{
  "schema": "rain_ep_structured_bias_screen_v1",
  "sdil": {
    "revision": "a10a84066a6f7aa38d86b1a71ed371c9c6f22815"
  },
  "author": {
    "repository": "https://github.com/rain-neuromorphics/energy-based-learning",
    "revision": "6b253fd8a5d267535f58ab79992256ef10031ceb"
  },
  "protocol": {
    "dataset": "FashionMNIST",
    "network": "author ConvHopfieldEnergy28 32-64-10",
    "algorithm": "positive equilibrium propagation",
    "adapter": "layer",
    "mode": "same_rms_noise",
    "bias_ratio": 0.01,
    "predictor_rate": 0.2,
    "neutral_cadence": 1,
    "layer_calibration_steps": 1,
    "calibration_batches": 0,
    "calibration_observations": 0,
    "calibration_seconds": 4.76837158203125e-07,
    "extra_equilibrium_phases_for_predictor": 0,
    "predictor_neutral_source": "existing_first_EP_phase",
    "bias_ratio_normalization": "experimenter_initial_clean_layer_state_difference_rms",
    "bias_ratio_normalization_visible_to_predictor": false,
    "epochs": 3,
    "train_limit": 10000,
    "test_limit": 2000,
    "evaluation_split": "train_holdout",
    "data_seed": 6100,
    "batch_size": 128,
    "training_iterations": 12,
    "inference_iterations": 30,
    "seed": 1989,
    "device": "cuda",
    "determinism": "author_default",
    "autodiff_used_for_learning": false
  },
  "hardware": {
    "torch_version": "2.3.1+cu118",
    "torch_cuda_version": "11.8",
    "cuda_visible_devices": "5",
    "device_name": "NVIDIA GeForce GTX 1080"
  },
  "metrics": [
    {
      "epoch": 1,
      "train_accuracy": 0.6017,
      "train_cost": 0.30215022211074827,
      "test_accuracy": 0.761,
      "test_cost": 0.2138809404373169,
      "finite": true,
      "corrector": {
        "step": 78,
        "clean_state_difference_rms": 0.002920974688811938,
        "bias_state_difference_rms": 6.663539274315504e-05,
        "residual_state_difference_rms": 6.636989063542658e-05,
        "bias_to_clean_state_difference_rms": 0.022812725149035092,
        "residual_to_clean_state_difference_rms": 0.02272183011021623,
        "neutral_observations": 0
      },
      "wall_seconds": 11.205537796020508
    },
    {
      "epoch": 2,
      "train_accuracy": 0.7882,
      "train_cost": 0.188776060628891,
      "test_accuracy": 0.8015,
      "test_cost": 0.1777397050857544,
      "finite": true,
      "corrector": {
        "step": 157,
        "clean_state_difference_rms": 0.0032720191567634283,
        "bias_state_difference_rms": 6.637821262985081e-05,
        "residual_state_difference_rms": 6.59492970724865e-05,
        "bias_to_clean_state_difference_rms": 0.020286621028071827,
        "residual_to_clean_state_difference_rms": 0.020155535133761667,
        "neutral_observations": 0
      },
      "wall_seconds": 21.835002899169922
    },
    {
      "epoch": 3,
      "train_accuracy": 0.822,
      "train_cost": 0.16819184494018555,
      "test_accuracy": 0.7965,
      "test_cost": 0.18230166244506835,
      "finite": true,
      "corrector": {
        "step": 236,
        "clean_state_difference_rms": 0.0061238763125476565,
        "bias_state_difference_rms": 6.725749249790725e-05,
        "residual_state_difference_rms": 6.796068294087145e-05,
        "bias_to_clean_state_difference_rms": 0.010982830002640399,
        "residual_to_clean_state_difference_rms": 0.011097657671762877,
        "neutral_observations": 0
      },
      "wall_seconds": 32.36355447769165
    }
  ],
  "epochs_completed": 3,
  "final": {
    "epoch": 3,
    "train_accuracy": 0.822,
    "train_cost": 0.16819184494018555,
    "test_accuracy": 0.7965,
    "test_cost": 0.18230166244506835,
    "finite": true,
    "corrector": {
      "step": 236,
      "clean_state_difference_rms": 0.0061238763125476565,
      "bias_state_difference_rms": 6.725749249790725e-05,
      "residual_state_difference_rms": 6.796068294087145e-05,
      "bias_to_clean_state_difference_rms": 0.010982830002640399,
      "residual_to_clean_state_difference_rms": 0.011097657671762877,
      "neutral_observations": 0
    },
    "wall_seconds": 32.36355447769165
  }
}