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twinnable-weights

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twinnable-weights
File size: 1,360 Bytes
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{
  "version": "v9",
  "sprint": "A7",
  "trained_at": "2026-03-28T02:19:20.021349Z",
  "domains": {
    "cmapss": {
      "rul_source": "supervised",
      "rul_max_cycles": 125,
      "onnx": "tft_weights_v9_cmapss.onnx"
    },
    "scania": {
      "rul_source": "supervised",
      "rul_max_cycles": "per_unit_lifetime",
      "onnx": "tft_weights_v9_scania.onnx"
    },
    "nist": {
      "rul_source": "synthetic_estimated",
      "rul_max_cycles": 125,
      "nist_rul_source": "synthetic_estimated",
      "onnx": "tft_weights_v9_nist.onnx",
      "synthetic_params": {
        "seed": 42,
        "onset": 40,
        "fault_mag": 0.6,
        "noise": 0.01,
        "affected_idx": [
          0,
          1,
          2
        ]
      }
    }
  },
  "training": {
    "phase1_epochs": 15,
    "phase2_epochs": 30,
    "ig_beta": 0.1,
    "window": 30,
    "n_sensors": 14
  },
  "validation": {
    "nist_rmse": 13.009,
    "nist_r2": 0.9,
    "nist_auc": 0.982,
    "nist_rho": 0.0,
    "vsn_validated": false,
    "nist_vsn_shap_rho": 0.587,
    "vsn_rho_method": "shap_gradient"
  },
  "vsn_uniform_threshold": 0.02,
  "nist_degradation_defaults": {
    "nist_degradation_mode": "gradual_wear",
    "nist_onset_cycle": 40,
    "nist_fault_magnitude": 0.6,
    "nist_noise_scale": 0.01,
    "nist_seed": 42,
    "nist_rul_max_cycles": 125
  }
}