{ "code": { "converter": "forge_model/IMS/convert_ims.py", "evidence_gate": { "conflict_rule": "weak kept only if computed_verdict in {label, normal}", "perception": "confirmed + weak-nonconflict", "reasoning": [ "confirmed" ] }, "excluded_labels": [], "forge_agent_commit": "250c7e5f893bf76aa359dd32549e023903e4f6b5", "forge_model_commit": "229ee98152d6588a07ce2ee9251d199bd2a88def", "pipeline": "forge_agent/examples/ims/convert.py", "query_pool": { "reshaped": 30, "scalogram": 30, "spectrogram": 30, "spectrum": 30, "waveform": 30 } }, "dataset": "IMS-perception", "generated_at": "2026-07-14T21:07:20", "raw_form_provenance": { "evidence_tier_by_class": { "ball": { "absent": 35, "confirmed": 150, "weak": 2815 }, "inner_race": { "absent": 1915, "confirmed": 180, "weak": 365 }, "normal": { "confirmed": 975, "weak": 225 }, "outer_race": { "absent": 1470, "confirmed": 1405, "weak": 125 } }, "files_used": 1319, "generation": { "forge_agent_commit": "c2a2be468f32761ed80760b1871a8d1c6507c2fc", "generated_at": "2026-07-14T00:46:02", "params": { "fault_cap": 600, "fault_onset": { "baseline_frac": 0.25, "detected_frac_by_channel": { "1st_B3_1": 0.918, "1st_B3_2": 0.853, "1st_B4_1": 0.77, "1st_B4_2": 0.747, "2nd_B1": 0.539, "3rd_B3": 0.836 }, "k": 6.0, "method": "trend_changepoint on rms health trend (stride 10)", "persist": 8, "smooth": 7 }, "fs": 20480.0, "gold": "documented end-state defect (readme); normal=early, fault=from the DATA-DRIVEN onset of the failed bearing", "healthy_frac": 0.4, "normal_cap": 240, "representations": [ "spectrum", "spectrogram", "scalogram", "waveform", "reshaped" ], "rpm": 2000, "split": "file-stratified per class (IMS has too few bearings for a strict bearing-wise split)" }, "source": "IMS / NASA-Bearing (NSF IMS Center + Rexnord); 3 run-to-failure sets, Rexnord ZA-2115", "tool": "forge_agent/examples/ims/convert.py" }, "labels": { "ball": 3000, "inner_race": 2460, "normal": 1200, "outer_race": 3000 }, "records": 9660, "splits": { "test": 2475, "train": 7185 } }, "schema": "unified 7-field SFT (cate=C, task=T-C1)", "source": "IMS / NASA-Bearing (NSF IMS Center + Rexnord); 3 run-to-failure sets, Rexnord ZA-2115", "stats": { "reshaped": { "evidence_tier": { "confirmed": 542, "weak": 67 }, "labels": { "ball": 30, "inner_race": 79, "normal": 195, "outer_race": 305 }, "splits": { "test": 121, "train": 488 }, "total": 609 }, "scalogram": { "evidence_tier": { "confirmed": 542, "weak": 67 }, "labels": { "ball": 30, "inner_race": 79, "normal": 195, "outer_race": 305 }, "splits": { "test": 121, "train": 488 }, "total": 609 }, "spectrogram": { "evidence_tier": { "confirmed": 542, "weak": 67 }, "labels": { "ball": 30, "inner_race": 79, "normal": 195, "outer_race": 305 }, "splits": { "test": 121, "train": 488 }, "total": 609 }, "waveform": { "evidence_tier": { "confirmed": 542, "weak": 67 }, "labels": { "ball": 30, "inner_race": 79, "normal": 195, "outer_race": 305 }, "splits": { "test": 121, "train": 488 }, "total": 609 } } }