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Diffstat (limited to 'results/ep_bias/c1/rain-ep-c1-s1991-noise.json')
| -rw-r--r-- | results/ep_bias/c1/rain-ep-c1-s1991-noise.json | 121 |
1 files changed, 121 insertions, 0 deletions
diff --git a/results/ep_bias/c1/rain-ep-c1-s1991-noise.json b/results/ep_bias/c1/rain-ep-c1-s1991-noise.json new file mode 100644 index 0000000..4131b55 --- /dev/null +++ b/results/ep_bias/c1/rain-ep-c1-s1991-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": 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": 0.6276, + "train_cost": 0.28668752970695494, + "test_accuracy": 0.7605, + "test_cost": 0.20921922206878663, + "finite": true, + "corrector": { + "step": 78, + "clean_state_difference_rms": 0.0026107519268949316, + "bias_state_difference_rms": 8.442201549713874e-05, + "residual_state_difference_rms": 9.084367274527985e-05, + "bias_to_clean_state_difference_rms": 0.0323362838986947, + "residual_to_clean_state_difference_rms": 0.034795980349356194, + "neutral_observations": 0 + }, + "wall_seconds": 11.248369932174683 + }, + { + "epoch": 2, + "train_accuracy": 0.7972, + "train_cost": 0.18200266993045808, + "test_accuracy": 0.8035, + "test_cost": 0.19378243160247802, + "finite": true, + "corrector": { + "step": 157, + "clean_state_difference_rms": 0.005210345839079046, + "bias_state_difference_rms": 8.655030952208532e-05, + "residual_state_difference_rms": 8.563805599765018e-05, + "bias_to_clean_state_difference_rms": 0.016611240826459903, + "residual_to_clean_state_difference_rms": 0.016436155802814642, + "neutral_observations": 0 + }, + "wall_seconds": 21.980408668518066 + }, + { + "epoch": 3, + "train_accuracy": 0.7967, + "train_cost": 0.18370458579063415, + "test_accuracy": 0.6675, + "test_cost": 0.32882429313659667, + "finite": true, + "corrector": { + "step": 236, + "clean_state_difference_rms": 0.00915079697255937, + "bias_state_difference_rms": 7.815418078007217e-05, + "residual_state_difference_rms": 8.078700293735538e-05, + "bias_to_clean_state_difference_rms": 0.00854069662068061, + "residual_to_clean_state_difference_rms": 0.008828411686939678, + "neutral_observations": 0 + }, + "wall_seconds": 32.66379976272583 + } + ], + "epochs_completed": 3, + "final": { + "epoch": 3, + "train_accuracy": 0.7967, + "train_cost": 0.18370458579063415, + "test_accuracy": 0.6675, + "test_cost": 0.32882429313659667, + "finite": true, + "corrector": { + "step": 236, + "clean_state_difference_rms": 0.00915079697255937, + "bias_state_difference_rms": 7.815418078007217e-05, + "residual_state_difference_rms": 8.078700293735538e-05, + "bias_to_clean_state_difference_rms": 0.00854069662068061, + "residual_to_clean_state_difference_rms": 0.008828411686939678, + "neutral_observations": 0 + }, + "wall_seconds": 32.66379976272583 + } +} |
