecoder Fix & Tests by @martindevans in #428
• Tokenizer Fixes For Issue 430 by @martindevans in #433

Other Changes

• Use llama instead of libllama in [DllImport] by @jasoncouture in #465
• Updated Examples by @vikramvee in #502
• Added new file types to quantisation by @martindevans in #495
• Smaller Unit Test Model by @martindevans in #496
• Using AddRange in LLamaEmbedder by @martindevans in #499
• Small KV Cache Handling Improvements by @martindevans in #500
• Added increment and decrement operators to LLamaPos by @martindevans in #501
• Swapped GetEmbeddings to llama_decode by @martindevans in #474
• kv_cache_instance_methods by @martindevans in #454
• Removed IModelParams and IContextParams setters. by @martindevans in #472
• Managed LLamaBatch by @martindevans in #442
• Check Model Path Exists by @martindevans in #437
• Model Metadata Loading Cleanup by @martindevans in #438
• Added a check for EOS token in LLamaStatelessExecutor by @martindevans in #434
• Update README.md by @Oceania2018 in #427
• Gpu layer count change by @Kaotic3 in #424
• Improved exceptions in IModelParams for unknown KV override types. by @martindevans in #416

New Contributors

• @Kaotic3 made their first contribution in #424
• @Oceania2018 made their first contribution in #427
• @jasoncouture made their first contribution in #465
• @zsogitbe made their first contribution in #485
• @vikramvee made their first contribution in #502

Full Changelog: 0.9.1...v0.10.0

0.9.1 - Mixtral!

Major Changes

• Rebuilt ChatSession class by @philippjbauer in #344
• Custom Sampling Pipelines by @martindevans in #348
• Updated Binaries December 2023 by @martindevans in #361
• Added LLamaWeights.Metadata property by @martindevans in #380

Bug Fixes

• Fix documentation to reflect changes in ChatSession API by @asmirnov82 in #366
• Added missing field to LLamaModelQuantizeParams by @martindevans in #367
• Fix broken references in docs by @asmirnov82 in #378
• Updated & Fixed WebAPI by @scotmcc in #377
• Fixed loading of very large metadata values by @martindevans in #384
• Update compile.yml to fix not building for windows by @edgett in #386
• Metadata Fixes by @martindevans in #385
• Fix typos in SemanticKernel README file by @asmirnov82 in #408

Other Changes

• Context Set Seed by @martindevans in #368
• Update README.md by @martindevans in #335
• ci: fix error in auto-release. by @AsakusaRinne in #334
• Update README.md by @markvantilburg in #339
• 🔧 Refactor Semantic Kernel chat completion implementation by @xbotter in #341
• build(deps): bump xunit.runner.visualstudio from 2.5.4 to 2.5.5 by @dependabot in #353
• build(deps): bump xunit from 2.6.2 to 2.6.3 by @dependabot in #352
• Added AVX and AVX2 to MacOS x86_64 builds by @martindevans in #360
• Upgrade unittest target framework to .NET 8.0 by @xbotter in #358
• Clone Grammar by @martindevans in #370
• Renamed llama_sample_temperature to llama_sample_temp by @martindevans in #369
• Reset Custom Sampling Pipeline by @martindevans in #372
• Improved support for AVX512 by @martindevans in #373
• bump sk to 1.0.1 & km to 0.18 by @xbotter in #356
• build(deps): bump xunit from 2.6.3 to 2.6.4 by @dependabot in #389
• build(deps): bump xunit.runner.visualstudio from 2.5.5 to 2.5.6 by @dependabot in #391
• build(deps): bump Swashbuckle.AspNetCore from 6.4.0 to 6.5.0 by @dependabot in #388
• build(deps): bump Microsoft.KernelMemory.Abstractions from 0.18.231209.1-preview to 0.24.231228.5 by @dependabot in #397
• build(deps): bump Microsoft.KernelMemory.Core and Microsoft.KernelMemory.Abstractions by @dependabot in #396
• Code cleanup driven by R# suggestions by @martindevans in #400
• Removed some unnecessary uses of unsafe by @martindevans in #401
• Safer Model Handle Creation by @martindevans in #402
• Extra ModelParams Checking by @martindevans in #403

New Contributors

• @markvantilburg made their first contribution in #339
• @asmirnov82 made their first contribution in #366
• @scotmcc made their first contribution in #377
• @edgett made their first contribution in #386

Thank you so much for all the contributions! 😻

Full Changelog: v0.8.1...0.9.1

v0.8.1 - Major BUG fix and better feature detection

Break changes

• Change NativeLibraryConfig.Default to NativeLibraryConfig.Instance.

Major features and fix

• MinP Sampler by @martindevans in #277
• CPU Feature Detection 2 by @martindevans in #281
• AntipromptProcessor access by @saddam213 in #288
• StreamingTextDecoder in LLamaExecutorBase by @martindevans in #293
• November Binary Update by @martindevans in #316
• Update KernelMemory Package by @xbotter in #325
• fix: Chinese encoding error with gb2312. by @AsakusaRinne in #326
• feat: allow customized search path for native library loading. by @AsakusaRinne in #333

Other changes

• Add targets in Web project by @SignalRT in #286
• Update examples by @xbotter in #295
• dotnet8.0 by @martindevans in #292
• progress_callback in LLamaModelParams by @martindevans in #303
• Added Obsolete markings to all Eval overloads by @martindevans in #304
• Improved test coverage. by @martindevans in #311
• Removed Obsolete ModelParams Constructor by @martindevans in #312
• Better TensorSplitsCollection Initialisation by @martindevans in #310
• Add DefaultInferenceParams to Kernel Memory by @xbotter in #307
• Added a converter similar to the Open AI one by @futzy314 in #315

New Contributors

• @futzy314 made their first contribution in #315

Thank you so much for all the contributions!

Full Changelog: v0.8.0...v0.8.1

v0.8.0: performance improvement, cuda feature detection and kernel-memory integration

What's Changed

• fix: binary not copied on MAC platform. by @AsakusaRinne in #238
• docs: add related repos. by @AsakusaRinne in #240
• docs: add example models for v0.7.0. by @AsakusaRinne in #243
• Adapts to SK Kernel Memory by @xbotter in #226
• CodeQL Pointer Arithmetic by @martindevans in #246
• build(deps): bump xunit from 2.5.0 to 2.6.1 by @dependabot in #233
• build(deps): bump xunit.runner.visualstudio from 2.5.0 to 2.5.3 by @dependabot in #234
• build(deps): bump Swashbuckle.AspNetCore from 6.2.3 to 6.5.0 by @dependabot in #235
• build(deps): bump Microsoft.SemanticKernel from 1.0.0-beta1 to 1.0.0-beta4 by @dependabot in #231
• feat(kernel-memory): avoid loading model twice. by @AsakusaRinne in #248
• GitHub Action Pipeline Improvements by @martindevans in #245
• Update README.md by @hswlab in #252
• Removed some CI targets by @martindevans in #253
• Removed Old Targets From CI matrix by @martindevans in #254
• Align with llama.cpp b1488 by @SignalRT in #249
• Enhance framework compatibility by @Uralstech in #259
• Update LLama.Examples using Spectre.Console by @xbotter in #255
• Context Size Autodetect by @martindevans in #263
• Prevent duplication of user prompts / chat history in ChatSession. by @philippjbauer in #266
• build: add package for kernel-memory integration. by @AsakusaRinne in #244
• Exposed YaRN scaling parameters in IContextParams by @martindevans in #257
• Update ToLLamaSharpChatHistory extension method to be public and support semantic-kernel author roles by @kidkych in #274
• Runtime detection MacOS by @SignalRT in #258
• feat: cuda feature detection. by @AsakusaRinne in #275

New Contributors

• @dependabot made their first contribution in #233
• @hswlab made their first contribution in #252
• @Uralstech made their first contribution in #259
• @philippjbauer made their first contribution in #266
• @kidkych made their first contribution in #274

Full Changelog: v0.7.0...v0.8.0

v0.7.0 - improve performance

This release fixes the performance problem in v0.6.0, so that it's strongly recommended to upgraded to this version. Many thanks for the catch of this problem by @lexxsoft and the fix from @martindevans !

What's Changed

• RoundTrip Tokenization Errors by @martindevans in #205
• Fixed Broken Text Decoding by @martindevans in #219
• Multi GPU by @martindevans in #202
• New Binaries & Improved Sampling API by @martindevans in #223

Full Changelog: v0.6.0...v0.7.0

v0.6.0 - follow major llama.cpp changes

What's Changed

• Better Antiprompt Testing by @martindevans in #150
• Simplified LLamaInteractExecutor antiprompt matching by @martindevans in #152
• Changed OpenOrCreate to Create by @martindevans in #153
• Beam Search by @martindevans in #155
• ILogger implementation by @saddam213 in #158
• Removed GenerateResult by @martindevans in #159
• GetState() fix by @martindevans in #160
• llama_get_kv_cache_token_count by @martindevans in #164
• better_instruct_antiprompt_checking by @martindevans in #165
• skip_empty_tokenization by @martindevans in #167
• SemanticKernel API Update by @drasticactions in #169
• Removed unused properties of InferenceParams & ModelParams by @martindevans in #149
• Coding assistent example by @Regenhardt in #172
• Remove non-async by @martindevans in #173
• MacOS default build now is metal llama.cpp #2901 by @SignalRT in #163
• CPU Feature Detection by @martindevans in #65
• make InferenceParams a record so we can use with by @redthing1 in #175
• fix opaque GetState (fixes #176) by @redthing1 in #177
• Extensions Method Unit Tests by @martindevans in #179
• Async Stateless Executor by @martindevans in #182
• Fixed GitHub Action by @martindevans in #190
• GrammarRule Tests by @martindevans in #192
• More Tests by @martindevans in #194
• Support SemanticKernel 1.0.0-beta1 by @DVaughan in #193
• Major llama.cpp API Change by @martindevans in #185
• Cleanup by @martindevans in #196
• Update WebUI inline with v5.0.x by @saddam213 in #197
• More Logging by @martindevans in #198
• chore: Update LLama.Examples and LLama.SemanticKernel by @xbotter in #201
• ci: add auto release workflow. by @AsakusaRinne in #204

New Contributors

• @Regenhardt made their first contribution in #172
• @redthing1 made their first contribution in #175
• @DVaughan made their first contribution in #193

Full Changelog: v0.5.1...v0.6.0

v0.5.1 - GGUF, grammar and semantic-kernel integration

What's Changed

• Remove native libraries from LLama.csproj and replace it with a targets file. by @drasticactions in #32
• Update libllama.dylib by @SignalRT in #36
• update webapi example by @xbotter in #39
• MacOS metal support by @SignalRT in #47
• Basic ASP.NET Core website example by @saddam213 in #48
• fix breaking change in llama.cpp; bind to latest version llama.cpp to… by @fwaris in #51
• Documentation Spelling/Grammar by @martindevans in #52
• XML docs fixes by @martindevans in #53
• Cleaned up unnecessary extension methods by @martindevans in #55
• Memory Mapped LoadState/SaveState by @martindevans in #56
• Larger states by @martindevans in #57
• Instruct & Stateless web example implemented by @saddam213 in #59
• Fixed Multiple Enumeration by @martindevans in #54
• Fixed More Multiple Enumeration by @martindevans in #63
• Low level new loading system by @martindevans in #64
• Fixed Memory pinning in Sampling API by @martindevans in #68
• Fixed Spelling Mirostate -> Mirostat by @martindevans in #69
• Fixed Mirostate Sampling by @martindevans in #72
• GitHub actions by @martindevans in #74
• Update llama.cpp binaries to 5f631c2 and align the LlamaContext by @SignalRT in #77
• Expose some native classes by @saddam213 in #80
• feat: update the llama backends. by @AsakusaRinne in #78
• ModelParams & InferenceParams abstractions by @saddam213 in #79
• Cleaned up multiple enumeration in FixedSizeQueue by @martindevans in #83
• Improved Tensor Splits by @martindevans in #81
• fix: antiprompt does not work in stateless executor. by @AsakusaRinne in #84
• Access to IModelParamsExtensions by @saddam213 in #86
• Utils Cleanup by @martindevans in #82
• Fixed ToLlamaContextParams using the wrong parameter for use_mmap by @martindevans in #89
• Fix serialization error due to NaN by @martindevans in #88
• Add native logging output by @saddam213 in #95
• Minor quantizer improvements by @martindevans in #96
• Improved NativeApi file a bit by @martindevans in #99
• Logger Comments by @martindevans in #100
• llama_sample_classifier_free_guidance by @martindevans in #101
• Potential fix for .Net Framework issues by @zombieguy98 in #103
• Add missing semi-colon to README sample code by @zerosoup in #104
• Multi Context by @martindevans in #90
• Updated Demos by @martindevans in #105
• renamed some arguments in ModelParams constructor so that class can be serialized easily by @erinloy in #108
• Stateless Executor Fix by @martindevans in #107
• Grammar basics by @martindevans in #102
• Re-renaming some arguments to allow for easy deserialization from appsettings.json. by @erinloy in #111
• Added native symbol for CFG by @martindevans in #112
• Minor Code Cleanup by @martindevans in #114
• Changed type conversion by @zombieguy98 in #116
• OldVersion obsoletion notices by @martindevans in #117
• Embedder Test by @martindevans in #97
• Improved Cloning by @martindevans in #119
• ModelsParams record class by @martindevans in #115
• ReSharper code warnings cleanup by @martindevans in #120
• Two small improvements to the native sampling API by @martindevans in #124
• Removed unnecessary parameters from some low level sampler methods by @martindevans in #125
• Dependency Building In Github Action by @martindevans in #126
• Fixed paths by @martindevans in #127
• Fixed cuda paths again by @martindevans in #130
• Linux cublas by @martindevans in #131
• Fixed linux cublas filenames by @martindevans in #132
• fixed linux cublas paths in final step by @martindevans in #133
• Fixed the cublas linux paths again by @martindevans in #134
• Fixed those cublas paths again by @martindevans in #135
• Translating the grammar parser by @Mihaiii in #136
• Higher Level Grammar System by @martindevans in #137
• Enable Semantic kernel support by @drasticactions in #138
• grammar_exception_types by @martindevans in #140
• GGUF by @martindevans in #122
• docs: update the docs to follow new version. by @AsakusaRinne in #141
• Update MacOS Binaries by @SignalRT in #143
• Remove LLamaNewlineTokens from InteractiveExecutorState by @martindevans in #144
• refactor: remove old version files. by @AsakusaRinne in #142
• Disable test parallelism by @martindevans in #145
• Removed duplicate llama_sample_classifier_free_guidance method by @martindevans in #146
• Swapped to llama-7b-chat by @martindevans in #147

New Contributors

• @drasticactions made their first contribution in #32
• @xbotter made their first contribution in #39
• @saddam213 made their first contribution in #48
• @fwaris made their first contribution in #51
• @martindevans made their first contribution in #52
• @zombieguy98 made their first contribution in #103
• @zerosoup made their first contribution in #104
• @erinloy made their first contribution in #108
• @Mihaiii made their first contribution in #136

Full Changelog: v0.4.0...v0.5.0

v0.4.2-preview: new backends

What's Changed

• update webapi example by @xbotter in #39
• MacOS metal support by @SignalRT in #47
• Basic ASP.NET Core website example by @saddam213 in #48
• fix breaking change in llama.cpp; bind to latest version llama.cpp to… by @fwaris in #51
• Documentation Spelling/Grammar by @martindevans in #52
• XML docs fixes by @martindevans in #53
• Cleaned up unnecessary extension methods by @martindevans in #55
• Memory Mapped LoadState/SaveState by @martindevans in #56
• Larger states by @martindevans in #57
• Instruct & Stateless web example implemented by @saddam213 in #59
• Fixed Multiple Enumeration by @martindevans in #54
• Fixed More Multiple Enumeration by @martindevans in #63
• Low level new loading system by @martindevans in #64
• Fixed Memory pinning in Sampling API by @martindevans in #68
• Fixed Spelling Mirostate -> Mirostat by @martindevans in #69
• Fixed Mirostate Sampling by @martindevans in #72
• GitHub actions by @martindevans in #74
• Update llama.cpp binaries to 5f631c2 and align the LlamaContext by @SignalRT in #77
• Expose some native classes by @saddam213 in #80
• feat: update the llama backends. by @AsakusaRinne in #78

New Contributors

• @xbotter made their first contribution in #39
• @saddam213 made their first contribution in #48
• @fwaris made their first contribution in #51
• @martindevans made their first contribution in #52

Full Changelog: v0.4.1-preview...v0.4.2-preview

v0.4.1-preview - follow up llama.cpp latest commit

This is a preview version which followed up the latest modifications of llama.cpp.

For some reasons the cuda backend hasn't been okay, we'll release v0.4.1 after dealing with that.