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CodeGen from PR 16543 in Azure/azure-rest-api-specs
Update Anomaly Detection API (Azure#16543) * update example * update result structure * update * update... * change version * delete test files * reset version * update last detect parameters * fix break changes * fix errors * update examples * add impute strategy * Add severity definition * update MultivariateAnomalyDetector.json * update examples * update swagger * update path * Revert "Merge branch 'main' into juaduan/mvad_swagger_latest" This reverts commit 9524fe794fb190bb7aea196d954203c55604efc5, reversing changes made to fef9721866e175d220def5ddfff69e15ce39add5. * fix merge errors * Create MultivariateAnomalyDetector.json * Revert "Create MultivariateAnomalyDetector.json" This reverts commit 35316761a348ea19c0ac585ebb5c17286ca603fb. * modify prop. of last detect request * uvad changes * Fix the brace problem * Fix uvad check errors * fix the x-ms-enum issue * Add impute strategy to examples * update swagger * update model * update readme * update example * update * update example * rename folder * update readme * update version of mvad * Update uvad to new version * update mvad json * change back * add api version * update api version * update examples * Fix version in uvad spec * fix api version in example * fix readme * update x-ms-parameterized-hots * update apiversion description * modify standard location * update nvad severity x-nullable * update uvad required fields * change name to body * modify standard location * change the x-nullable for impute * change error from list to obj * change x-nullable * remove nullable-false; modelAsString ture for enum * remove x-nullable false * Add severity to required fields of EntireDetectResponse and LastDetectResponse * remove the severity from required * update exmple name * update readme * Revert "update readme" This reverts commit 9d2790229b3280a7ea678cf4b1211d5a093b1b73. * add x-ms-error-code in examples * add x-ms-error-code * fix errors * update * update error responses * update * prettier * update default response * fix DetectAnomaly.json * Add x-ms-error-code and descriptions * fix the description typo * resolve comments * remove x-ms-error-response Co-authored-by: juaduan <[email protected]> Co-authored-by: Meng Ai <[email protected]> Co-authored-by: jr-MS <[email protected]> Co-authored-by: Xia Zhu <[email protected]>
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# Release History | ||
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## 0.1.0 (1970-01-01) | ||
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* Initial Release |
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include _meta.json | ||
recursive-include tests *.py *.yaml | ||
include *.md | ||
include azure/__init__.py | ||
include azure/ai/__init__.py | ||
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# Microsoft Azure SDK for Python | ||
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This is the Microsoft Azure MyService Management Client Library. | ||
This package has been tested with Python 2.7, 3.5, 3.6, 3.7 and 3.8. | ||
For a more complete view of Azure libraries, see the [azure sdk python release](https://aka.ms/azsdk/python/all). | ||
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# Usage | ||
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To learn how to use this package, see the [quickstart guide](https://aka.ms/azsdk/python/mgmt) | ||
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For docs and references, see [Python SDK References](https://docs.microsoft.com/python/api/overview/azure/) | ||
Code samples for this package can be found at [MyService Management](https://docs.microsoft.com/samples/browse/?languages=python&term=Getting%20started%20-%20Managing&terms=Getting%20started%20-%20Managing) on docs.microsoft.com. | ||
Additional code samples for different Azure services are available at [Samples Repo](https://aka.ms/azsdk/python/mgmt/samples) | ||
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# Provide Feedback | ||
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If you encounter any bugs or have suggestions, please file an issue in the | ||
[Issues](https://github.com/Azure/azure-sdk-for-python/issues) | ||
section of the project. | ||
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![Impressions](https://azure-sdk-impressions.azurewebsites.net/api/impressions/azure-sdk-for-python%2Fazure-ai-anomalydetector%2FREADME.png) |
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{ | ||
"autorest": "V2", | ||
"use": "@microsoft.azure/autorest.python@~4.0.71", | ||
"commit": "725b20c866d7f4a6512adff8d0647f0fe3baa069", | ||
"repository_url": "https://github.com/Azure/azure-rest-api-specs", | ||
"autorest_command": "autorest specification/cognitiveservices/data-plane/AnomalyDetector/readme.md --keep-version-file --multiapi --no-async --python --python-mode=update --python-sdks-folder=/home/vsts/work/1/s/azure-sdk-for-python/sdk [email protected]/autorest.python@~4.0.71 --version=V2", | ||
"readme": "specification/cognitiveservices/data-plane/AnomalyDetector/readme.md" | ||
} |
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__path__ = __import__('pkgutil').extend_path(__path__, __name__) |
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sdk/anomalydetector/azure-ai-anomalydetector/azure/ai/__init__.py
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__path__ = __import__('pkgutil').extend_path(__path__, __name__) |
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sdk/anomalydetector/azure-ai-anomalydetector/azure/ai/anomalydetector/__init__.py
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# 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. | ||
# -------------------------------------------------------------------------- | ||
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from ._configuration import AnomalyDetectorClientConfiguration | ||
from ._anomaly_detector_client import AnomalyDetectorClient | ||
__all__ = ['AnomalyDetectorClient', 'AnomalyDetectorClientConfiguration'] | ||
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from .version import VERSION | ||
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__version__ = VERSION | ||
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...alydetector/azure-ai-anomalydetector/azure/ai/anomalydetector/_anomaly_detector_client.py
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# 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. | ||
# -------------------------------------------------------------------------- | ||
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from msrest.service_client import SDKClient | ||
from msrest import Serializer, Deserializer | ||
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from ._configuration import AnomalyDetectorClientConfiguration | ||
from .operations import AnomalyDetectorClientOperationsMixin | ||
from . import models | ||
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class AnomalyDetectorClient(AnomalyDetectorClientOperationsMixin, SDKClient): | ||
"""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. | ||
:ivar config: Configuration for client. | ||
:vartype config: AnomalyDetectorClientConfiguration | ||
:param endpoint: Supported Cognitive Services endpoints (protocol and | ||
hostname, for example: https://westus2.api.cognitive.microsoft.com). | ||
:type endpoint: str | ||
:param credentials: Subscription credentials which uniquely identify | ||
client subscription. | ||
:type credentials: None | ||
""" | ||
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def __init__( | ||
self, endpoint, credentials): | ||
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self.config = AnomalyDetectorClientConfiguration(endpoint, credentials) | ||
super(AnomalyDetectorClient, self).__init__(self.config.credentials, self.config) | ||
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client_models = {k: v for k, v in models.__dict__.items() if isinstance(v, type)} | ||
self.api_version = '1.1-preview.1' | ||
self._serialize = Serializer(client_models) | ||
self._deserialize = Deserializer(client_models) | ||
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sdk/anomalydetector/azure-ai-anomalydetector/azure/ai/anomalydetector/_configuration.py
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# 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. | ||
# -------------------------------------------------------------------------- | ||
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from msrest import Configuration | ||
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from .version import VERSION | ||
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class AnomalyDetectorClientConfiguration(Configuration): | ||
"""Configuration for AnomalyDetectorClient | ||
Note that all parameters used to create this instance are saved as instance | ||
attributes. | ||
:param endpoint: Supported Cognitive Services endpoints (protocol and | ||
hostname, for example: https://westus2.api.cognitive.microsoft.com). | ||
:type endpoint: str | ||
:param credentials: Subscription credentials which uniquely identify | ||
client subscription. | ||
:type credentials: None | ||
""" | ||
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def __init__( | ||
self, endpoint, credentials): | ||
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if endpoint is None: | ||
raise ValueError("Parameter 'endpoint' must not be None.") | ||
if credentials is None: | ||
raise ValueError("Parameter 'credentials' must not be None.") | ||
base_url = '{Endpoint}/anomalydetector/{ApiVersion}' | ||
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super(AnomalyDetectorClientConfiguration, self).__init__(base_url) | ||
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# Starting Autorest.Python 4.0.64, make connection pool activated by default | ||
self.keep_alive = True | ||
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self.add_user_agent('azure-ai-anomalydetector/{}'.format(VERSION)) | ||
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self.endpoint = endpoint | ||
self.credentials = credentials |
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sdk/anomalydetector/azure-ai-anomalydetector/azure/ai/anomalydetector/models/__init__.py
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# 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. | ||
# -------------------------------------------------------------------------- | ||
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try: | ||
from ._models_py3 import AlignPolicy | ||
from ._models_py3 import AnomalyDetectorError, AnomalyDetectorErrorException | ||
from ._models_py3 import AnomalyInterpretation | ||
from ._models_py3 import AnomalyState | ||
from ._models_py3 import AnomalyValue | ||
from ._models_py3 import ChangePointDetectRequest | ||
from ._models_py3 import ChangePointDetectResponse | ||
from ._models_py3 import CorrelationChanges | ||
from ._models_py3 import DetectionRequest | ||
from ._models_py3 import DetectionResult | ||
from ._models_py3 import DetectionResultSummary | ||
from ._models_py3 import DetectRequest | ||
from ._models_py3 import DiagnosticsInfo | ||
from ._models_py3 import EntireDetectResponse | ||
from ._models_py3 import ErrorResponse, ErrorResponseException | ||
from ._models_py3 import LastDetectionRequest | ||
from ._models_py3 import LastDetectionResult | ||
from ._models_py3 import LastDetectResponse | ||
from ._models_py3 import Model | ||
from ._models_py3 import ModelInfo | ||
from ._models_py3 import ModelList | ||
from ._models_py3 import ModelSnapshot | ||
from ._models_py3 import ModelState | ||
from ._models_py3 import TimeSeriesPoint | ||
from ._models_py3 import VariableState | ||
from ._models_py3 import VariableValues | ||
except (SyntaxError, ImportError): | ||
from ._models import AlignPolicy | ||
from ._models import AnomalyDetectorError, AnomalyDetectorErrorException | ||
from ._models import AnomalyInterpretation | ||
from ._models import AnomalyState | ||
from ._models import AnomalyValue | ||
from ._models import ChangePointDetectRequest | ||
from ._models import ChangePointDetectResponse | ||
from ._models import CorrelationChanges | ||
from ._models import DetectionRequest | ||
from ._models import DetectionResult | ||
from ._models import DetectionResultSummary | ||
from ._models import DetectRequest | ||
from ._models import DiagnosticsInfo | ||
from ._models import EntireDetectResponse | ||
from ._models import ErrorResponse, ErrorResponseException | ||
from ._models import LastDetectionRequest | ||
from ._models import LastDetectionResult | ||
from ._models import LastDetectResponse | ||
from ._models import Model | ||
from ._models import ModelInfo | ||
from ._models import ModelList | ||
from ._models import ModelSnapshot | ||
from ._models import ModelState | ||
from ._models import TimeSeriesPoint | ||
from ._models import VariableState | ||
from ._models import VariableValues | ||
from ._anomaly_detector_client_enums import ( | ||
AlignMode, | ||
DetectionStatus, | ||
FillNAMethod, | ||
ImputeMode, | ||
ModelStatus, | ||
TimeGranularity, | ||
) | ||
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__all__ = [ | ||
'AlignPolicy', | ||
'AnomalyDetectorError', 'AnomalyDetectorErrorException', | ||
'AnomalyInterpretation', | ||
'AnomalyState', | ||
'AnomalyValue', | ||
'ChangePointDetectRequest', | ||
'ChangePointDetectResponse', | ||
'CorrelationChanges', | ||
'DetectionRequest', | ||
'DetectionResult', | ||
'DetectionResultSummary', | ||
'DetectRequest', | ||
'DiagnosticsInfo', | ||
'EntireDetectResponse', | ||
'ErrorResponse', 'ErrorResponseException', | ||
'LastDetectionRequest', | ||
'LastDetectionResult', | ||
'LastDetectResponse', | ||
'Model', | ||
'ModelInfo', | ||
'ModelList', | ||
'ModelSnapshot', | ||
'ModelState', | ||
'TimeSeriesPoint', | ||
'VariableState', | ||
'VariableValues', | ||
'TimeGranularity', | ||
'ImputeMode', | ||
'AlignMode', | ||
'FillNAMethod', | ||
'ModelStatus', | ||
'DetectionStatus', | ||
] |
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...zure-ai-anomalydetector/azure/ai/anomalydetector/models/_anomaly_detector_client_enums.py
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# 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. | ||
# -------------------------------------------------------------------------- | ||
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from enum import Enum | ||
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class TimeGranularity(str, Enum): | ||
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yearly = "yearly" | ||
monthly = "monthly" | ||
weekly = "weekly" | ||
daily = "daily" | ||
hourly = "hourly" | ||
per_minute = "minutely" | ||
per_second = "secondly" | ||
microsecond = "microsecond" | ||
none = "none" | ||
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class ImputeMode(str, Enum): | ||
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auto = "auto" | ||
previous = "previous" | ||
linear = "linear" | ||
fixed = "fixed" | ||
zero = "zero" | ||
not_fill = "notFill" | ||
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class AlignMode(str, Enum): | ||
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inner = "Inner" | ||
outer = "Outer" | ||
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class FillNAMethod(str, Enum): | ||
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previous = "Previous" | ||
subsequent = "Subsequent" | ||
linear = "Linear" | ||
zero = "Zero" | ||
fixed = "Fixed" | ||
not_fill = "NotFill" | ||
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class ModelStatus(str, Enum): | ||
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created = "CREATED" | ||
running = "RUNNING" | ||
ready = "READY" | ||
failed = "FAILED" | ||
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class DetectionStatus(str, Enum): | ||
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created = "CREATED" | ||
running = "RUNNING" | ||
ready = "READY" | ||
failed = "FAILED" |
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