add uvad，test and update setup.py

.script/Dockerfile

@@ -0,0 +1,15 @@
+FROM mcr.microsoft.com/mirror/docker/library/ubuntu:18.04
+
+ARG DEBIAN_FRONTEND=noninteractive
+
+ADD requirements.txt .
+
+RUN apt-get update -qq && \
+    apt-get upgrade -y && \
+    apt-get install -y python3 python3-pip r-base r-base-dev
+RUN pip3 install --upgrade pip
+RUN pip3 install setuptools --upgrade
+RUN pip3 install -r requirements.txt
+RUN apt-get clean
+
+RUN python3 setup.py build_ext --inplace

MANIFEST.in

@@ -0,0 +1,5 @@
+recursive-include anomaly-detector/anomaly_detector/univariate *.pyx
+recursive-include anomaly-detector/anomaly_detector/univariate *.c
+recursive-include anomaly-detector/anomaly_detector/univariate *.h
+recursive-include anomaly-detector/anomaly_detector/univariate *.py
+include setup.py

README.md

@@ -1,3 +1,38 @@
+# 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 
+```
+## 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