[xingyuyue/multi_ad_sample] add multivariate anomaly detetor sample f… (

Azure#26783)

* [xingyuyue/multi_ad_sample] add multivariate anomaly detetor sample for v1.1

* [xingyuyue/multi_ad_sample] fix anomaly detetor sample for v1.1-preview

* [xingyuyue/multi_ad_sample] fix comments

* Fix aio client

* Fix APIView

* Update anomalydetector sdk

* [xingyuyue/multi_ad_sample] update SDK code

* [xingyuyue/multi_ad_sample] remove azure-ai-anomalydetector-new

* Update change log

* Update changelog

* Update changelog

* Update changelog

* Add anomalydetector to cspell

* Override dependencies for anomalydetector to resolve ci errors

* Update ci yaml for anomalydetector

* Update anomalydetector python sdk

* [xingyuyue/multi_ad_sample] update sdk code

* [xingyuyue/multi_ad_sample] fix sample get error code and message

* Update dependencies for anomalydetector

* Update dependencies for anomalydetector

* Update dependencies for anomalydetector

* Fix typo

* Fix type-extensions troubles

* [xingyuyue/multi_ad_sample] fix ci, readme and shared requirements

* Update sdk

* [xingyuyue/multi_ad_sample] update sdk sample

* Update change log

* [xingyuyue/multi_ad_sample] update sdk code and sample

* [xingyuyue/multi_ad_sample] update sdk async api

* Add Python 3.11 classifier

* update changelog.md to add release date

* [xingyuyue/multi_ad_sample] remove api version in client and update readme

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

Co-authored-by: Laurent Mazuel <[email protected]>
Co-authored-by: Chunlei Wang <[email protected]>
Co-authored-by: Laurent Mazuel <[email protected]>
Co-authored-by: jr-MS <[email protected]>

.vscode/cspell.json

@@ -28,6 +28,7 @@
     "**/*requirement*.txt",
     "**/assets.json",
 
+    "sdk/anomalydetector/**",
     "sdk/applicationinsights/azure-applicationinsights/**",
     "sdk/appconfiguration/azure-appconfiguration/**",
     "sdk/batch/azure-batch/**",

sdk/anomalydetector/azure-ai-anomalydetector/CHANGELOG.md

@@ -1,16 +1,22 @@
 # Release History
 
-## 3.0.0b6 (Unreleased)
-
-### Features Added
-
-### Breaking Changes
-
-### Bugs Fixed
-
-### Other Changes
+## 3.0.0b6 (2022-12-01)
+  **Features**
+  - Added `OneTable` and `MultiTable` two data schemas.
+  - Added `topContributorCount` in `detect_multivariate_last_anomaly` and `detect_multivariate_batch_anomaly`.
 
-- Python 2.7 is no longer supported. Please use Python version 3.6 or later.
+  **Breaking Changes**
+  - Renamed `detect_entire_series` to `detect_univariate_entire_series`.
+  - Renamed `detect_last_point` to `detect_univariate_last_point`.
+  - Renamed `detect_change_point` to `detect_univariate_change_point`.
+  - Renamed `train_multivariate_model` to `create_and_train_multivariate_model`.
+  - Renamed `list_multivariate_model` to `list_multivariate_models`.
+  - Renamed `detect_anomaly` to `detect_multivariate_batch_anomaly`.
+  - Renamed `get_detection_result` to `get_multivariate_batch_detection_result`.
+  - Renamed `last_detect_anomaly` to `detect_multivariate_last_anomaly`.
+  - Removed `detecting_points` in `detect_multivariate_last_anomaly`.
+  - Removed `changed_values` in detection result.
+  - Removed `export_model`.
 
 ## 3.0.0b5 (2022-01-23)
 

sdk/anomalydetector/azure-ai-anomalydetector/MANIFEST.in

@@ -1,7 +1,7 @@
-recursive-include tests *.py *.yaml
-recursive-include samples *.py *.md
 include *.md
 include LICENSE
-include azure/__init__.py
-include azure/ai/__init__.py
 include azure/ai/anomalydetector/py.typed
+recursive-include tests *.py
+recursive-include samples *.py *.md
+include azure/__init__.py
+include azure/ai/__init__.py

sdk/anomalydetector/azure-ai-anomalydetector/azure/__init__.py

@@ -1 +1 @@
-__path__ = __import__('pkgutil').extend_path(__path__, __name__)
+__path__ = __import__("pkgutil").extend_path(__path__, __name__)  # type: ignore

sdk/anomalydetector/azure-ai-anomalydetector/azure/ai/__init__.py

@@ -1 +1 @@
-__path__ = __import__('pkgutil').extend_path(__path__, __name__)
+__path__ = __import__("pkgutil").extend_path(__path__, __name__)  # type: ignore

sdk/anomalydetector/azure-ai-anomalydetector/azure/ai/anomalydetector/__init__.py

@@ -6,13 +6,21 @@
 # Changes may cause incorrect behavior and will be lost if the code is regenerated.
 # --------------------------------------------------------------------------
 
-from ._anomaly_detector_client import AnomalyDetectorClient
+from ._client import AnomalyDetectorClient
 from ._version import VERSION
 
 __version__ = VERSION
-__all__ = ['AnomalyDetectorClient']
 
-# `._patch.py` is used for handwritten extensions to the generated code
-# Example: https://github.com/Azure/azure-sdk-for-python/blob/main/doc/dev/customize_code/how-to-patch-sdk-code.md
-from ._patch import patch_sdk
-patch_sdk()
+try:
+    from ._patch import __all__ as _patch_all
+    from ._patch import *  # type: ignore # pylint: disable=unused-wildcard-import
+except ImportError:
+    _patch_all = []
+from ._patch import patch_sdk as _patch_sdk
+
+__all__ = [
+    "AnomalyDetectorClient",
+]
+__all__.extend([p for p in _patch_all if p not in __all__])
+
+_patch_sdk()

sdk/anomalydetector/azure-ai-anomalydetector/azure/ai/anomalydetector/_client.py

@@ -0,0 +1,100 @@
+# coding=utf-8
+# --------------------------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# Licensed under the MIT License. See License.txt in the project root for license information.
+# Code generated by Microsoft (R) AutoRest Code Generator.
+# Changes may cause incorrect behavior and will be lost if the code is regenerated.
+# --------------------------------------------------------------------------
+
+from copy import deepcopy
+import sys
+from typing import Any
+
+from azure.core import PipelineClient
+from azure.core.credentials import AzureKeyCredential
+from azure.core.rest import HttpRequest, HttpResponse
+
+from ._configuration import AnomalyDetectorClientConfiguration
+from ._operations import AnomalyDetectorClientOperationsMixin
+from ._serialization import Deserializer, Serializer
+
+if sys.version_info >= (3, 8):
+    from typing import Literal  # pylint: disable=no-name-in-module, ungrouped-imports
+else:
+    from typing_extensions import Literal  # type: ignore  # pylint: disable=ungrouped-imports
+
+
+class AnomalyDetectorClient(AnomalyDetectorClientOperationsMixin):  # pylint: disable=client-accepts-api-version-keyword
+    """The Anomaly Detector API detects anomalies automatically in time series data. It supports two
+    kinds of mode, one is for stateless using, another is for stateful using. In stateless mode,
+    there are three functionalities. Entire Detect is for detecting the whole series with model
+    trained by the time series, Last Detect is detecting last point with model trained by points
+    before. ChangePoint Detect is for detecting trend changes in time series. In stateful mode,
+    user can store time series, the stored time series will be used for detection anomalies. Under
+    this mode, user can still use the above three functionalities by only giving a time range
+    without preparing time series in client side. Besides the above three functionalities, stateful
+    model also provide group based detection and labeling service. By leveraging labeling service
+    user can provide labels for each detection result, these labels will be used for retuning or
+    regenerating detection models. Inconsistency detection is a kind of group based detection, this
+    detection will find inconsistency ones in a set of time series. By using anomaly detector
+    service, business customers can discover incidents and establish a logic flow for root cause
+    analysis.
+
+    :param endpoint: Supported Cognitive Services endpoints (protocol and hostname, for example:
+     https://westus2.api.cognitive.microsoft.com). Required.
+    :type endpoint: str
+    :param credential: Credential needed for the client to connect to Azure. Required.
+    :type credential: ~azure.core.credentials.AzureKeyCredential
+    :keyword api_version: Api Version. Default value is "v1.1". Note that overriding this default
+     value may result in unsupported behavior.
+    :paramtype api_version: str
+    """
+
+    def __init__(self, endpoint: str, credential: AzureKeyCredential, **kwargs: Any) -> None:
+        _endpoint = "{Endpoint}/anomalydetector/{ApiVersion}"
+        self._config = AnomalyDetectorClientConfiguration(endpoint=endpoint, credential=credential, **kwargs)
+        self._client = PipelineClient(base_url=_endpoint, config=self._config, **kwargs)
+
+        self._serialize = Serializer()
+        self._deserialize = Deserializer()
+        self._serialize.client_side_validation = False
+
+    def send_request(self, request: HttpRequest, **kwargs: Any) -> HttpResponse:
+        """Runs the network request through the client's chained policies.
+
+        >>> from azure.core.rest import HttpRequest
+        >>> request = HttpRequest("GET", "https://www.example.org/")
+        <HttpRequest [GET], url: 'https://www.example.org/'>
+        >>> response = client.send_request(request)
+        <HttpResponse: 200 OK>
+
+        For more information on this code flow, see https://aka.ms/azsdk/dpcodegen/python/send_request
+
+        :param request: The network request you want to make. Required.
+        :type request: ~azure.core.rest.HttpRequest
+        :keyword bool stream: Whether the response payload will be streamed. Defaults to False.
+        :return: The response of your network call. Does not do error handling on your response.
+        :rtype: ~azure.core.rest.HttpResponse
+        """
+
+        request_copy = deepcopy(request)
+        path_format_arguments = {
+            "Endpoint": self._serialize.url("self._config.endpoint", self._config.endpoint, "str", skip_quote=True),
+            "ApiVersion": self._serialize.url("self._config.api_version", self._config.api_version, "str"),
+        }
+
+        request_copy.url = self._client.format_url(request_copy.url, **path_format_arguments)
+        return self._client.send_request(request_copy, **kwargs)
+
+    def close(self):
+        # type: () -> None
+        self._client.close()
+
+    def __enter__(self):
+        # type: () -> AnomalyDetectorClient
+        self._client.__enter__()
+        return self
+
+    def __exit__(self, *exc_details):
+        # type: (Any) -> None
+        self._client.__exit__(*exc_details)

sdk/anomalydetector/azure-ai-anomalydetector/azure/ai/anomalydetector/_configuration.py

@@ -6,68 +6,66 @@
 # Changes may cause incorrect behavior and will be lost if the code is regenerated.
 # --------------------------------------------------------------------------
 
-from typing import TYPE_CHECKING
+import sys
+from typing import Any
 
 from azure.core.configuration import Configuration
+from azure.core.credentials import AzureKeyCredential
 from azure.core.pipeline import policies
 
 from ._version import VERSION
 
-if TYPE_CHECKING:
-    # pylint: disable=unused-import,ungrouped-imports
-    from typing import Any
+if sys.version_info >= (3, 8):
+    from typing import Literal  # pylint: disable=no-name-in-module, ungrouped-imports
+else:
+    from typing_extensions import Literal  # type: ignore  # pylint: disable=ungrouped-imports
 
-    from azure.core.credentials import AzureKeyCredential
 
-
-class AnomalyDetectorClientConfiguration(Configuration):
+class AnomalyDetectorClientConfiguration(Configuration):  # pylint: disable=too-many-instance-attributes
     """Configuration for AnomalyDetectorClient.
 
     Note that all parameters used to create this instance are saved as instance
     attributes.
 
-    :param credential: Credential needed for the client to connect to Azure.
-    :type credential: ~azure.core.credentials.AzureKeyCredential
-    :param endpoint: Supported Cognitive Services endpoints (protocol and hostname, for example: https://westus2.api.cognitive.microsoft.com).
+    :param endpoint: Supported Cognitive Services endpoints (protocol and hostname, for example:
+     https://westus2.api.cognitive.microsoft.com). Required.
     :type endpoint: str
-    :keyword api_version: Anomaly Detector API version (for example, v1.0). The default value is "v1.1-preview.1". Note that overriding this default value may result in unsupported behavior.
+    :param credential: Credential needed for the client to connect to Azure. Required.
+    :type credential: ~azure.core.credentials.AzureKeyCredential
+    :keyword api_version: Api Version. Default value is "v1.1". Note that overriding this default
+     value may result in unsupported behavior.
     :paramtype api_version: str
     """
 
-    def __init__(
-        self,
-        credential,  # type: AzureKeyCredential
-        endpoint,  # type: str
-        **kwargs  # type: Any
-    ):
-        # type: (...) -> None
+    def __init__(self, endpoint: str, credential: AzureKeyCredential, **kwargs: Any) -> None:
         super(AnomalyDetectorClientConfiguration, self).__init__(**kwargs)
-        api_version = kwargs.pop('api_version', "v1.1-preview.1")  # type: str
+        api_version = kwargs.pop("api_version", "v1.1")  # type: Literal["v1.1"]
 
-        if credential is None:
-            raise ValueError("Parameter 'credential' must not be None.")
         if endpoint is None:
             raise ValueError("Parameter 'endpoint' must not be None.")
+        if credential is None:
+            raise ValueError("Parameter 'credential' must not be None.")
 
-        self.credential = credential
         self.endpoint = endpoint
+        self.credential = credential
         self.api_version = api_version
-        kwargs.setdefault('sdk_moniker', 'ai-anomalydetector/{}'.format(VERSION))
+        kwargs.setdefault("sdk_moniker", "ai-anomalydetector/{}".format(VERSION))
         self._configure(**kwargs)
 
     def _configure(
-        self,
-        **kwargs  # type: Any
+        self, **kwargs  # type: Any
     ):
         # type: (...) -> None
-        self.user_agent_policy = kwargs.get('user_agent_policy') or policies.UserAgentPolicy(**kwargs)
-        self.headers_policy = kwargs.get('headers_policy') or policies.HeadersPolicy(**kwargs)
-        self.proxy_policy = kwargs.get('proxy_policy') or policies.ProxyPolicy(**kwargs)
-        self.logging_policy = kwargs.get('logging_policy') or policies.NetworkTraceLoggingPolicy(**kwargs)
-        self.http_logging_policy = kwargs.get('http_logging_policy') or policies.HttpLoggingPolicy(**kwargs)
-        self.retry_policy = kwargs.get('retry_policy') or policies.RetryPolicy(**kwargs)
-        self.custom_hook_policy = kwargs.get('custom_hook_policy') or policies.CustomHookPolicy(**kwargs)
-        self.redirect_policy = kwargs.get('redirect_policy') or policies.RedirectPolicy(**kwargs)
-        self.authentication_policy = kwargs.get('authentication_policy')
+        self.user_agent_policy = kwargs.get("user_agent_policy") or policies.UserAgentPolicy(**kwargs)
+        self.headers_policy = kwargs.get("headers_policy") or policies.HeadersPolicy(**kwargs)
+        self.proxy_policy = kwargs.get("proxy_policy") or policies.ProxyPolicy(**kwargs)
+        self.logging_policy = kwargs.get("logging_policy") or policies.NetworkTraceLoggingPolicy(**kwargs)
+        self.http_logging_policy = kwargs.get("http_logging_policy") or policies.HttpLoggingPolicy(**kwargs)
+        self.retry_policy = kwargs.get("retry_policy") or policies.RetryPolicy(**kwargs)
+        self.custom_hook_policy = kwargs.get("custom_hook_policy") or policies.CustomHookPolicy(**kwargs)
+        self.redirect_policy = kwargs.get("redirect_policy") or policies.RedirectPolicy(**kwargs)
+        self.authentication_policy = kwargs.get("authentication_policy")
         if self.credential and not self.authentication_policy:
-            self.authentication_policy = policies.AzureKeyCredentialPolicy(self.credential, "Ocp-Apim-Subscription-Key", **kwargs)
+            self.authentication_policy = policies.AzureKeyCredentialPolicy(
+                self.credential, "Ocp-Apim-Subscription-Key", **kwargs
+            )