diff options
| author | YurenHao0426 <Blackhao0426@gmail.com> | 2026-08-06 17:15:51 -0500 |
|---|---|---|
| committer | YurenHao0426 <Blackhao0426@gmail.com> | 2026-08-06 17:15:51 -0500 |
| commit | d8fe36a0c44fd45edb6a637d3530fdaeeca74fd5 (patch) | |
| tree | f43e9004848cb4126307f162b5373ea08fa120e1 /results/ep_bias/c1/rain-ep-c1-s1993-noise.json | |
| parent | a10a84066a6f7aa38d86b1a71ed371c9c6f22815 (diff) | |
results: audit Rain EP bias confirmation
Diffstat (limited to 'results/ep_bias/c1/rain-ep-c1-s1993-noise.json')
| -rw-r--r-- | results/ep_bias/c1/rain-ep-c1-s1993-noise.json | 121 |
1 files changed, 121 insertions, 0 deletions
diff --git a/results/ep_bias/c1/rain-ep-c1-s1993-noise.json b/results/ep_bias/c1/rain-ep-c1-s1993-noise.json new file mode 100644 index 0000000..ed00a61 --- /dev/null +++ b/results/ep_bias/c1/rain-ep-c1-s1993-noise.json @@ -0,0 +1,121 @@ +{ + "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": 7.152557373046875e-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": 1993, + "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": 0.5535, + "train_cost": 0.32840834393501284, + "test_accuracy": 0.7095, + "test_cost": 0.23197692680358886, + "finite": true, + "corrector": { + "step": 78, + "clean_state_difference_rms": 0.002022509090194915, + "bias_state_difference_rms": 8.14237883082258e-05, + "residual_state_difference_rms": 8.24159696930225e-05, + "bias_to_clean_state_difference_rms": 0.040258799677572156, + "residual_to_clean_state_difference_rms": 0.040749369232787894, + "neutral_observations": 0 + }, + "wall_seconds": 11.221695184707642 + }, + { + "epoch": 2, + "train_accuracy": 0.7546, + "train_cost": 0.2012055345058441, + "test_accuracy": 0.761, + "test_cost": 0.19147343158721924, + "finite": true, + "corrector": { + "step": 157, + "clean_state_difference_rms": 0.0021506861015693213, + "bias_state_difference_rms": 7.827020797483242e-05, + "residual_state_difference_rms": 8.061173993846021e-05, + "bias_to_clean_state_difference_rms": 0.036393134227128685, + "residual_to_clean_state_difference_rms": 0.03748187142681543, + "neutral_observations": 0 + }, + "wall_seconds": 22.09644913673401 + }, + { + "epoch": 3, + "train_accuracy": 0.7905, + "train_cost": 0.17391895575523378, + "test_accuracy": 0.76, + "test_cost": 0.19218462467193603, + "finite": true, + "corrector": { + "step": 236, + "clean_state_difference_rms": 0.00431065961366364, + "bias_state_difference_rms": 8.696194300908846e-05, + "residual_state_difference_rms": 9.068442021699315e-05, + "bias_to_clean_state_difference_rms": 0.020173697485517603, + "residual_to_clean_state_difference_rms": 0.021037249132255246, + "neutral_observations": 0 + }, + "wall_seconds": 32.918834924697876 + } + ], + "epochs_completed": 3, + "final": { + "epoch": 3, + "train_accuracy": 0.7905, + "train_cost": 0.17391895575523378, + "test_accuracy": 0.76, + "test_cost": 0.19218462467193603, + "finite": true, + "corrector": { + "step": 236, + "clean_state_difference_rms": 0.00431065961366364, + "bias_state_difference_rms": 8.696194300908846e-05, + "residual_state_difference_rms": 9.068442021699315e-05, + "bias_to_clean_state_difference_rms": 0.020173697485517603, + "residual_to_clean_state_difference_rms": 0.021037249132255246, + "neutral_observations": 0 + }, + "wall_seconds": 32.918834924697876 + } +} |
