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{
  "schema": "rain_ep_structured_bias_screen_v1",
  "sdil": {
    "revision": "b2f18afcbbe1ce97d4f3f4bd098986afcc23f203"
  },
  "author": {
    "repository": "https://github.com/rain-neuromorphics/energy-based-learning",
    "revision": "6b253fd8a5d267535f58ab79992256ef10031ceb"
  },
  "protocol": {
    "dataset": "FashionMNIST",
    "network": "author comparative-study ConvHopfieldEnergy32",
    "network_protocol": "comparative32",
    "algorithm": "equilibrium propagation",
    "beta_policy": "fixed_positive",
    "beta_seed": 7100,
    "beta_value": 0.25,
    "adapter": "dillavou",
    "mode": "raw",
    "bias_ratio": 0.003,
    "dillavou_drift_ratio": 0.0,
    "predictor_rate": 1.0,
    "neutral_cadence": 1,
    "layer_calibration_steps": 1,
    "layer_bias_normalization": "clean_difference",
    "calibration_batches": 0,
    "calibration_observations": 0,
    "calibration_seconds": 4.76837158203125e-07,
    "extra_equilibrium_phases_for_predictor": 0,
    "predictor_neutral_source": "instruction_off_local_update_probe",
    "bias_ratio_normalization": "initial_clean_local_update_rms_for_simulation_only",
    "bias_ratio_normalization_visible_to_predictor": false,
    "epochs": 1,
    "train_limit": 10000,
    "test_limit": 2000,
    "evaluation_split": "train_holdout",
    "data_seed": 6200,
    "batch_size": 100,
    "training_iterations": 15,
    "inference_iterations": 60,
    "schedule_epochs": 100,
    "seed": 1988,
    "device": "cuda",
    "determinism": "best_effort_warn_only",
    "autodiff_used_for_learning": false
  },
  "hardware": {
    "torch_version": "2.3.1+cu118",
    "torch_cuda_version": "11.8",
    "cuda_visible_devices": "1",
    "device_name": "NVIDIA GeForce GTX 1080"
  },
  "metrics": [
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      "train_cost": 0.39485346813201905,
      "test_accuracy": 0.61,
      "test_cost": 0.2973249130249023,
      "finite": true,
      "corrector": {
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        "bias_update_rms": 4.801590515814698e-07,
        "residual_update_rms": 4.801593853184891e-07,
        "bias_to_clean_update_rms": 0.0005278735091653102,
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        "neutral_observations": 0
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  "epochs_completed": 1,
  "beta_sign_counts": {
    "positive": 100,
    "negative": 0
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  "final": {
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    "train_cost": 0.39485346813201905,
    "test_accuracy": 0.61,
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    "finite": true,
    "corrector": {
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      "bias_model": "dillavou_constant_update",
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      "bias_update_rms": 4.801590515814698e-07,
      "residual_update_rms": 4.801593853184891e-07,
      "bias_to_clean_update_rms": 0.0005278735091653102,
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      "neutral_observations": 0
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}