Work orders assigned to a given technician (labor code).

Scheduled (non-terminal) work orders in a date window, optionally bucketed by day.

Scheduled (non-terminal) work orders in a date window, bucketed by day.

Returns the list of available pre-trained TinyTimeMixer (TTM) model checkpoints. Models: ttm_96_28 (context_length=96), ttm_512_96 (context_lengt

Fetch vibration sensor time-series from CouchDB and load into the analysis store. Returns a data_id that can be passed to analysis tools (compute

Get the full work-order document by number + site.

Get a single work order by number and site.

Estimated vs actual hours and cost variance for one work order.

Estimated vs actual hours and cost variance for a work order.

Labor + material + service + tool actual-cost breakdown for one work order.

Actual labor/material/service/tool cost breakdown for a work order.

Site KPIs over a period: totals, backlog, overdue, avg completion, priority + asset breakdowns.

Site KPIs: totals, backlog, overdue, avg completion, priority/asset breakdowns.

List child task rows whose `parent` references this work order.

List the child tasks of a parent work order.

Returns a list of historical sensor values for the specified asset(s) at a site within a given time range (start to final).

Register the static JSON scorer.

Reads a JSON file, parses its content, and returns the parsed data.

Return summaries of all stored entries.

List all bearings in the built-in database with their geometric parameters.

List available sensor fields for an asset. Args: site_name: Site identifier (e.g., 'MAIN'). asset_id: Asset identifier (e.g., 'Ch

List work orders with optional filters (site, status, asset, priority, date window). `status` accepts a single value, or the pseudo-values OPEN /

List work orders with optional filters (site, status, asset, priority, dates). status accepts OPEN / APPROVED_PENDING; page_size=0 returns all mat

Load one collection's data into a database named after the key. Returns (db, n).

Install a fresh InMemorySpanExporter as the global tracer provider.

Patch _call_asset2fm to return a fixed failure mode list.

Patch the module-level _get_db in couchdb_client with a mock.

Patch the module-level `db` object in main with a mock.

Patch _call_relevancy so it always returns 'Yes' without calling the LLM.

Return the backend's model identifier, or ``"unknown"``. Default impl reads ``self._model_id`` if present so existing subclasses work

Patch _get_db to return None (simulate disconnected CouchDB).

Patch the module-level `db` to None (simulate disconnected CouchDB).

Simulate missing WatsonX credentials.

Store a signal with an auto-generated ID.

Register a workflow callable fn(tu, **arguments) under `name`.

List assets from the registry with metadata (assettype, vintage, sensor count), optionally filtered by assettype (e.g. 'PUMP', 'COMPRESSOR'). Comp

Convenience JSON dump that round-trips through pydantic.

Clear the in-memory data store between tests.

Run end-to-end time-series forecasting + anomaly detection in one call. For each target column: runs zero-shot TTM forecasting, then fits a confo

Run conformal anomaly detection on TSFM forecasting output. tsfm_output_json must be the results_file path returned by run_tsfm_forecasting.

Few-shot fine-tune a TinyTimeMixer model on a local dataset. Returns a FinetuningResult with the saved checkpoint path and a JSON file contai

Run zero-shot time-series forecasting with a TinyTimeMixer (TTM) model. Returns a ForecastingResult whose results_file is the path to a JSON file

Installed (registry) vs measured (telemetry) sensors for an asset.

Lists the sensors available for a specified asset at a given site. These are the MEASURED sensors — names discovered from the asset's telemetry do

No-op: file is opened per-export and closed immediately.

Retrieves the list of sites, discovered dynamically from the asset registry (the distinct `siteid` across asset profiles). Falls back to the defau

Only the final assistant message is the answer, not scratch talk.

#Args lines left over from old prompts are silently ignored.