add uvad，test and update setup.py

.github/workflows/ci.yml

@@ -0,0 +1,107 @@
+# This is a basic workflow to help you get started with Actions
+
+name: CI
+
+# Controls when the workflow will run
+on:
+  # Triggers the workflow on push or pull request events but only for the "main" branch
+  push:
+    branches: [ "main", "dev"]
+  pull_request:
+    branches: [ "main", "dev" ]
+
+  # Allows you to run this workflow manually from the Actions tab
+  workflow_dispatch:
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+  # This workflow contains a single job called "build"
+  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:
+      # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
+      - uses: actions/checkout@v4
+
+      - name: Install poetry
+        run: pipx install poetry
+
+      # - name: Install setuptools Cython numpy
+      #   run: pip install setuptools Cython==3.0.8 numpy==1.25.2
+
+      - name: install dependence
+        working-directory: ./
+        run: |
+          poetry lock --no-update
+          poetry install
+
+      - name: compile cython
+        working-directory: ./
+        run: poetry run python setup.py build_ext --inplace
+
+
+      - name: run the test script
+        working-directory: ./
+        run: |
+          pip install pytest
+          poetry run python anomaly-detector/tests/test_demo.py
+          poetry run python anomaly-detector/tests/test_uvad.py
+
+      - name: Analyze code with pylint
+        run: |
+          pip install pylint
+          pylint --exit-zero $(git ls-files '*.py')
+
+  test_on_setup_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: Install setuptools Cython numpy
+      #   run: pip install setuptools Cython==3.0.8 numpy==1.25.2
+
+      - name: install dependence
+        working-directory: ./
+        run: |
+          poetry lock --no-update
+          poetry install
+
+      - name: gen .whl file by setup.py
+        working-directory: ./
+        run: poetry run python setup.py sdist bdist_wheel 
+
+      - name: install .whl file
+        run: poetry run pip install dist/*.whl
+
+      - name: run the test script
+        working-directory: ./
+        run: |
+          pip install pytest
+          poetry run python anomaly-detector/tests/test_demo.py
+          poetry run python anomaly-detector/tests/test_uvad.py
+
+
+  # test_on_setup:
+  #   runs-on: ubuntu-latest
+  #   steps:
+  #     - uses: actions/checkout@v4
+
+  #     - name: install package by setup.py
+  #       run: pip install .
+
+  #     - name: run the test script
+  #       working-directory: anomaly-detector/tests
+  #       run: |
+  #         pip install pytest
+  #         python test_demo.py

.gitignore

@@ -399,4 +399,7 @@ FodyWeavers.xsd
 
 mlruns/
 mlartifacts/
-model/
+model/
+venv/
+
+.idea/

.script/Dockerfile

@@ -0,0 +1,18 @@
+FROM mcr.microsoft.com/mirror/docker/library/python:3.11
+
+ARG DEBIAN_FRONTEND=noninteractive
+
+ADD requirements.txt .
+
+RUN apt-get update -qq && \
+    apt-get upgrade -y && \
+    apt-get install -y r-base r-base-dev --fix-missing && \
+    rm -rf /var/lib/apt/lists/*
+RUN pip3 install --upgrade pip
+RUN pip3 install setuptools --upgrade
+RUN pip3 install -r requirements.txt
+RUN apt-get clean
+
+WORKDIR /anomaly-detector
+COPY . .
+RUN python3 setup.py build_ext --inplace

MANIFEST.in

@@ -0,0 +1,7 @@
+recursive-include ./anomaly-detector/*.pyx
+recursive-include ./anomaly-detector/*.c
+recursive-include ./anomaly-detector/*.h
+recursive-include ./anomaly-detector/*.py
+recursive-include ./anomaly-detector/*.txt
+recursive-include ./anomaly-detector/anomaly_detector/univariate *
+include ./setup.py

README.md

@@ -1,3 +1,43 @@
+# Environment
+python = 3.11 
+
+R >= 4.0
+
+# Getting Started
+
+<!-- ## Clone the Repository -->
+
+```bash
+git clone https://github.com/microsoft/anomaly-detector.git
+cd anomaly-detector
+```
+
+<!-- ## Install -->
+
+
+```bash
+pip install -r requirements.txt
+python setup.py build_ext --inplace 
+```
+
+build
+
+python setup.py sdist bdist_wheel 
+
+## Using Docker (Optional)
+
+```bash
+docker build -t your_image_name -f .script/Dockerfile .
+```
+
+
+# Test
+
+```bash
+cd anomaly-detector
+python tests/uvad_test.py
+```
+
 # Project
 
 > This repo has been populated by an initial template to help get you started. Please

anomaly-detector/anomaly_detector/__init__.py

@@ -1 +1,2 @@
 from .multivariate.model import MultivariateAnomalyDetector
+from .univariate.univariate_anomaly_detection import UnivariateAnomalyDetector

anomaly-detector/anomaly_detector/common/exception.py

@@ -15,6 +15,17 @@ def __repr__(self):
     def to_dict(self):
         return {"code": self.code, "message": self.message}
 
+class AnomalyDetectionRequestError(Exception):
+    """Raised when an error occurs in the request."""
+    def __init__(self, error_msg, error_code=None):
+        if isinstance(error_msg, type(b'')):
+            error_msg = error_msg.decode('UTF-8', 'replace')
+
+        super(AnomalyDetectionRequestError, self).__init__(
+            error_msg
+        )
+        self.message = error_msg
+        self.code = error_code
 
 class DataFormatError(AnomalyDetectorException):
     pass

anomaly-detector/anomaly_detector/univariate/__init__.py

@@ -0,0 +1,5 @@
+from .util import fit_trend
+from .util import get_period_pattern
+from .model.detect_model import AnomalyDetectionModel
+from .resource.error_message import InvalidJsonFormat, CustomSupportRequired
+from .period import period_detection