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Create Baseline

POST /v1/baseline Create or update a healthy baseline for a specific machine. This computes energy statistics from the provided time series and fine-tunes a per-machine predictor (~462K params, approximately 10-15 seconds on CPU).
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string
required
Unique machine identifier within your organization.
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array
required
Array of healthy operating data points, each with timestamp (ISO 8601) and value (number). Minimum 100 points. Do not include known anomalies.
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string
default:"none"
Data frequency hint for model selection.
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string
Human-readable label for the baseline (e.g., “Normal operating conditions, January 2024”).
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string
The machine identifier.
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string
Baseline identifier (format: bl_ + machine_id).
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string
ISO 8601 creation timestamp.
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object
Baseline energy statistics.
  • energy_mean (number): Mean energy during healthy operation.
  • energy_std (number): Standard deviation of healthy energy.
  • energy_p99 (number): 99th percentile of healthy energy.
  • num_windows (integer): Number of sliding windows computed.
  • series_length (integer): Length of the input series.
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object
Fine-tuning results.
  • status (string): completed or skipped.
  • final_loss (number): Best predictor loss achieved.
  • epochs_run (integer): Actual epochs trained.
  • epochs_max (integer): Maximum allowed epochs.
  • early_stopped (boolean): Whether early stopping triggered.
  • windows (integer): Training windows used.
  • duration_seconds (number): Fine-tuning wall time.
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string
Baseline status (active).

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Get Baseline

GET /v1/baseline?machine_id={machine_id} Retrieve the current baseline for a machine. Returns the same response format as the create endpoint.