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+{
+ "schema": "rain_ep_structured_bias_screen_v1",
+ "sdil": {
+ "revision": "25f9b58f2fe478b7a4c728f404364ef8b8a92155"
+ },
+ "author": {
+ "repository": "https://github.com/rain-neuromorphics/energy-based-learning",
+ "revision": "6b253fd8a5d267535f58ab79992256ef10031ceb"
+ },
+ "protocol": {
+ "dataset": "FashionMNIST",
+ "network": "author ConvHopfieldEnergy28 32-64-10",
+ "algorithm": "equilibrium propagation",
+ "beta_policy": "random_sign",
+ "beta_seed": 7100,
+ "adapter": "layer",
+ "mode": "raw",
+ "bias_ratio": 0.0,
+ "predictor_rate": 0.2,
+ "neutral_cadence": 1,
+ "layer_calibration_steps": 1,
+ "layer_bias_normalization": "first_state",
+ "calibration_batches": 0,
+ "calibration_observations": 0,
+ "calibration_seconds": 7.152557373046875e-07,
+ "extra_equilibrium_phases_for_predictor": 0,
+ "predictor_neutral_source": "existing_first_EP_phase",
+ "bias_ratio_normalization": "initial_free_layer_state_rms",
+ "bias_ratio_normalization_visible_to_predictor": false,
+ "epochs": 3,
+ "train_limit": 10000,
+ "test_limit": 2000,
+ "evaluation_split": "train_holdout",
+ "data_seed": 6200,
+ "batch_size": 128,
+ "training_iterations": 12,
+ "inference_iterations": 30,
+ "seed": 1988,
+ "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": "7",
+ "device_name": "NVIDIA GeForce GTX 1080"
+ },
+ "metrics": [
+ {
+ "epoch": 1,
+ "train_accuracy": 0.0977,
+ "train_cost": 0.5184064460754394,
+ "test_accuracy": 0.099,
+ "test_cost": 0.45871949768066406,
+ "finite": true,
+ "corrector": {
+ "step": 78,
+ "clean_state_difference_rms": 0.004350076859747713,
+ "bias_state_difference_rms": 0.0,
+ "residual_state_difference_rms": 0.0,
+ "bias_to_clean_state_difference_rms": 0.0,
+ "residual_to_clean_state_difference_rms": 0.0,
+ "neutral_observations": 0
+ },
+ "wall_seconds": 11.085044145584106
+ },
+ {
+ "epoch": 2,
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+ "train_cost": 0.4713497564315796,
+ "test_accuracy": 0.1,
+ "test_cost": 0.4994611148834229,
+ "finite": true,
+ "corrector": {
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+ "clean_state_difference_rms": 0.004238537318288757,
+ "bias_state_difference_rms": 0.0,
+ "residual_state_difference_rms": 0.0,
+ "bias_to_clean_state_difference_rms": 0.0,
+ "residual_to_clean_state_difference_rms": 0.0,
+ "neutral_observations": 0
+ },
+ "wall_seconds": 21.73082685470581
+ },
+ {
+ "epoch": 3,
+ "train_accuracy": 0.1019,
+ "train_cost": 0.4904862898826599,
+ "test_accuracy": 0.099,
+ "test_cost": 0.5077337665557862,
+ "finite": true,
+ "corrector": {
+ "step": 236,
+ "clean_state_difference_rms": 0.00419313641524673,
+ "bias_state_difference_rms": 0.0,
+ "residual_state_difference_rms": 0.0,
+ "bias_to_clean_state_difference_rms": 0.0,
+ "residual_to_clean_state_difference_rms": 0.0,
+ "neutral_observations": 0
+ },
+ "wall_seconds": 32.36788892745972
+ }
+ ],
+ "epochs_completed": 3,
+ "beta_sign_counts": {
+ "positive": 115,
+ "negative": 122
+ },
+ "final": {
+ "epoch": 3,
+ "train_accuracy": 0.1019,
+ "train_cost": 0.4904862898826599,
+ "test_accuracy": 0.099,
+ "test_cost": 0.5077337665557862,
+ "finite": true,
+ "corrector": {
+ "step": 236,
+ "clean_state_difference_rms": 0.00419313641524673,
+ "bias_state_difference_rms": 0.0,
+ "residual_state_difference_rms": 0.0,
+ "bias_to_clean_state_difference_rms": 0.0,
+ "residual_to_clean_state_difference_rms": 0.0,
+ "neutral_observations": 0
+ },
+ "wall_seconds": 32.36788892745972
+ }
+}