{ "code": { "converter": "forge_model/IMS/convert_ims.py", "evidence_gate": { "perception": [ "confirmed", "weak" ], "reasoning": [ "confirmed" ] }, "excluded_labels": [ "inner_race" ], "forge_agent_commit": "8f7c384bda3faa43f1f67ac07e1eba99d48aa1a0", "forge_model_commit": "a88573f32fb0f50ddbe7d865c8dcbfc48f3a74b1", "pipeline": "forge_agent/examples/ims/convert.py" }, "dataset": "IMS", "generated_at": "2026-07-02T05:00:08", "raw_form_provenance": { "evidence_tier_by_class": { "ball": { "absent": 2515, "confirmed": 150, "weak": 335 }, "inner_race": { "absent": 2100, "confirmed": 40, "weak": 320 }, "normal": { "confirmed": 1195, "weak": 5 }, "outer_race": { "absent": 1530, "confirmed": 1200, "weak": 270 } }, "files_used": 1319, "generation": { "forge_agent_commit": "5622dddd61a6998052d1d1d9b8ded7c1b6a20561", "generated_at": "2026-07-01T06:29:07", "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": { "spectrum": { "evidence_tier": { "confirmed": 509 }, "labels": { "ball": 30, "normal": 239, "outer_race": 240 }, "splits": { "test": 100, "train": 409 }, "total": 509 } } }