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[META] Implement Validate Detector for AnomalyDetector Extension #217

@dbwiddis

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@dbwiddis

Is your feature request related to a problem?

Old plugin APIs for Validate Detector:

Validate the JSON format

POST _plugins/_anomaly_detection/detectors/_validate
POST _plugins/_anomaly_detection/detectors/_validate/detector

Validate the quality of the detector and get suggestions on improving

POST _plugins/_anomaly_detection/detectors/_validate/model

Components of this feature (Issues to be created and will be linked here):

For the detector validation:

For the model validation:

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