{
  "schema": "rain_ep_structured_bias_screen_v1",
  "sdil": {
    "revision": "1305db8fecfe04f6ba37f31a7c6a9e2a4b8edcda"
  },
  "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": "centered",
    "beta_seed": 7100,
    "beta_value": 0.25,
    "adapter": "dillavou",
    "mode": "constant",
    "bias_ratio": 1.0,
    "dillavou_drift_ratio": 0.0,
    "dillavou_calibration_steps": 1,
    "dillavou_profile": {
      "normalized_offsets": [
        0.9356214982615908,
        1.6020613079954447,
        -0.10013991355431538,
        0.7402593971899275
      ],
      "normalized_state_variations": [
        0.5259526502913017,
        0.31316961348123956,
        0.3831972460091073,
        -0.04782433762159926
      ],
      "source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json"
    },
    "predictor_rate": 1.0,
    "neutral_cadence": 10,
    "layer_calibration_steps": 1,
    "layer_bias_normalization": "clean_difference",
    "calibration_batches": 0,
    "calibration_observations": 0,
    "calibration_seconds": 2.384185791015625e-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": 10,
    "train_limit": 60000,
    "test_limit": 10000,
    "evaluation_split": "test",
    "data_seed": 6200,
    "batch_size": 128,
    "training_iterations": 15,
    "inference_iterations": 60,
    "schedule_epochs": 100,
    "seed": 1991,
    "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": "6",
    "device_name": "NVIDIA GeForce GTX 1080"
  },
  "metrics": [
    {
      "epoch": 1,
      "train_accuracy": 0.6514166666666666,
      "train_cost": 0.23874953289031983,
      "test_accuracy": 0.7989,
      "test_cost": 0.14913629243373872,
      "finite": true,
      "corrector": {
        "step": 468,
        "bias_model": "dillavou_released_affine_update",
        "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json",
        "clean_update_rms": 0.0010334190118103733,
        "bias_update_rms": 0.0002575815232551045,
        "residual_update_rms": 8.520667960982931e-07,
        "bias_to_clean_update_rms": 0.24925177523477698,
        "residual_to_clean_update_rms": 0.0008245124062558302,
        "neutral_observations": 48
      },
      "wall_seconds": 825.315509557724
    },
    {
      "epoch": 2,
      "train_accuracy": 0.8054666666666667,
      "train_cost": 0.1463900848865509,
      "test_accuracy": 0.8107,
      "test_cost": 0.1376047594666481,
      "finite": true,
      "corrector": {
        "step": 937,
        "bias_model": "dillavou_released_affine_update",
        "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json",
        "clean_update_rms": 0.0005757326241265676,
        "bias_update_rms": 0.0002574850657788311,
        "residual_update_rms": 7.741208258014799e-07,
        "bias_to_clean_update_rms": 0.4472302853593828,
        "residual_to_clean_update_rms": 0.0013445839151044862,
        "neutral_observations": 95
      },
      "wall_seconds": 1655.0283901691437
    },
    {
      "epoch": 3,
      "train_accuracy": 0.8147833333333333,
      "train_cost": 0.1375980861822764,
      "test_accuracy": 0.8297,
      "test_cost": 0.12498511123657227,
      "finite": true,
      "corrector": {
        "step": 1406,
        "bias_model": "dillavou_released_affine_update",
        "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json",
        "clean_update_rms": 0.0005640374960177168,
        "bias_update_rms": 0.00025742908814589184,
        "residual_update_rms": 5.414683457147868e-07,
        "bias_to_clean_update_rms": 0.45640421064809106,
        "residual_to_clean_update_rms": 0.0009599864362524206,
        "neutral_observations": 142
      },
      "wall_seconds": 2485.8760273456573
    },
    {
      "epoch": 4,
      "train_accuracy": 0.8214666666666667,
      "train_cost": 0.13063794898986816,
      "test_accuracy": 0.8216,
      "test_cost": 0.12810545012950897,
      "finite": true,
      "corrector": {
        "step": 1875,
        "bias_model": "dillavou_released_affine_update",
        "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json",
        "clean_update_rms": 0.0005424991321083923,
        "bias_update_rms": 0.00025743289748546576,
        "residual_update_rms": 4.2801005870752226e-07,
        "bias_to_clean_update_rms": 0.47453144576465467,
        "residual_to_clean_update_rms": 0.0007889598957404509,
        "neutral_observations": 189
      },
      "wall_seconds": 3316.546987056732
    },
    {
      "epoch": 5,
      "train_accuracy": 0.8323666666666667,
      "train_cost": 0.12345273388226827,
      "test_accuracy": 0.8475,
      "test_cost": 0.11482098010778427,
      "finite": true,
      "corrector": {
        "step": 2344,
        "bias_model": "dillavou_released_affine_update",
        "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json",
        "clean_update_rms": 0.0004736085091954156,
        "bias_update_rms": 0.0002573980065061997,
        "residual_update_rms": 3.1660371138779617e-07,
        "bias_to_clean_update_rms": 0.5434826476058832,
        "residual_to_clean_update_rms": 0.0006684924473288176,
        "neutral_observations": 236
      },
      "wall_seconds": 4148.957462072372
    },
    {
      "epoch": 6,
      "train_accuracy": 0.8387833333333333,
      "train_cost": 0.11886263562838237,
      "test_accuracy": 0.839,
      "test_cost": 0.11830596129894257,
      "finite": true,
      "corrector": {
        "step": 2813,
        "bias_model": "dillavou_released_affine_update",
        "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json",
        "clean_update_rms": 0.0004375926793469371,
        "bias_update_rms": 0.00025741087497606466,
        "residual_update_rms": 2.7531101765124375e-07,
        "bias_to_clean_update_rms": 0.5882431016904223,
        "residual_to_clean_update_rms": 0.000629149048064784,
        "neutral_observations": 283
      },
      "wall_seconds": 4978.673540592194
    },
    {
      "epoch": 7,
      "train_accuracy": 0.84085,
      "train_cost": 0.11724454936981202,
      "test_accuracy": 0.8477,
      "test_cost": 0.10940983446836472,
      "finite": true,
      "corrector": {
        "step": 3282,
        "bias_model": "dillavou_released_affine_update",
        "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json",
        "clean_update_rms": 0.0005587562179490701,
        "bias_update_rms": 0.0002574036610321253,
        "residual_update_rms": 1.0339163175876161e-07,
        "bias_to_clean_update_rms": 0.4606725666104128,
        "residual_to_clean_update_rms": 0.0001850388925214352,
        "neutral_observations": 330
      },
      "wall_seconds": 5808.141820907593
    },
    {
      "epoch": 8,
      "train_accuracy": 0.8412166666666666,
      "train_cost": 0.11605071331659952,
      "test_accuracy": 0.8483,
      "test_cost": 0.10899548338651657,
      "finite": true,
      "corrector": {
        "step": 3751,
        "bias_model": "dillavou_released_affine_update",
        "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json",
        "clean_update_rms": 0.00040743396708950913,
        "bias_update_rms": 0.0002574096197428271,
        "residual_update_rms": 5.71478876581627e-12,
        "bias_to_clean_update_rms": 0.6317824249696805,
        "residual_to_clean_update_rms": 1.4026294387381767e-08,
        "neutral_observations": 377
      },
      "wall_seconds": 6638.962812900543
    },
    {
      "epoch": 9,
      "train_accuracy": 0.8418833333333333,
      "train_cost": 0.11540374369621277,
      "test_accuracy": 0.8499,
      "test_cost": 0.11006788313388824,
      "finite": true,
      "corrector": {
        "step": 4220,
        "bias_model": "dillavou_released_affine_update",
        "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json",
        "clean_update_rms": 0.0008956813915907756,
        "bias_update_rms": 0.0002574158030177409,
        "residual_update_rms": 7.962559456815576e-07,
        "bias_to_clean_update_rms": 0.28739661830035046,
        "residual_to_clean_update_rms": 0.0008889946281761717,
        "neutral_observations": 423
      },
      "wall_seconds": 7468.951384544373
    },
    {
      "epoch": 10,
      "train_accuracy": 0.8351166666666666,
      "train_cost": 0.11930307742754619,
      "test_accuracy": 0.8337,
      "test_cost": 0.11911704300642013,
      "finite": true,
      "corrector": {
        "step": 4689,
        "bias_model": "dillavou_released_affine_update",
        "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json",
        "clean_update_rms": 0.0021008752219369015,
        "bias_update_rms": 0.00025743942414021214,
        "residual_update_rms": 7.030352842674331e-07,
        "bias_to_clean_update_rms": 0.12253913104980406,
        "residual_to_clean_update_rms": 0.0003346392384119176,
        "neutral_observations": 470
      },
      "wall_seconds": 8297.173201560974
    }
  ],
  "epochs_completed": 10,
  "beta_sign_counts": {
    "positive": 4690,
    "negative": 4690
  },
  "final": {
    "epoch": 10,
    "train_accuracy": 0.8351166666666666,
    "train_cost": 0.11930307742754619,
    "test_accuracy": 0.8337,
    "test_cost": 0.11911704300642013,
    "finite": true,
    "corrector": {
      "step": 4689,
      "bias_model": "dillavou_released_affine_update",
      "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json",
      "clean_update_rms": 0.0021008752219369015,
      "bias_update_rms": 0.00025743942414021214,
      "residual_update_rms": 7.030352842674331e-07,
      "bias_to_clean_update_rms": 0.12253913104980406,
      "residual_to_clean_update_rms": 0.0003346392384119176,
      "neutral_observations": 470
    },
    "wall_seconds": 8297.173201560974
  }
}