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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": "oracle",
+ "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": 1990,
+ "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": 0.663,
+ "train_cost": 0.2711967014312744,
+ "test_accuracy": 0.766,
+ "test_cost": 0.21661818218231202,
+ "finite": true,
+ "corrector": {
+ "step": 78,
+ "clean_state_difference_rms": 0.004383474383014145,
+ "bias_state_difference_rms": 6.424731530485976e-05,
+ "residual_state_difference_rms": 0.0,
+ "bias_to_clean_state_difference_rms": 0.014656710565896432,
+ "residual_to_clean_state_difference_rms": 0.0,
+ "neutral_observations": 0
+ },
+ "wall_seconds": 11.130960702896118
+ },
+ {
+ "epoch": 2,
+ "train_accuracy": 0.7939,
+ "train_cost": 0.19159410698413848,
+ "test_accuracy": 0.7845,
+ "test_cost": 0.19456660175323487,
+ "finite": true,
+ "corrector": {
+ "step": 157,
+ "clean_state_difference_rms": 0.006276390941576456,
+ "bias_state_difference_rms": 5.6911655092403044e-05,
+ "residual_state_difference_rms": 0.0,
+ "bias_to_clean_state_difference_rms": 0.009067576513662549,
+ "residual_to_clean_state_difference_rms": 0.0,
+ "neutral_observations": 0
+ },
+ "wall_seconds": 21.652936697006226
+ },
+ {
+ "epoch": 3,
+ "train_accuracy": 0.7567,
+ "train_cost": 0.21386824369430543,
+ "test_accuracy": 0.775,
+ "test_cost": 0.20413391971588135,
+ "finite": true,
+ "corrector": {
+ "step": 236,
+ "clean_state_difference_rms": 0.012864366347042662,
+ "bias_state_difference_rms": 5.502748172659873e-05,
+ "residual_state_difference_rms": 0.0,
+ "bias_to_clean_state_difference_rms": 0.004277512023687725,
+ "residual_to_clean_state_difference_rms": 0.0,
+ "neutral_observations": 0
+ },
+ "wall_seconds": 32.14521074295044
+ }
+ ],
+ "epochs_completed": 3,
+ "final": {
+ "epoch": 3,
+ "train_accuracy": 0.7567,
+ "train_cost": 0.21386824369430543,
+ "test_accuracy": 0.775,
+ "test_cost": 0.20413391971588135,
+ "finite": true,
+ "corrector": {
+ "step": 236,
+ "clean_state_difference_rms": 0.012864366347042662,
+ "bias_state_difference_rms": 5.502748172659873e-05,
+ "residual_state_difference_rms": 0.0,
+ "bias_to_clean_state_difference_rms": 0.004277512023687725,
+ "residual_to_clean_state_difference_rms": 0.0,
+ "neutral_observations": 0
+ },
+ "wall_seconds": 32.14521074295044
+ }
+}