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+{
+ "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": "constant",
+ "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": 1991,
+ "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": 0.595,
+ "train_cost": 0.3079300483226776,
+ "test_accuracy": 0.686,
+ "test_cost": 0.2951688404083252,
+ "finite": true,
+ "corrector": {
+ "step": 78,
+ "clean_state_difference_rms": 0.002362031429817802,
+ "bias_state_difference_rms": 8.45503174928388e-05,
+ "residual_state_difference_rms": 0.0001021557688121655,
+ "bias_to_clean_state_difference_rms": 0.035795593752687996,
+ "residual_to_clean_state_difference_rms": 0.04324911494511544,
+ "neutral_observations": 128
+ },
+ "wall_seconds": 11.810579061508179
+ },
+ {
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+ "bias_state_difference_rms": 9.012169948331792e-05,
+ "residual_state_difference_rms": 0.00010061541371186737,
+ "bias_to_clean_state_difference_rms": 0.03853037166737672,
+ "residual_to_clean_state_difference_rms": 0.043016824005884746,
+ "neutral_observations": 128
+ },
+ "wall_seconds": 22.935576915740967
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+ {
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+ "test_accuracy": 0.5425,
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+ "finite": true,
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+ "bias_state_difference_rms": 8.781145942341624e-05,
+ "residual_state_difference_rms": 8.677139877626471e-05,
+ "bias_to_clean_state_difference_rms": 0.04371610412457467,
+ "residual_to_clean_state_difference_rms": 0.04319831977336021,
+ "neutral_observations": 128
+ },
+ "wall_seconds": 33.97881603240967
+ }
+ ],
+ "epochs_completed": 3,
+ "final": {
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+ "train_accuracy": 0.6428,
+ "train_cost": 0.3038617823123932,
+ "test_accuracy": 0.5425,
+ "test_cost": 0.33631735801696777,
+ "finite": true,
+ "corrector": {
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+ "clean_state_difference_rms": 0.00200867531958443,
+ "bias_state_difference_rms": 8.781145942341624e-05,
+ "residual_state_difference_rms": 8.677139877626471e-05,
+ "bias_to_clean_state_difference_rms": 0.04371610412457467,
+ "residual_to_clean_state_difference_rms": 0.04319831977336021,
+ "neutral_observations": 128
+ },
+ "wall_seconds": 33.97881603240967
+ }
+}