IMS / provenance.json
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{
"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",
"generated_at": "2026-07-14T21:07:09",
"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": {
"spectrum": {
"evidence_tier": {
"confirmed": 542
},
"labels": {
"ball": 30,
"inner_race": 36,
"normal": 195,
"outer_race": 281
},
"splits": {
"test": 108,
"train": 434
},
"total": 542
}
}
}