Functions — github.com/IBM/AssetOpsBench

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Functions947 in github.com/IBM/AssetOpsBench

⨍ Functions 947◇ Types & classes 171↳ Endpoints 13

↓ 1 callersFunction_w_mse

(targets, outputs, device="cpu")

src/servers/tsfm/metrics.py:199

↓ 1 callersFunction_walk_dicts

(value: Any)

src/evaluation/metrics.py:68

↓ 1 callersFunction_walk_dicts

(value: Any)

src/agent/opencode_agent/runner.py:284

↓ 1 callersFunction_weighted_conformal_alpha

( scores, weights, score_observed, conformal_correction=False, max_score=np.inf )

src/servers/tsfm/anomaly.py:63

↓ 1 callersMethodaclose

(self)

src/servers/wo/couch.py:45

↓ 1 callersFunctionall_databases

The databases this loader manages = the default manifest's keys (db name = key).

src/couchdb/init_data.py:102

↓ 1 callersFunctionbuild_methods

Build available method configs from CLI args.

src/benchmark/scenario_suite_runner.py:424

↓ 1 callersMethodcall

(self, name, tool, args)

src/mcphub/__init__.py:137

↓ 1 callersFunctioncollection_config

Config for a collection; unknown keys default to generic JSON with no primary key.

src/couchdb/loader.py:60

↓ 1 callersFunctioncompute_psd

Compute Power Spectral Density using Welch's method. Args: data: 1D time-domain signal fs: Sampling frequency in Hz

src/servers/vibration/dsp/fft_analysis.py:72

↓ 1 callersFunctioncompute_removal_costs

(df)

src/servers/tsfm/dataquality.py:115

↓ 1 callersFunctioncompute_spectrogram

Compute spectrogram (Short-Time Fourier Transform). Args: data: 1D time-domain signal fs: Sampling frequency in Hz n

src/servers/vibration/dsp/fft_analysis.py:107

↓ 1 callersFunctioncreate_workorder

Create a new work order (status WAPPR). Optionally pin `wonum` for reproducible ids and attach `aob_source` provenance (the agent/trigger that gen

src/servers/wo/workorders.py:359

↓ 1 callersFunctionevaluate_static_json_batch

Evaluate multiple gold/model answer pairs and aggregate metrics.

src/evaluation/scorers/static_json.py:395

↓ 1 callersFunctionexact_string_match

( scenario: Scenario, answer: str, trajectory_text: str )

src/evaluation/scorers/code_based.py:12

↓ 1 callersFunctionextract_answer_text

Extract likely final answer text from raw model output.

src/evaluation/scorers/static_json.py:68

↓ 1 callersFunctionfetch_vibration_timeseries

Fetch sensor time-series from CouchDB and return as numpy array. Queries CouchDB for documents matching the given asset_id and time range,

src/servers/vibration/couchdb_client.py:50

↓ 1 callersFunctionfiles_from

(s)

src/couchdb/loader.py:137

↓ 1 callersFunctionfind_peaks_in_spectrum

Find dominant peaks in a frequency spectrum. Args: frequencies: Frequency axis in Hz magnitude: Magnitude spectrum (linear)

src/servers/vibration/dsp/fft_analysis.py:145

↓ 1 callersMethodfind_tools

Keyword search over loaded tool names + descriptions.

src/mcphub/__init__.py:225

↓ 1 callersMethodfit

(self, y_cal_pred, y_cal_gt, X_cal=None, cal_timestamps=None)

src/servers/tsfm/anomaly.py:108

↓ 1 callersFunctiongenerate

Return (time_vector, acceleration_signal).

src/servers/vibration/sample_data/generate_synthetic_vibration.py:79

↓ 1 callersMethodgenerate

(self, prompt: str, temperature: float = 0.0)

src/evaluation/tests/test_scorers.py:19

↓ 1 callersMethodgenerate_with_usage

(self, prompt: str, temperature: float = 0.0)

src/llm/openai_compat.py:39

↓ 1 callersMethodgenerate_with_usage

Generate text and report token usage. Default impl delegates to :meth:`generate` and reports zero usage — backends that can surface c

src/llm/base.py:30

↓ 1 callersMethodgenerate_with_usage

(self, prompt: str, temperature: float = 0.0)

src/llm/litellm.py:39

↓ 1 callersMethodgenerate_with_usage

(self, prompt: str, temperature: float = 0.0)

src/agent/direct_llm_agent/tests/test_runner.py:13

↓ 1 callersMethodgenerate_with_usage

(self, prompt: str, temperature: float = 0.0)

src/agent/plan_execute/runner.py:53

↓ 1 callersMethodgenerate_with_usage

(self, prompt: str, temperature: float = 0.0)

src/agent/tests/test_runner.py:158

↓ 1 callersFunctionget_registry_sites

Distinct site ids present in the asset registry (from each asset profile's `siteid`). Cached.

src/servers/iot/main.py:221

↓ 1 callersFunctionget_sensor_list

The sensors an asset actually measures = the UNION of measurement keys across ALL of the asset's reading documents. IoT data may be sparse /

src/servers/iot/main.py:161

↓ 1 callersFunctioninit_data

Load a scenario's data (or the default) into CouchDB. Returns {collection: (db, n)}. Resolves the manifest first, so an unknown ``scenario_id`` r

src/couchdb/init_data.py:129

↓ 1 callersMethodlist_ids

(self)

src/servers/vibration/data_store.py:131

↓ 1 callersFunctionlist_sensor_fields

Return the sensor field names available for an asset in CouchDB.

src/servers/vibration/couchdb_client.py:131

↓ 1 callersFunctionload_config

()

src/couchdb/loader.py:54

↓ 1 callersFunctionload_scenario_ids

Load scenario ids from a plain text file. The file format is intentionally simple: 11 12 14 Blank lines and lines b

src/benchmark/scenario_suite_runner.py:81

↓ 1 callersMethodload_tools

Connect to servers and discover their tools. Returns tool count.

src/mcphub/__init__.py:178

↓ 1 callersFunctionmain

()

src/benchmark/scenario_suite_runner.py:711

↓ 1 callersFunctionmain

()

src/servers/fmsr/main.py:303

↓ 1 callersFunctionmain

()

src/servers/vibration/main.py:550

↓ 1 callersFunctionmain

()

src/servers/vibration/sample_data/generate_synthetic_vibration.py:122

↓ 1 callersFunctionmain

()

src/servers/utilities/main.py:100

↓ 1 callersFunctionmain

()

src/servers/wo/main.py:368

↓ 1 callersFunctionmain

()

src/servers/tsfm/main.py:679

↓ 1 callersFunctionmain

()

src/servers/iot/main.py:458

↓ 1 callersFunctionmain

()

src/couchdb/init_data.py:157

↓ 1 callersFunctionmain

(argv: list[str] | None = None)

src/evaluation/cli.py:88

↓ 1 callersFunctionmain

()

src/agent/cli.py:143

↓ 1 callersFunctionmain

()

src/agent/opencode_agent/cli.py:157

↓ 1 callersFunctionmain

()

src/agent/direct_llm_agent/cli.py:73

↓ 1 callersFunctionmain

()

src/agent/openai_agent/cli.py:62

↓ 1 callersFunctionmain

()

src/agent/claude_agent/cli.py:60

↓ 1 callersFunctionmain

()

src/agent/deep_agent/cli.py:66

↓ 1 callersFunctionmain

()

src/agent/stirrup_agent/cli.py:105

↓ 1 callersFunctionmain

()

examples/quickstart_tooluniverse.py:19

↓ 1 callersFunctionmanifest_path

(scenario_id)

src/couchdb/init_data.py:60

↓ 1 callersFunctionmethod_output_paths

Return trajectory, report, and workspace roots nested by agent/model.

src/benchmark/scenario_suite_runner.py:63

↓ 1 callersFunctionmodel_dir_name

Return a filesystem-safe directory name for a model id.

src/benchmark/scenario_suite_runner.py:56

↓ 1 callersMethodnext_wonum

Allocate the next WONUM for a site from a counter doc. Reproducible across a benchmark run because allocation is sequential and seede

src/servers/wo/couch.py:102

↓ 1 callersFunctionnormalize_value

Normalize scalar values for stable comparison.

src/evaluation/scorers/static_json.py:213

↓ 1 callersFunctionnumeric_match

( scenario: Scenario, answer: str, trajectory_text: str )

src/evaluation/scorers/code_based.py:18

↓ 1 callersFunctionparse_csv

(path, cfg)

src/couchdb/loader.py:86

↓ 1 callersFunctionparse_json

(path)

src/couchdb/loader.py:110

↓ 1 callersFunctionprint_answer

Print the final answer section.

src/agent/_cli_common.py:111

↓ 1 callersFunctionprint_trajectory

Pretty-print turns, tool calls, and token totals to stdout.

src/agent/_cli_common.py:84

↓ 1 callersFunctionread_question

Read question.txt for a scenario.

src/benchmark/scenario_suite_runner.py:113

↓ 1 callersFunctionremove_lowest_cost

(df, row_costs, col_costs, preference_tie="row")

src/servers/tsfm/dataquality.py:122

↓ 1 callersMethodreset

(self)

src/agent/plan_execute/runner.py:43

↓ 1 callersFunctionreset_and_load_couchdb

Reset CouchDB and load the scenario-specific data from scenario_root.

src/benchmark/scenario_suite_runner.py:298

↓ 1 callersMethodrun

Run OpenCode for *question* and return a benchmark result.

src/agent/opencode_agent/runner.py:618

↓ 1 callersMethodrun

(self, question: str)

src/agent/stirrup_agent/runner.py:144

↓ 1 callersFunctionrun_agent_for_scenario

Run one scenario with one method.

src/benchmark/scenario_suite_runner.py:321

↓ 1 callersFunctionrun_evaluation

Run the existing AssetOpsBench evaluator for one method.

src/benchmark/scenario_suite_runner.py:387

↓ 1 callersFunctionselected_methods

Resolve the requested method selection.

src/benchmark/scenario_suite_runner.py:499

↓ 1 callersFunctionsemantic_similarity

( scenario: Scenario, answer: str, trajectory_text: str )

src/evaluation/scorers/semantic.py:13

↓ 1 callersFunctionsetup_logging

Configure the root logger to stderr; INFO when verbose else WARNING.

src/agent/_cli_common.py:27

↓ 1 callersFunctionsimilarity_score

Return a partial similarity score in [0, 1].

src/evaluation/scorers/static_json.py:252

↓ 1 callersFunctionstage_scenario_workspace

Create a clean run workspace with only allowed scenario input files. The staged workspace intentionally excludes ``groundtruth.txt`` and any

src/benchmark/scenario_suite_runner.py:219

↓ 1 callersMethodstop

(self)

src/mcphub/__init__.py:140

↓ 1 callersFunctionto_couchdb_docs

(t: np.ndarray, signal: np.ndarray)

src/servers/vibration/sample_data/generate_synthetic_vibration.py:110

↓ 1 callersFunctionvalidate_groundtruth_exists

Warn if groundtruth.txt is missing. The agent run itself only needs question.txt, but evaluation needs groundtruth.txt.

src/benchmark/scenario_suite_runner.py:132

↓ 1 callersFunctionvalidate_workspace_root_outside_repo

Reject CLI workspaces inside the repo to avoid report/trace leakage.

src/benchmark/scenario_suite_runner.py:156

↓ 1 callersFunctionwrite_report

(report: EvalReport, output: Path)

src/evaluation/report.py:141

Function_Bias

(y_true, y_pred, axis=None)

src/servers/tsfm/metrics.py:68

Function_MAE

(y_true, y_pred, axis=None)

src/servers/tsfm/metrics.py:20

Function_MAPE

(y_true, y_pred, axis=None)

src/servers/tsfm/metrics.py:26

Function_NRMSE

(y_true, y_pred, axis=None, norm="mean")

src/servers/tsfm/metrics.py:75

Function_SMAPE

(y_true, y_pred, axis=None)

src/servers/tsfm/metrics.py:44

Function_TILDEQ

(outputs, targets, axis=1)

src/servers/tsfm/metrics.py:186

Function_TREND

(targets, outputs, axis=1)

src/servers/tsfm/metrics.py:234

Function_WAPE

(y_true, y_pred, axis=None)

src/servers/tsfm/metrics.py:54

Method__call__

( self, scenario: Scenario, answer: str, trajectory_text: str, )

src/evaluation/scorers/static_json.py:448

Method__call__

( self, scenario: Scenario, answer: str, trajectory_text: str )

src/evaluation/scorers/llm_judge.py:94

Method__enter__

(self)

src/mcphub/__init__.py:168

Method__enter__

(self)

src/servers/wo/envelope.py:34

Method__exit__

(self, *exc)

src/mcphub/__init__.py:171

Method__exit__

(self, *exc)

src/servers/wo/envelope.py:38

Method__init__

(self, model_id: str)

src/llm/openai_compat.py:30

Method__init__

(self, model_id: str)

src/llm/litellm.py:33

Method__init__

(self, base_url=None, api_key=None)

src/llm/tests/test_backends.py:26

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