1151 lines
42 KiB
Python
1151 lines
42 KiB
Python
from .utils import NamespacedClient, query_params, _make_path, SKIP_IN_PATH, _bulk_body
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class MlClient(NamespacedClient):
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@query_params("allow_no_jobs", "force", "timeout")
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def close_job(self, job_id, body=None, params=None):
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"""
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`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-close-job.html>`_
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:arg job_id: The name of the job to close
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:arg body: The URL params optionally sent in the body
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:arg allow_no_jobs: Whether to ignore if a wildcard expression
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matches no jobs. (This includes `_all` string or when no jobs have been
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specified)
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:arg force: True if the job should be forcefully closed
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:arg timeout: Controls the time to wait until a job has closed.
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Default to 30 minutes
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"""
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if job_id in SKIP_IN_PATH:
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raise ValueError("Empty value passed for a required argument 'job_id'.")
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return self.transport.perform_request(
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"POST",
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_make_path("_ml", "anomaly_detectors", job_id, "_close"),
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params=params,
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body=body,
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)
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@query_params()
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def delete_calendar(self, calendar_id, params=None):
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"""
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:arg calendar_id: The ID of the calendar to delete
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"""
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if calendar_id in SKIP_IN_PATH:
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raise ValueError(
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"Empty value passed for a required argument 'calendar_id'."
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)
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return self.transport.perform_request(
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"DELETE", _make_path("_ml", "calendars", calendar_id), params=params
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)
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@query_params()
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def delete_calendar_event(self, calendar_id, event_id, params=None):
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"""
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:arg calendar_id: The ID of the calendar to modify
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:arg event_id: The ID of the event to remove from the calendar
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"""
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for param in (calendar_id, event_id):
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if param in SKIP_IN_PATH:
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raise ValueError("Empty value passed for a required argument.")
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return self.transport.perform_request(
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"DELETE",
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_make_path("_ml", "calendars", calendar_id, "events", event_id),
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params=params,
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)
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@query_params()
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def delete_calendar_job(self, calendar_id, job_id, params=None):
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"""
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:arg calendar_id: The ID of the calendar to modify
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:arg job_id: The ID of the job to remove from the calendar
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"""
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for param in (calendar_id, job_id):
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if param in SKIP_IN_PATH:
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raise ValueError("Empty value passed for a required argument.")
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return self.transport.perform_request(
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"DELETE",
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_make_path("_ml", "calendars", calendar_id, "jobs", job_id),
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params=params,
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)
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@query_params("force")
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def delete_datafeed(self, datafeed_id, params=None):
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"""
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`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-delete-datafeed.html>`_
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:arg datafeed_id: The ID of the datafeed to delete
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:arg force: True if the datafeed should be forcefully deleted
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"""
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if datafeed_id in SKIP_IN_PATH:
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raise ValueError(
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"Empty value passed for a required argument 'datafeed_id'."
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)
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return self.transport.perform_request(
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"DELETE", _make_path("_ml", "datafeeds", datafeed_id), params=params
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)
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@query_params()
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def delete_expired_data(self, params=None):
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"""
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"""
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return self.transport.perform_request(
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"DELETE", "/_ml/_delete_expired_data", params=params
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)
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@query_params()
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def delete_filter(self, filter_id, params=None):
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"""
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:arg filter_id: The ID of the filter to delete
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"""
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if filter_id in SKIP_IN_PATH:
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raise ValueError("Empty value passed for a required argument 'filter_id'.")
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return self.transport.perform_request(
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"DELETE", _make_path("_ml", "filters", filter_id), params=params
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)
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@query_params("allow_no_forecasts", "timeout")
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def delete_forecast(self, job_id, forecast_id=None, params=None):
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"""
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`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-delete-forecast.html>`_
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:arg job_id: The ID of the job from which to delete forecasts
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:arg forecast_id: The ID of the forecast to delete, can be comma
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delimited list. Leaving blank implies `_all`
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:arg allow_no_forecasts: Whether to ignore if `_all` matches no
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forecasts
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:arg timeout: Controls the time to wait until the forecast(s)
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are deleted. Default to 30 seconds
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"""
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if job_id in SKIP_IN_PATH:
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raise ValueError("Empty value passed for a required argument 'job_id'.")
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return self.transport.perform_request(
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"DELETE",
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_make_path("_ml", "anomaly_detectors", job_id, "_forecast", forecast_id),
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params=params,
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)
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@query_params("force", "wait_for_completion")
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def delete_job(self, job_id, params=None):
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"""
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`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-delete-job.html>`_
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:arg job_id: The ID of the job to delete
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:arg force: True if the job should be forcefully deleted
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:arg wait_for_completion: Should this request wait until the
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operation has completed before returning Default: True
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"""
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if job_id in SKIP_IN_PATH:
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raise ValueError("Empty value passed for a required argument 'job_id'.")
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return self.transport.perform_request(
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"DELETE", _make_path("_ml", "anomaly_detectors", job_id), params=params
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)
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@query_params()
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def delete_model_snapshot(self, job_id, snapshot_id, params=None):
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"""
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`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-delete-snapshot.html>`_
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:arg job_id: The ID of the job to fetch
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:arg snapshot_id: The ID of the snapshot to delete
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"""
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for param in (job_id, snapshot_id):
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if param in SKIP_IN_PATH:
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raise ValueError("Empty value passed for a required argument.")
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return self.transport.perform_request(
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"DELETE",
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_make_path(
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"_ml", "anomaly_detectors", job_id, "model_snapshots", snapshot_id
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),
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params=params,
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)
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@query_params(
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"charset",
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"column_names",
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"delimiter",
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"explain",
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"format",
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"grok_pattern",
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"has_header_row",
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"line_merge_size_limit",
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"lines_to_sample",
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"quote",
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"should_trim_fields",
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"timeout",
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"timestamp_field",
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"timestamp_format",
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)
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def find_file_structure(self, body, params=None):
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"""
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`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-find-file-structure.html>`_
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:arg body: The contents of the file to be analyzed
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:arg charset: Optional parameter to specify the character set of
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the file
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:arg column_names: Optional parameter containing a comma
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separated list of the column names for a delimited file
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:arg delimiter: Optional parameter to specify the delimiter
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character for a delimited file - must be a single character
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:arg explain: Whether to include a commentary on how the
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structure was derived
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:arg format: Optional parameter to specify the high level file
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format Valid choices: ndjson, xml, delimited, semi_structured_text
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:arg grok_pattern: Optional parameter to specify the Grok
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pattern that should be used to extract fields from messages in a semi-
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structured text file
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:arg has_header_row: Optional parameter to specify whether a
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delimited file includes the column names in its first row
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:arg line_merge_size_limit: Maximum number of characters
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permitted in a single message when lines are merged to create messages.
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Default: 10000
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:arg lines_to_sample: How many lines of the file should be
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included in the analysis Default: 1000
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:arg quote: Optional parameter to specify the quote character
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for a delimited file - must be a single character
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:arg should_trim_fields: Optional parameter to specify whether
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the values between delimiters in a delimited file should have whitespace
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trimmed from them
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:arg timeout: Timeout after which the analysis will be aborted
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Default: 25s
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:arg timestamp_field: Optional parameter to specify the
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timestamp field in the file
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:arg timestamp_format: Optional parameter to specify the
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timestamp format in the file - may be either a Joda or Java time format
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"""
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if body in SKIP_IN_PATH:
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raise ValueError("Empty value passed for a required argument 'body'.")
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body = _bulk_body(self.transport.serializer, body)
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return self.transport.perform_request(
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"POST", "/_ml/find_file_structure", params=params, body=body
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)
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@query_params("advance_time", "calc_interim", "end", "skip_time", "start")
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def flush_job(self, job_id, body=None, params=None):
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"""
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`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-flush-job.html>`_
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:arg job_id: The name of the job to flush
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:arg body: Flush parameters
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:arg advance_time: Advances time to the given value generating
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results and updating the model for the advanced interval
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:arg calc_interim: Calculates interim results for the most
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recent bucket or all buckets within the latency period
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:arg end: When used in conjunction with calc_interim, specifies
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the range of buckets on which to calculate interim results
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:arg skip_time: Skips time to the given value without generating
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results or updating the model for the skipped interval
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:arg start: When used in conjunction with calc_interim,
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specifies the range of buckets on which to calculate interim results
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"""
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if job_id in SKIP_IN_PATH:
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raise ValueError("Empty value passed for a required argument 'job_id'.")
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return self.transport.perform_request(
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"POST",
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_make_path("_ml", "anomaly_detectors", job_id, "_flush"),
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params=params,
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body=body,
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)
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@query_params("duration", "expires_in")
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def forecast(self, job_id, params=None):
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"""
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:arg job_id: The ID of the job to forecast for
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:arg duration: The duration of the forecast
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:arg expires_in: The time interval after which the forecast
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expires. Expired forecasts will be deleted at the first opportunity.
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"""
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if job_id in SKIP_IN_PATH:
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raise ValueError("Empty value passed for a required argument 'job_id'.")
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return self.transport.perform_request(
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"POST",
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_make_path("_ml", "anomaly_detectors", job_id, "_forecast"),
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params=params,
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)
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@query_params(
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"anomaly_score",
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"desc",
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"end",
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"exclude_interim",
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"expand",
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"from_",
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"size",
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"sort",
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"start",
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)
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def get_buckets(self, job_id, body=None, timestamp=None, params=None):
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"""
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`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-get-bucket.html>`_
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:arg job_id: ID of the job to get bucket results from
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:arg body: Bucket selection details if not provided in URI
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:arg timestamp: The timestamp of the desired single bucket
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result
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:arg anomaly_score: Filter for the most anomalous buckets
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:arg desc: Set the sort direction
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:arg end: End time filter for buckets
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:arg exclude_interim: Exclude interim results
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:arg expand: Include anomaly records
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:arg from_: skips a number of buckets
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:arg size: specifies a max number of buckets to get
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:arg sort: Sort buckets by a particular field
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:arg start: Start time filter for buckets
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"""
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# from is a reserved word so it cannot be used, use from_ instead
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if "from_" in params:
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params["from"] = params.pop("from_")
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if job_id in SKIP_IN_PATH:
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raise ValueError("Empty value passed for a required argument 'job_id'.")
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return self.transport.perform_request(
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"GET",
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_make_path(
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"_ml", "anomaly_detectors", job_id, "results", "buckets", timestamp
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),
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params=params,
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body=body,
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)
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@query_params("end", "from_", "job_id", "size", "start")
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def get_calendar_events(self, calendar_id, params=None):
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"""
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:arg calendar_id: The ID of the calendar containing the events
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:arg end: Get events before this time
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:arg from_: Skips a number of events
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:arg job_id: Get events for the job. When this option is used
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calendar_id must be '_all'
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:arg size: Specifies a max number of events to get
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:arg start: Get events after this time
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"""
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# from is a reserved word so it cannot be used, use from_ instead
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if "from_" in params:
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params["from"] = params.pop("from_")
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if calendar_id in SKIP_IN_PATH:
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raise ValueError(
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"Empty value passed for a required argument 'calendar_id'."
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)
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return self.transport.perform_request(
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"GET", _make_path("_ml", "calendars", calendar_id, "events"), params=params
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)
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@query_params("from_", "size")
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def get_calendars(self, body=None, calendar_id=None, params=None):
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"""
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:arg body: The from and size parameters optionally sent in the
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body
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:arg calendar_id: The ID of the calendar to fetch
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:arg from_: skips a number of calendars
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:arg size: specifies a max number of calendars to get
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"""
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# from is a reserved word so it cannot be used, use from_ instead
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if "from_" in params:
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params["from"] = params.pop("from_")
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return self.transport.perform_request(
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"GET", _make_path("_ml", "calendars", calendar_id), params=params, body=body
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)
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@query_params("from_", "size")
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def get_categories(self, job_id, body=None, category_id=None, params=None):
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"""
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`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-get-category.html>`_
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:arg job_id: The name of the job
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:arg body: Category selection details if not provided in URI
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:arg category_id: The identifier of the category definition of
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interest
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:arg from_: skips a number of categories
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:arg size: specifies a max number of categories to get
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"""
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# from is a reserved word so it cannot be used, use from_ instead
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if "from_" in params:
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params["from"] = params.pop("from_")
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if job_id in SKIP_IN_PATH:
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raise ValueError("Empty value passed for a required argument 'job_id'.")
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return self.transport.perform_request(
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"GET",
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_make_path(
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"_ml", "anomaly_detectors", job_id, "results", "categories", category_id
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),
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params=params,
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body=body,
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)
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@query_params("allow_no_datafeeds")
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def get_datafeed_stats(self, datafeed_id=None, params=None):
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"""
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`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-get-datafeed-stats.html>`_
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:arg datafeed_id: The ID of the datafeeds stats to fetch
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:arg allow_no_datafeeds: Whether to ignore if a wildcard
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expression matches no datafeeds. (This includes `_all` string or when no
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datafeeds have been specified)
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"""
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return self.transport.perform_request(
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"GET", _make_path("_ml", "datafeeds", datafeed_id, "_stats"), params=params
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)
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@query_params("allow_no_datafeeds")
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def get_datafeeds(self, datafeed_id=None, params=None):
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"""
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|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-get-datafeed.html>`_
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|
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:arg datafeed_id: The ID of the datafeeds to fetch
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:arg allow_no_datafeeds: Whether to ignore if a wildcard
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expression matches no datafeeds. (This includes `_all` string or when no
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datafeeds have been specified)
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"""
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return self.transport.perform_request(
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"GET", _make_path("_ml", "datafeeds", datafeed_id), params=params
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)
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|
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@query_params("from_", "size")
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def get_filters(self, filter_id=None, params=None):
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|
"""
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|
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:arg filter_id: The ID of the filter to fetch
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:arg from_: skips a number of filters
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:arg size: specifies a max number of filters to get
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"""
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# from is a reserved word so it cannot be used, use from_ instead
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if "from_" in params:
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params["from"] = params.pop("from_")
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return self.transport.perform_request(
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"GET", _make_path("_ml", "filters", filter_id), params=params
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)
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@query_params(
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"desc",
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"end",
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|
"exclude_interim",
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|
"from_",
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"influencer_score",
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"size",
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"sort",
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"start",
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)
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def get_influencers(self, job_id, body=None, params=None):
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|
"""
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|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-get-influencer.html>`_
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|
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:arg job_id:
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:arg body: Influencer selection criteria
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:arg desc: whether the results should be sorted in decending
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order
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:arg end: end timestamp for the requested influencers
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:arg exclude_interim: Exclude interim results
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:arg from_: skips a number of influencers
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:arg influencer_score: influencer score threshold for the
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requested influencers
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:arg size: specifies a max number of influencers to get
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:arg sort: sort field for the requested influencers
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:arg start: start timestamp for the requested influencers
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"""
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# from is a reserved word so it cannot be used, use from_ instead
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if "from_" in params:
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params["from"] = params.pop("from_")
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|
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if job_id in SKIP_IN_PATH:
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raise ValueError("Empty value passed for a required argument 'job_id'.")
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|
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return self.transport.perform_request(
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"GET",
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_make_path("_ml", "anomaly_detectors", job_id, "results", "influencers"),
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params=params,
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body=body,
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)
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|
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@query_params("allow_no_jobs")
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def get_job_stats(self, job_id=None, params=None):
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"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-get-job-stats.html>`_
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|
|
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:arg job_id: The ID of the jobs stats to fetch
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|
:arg allow_no_jobs: Whether to ignore if a wildcard expression
|
|
matches no jobs. (This includes `_all` string or when no jobs have been
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specified)
|
|
"""
|
|
return self.transport.perform_request(
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|
"GET",
|
|
_make_path("_ml", "anomaly_detectors", job_id, "_stats"),
|
|
params=params,
|
|
)
|
|
|
|
@query_params("allow_no_jobs")
|
|
def get_jobs(self, job_id=None, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-get-job.html>`_
|
|
|
|
:arg job_id: The ID of the jobs to fetch
|
|
:arg allow_no_jobs: Whether to ignore if a wildcard expression
|
|
matches no jobs. (This includes `_all` string or when no jobs have been
|
|
specified)
|
|
"""
|
|
return self.transport.perform_request(
|
|
"GET", _make_path("_ml", "anomaly_detectors", job_id), params=params
|
|
)
|
|
|
|
@query_params("desc", "end", "from_", "size", "sort", "start")
|
|
def get_model_snapshots(self, job_id, body=None, snapshot_id=None, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-get-snapshot.html>`_
|
|
|
|
:arg job_id: The ID of the job to fetch
|
|
:arg body: Model snapshot selection criteria
|
|
:arg snapshot_id: The ID of the snapshot to fetch
|
|
:arg desc: True if the results should be sorted in descending
|
|
order
|
|
:arg end: The filter 'end' query parameter
|
|
:arg from_: Skips a number of documents
|
|
:arg size: The default number of documents returned in queries
|
|
as a string.
|
|
:arg sort: Name of the field to sort on
|
|
:arg start: The filter 'start' query parameter
|
|
"""
|
|
# from is a reserved word so it cannot be used, use from_ instead
|
|
if "from_" in params:
|
|
params["from"] = params.pop("from_")
|
|
|
|
if job_id in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument 'job_id'.")
|
|
|
|
return self.transport.perform_request(
|
|
"GET",
|
|
_make_path(
|
|
"_ml", "anomaly_detectors", job_id, "model_snapshots", snapshot_id
|
|
),
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params(
|
|
"allow_no_jobs",
|
|
"bucket_span",
|
|
"end",
|
|
"exclude_interim",
|
|
"overall_score",
|
|
"start",
|
|
"top_n",
|
|
)
|
|
def get_overall_buckets(self, job_id, body=None, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-get-overall-buckets.html>`_
|
|
|
|
:arg job_id: The job IDs for which to calculate overall bucket
|
|
results
|
|
:arg body: Overall bucket selection details if not provided in
|
|
URI
|
|
:arg allow_no_jobs: Whether to ignore if a wildcard expression
|
|
matches no jobs. (This includes `_all` string or when no jobs have been
|
|
specified)
|
|
:arg bucket_span: The span of the overall buckets. Defaults to
|
|
the longest job bucket_span
|
|
:arg end: Returns overall buckets with timestamps earlier than
|
|
this time
|
|
:arg exclude_interim: If true overall buckets that include
|
|
interim buckets will be excluded
|
|
:arg overall_score: Returns overall buckets with overall scores
|
|
higher than this value
|
|
:arg start: Returns overall buckets with timestamps after this
|
|
time
|
|
:arg top_n: The number of top job bucket scores to be used in
|
|
the overall_score calculation
|
|
"""
|
|
if job_id in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument 'job_id'.")
|
|
|
|
return self.transport.perform_request(
|
|
"GET",
|
|
_make_path(
|
|
"_ml", "anomaly_detectors", job_id, "results", "overall_buckets"
|
|
),
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params(
|
|
"desc",
|
|
"end",
|
|
"exclude_interim",
|
|
"from_",
|
|
"record_score",
|
|
"size",
|
|
"sort",
|
|
"start",
|
|
)
|
|
def get_records(self, job_id, body=None, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-get-record.html>`_
|
|
|
|
:arg job_id:
|
|
:arg body: Record selection criteria
|
|
:arg desc: Set the sort direction
|
|
:arg end: End time filter for records
|
|
:arg exclude_interim: Exclude interim results
|
|
:arg from_: skips a number of records
|
|
:arg record_score:
|
|
:arg size: specifies a max number of records to get
|
|
:arg sort: Sort records by a particular field
|
|
:arg start: Start time filter for records
|
|
"""
|
|
# from is a reserved word so it cannot be used, use from_ instead
|
|
if "from_" in params:
|
|
params["from"] = params.pop("from_")
|
|
|
|
if job_id in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument 'job_id'.")
|
|
|
|
return self.transport.perform_request(
|
|
"GET",
|
|
_make_path("_ml", "anomaly_detectors", job_id, "results", "records"),
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params()
|
|
def info(self, params=None):
|
|
"""
|
|
|
|
"""
|
|
return self.transport.perform_request("GET", "/_ml/info", params=params)
|
|
|
|
@query_params()
|
|
def open_job(self, job_id, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-open-job.html>`_
|
|
|
|
:arg job_id: The ID of the job to open
|
|
"""
|
|
if job_id in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument 'job_id'.")
|
|
|
|
return self.transport.perform_request(
|
|
"POST",
|
|
_make_path("_ml", "anomaly_detectors", job_id, "_open"),
|
|
params=params,
|
|
)
|
|
|
|
@query_params()
|
|
def post_calendar_events(self, calendar_id, body, params=None):
|
|
"""
|
|
|
|
:arg calendar_id: The ID of the calendar to modify
|
|
:arg body: A list of events
|
|
"""
|
|
for param in (calendar_id, body):
|
|
if param in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument.")
|
|
|
|
return self.transport.perform_request(
|
|
"POST",
|
|
_make_path("_ml", "calendars", calendar_id, "events"),
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params("reset_end", "reset_start")
|
|
def post_data(self, job_id, body, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-post-data.html>`_
|
|
|
|
:arg job_id: The name of the job receiving the data
|
|
:arg body: The data to process
|
|
:arg reset_end: Optional parameter to specify the end of the
|
|
bucket resetting range
|
|
:arg reset_start: Optional parameter to specify the start of the
|
|
bucket resetting range
|
|
"""
|
|
for param in (job_id, body):
|
|
if param in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument.")
|
|
|
|
body = _bulk_body(self.transport.serializer, body)
|
|
return self.transport.perform_request(
|
|
"POST",
|
|
_make_path("_ml", "anomaly_detectors", job_id, "_data"),
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params()
|
|
def preview_datafeed(self, datafeed_id, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-preview-datafeed.html>`_
|
|
|
|
:arg datafeed_id: The ID of the datafeed to preview
|
|
"""
|
|
if datafeed_id in SKIP_IN_PATH:
|
|
raise ValueError(
|
|
"Empty value passed for a required argument 'datafeed_id'."
|
|
)
|
|
|
|
return self.transport.perform_request(
|
|
"GET",
|
|
_make_path("_ml", "datafeeds", datafeed_id, "_preview"),
|
|
params=params,
|
|
)
|
|
|
|
@query_params()
|
|
def put_calendar(self, calendar_id, body=None, params=None):
|
|
"""
|
|
|
|
:arg calendar_id: The ID of the calendar to create
|
|
:arg body: The calendar details
|
|
"""
|
|
if calendar_id in SKIP_IN_PATH:
|
|
raise ValueError(
|
|
"Empty value passed for a required argument 'calendar_id'."
|
|
)
|
|
|
|
return self.transport.perform_request(
|
|
"PUT", _make_path("_ml", "calendars", calendar_id), params=params, body=body
|
|
)
|
|
|
|
@query_params()
|
|
def put_calendar_job(self, calendar_id, job_id, params=None):
|
|
"""
|
|
|
|
:arg calendar_id: The ID of the calendar to modify
|
|
:arg job_id: The ID of the job to add to the calendar
|
|
"""
|
|
for param in (calendar_id, job_id):
|
|
if param in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument.")
|
|
|
|
return self.transport.perform_request(
|
|
"PUT",
|
|
_make_path("_ml", "calendars", calendar_id, "jobs", job_id),
|
|
params=params,
|
|
)
|
|
|
|
@query_params()
|
|
def put_datafeed(self, datafeed_id, body, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-put-datafeed.html>`_
|
|
|
|
:arg datafeed_id: The ID of the datafeed to create
|
|
:arg body: The datafeed config
|
|
"""
|
|
for param in (datafeed_id, body):
|
|
if param in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument.")
|
|
|
|
return self.transport.perform_request(
|
|
"PUT", _make_path("_ml", "datafeeds", datafeed_id), params=params, body=body
|
|
)
|
|
|
|
@query_params()
|
|
def put_filter(self, filter_id, body, params=None):
|
|
"""
|
|
|
|
:arg filter_id: The ID of the filter to create
|
|
:arg body: The filter details
|
|
"""
|
|
for param in (filter_id, body):
|
|
if param in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument.")
|
|
|
|
return self.transport.perform_request(
|
|
"PUT", _make_path("_ml", "filters", filter_id), params=params, body=body
|
|
)
|
|
|
|
@query_params()
|
|
def put_job(self, job_id, body, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-put-job.html>`_
|
|
|
|
:arg job_id: The ID of the job to create
|
|
:arg body: The job
|
|
"""
|
|
for param in (job_id, body):
|
|
if param in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument.")
|
|
|
|
return self.transport.perform_request(
|
|
"PUT",
|
|
_make_path("_ml", "anomaly_detectors", job_id),
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params("delete_intervening_results")
|
|
def revert_model_snapshot(self, job_id, snapshot_id, body=None, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-revert-snapshot.html>`_
|
|
|
|
:arg job_id: The ID of the job to fetch
|
|
:arg snapshot_id: The ID of the snapshot to revert to
|
|
:arg body: Reversion options
|
|
:arg delete_intervening_results: Should we reset the results
|
|
back to the time of the snapshot?
|
|
"""
|
|
for param in (job_id, snapshot_id):
|
|
if param in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument.")
|
|
|
|
return self.transport.perform_request(
|
|
"POST",
|
|
_make_path(
|
|
"_ml",
|
|
"anomaly_detectors",
|
|
job_id,
|
|
"model_snapshots",
|
|
snapshot_id,
|
|
"_revert",
|
|
),
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params("enabled", "timeout")
|
|
def set_upgrade_mode(self, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-set-upgrade-mode.html>`_
|
|
|
|
:arg enabled: Whether to enable upgrade_mode ML setting or not.
|
|
Defaults to false.
|
|
:arg timeout: Controls the time to wait before action times out.
|
|
Defaults to 30 seconds
|
|
"""
|
|
return self.transport.perform_request(
|
|
"POST", "/_ml/set_upgrade_mode", params=params
|
|
)
|
|
|
|
@query_params("end", "start", "timeout")
|
|
def start_datafeed(self, datafeed_id, body=None, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-start-datafeed.html>`_
|
|
|
|
:arg datafeed_id: The ID of the datafeed to start
|
|
:arg body: The start datafeed parameters
|
|
:arg end: The end time when the datafeed should stop. When not
|
|
set, the datafeed continues in real time
|
|
:arg start: The start time from where the datafeed should begin
|
|
:arg timeout: Controls the time to wait until a datafeed has
|
|
started. Default to 20 seconds
|
|
"""
|
|
if datafeed_id in SKIP_IN_PATH:
|
|
raise ValueError(
|
|
"Empty value passed for a required argument 'datafeed_id'."
|
|
)
|
|
|
|
return self.transport.perform_request(
|
|
"POST",
|
|
_make_path("_ml", "datafeeds", datafeed_id, "_start"),
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params("allow_no_datafeeds", "force", "timeout")
|
|
def stop_datafeed(self, datafeed_id, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-stop-datafeed.html>`_
|
|
|
|
:arg datafeed_id: The ID of the datafeed to stop
|
|
:arg allow_no_datafeeds: Whether to ignore if a wildcard
|
|
expression matches no datafeeds. (This includes `_all` string or when no
|
|
datafeeds have been specified)
|
|
:arg force: True if the datafeed should be forcefully stopped.
|
|
:arg timeout: Controls the time to wait until a datafeed has
|
|
stopped. Default to 20 seconds
|
|
"""
|
|
if datafeed_id in SKIP_IN_PATH:
|
|
raise ValueError(
|
|
"Empty value passed for a required argument 'datafeed_id'."
|
|
)
|
|
|
|
return self.transport.perform_request(
|
|
"POST", _make_path("_ml", "datafeeds", datafeed_id, "_stop"), params=params
|
|
)
|
|
|
|
@query_params()
|
|
def update_datafeed(self, datafeed_id, body, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-update-datafeed.html>`_
|
|
|
|
:arg datafeed_id: The ID of the datafeed to update
|
|
:arg body: The datafeed update settings
|
|
"""
|
|
for param in (datafeed_id, body):
|
|
if param in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument.")
|
|
|
|
return self.transport.perform_request(
|
|
"POST",
|
|
_make_path("_ml", "datafeeds", datafeed_id, "_update"),
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params()
|
|
def update_filter(self, filter_id, body, params=None):
|
|
"""
|
|
|
|
:arg filter_id: The ID of the filter to update
|
|
:arg body: The filter update
|
|
"""
|
|
for param in (filter_id, body):
|
|
if param in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument.")
|
|
|
|
return self.transport.perform_request(
|
|
"POST",
|
|
_make_path("_ml", "filters", filter_id, "_update"),
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params()
|
|
def update_job(self, job_id, body, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-update-job.html>`_
|
|
|
|
:arg job_id: The ID of the job to create
|
|
:arg body: The job update settings
|
|
"""
|
|
for param in (job_id, body):
|
|
if param in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument.")
|
|
|
|
return self.transport.perform_request(
|
|
"POST",
|
|
_make_path("_ml", "anomaly_detectors", job_id, "_update"),
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params()
|
|
def update_model_snapshot(self, job_id, snapshot_id, body, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/ml-update-snapshot.html>`_
|
|
|
|
:arg job_id: The ID of the job to fetch
|
|
:arg snapshot_id: The ID of the snapshot to update
|
|
:arg body: The model snapshot properties to update
|
|
"""
|
|
for param in (job_id, snapshot_id, body):
|
|
if param in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument.")
|
|
|
|
return self.transport.perform_request(
|
|
"POST",
|
|
_make_path(
|
|
"_ml",
|
|
"anomaly_detectors",
|
|
job_id,
|
|
"model_snapshots",
|
|
snapshot_id,
|
|
"_update",
|
|
),
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params()
|
|
def validate(self, body, params=None):
|
|
"""
|
|
|
|
:arg body: The job config
|
|
"""
|
|
if body in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument 'body'.")
|
|
|
|
return self.transport.perform_request(
|
|
"POST", "/_ml/anomaly_detectors/_validate", params=params, body=body
|
|
)
|
|
|
|
@query_params()
|
|
def validate_detector(self, body, params=None):
|
|
"""
|
|
|
|
:arg body: The detector
|
|
"""
|
|
if body in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument 'body'.")
|
|
|
|
return self.transport.perform_request(
|
|
"POST",
|
|
"/_ml/anomaly_detectors/_validate/detector",
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params()
|
|
def delete_data_frame_analytics(self, id, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/delete-dfanalytics.html>`_
|
|
|
|
:arg id: The ID of the data frame analytics to delete
|
|
"""
|
|
if id in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument 'id'.")
|
|
|
|
return self.transport.perform_request(
|
|
"DELETE", _make_path("_ml", "data_frame", "analytics", id), params=params
|
|
)
|
|
|
|
@query_params()
|
|
def estimate_memory_usage(self, body, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/estimate-memory-usage-dfanalytics.html>`_
|
|
|
|
:arg body: Memory usage estimation definition
|
|
"""
|
|
if body in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument 'body'.")
|
|
|
|
return self.transport.perform_request(
|
|
"POST",
|
|
"/_ml/data_frame/analytics/_estimate_memory_usage",
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params()
|
|
def evaluate_data_frame(self, body, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/evaluate-dfanalytics.html>`_
|
|
|
|
:arg body: The evaluation definition
|
|
"""
|
|
if body in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument 'body'.")
|
|
|
|
return self.transport.perform_request(
|
|
"POST", "/_ml/data_frame/_evaluate", params=params, body=body
|
|
)
|
|
|
|
@query_params("allow_no_match", "from_", "size")
|
|
def get_data_frame_analytics(self, id=None, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/get-dfanalytics.html>`_
|
|
|
|
:arg id: The ID of the data frame analytics to fetch
|
|
:arg allow_no_match: Whether to ignore if a wildcard expression
|
|
matches no data frame analytics. (This includes `_all` string or when no
|
|
data frame analytics have been specified) Default: True
|
|
:arg from_: skips a number of analytics
|
|
:arg size: specifies a max number of analytics to get Default:
|
|
100
|
|
"""
|
|
# from is a reserved word so it cannot be used, use from_ instead
|
|
if "from_" in params:
|
|
params["from"] = params.pop("from_")
|
|
|
|
return self.transport.perform_request(
|
|
"GET", _make_path("_ml", "data_frame", "analytics", id), params=params
|
|
)
|
|
|
|
@query_params("allow_no_match", "from_", "size")
|
|
def get_data_frame_analytics_stats(self, id=None, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/get-dfanalytics-stats.html>`_
|
|
|
|
:arg id: The ID of the data frame analytics stats to fetch
|
|
:arg allow_no_match: Whether to ignore if a wildcard expression
|
|
matches no data frame analytics. (This includes `_all` string or when no
|
|
data frame analytics have been specified) Default: True
|
|
:arg from_: skips a number of analytics
|
|
:arg size: specifies a max number of analytics to get Default:
|
|
100
|
|
"""
|
|
# from is a reserved word so it cannot be used, use from_ instead
|
|
if "from_" in params:
|
|
params["from"] = params.pop("from_")
|
|
|
|
return self.transport.perform_request(
|
|
"GET",
|
|
_make_path("_ml", "data_frame", "analytics", id, "_stats"),
|
|
params=params,
|
|
)
|
|
|
|
@query_params()
|
|
def put_data_frame_analytics(self, id, body, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/put-dfanalytics.html>`_
|
|
|
|
:arg id: The ID of the data frame analytics to create
|
|
:arg body: The data frame analytics configuration
|
|
"""
|
|
for param in (id, body):
|
|
if param in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument.")
|
|
|
|
return self.transport.perform_request(
|
|
"PUT",
|
|
_make_path("_ml", "data_frame", "analytics", id),
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params("timeout")
|
|
def start_data_frame_analytics(self, id, body=None, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/start-dfanalytics.html>`_
|
|
|
|
:arg id: The ID of the data frame analytics to start
|
|
:arg body: The start data frame analytics parameters
|
|
:arg timeout: Controls the time to wait until the task has
|
|
started. Defaults to 20 seconds
|
|
"""
|
|
if id in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument 'id'.")
|
|
|
|
return self.transport.perform_request(
|
|
"POST",
|
|
_make_path("_ml", "data_frame", "analytics", id, "_start"),
|
|
params=params,
|
|
body=body,
|
|
)
|
|
|
|
@query_params("allow_no_match", "force", "timeout")
|
|
def stop_data_frame_analytics(self, id, body=None, params=None):
|
|
"""
|
|
`<http://www.elastic.co/guide/en/elasticsearch/reference/current/stop-dfanalytics.html>`_
|
|
|
|
:arg id: The ID of the data frame analytics to stop
|
|
:arg body: The stop data frame analytics parameters
|
|
:arg allow_no_match: Whether to ignore if a wildcard expression
|
|
matches no data frame analytics. (This includes `_all` string or when no
|
|
data frame analytics have been specified)
|
|
:arg force: True if the data frame analytics should be
|
|
forcefully stopped
|
|
:arg timeout: Controls the time to wait until the task has
|
|
stopped. Defaults to 20 seconds
|
|
"""
|
|
if id in SKIP_IN_PATH:
|
|
raise ValueError("Empty value passed for a required argument 'id'.")
|
|
|
|
return self.transport.perform_request(
|
|
"POST",
|
|
_make_path("_ml", "data_frame", "analytics", id, "_stop"),
|
|
params=params,
|
|
body=body,
|
|
)
|