From 7ac78992351b59b10f2378b6e7a8a44197f63575 Mon Sep 17 00:00:00 2001
From: Duan Juanyong <juanyong.duan@microsoft.com>
Date: Thu, 18 Jan 2024 17:49:34 +0800
Subject: [PATCH 1/8] update python version & add tests for different python
 versions

---
 .github/workflows/{tests.yml => ci.yml} |   29 +-
 .gitignore                              |    5 +-
 anomaly-detector/poetry.lock            | 1265 +++++++++++------------
 anomaly-detector/pyproject.toml         |   15 +-
 requirements.txt                        |    9 +-
 5 files changed, 628 insertions(+), 695 deletions(-)
 rename .github/workflows/{tests.yml => ci.yml} (80%)

diff --git a/.github/workflows/tests.yml b/.github/workflows/ci.yml
similarity index 80%
rename from .github/workflows/tests.yml
rename to .github/workflows/ci.yml
index 5885c99..fb3fe88 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/ci.yml
@@ -6,9 +6,9 @@ name: CI
 on:
   # Triggers the workflow on push or pull request events but only for the "main" branch
   push:
-    branches: [ "main" ]
+    branches: [ "main", "dev"]
   pull_request:
-    branches: [ "main" ]
+    branches: [ "main", "dev" ]
 
   # Allows you to run this workflow manually from the Actions tab
   workflow_dispatch:
@@ -19,6 +19,9 @@ jobs:
   test:
     # The type of runner that the job will run on
     runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [ '3.8', '3.9', '3.10.8', '3.11', '3.12']
 
     # Steps represent a sequence of tasks that will be executed as part of the job
     steps:
@@ -28,12 +31,6 @@ jobs:
       - name: Install poetry
         run: pipx install poetry
 
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: 3.11
-          cache: 'poetry'
-
       - name: install dependence
         working-directory: anomaly-detector
         run: poetry install
@@ -49,17 +46,15 @@ jobs:
 
   test_on_poetry_whl:
     runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [ '3.8', '3.9', '3.10.8', '3.11', '3.12' ]
     steps:
       - uses: actions/checkout@v4
 
       - name: Install poetry
         run: pipx install poetry
 
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: 3.11
-
       - name: gen .whl file by poetry
         working-directory: anomaly-detector
         run: poetry build
@@ -79,13 +74,6 @@ jobs:
     steps:
       - uses: actions/checkout@v4
 
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: 3.11
-          cache: 'pip'
-          cache-dependency-path: setup.py
-
       - name: install package by setup.py
         run: pip install .
 
@@ -94,4 +82,3 @@ jobs:
         run: |
           pip install pytest
           python test_demo.py
-
diff --git a/.gitignore b/.gitignore
index f1f85f8..d21e45e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -399,4 +399,7 @@ FodyWeavers.xsd
 
 mlruns/
 mlartifacts/
-model/
\ No newline at end of file
+model/
+venv/
+
+.idea/
\ No newline at end of file
diff --git a/anomaly-detector/poetry.lock b/anomaly-detector/poetry.lock
index 93ed72a..6f8293a 100644
--- a/anomaly-detector/poetry.lock
+++ b/anomaly-detector/poetry.lock
@@ -12,6 +12,8 @@ files = [
 ]
 
 [package.dependencies]
+importlib-metadata = {version = "*", markers = "python_version < \"3.9\""}
+importlib-resources = {version = "*", markers = "python_version < \"3.9\""}
 Mako = "*"
 SQLAlchemy = ">=1.3.0"
 typing-extensions = ">=4"
@@ -178,66 +180,136 @@ files = [
 
 [[package]]
 name = "contourpy"
-version = "1.2.0"
+version = "1.1.0"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "contourpy-1.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dffcc2ddec1782dd2f2ce1ef16f070861af4fb78c69862ce0aab801495dda6a3"},
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+]
+
+[package.dependencies]
+numpy = ">=1.16"
+
+[package.extras]
+bokeh = ["bokeh", "selenium"]
+docs = ["furo", "sphinx-copybutton"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.2.0)", "types-Pillow"]
+test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
+test-no-images = ["pytest", "pytest-cov", "wurlitzer"]
+
+[[package]]
+name = "contourpy"
+version = "1.1.1"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
-python-versions = ">=3.9"
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 [package.dependencies]
-numpy = ">=1.20,<2.0"
+numpy = {version = ">=1.16,<2.0", markers = "python_version <= \"3.11\""}
 
 [package.extras]
 bokeh = ["bokeh", "selenium"]
 docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.6.1)", "types-Pillow"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.4.1)", "types-Pillow"]
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
-test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
+test-no-images = ["pytest", "pytest-cov", "wurlitzer"]
 
 [[package]]
 name = "cycler"
@@ -307,20 +379,18 @@ files = [
 ]
 
 [[package]]
-name = "filelock"
-version = "3.13.1"
-description = "A platform independent file lock."
+name = "exceptiongroup"
+version = "1.2.0"
+description = "Backport of PEP 654 (exception groups)"
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-typing = ["typing-extensions (>=4.8)"]
+test = ["pytest (>=6)"]
 
 [[package]]
 name = "flask"
@@ -336,6 +406,7 @@ files = [
 [package.dependencies]
 blinker = ">=1.6.2"
 click = ">=8.1.3"
+importlib-metadata = {version = ">=3.6.0", markers = "python_version < \"3.10\""}
 itsdangerous = ">=2.1.2"
 Jinja2 = ">=3.1.2"
 Werkzeug = ">=3.0.0"
@@ -346,53 +417,53 @@ dotenv = ["python-dotenv"]
 
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 python-versions = ">=3.8"
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 ]
 
 [package.extras]
@@ -409,41 +480,6 @@ ufo = ["fs (>=2.2.0,<3)"]
 unicode = ["unicodedata2 (>=15.1.0)"]
 woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
-[[package]]
-name = "fsspec"
-version = "2023.12.2"
-description = "File-system specification"
-optional = false
-python-versions = ">=3.8"
-files = [
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-]
-
-[package.extras]
-abfs = ["adlfs"]
-adl = ["adlfs"]
-arrow = ["pyarrow (>=1)"]
-dask = ["dask", "distributed"]
-devel = ["pytest", "pytest-cov"]
-dropbox = ["dropbox", "dropboxdrivefs", "requests"]
-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
-fuse = ["fusepy"]
-gcs = ["gcsfs"]
-git = ["pygit2"]
-github = ["requests"]
-gs = ["gcsfs"]
-gui = ["panel"]
-hdfs = ["pyarrow (>=1)"]
-http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "requests"]
-libarchive = ["libarchive-c"]
-oci = ["ocifs"]
-s3 = ["s3fs"]
-sftp = ["paramiko"]
-smb = ["smbprotocol"]
-ssh = ["paramiko"]
-tqdm = ["tqdm"]
-
 [[package]]
 name = "gitdb"
 version = "4.0.11"
@@ -596,6 +632,24 @@ docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.link
 perf = ["ipython"]
 testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
 
+[[package]]
+name = "importlib-resources"
+version = "6.1.1"
+description = "Read resources from Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff", "zipp (>=3.17)"]
+
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -780,15 +834,18 @@ testing = ["pytest"]
 
 [[package]]
 name = "markdown"
-version = "3.5.1"
+version = "3.5.2"
 description = "Python implementation of John Gruber's Markdown."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
+[package.dependencies]
+importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
+
 [package.extras]
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 testing = ["coverage", "pyyaml"]
@@ -864,49 +921,69 @@ files = [
 
 [[package]]
 name = "matplotlib"
-version = "3.8.2"
+version = "3.7.4"
 description = "Python plotting package"
 optional = false
-python-versions = ">=3.9"
-files = [
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 [package.dependencies]
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 cycler = ">=0.10"
 fonttools = ">=4.22.0"
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 packaging = ">=20.0"
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 pyparsing = ">=2.3.1"
 python-dateutil = ">=2.7"
 
@@ -962,226 +1039,103 @@ genai = ["aiohttp (<4)", "boto3 (>=1.28.56,<2)", "fastapi (<1)", "pydantic (>=1.
 sqlserver = ["mlflow-dbstore"]
 xethub = ["mlflow-xethub"]
 
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-typing-extensions = ">=4.2.0"
+typing-extensions = ">=4.6.0"
 
 [package.extras]
 aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
 aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
-aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
 asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
 mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
@@ -1820,7 +1792,7 @@ mssql-pyodbc = ["pyodbc"]
 mypy = ["mypy (>=0.910)"]
 mysql = ["mysqlclient (>=1.4.0)"]
 mysql-connector = ["mysql-connector-python"]
-oracle = ["cx-oracle (>=8)"]
+oracle = ["cx_oracle (>=8)"]
 oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
 postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
@@ -1830,7 +1802,7 @@ postgresql-psycopg2binary = ["psycopg2-binary"]
 postgresql-psycopg2cffi = ["psycopg2cffi"]
 postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
-sqlcipher = ["sqlcipher3-binary"]
+sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "sqlparse"
@@ -1848,20 +1820,6 @@ dev = ["build", "flake8"]
 doc = ["sphinx"]
 test = ["pytest", "pytest-cov"]
 
-[[package]]
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-version = "1.12"
-description = "Computer algebra system (CAS) in Python"
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-
-[package.dependencies]
-mpmath = ">=0.19"
-
 [[package]]
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 version = "0.9.0"
@@ -1887,57 +1845,55 @@ files = [
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 ]
 
+[[package]]
+name = "tomli"
+version = "2.0.1"
+description = "A lil' TOML parser"
+optional = false
+python-versions = ">=3.7"
+files = [
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+
 [[package]]
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 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
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 [package.dependencies]
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-fsspec = "*"
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-networkx = "*"
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-sympy = "*"
-triton = {version = "2.1.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cublas-cu11 = {version = "11.10.3.66", markers = "platform_system == \"Linux\""}
+nvidia-cuda-nvrtc-cu11 = {version = "11.7.99", markers = "platform_system == \"Linux\""}
+nvidia-cuda-runtime-cu11 = {version = "11.7.99", markers = "platform_system == \"Linux\""}
+nvidia-cudnn-cu11 = {version = "8.5.0.96", markers = "platform_system == \"Linux\""}
 typing-extensions = "*"
 
 [package.extras]
-dynamo = ["jinja2"]
 opt-einsum = ["opt-einsum (>=3.3)"]
 
 [[package]]
@@ -1960,31 +1916,6 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
-[[package]]
-name = "triton"
-version = "2.1.0"
-description = "A language and compiler for custom Deep Learning operations"
-optional = false
-python-versions = "*"
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-    {file = "triton-2.1.0-0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:21544e522c02005a626c8ad63d39bdff2f31d41069592919ef281e964ed26446"},
-    {file = "triton-2.1.0-0-pp37-pypy37_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:143582ca31dd89cd982bd3bf53666bab1c7527d41e185f9e3d8a3051ce1b663b"},
-    {file = "triton-2.1.0-0-pp38-pypy38_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:82fc5aeeedf6e36be4e4530cbdcba81a09d65c18e02f52dc298696d45721f3bd"},
-    {file = "triton-2.1.0-0-pp39-pypy39_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:81a96d110a738ff63339fc892ded095b31bd0d205e3aace262af8400d40b6fa8"},
-]
-
-[package.dependencies]
-filelock = "*"
-
-[package.extras]
-build = ["cmake (>=3.18)", "lit"]
-tests = ["autopep8", "flake8", "isort", "numpy", "pytest", "scipy (>=1.7.1)"]
-tutorials = ["matplotlib", "pandas", "tabulate"]
-
 [[package]]
 name = "typing-extensions"
 version = "4.9.0"
@@ -1998,13 +1929,13 @@ files = [
 
 [[package]]
 name = "tzdata"
-version = "2023.3"
+version = "2023.4"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 files = [
-    {file = "tzdata-2023.3-py2.py3-none-any.whl", hash = "sha256:7e65763eef3120314099b6939b5546db7adce1e7d6f2e179e3df563c70511eda"},
-    {file = "tzdata-2023.3.tar.gz", hash = "sha256:11ef1e08e54acb0d4f95bdb1be05da659673de4acbd21bf9c69e94cc5e907a3a"},
+    {file = "tzdata-2023.4-py2.py3-none-any.whl", hash = "sha256:aa3ace4329eeacda5b7beb7ea08ece826c28d761cda36e747cfbf97996d39bf3"},
+    {file = "tzdata-2023.4.tar.gz", hash = "sha256:dd54c94f294765522c77399649b4fefd95522479a664a0cec87f41bebc6148c9"},
 ]
 
 [[package]]
@@ -2071,6 +2002,20 @@ MarkupSafe = ">=2.1.1"
 [package.extras]
 watchdog = ["watchdog (>=2.3)"]
 
+[[package]]
+name = "wheel"
+version = "0.42.0"
+description = "A built-package format for Python"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "wheel-0.42.0-py3-none-any.whl", hash = "sha256:177f9c9b0d45c47873b619f5b650346d632cdc35fb5e4d25058e09c9e581433d"},
+    {file = "wheel-0.42.0.tar.gz", hash = "sha256:c45be39f7882c9d34243236f2d63cbd58039e360f85d0913425fbd7ceea617a8"},
+]
+
+[package.extras]
+test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
+
 [[package]]
 name = "zipp"
 version = "3.17.0"
@@ -2088,5 +2033,5 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.11"
-content-hash = "355707240d68fd48b0af1fa8f73f5529e5c0bc7818ee446414fe3feb34ad7a3f"
+python-versions = "^3.8"
+content-hash = "dd23ba3ed6470b25b117af66b8928f0d36d0bb0ee0b6f7fd44e8851801525b27"
diff --git a/anomaly-detector/pyproject.toml b/anomaly-detector/pyproject.toml
index a78715d..188257e 100644
--- a/anomaly-detector/pyproject.toml
+++ b/anomaly-detector/pyproject.toml
@@ -1,17 +1,16 @@
 [tool.poetry]
 name = "anomaly-detector"
-version = "0.1.0"
-description = ""
-authors = ["juaduan <juanyong.duan@microsoft.com>"]
+version = "0.1.1"
+description = "Microsoft Anomaly Detector"
+authors = ["Anomaly Detector <anomaly_detector@microsoft.com>"]
+license = "MIT"
 readme = "README.md"
-packages = [{include = "anomaly_detector"}]
 
 [tool.poetry.dependencies]
-python = "^3.11"
-mlflow = "^2.9.2"
-torch = "^2.1.2"
+python = "^3.8"
+torch = "^1.13.1"
 tqdm = "^4.66.1"
-pybind11 = "^2.11.1"
+mlflow = "^2"
 pytest = "^7.4.4"
 
 
diff --git a/requirements.txt b/requirements.txt
index 69d69a5..5abb29a 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,5 +1,4 @@
-torch==2.1.2
-numpy==1.26.3
-pandas==2.1.4
-tqdm==4.66.1
-mlflow==2.9.2
\ No newline at end of file
+torch>=1.13.1
+tqdm>=4.66.1
+mlflow>=2
+pytest>=7.4.4
\ No newline at end of file

From ba1a6adefcd3366aa726f716aec5ff06d9085cff Mon Sep 17 00:00:00 2001
From: Duan Juanyong <juanyong.duan@microsoft.com>
Date: Thu, 18 Jan 2024 20:56:01 +0800
Subject: [PATCH 2/8] update gitignore

---
 .gitignore | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index d21e45e..7135cb0 100644
--- a/.gitignore
+++ b/.gitignore
@@ -401,5 +401,5 @@ mlruns/
 mlartifacts/
 model/
 venv/
-
+dist/
 .idea/
\ No newline at end of file

From 3933d68576ddf18c2a432a6e1986c4f9f17b186b Mon Sep 17 00:00:00 2001
From: Duan Juanyong <juanyong.duan@microsoft.com>
Date: Wed, 24 Jan 2024 15:50:48 +0800
Subject: [PATCH 3/8] update

---
 anomaly-detector/poetry.lock    | 2037 -------------------------------
 anomaly-detector/pyproject.toml |    6 +-
 2 files changed, 3 insertions(+), 2040 deletions(-)
 delete mode 100644 anomaly-detector/poetry.lock

diff --git a/anomaly-detector/poetry.lock b/anomaly-detector/poetry.lock
deleted file mode 100644
index 6f8293a..0000000
--- a/anomaly-detector/poetry.lock
+++ /dev/null
@@ -1,2037 +0,0 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
-
-[[package]]
-name = "alembic"
-version = "1.13.1"
-description = "A database migration tool for SQLAlchemy."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "alembic-1.13.1-py3-none-any.whl", hash = "sha256:2edcc97bed0bd3272611ce3a98d98279e9c209e7186e43e75bbb1b2bdfdbcc43"},
-    {file = "alembic-1.13.1.tar.gz", hash = "sha256:4932c8558bf68f2ee92b9bbcb8218671c627064d5b08939437af6d77dc05e595"},
-]
-
-[package.dependencies]
-importlib-metadata = {version = "*", markers = "python_version < \"3.9\""}
-importlib-resources = {version = "*", markers = "python_version < \"3.9\""}
-Mako = "*"
-SQLAlchemy = ">=1.3.0"
-typing-extensions = ">=4"
-
-[package.extras]
-tz = ["backports.zoneinfo"]
-
-[[package]]
-name = "blinker"
-version = "1.7.0"
-description = "Fast, simple object-to-object and broadcast signaling"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "blinker-1.7.0-py3-none-any.whl", hash = "sha256:c3f865d4d54db7abc53758a01601cf343fe55b84c1de4e3fa910e420b438d5b9"},
-    {file = "blinker-1.7.0.tar.gz", hash = "sha256:e6820ff6fa4e4d1d8e2747c2283749c3f547e4fee112b98555cdcdae32996182"},
-]
-
-[[package]]
-name = "certifi"
-version = "2023.11.17"
-description = "Python package for providing Mozilla's CA Bundle."
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "certifi-2023.11.17-py3-none-any.whl", hash = "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"},
-    {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"},
-]
-
-[[package]]
-name = "charset-normalizer"
-version = "3.3.2"
-description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-optional = false
-python-versions = ">=3.7.0"
-files = [
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-    {file = "waitress-2.1.2-py3-none-any.whl", hash = "sha256:7500c9625927c8ec60f54377d590f67b30c8e70ef4b8894214ac6e4cad233d2a"},
-    {file = "waitress-2.1.2.tar.gz", hash = "sha256:780a4082c5fbc0fde6a2fcfe5e26e6efc1e8f425730863c04085769781f51eba"},
-]
-
-[package.extras]
-docs = ["Sphinx (>=1.8.1)", "docutils", "pylons-sphinx-themes (>=1.0.9)"]
-testing = ["coverage (>=5.0)", "pytest", "pytest-cover"]
-
-[[package]]
-name = "websocket-client"
-version = "1.7.0"
-description = "WebSocket client for Python with low level API options"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "websocket-client-1.7.0.tar.gz", hash = "sha256:10e511ea3a8c744631d3bd77e61eb17ed09304c413ad42cf6ddfa4c7787e8fe6"},
-    {file = "websocket_client-1.7.0-py3-none-any.whl", hash = "sha256:f4c3d22fec12a2461427a29957ff07d35098ee2d976d3ba244e688b8b4057588"},
-]
-
-[package.extras]
-docs = ["Sphinx (>=6.0)", "sphinx-rtd-theme (>=1.1.0)"]
-optional = ["python-socks", "wsaccel"]
-test = ["websockets"]
-
-[[package]]
-name = "werkzeug"
-version = "3.0.1"
-description = "The comprehensive WSGI web application library."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "werkzeug-3.0.1-py3-none-any.whl", hash = "sha256:90a285dc0e42ad56b34e696398b8122ee4c681833fb35b8334a095d82c56da10"},
-    {file = "werkzeug-3.0.1.tar.gz", hash = "sha256:507e811ecea72b18a404947aded4b3390e1db8f826b494d76550ef45bb3b1dcc"},
-]
-
-[package.dependencies]
-MarkupSafe = ">=2.1.1"
-
-[package.extras]
-watchdog = ["watchdog (>=2.3)"]
-
-[[package]]
-name = "wheel"
-version = "0.42.0"
-description = "A built-package format for Python"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "wheel-0.42.0-py3-none-any.whl", hash = "sha256:177f9c9b0d45c47873b619f5b650346d632cdc35fb5e4d25058e09c9e581433d"},
-    {file = "wheel-0.42.0.tar.gz", hash = "sha256:c45be39f7882c9d34243236f2d63cbd58039e360f85d0913425fbd7ceea617a8"},
-]
-
-[package.extras]
-test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
-
-[[package]]
-name = "zipp"
-version = "3.17.0"
-description = "Backport of pathlib-compatible object wrapper for zip files"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
-    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
-]
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
-
-[metadata]
-lock-version = "2.0"
-python-versions = "^3.8"
-content-hash = "dd23ba3ed6470b25b117af66b8928f0d36d0bb0ee0b6f7fd44e8851801525b27"
diff --git a/anomaly-detector/pyproject.toml b/anomaly-detector/pyproject.toml
index 75bc2b8..03fa7e6 100644
--- a/anomaly-detector/pyproject.toml
+++ b/anomaly-detector/pyproject.toml
@@ -9,7 +9,7 @@ packages = [{include = "anomaly_detector"}]
 build = "build.py"
 
 [tool.poetry.dependencies]
-python = "^3.8"
+python = "^3.9"
 numpy = "^1.25.2"
 pandas = "^1.3.5"
 seasonal = "^0.3.1"
@@ -19,9 +19,9 @@ Cython = "^3.0.8"
 rpy2 = "^3.5.1"
 python_dateutil = "^2.7.5"
 psutil = "^5.9.2"
-statsmodels = "^0.13.5"
+statsmodels = "^0.14.1"
 scikit-learn = "^1.3.2"
-arch = "^5.3.1"
+arch = "5.3.1"
 torch = "^1.13.1"
 tqdm = "^4.66.1"
 mlflow = "^2"

From 9a872ad8fcef75be771113b1daac7f6b5ba82288 Mon Sep 17 00:00:00 2001
From: Duan Juanyong <juanyong.duan@microsoft.com>
Date: Tue, 19 Mar 2024 17:20:46 +0800
Subject: [PATCH 4/8] update pipeline

---
 .github/workflows/build.yml | 118 ------------------------------------
 .github/workflows/cd.yml    |  32 ++++++++++
 README.md                   |   4 ++
 3 files changed, 36 insertions(+), 118 deletions(-)
 delete mode 100644 .github/workflows/build.yml
 create mode 100644 .github/workflows/cd.yml

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
deleted file mode 100644
index 221da2d..0000000
--- a/.github/workflows/build.yml
+++ /dev/null
@@ -1,118 +0,0 @@
-name: Publish Python 🐍 distribution 📦 to PyPI and TestPyPI
-
-on: push
-
-jobs:
-  build:
-    name: Build distribution 📦
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        os: [windows-latest, macos-latest]
-        python-version: [3.9, 3.10.8, 3.11]
-
-    steps:
-      - uses: actions/checkout@v4
-      - name: Set up Python
-        uses: actions/setup-python@v4
-        with:
-          python-version: ${{ matrix.python-version }}
-      - name: Install pypa/build
-        run: >-
-          python3 -m pip install build Cython numpy setuptools wheel --user
-      - name: Build a binary wheel and a source tarball
-        run: python3 -m build -n
-      - name: Store the distribution packages
-        uses: actions/upload-artifact@v3
-        with:
-          name: python-package-distributions
-          path: dist/
-
-  publish-to-pypi:
-    name: >-
-      Publish Python 🐍 distribution 📦 to PyPI
-    if: startsWith(github.ref, 'refs/tags/') # only publish to PyPI on tag pushes
-    needs:
-      - build
-    runs-on: ubuntu-latest
-    environment:
-      name: release
-      url: https://pypi.org/project/ms-anomaly-detector # Replace <package-name> with your PyPI project name
-    permissions:
-      id-token: write # IMPORTANT: mandatory for trusted publishing
-
-    steps:
-      - name: Download all the dists
-        uses: actions/download-artifact@v3
-        with:
-          name: python-package-distributions
-          path: dist/
-      - name: Publish distribution 📦 to PyPI
-        uses: pypa/gh-action-pypi-publish@release/v1
-
-  github-release:
-    name: >-
-      Sign the Python 🐍 distribution 📦 with Sigstore
-      and upload them to GitHub Release
-    needs:
-      - publish-to-pypi
-    runs-on: ubuntu-latest
-
-    permissions:
-      contents: write # IMPORTANT: mandatory for making GitHub Releases
-      id-token: write # IMPORTANT: mandatory for sigstore
-
-    steps:
-      - name: Download all the dists
-        uses: actions/download-artifact@v3
-        with:
-          name: python-package-distributions
-          path: dist/
-      - name: Sign the dists with Sigstore
-        uses: sigstore/gh-action-sigstore-python@v1.2.3
-        with:
-          inputs: >-
-            ./dist/*.tar.gz
-            ./dist/*.whl
-      - name: Create GitHub Release
-        env:
-          GITHUB_TOKEN: ${{ github.token }}
-        run: >-
-          gh release create
-          '${{ github.ref_name }}'
-          --repo '${{ github.repository }}'
-          --notes ""
-      - name: Upload artifact signatures to GitHub Release
-        env:
-          GITHUB_TOKEN: ${{ github.token }}
-        # Upload to GitHub Release using the `gh` CLI.
-        # `dist/` contains the built packages, and the
-        # sigstore-produced signatures and certificates.
-        run: >-
-          gh release upload
-          '${{ github.ref_name }}' dist/**
-          --repo '${{ github.repository }}'
-
-  publish-to-testpypi:
-    name: Publish Python 🐍 distribution 📦 to TestPyPI
-    needs:
-      - build
-    runs-on: ubuntu-latest
-
-    environment:
-      name: test-release
-      url: https://test.pypi.org/project/ms-anomaly-detector
-
-    permissions:
-      id-token: write # IMPORTANT: mandatory for trusted publishing
-
-    steps:
-      - name: Download all the dists
-        uses: actions/download-artifact@v3
-        with:
-          name: python-package-distributions
-          path: dist/
-      - name: Publish distribution 📦 to TestPyPI
-        uses: pypa/gh-action-pypi-publish@release/v1
-        with:
-          repository-url: https://test.pypi.org/legacy/
diff --git a/.github/workflows/cd.yml b/.github/workflows/cd.yml
new file mode 100644
index 0000000..c928f3e
--- /dev/null
+++ b/.github/workflows/cd.yml
@@ -0,0 +1,32 @@
+name: Build and Release
+on:
+  push:
+    branches: [dev]
+
+jobs:
+  build_and_release:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v2
+
+      - name: Set up Python
+        uses: actions/setup-python@v2
+        with:
+          python-version: 3.10.8
+
+      - name: Install dependencies
+        run: pip install --upgrade setuptools wheel numpy Cython twine
+
+      - name: Build source distribution
+        run: python setup.py sdist
+
+      - name: Create release and upload distribution
+        uses: softprops/action-gh-release@v1
+        with:
+          files: dist/*
+          tag_name: v${{ github.ref }}
+          title: Release ${{ github.ref }}
+          body: |  
+            Changes in this release:  
+            - Add support for anomaly detection  
diff --git a/README.md b/README.md
index d443fa9..e2749cf 100644
--- a/README.md
+++ b/README.md
@@ -11,6 +11,10 @@ Tested on
 ## Installing from pip
  
 ```bash
+# install dependencies
+pip install numpy>=1.23.5 Cython
+
+# then install time-series-anomaly-detector
 pip install time-series-anomaly-detector
 ```
  

From d04ea2a11bef3af465cd08f8adc0b75b70246250 Mon Sep 17 00:00:00 2001
From: Duan Juanyong <juanyong.duan@microsoft.com>
Date: Tue, 19 Mar 2024 17:45:56 +0800
Subject: [PATCH 5/8] update workflow file

---
 .github/workflows/cd.yml | 15 +++++++++------
 1 file changed, 9 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/cd.yml b/.github/workflows/cd.yml
index c928f3e..c77d816 100644
--- a/.github/workflows/cd.yml
+++ b/.github/workflows/cd.yml
@@ -1,7 +1,12 @@
 name: Build and Release
 on:
-  push:
-    branches: [dev]
+  pull_request:
+    branches: ["main"]
+  workflow_dispatch:
+    inputs:
+      branch:
+        description: 'Name of the branch to build and release'
+        required: true
 
 jobs:
   build_and_release:
@@ -19,7 +24,7 @@ jobs:
         run: pip install --upgrade setuptools wheel numpy Cython twine
 
       - name: Build source distribution
-        run: python setup.py sdist
+        run: python setup.py sdist --formats=zip
 
       - name: Create release and upload distribution
         uses: softprops/action-gh-release@v1
@@ -27,6 +32,4 @@ jobs:
           files: dist/*
           tag_name: v${{ github.ref }}
           title: Release ${{ github.ref }}
-          body: |  
-            Changes in this release:  
-            - Add support for anomaly detection  
+          body:  ${{ github.event.pull_request.body }}

From 1801684a62bd0863a785dce0de9af32697f37f98 Mon Sep 17 00:00:00 2001
From: Duan Juanyong <juanyong.duan@microsoft.com>
Date: Wed, 27 Mar 2024 13:39:52 +0800
Subject: [PATCH 6/8] update workflow and ignore file

---
 .github/workflows/cd.yml | 72 ++++++++++++++++++++++++++++------------
 .gitignore               |  4 +--
 2 files changed, 52 insertions(+), 24 deletions(-)

diff --git a/.github/workflows/cd.yml b/.github/workflows/cd.yml
index c77d816..bc39d00 100644
--- a/.github/workflows/cd.yml
+++ b/.github/workflows/cd.yml
@@ -9,27 +9,55 @@ on:
         required: true
 
 jobs:
-  build_and_release:
+  build:
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        os: [windows-latest, ubuntu-latest, macos-latest]
+        python-version: ['3.9', '3.10.8', '3.11']
+
+    steps:
+    - uses: actions/checkout@v2
+
+    - name: Set up Python
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install setuptools wheel twine cython
+
+    - name: Build a binary wheel and a source tarball
+      run: |
+        python setup.py bdist_wheel sdist
+
+    - name: Rename wheel for manylinux compatibility (Ubuntu only)
+      if: runner.os == 'Linux'
+      run: |
+        mv dist/*.whl dist/$(ls dist/*.whl | sed 's/-linux/-manylinux1/g')
+
+    - name: Publish artifacts
+      uses: actions/upload-artifact@v2
+      with:
+        name: dist
+        path: dist/
+
+  release:
+    needs: build
     runs-on: ubuntu-latest
     steps:
-      - name: Checkout code
-        uses: actions/checkout@v2
-
-      - name: Set up Python
-        uses: actions/setup-python@v2
-        with:
-          python-version: 3.10.8
-
-      - name: Install dependencies
-        run: pip install --upgrade setuptools wheel numpy Cython twine
-
-      - name: Build source distribution
-        run: python setup.py sdist --formats=zip
-
-      - name: Create release and upload distribution
-        uses: softprops/action-gh-release@v1
-        with:
-          files: dist/*
-          tag_name: v${{ github.ref }}
-          title: Release ${{ github.ref }}
-          body:  ${{ github.event.pull_request.body }}
+    - name: Download artifacts
+      uses: actions/download-artifact@v2
+      with:
+        name: dist
+        path: dist/
+
+    - name: Publish to GitHub Releases
+      uses: softprops/action-gh-release@v1
+      with:
+        files: dist/*
+        tag_name: v${{ github.ref }}
+        title: Release ${{ github.ref }}
+        body: ${{ github.event.pull_request.body }}
diff --git a/.gitignore b/.gitignore
index 438760f..3b6776c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -404,10 +404,10 @@ venv/
 dist/
 temp/
 build/
-anomaly_detector.egg-info/
+time_series_anomaly_detector.egg-info/
 anomaly-detector/anomaly_detector/univariate/_anomaly_kernel_cython.c
 
 .idea/
 *.so
-
+*.pyd
 .script\Dockerfile
\ No newline at end of file

From 0f58fb7057aceb49e77923a760ddc7e2c962d462 Mon Sep 17 00:00:00 2001
From: Duan Juanyong <juanyong.duan@microsoft.com>
Date: Wed, 27 Mar 2024 13:48:06 +0800
Subject: [PATCH 7/8] add numpy for build

---
 .github/workflows/cd.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/cd.yml b/.github/workflows/cd.yml
index bc39d00..bde33cd 100644
--- a/.github/workflows/cd.yml
+++ b/.github/workflows/cd.yml
@@ -27,7 +27,7 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install setuptools wheel twine cython
+        pip install setuptools wheel twine cython numpy
 
     - name: Build a binary wheel and a source tarball
       run: |

From 2fea60702ad6081e5380949a8f5fac6562fd3b23 Mon Sep 17 00:00:00 2001
From: Duan Juanyong <juanyong.duan@microsoft.com>
Date: Wed, 27 Mar 2024 14:40:16 +0800
Subject: [PATCH 8/8] change trigger condition

---
 .github/workflows/cd.yml | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/cd.yml b/.github/workflows/cd.yml
index bde33cd..06e64cd 100644
--- a/.github/workflows/cd.yml
+++ b/.github/workflows/cd.yml
@@ -1,7 +1,8 @@
 name: Build and Release
 on:
-  pull_request:
-    branches: ["main"]
+  push:
+    tags:
+      - 'v*'
   workflow_dispatch:
     inputs:
       branch:
@@ -36,7 +37,11 @@ jobs:
     - name: Rename wheel for manylinux compatibility (Ubuntu only)
       if: runner.os == 'Linux'
       run: |
-        mv dist/*.whl dist/$(ls dist/*.whl | sed 's/-linux/-manylinux1/g')
+        for file in *.whl; do
+          if [[ $file == *linux* ]]; then
+              mv "$file" "${file/-linux/-manylinux1}"
+          fi
+        done
 
     - name: Publish artifacts
       uses: actions/upload-artifact@v2