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Diffstat (limited to 'results/ep_bias/s3/fixed-negative-zero-bias-e3-s1988.json')
| -rw-r--r-- | results/ep_bias/s3/fixed-negative-zero-bias-e3-s1988.json | 128 |
1 files changed, 128 insertions, 0 deletions
diff --git a/results/ep_bias/s3/fixed-negative-zero-bias-e3-s1988.json b/results/ep_bias/s3/fixed-negative-zero-bias-e3-s1988.json new file mode 100644 index 0000000..edab5c7 --- /dev/null +++ b/results/ep_bias/s3/fixed-negative-zero-bias-e3-s1988.json @@ -0,0 +1,128 @@ +{ + "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": "fixed_negative", + "beta_seed": 7100, + "adapter": "layer", + "mode": "raw", + "bias_ratio": 0.0, + "predictor_rate": 0.1, + "neutral_cadence": 1, + "layer_calibration_steps": 1, + "layer_bias_normalization": "first_state", + "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": "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": "5", + "device_name": "NVIDIA GeForce GTX 1080" + }, + "metrics": [ + { + "epoch": 1, + "train_accuracy": 0.0987, + "train_cost": 0.5252441967964172, + "test_accuracy": 0.1025, + "test_cost": 0.4856400566101074, + "finite": true, + "corrector": { + "step": 78, + "clean_state_difference_rms": 0.004262439753198408, + "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": 11.11732792854309 + }, + { + "epoch": 2, + "train_accuracy": 0.0993, + "train_cost": 0.471874783706665, + "test_accuracy": 0.1, + "test_cost": 0.5200363788604736, + "finite": true, + "corrector": { + "step": 157, + "clean_state_difference_rms": 0.0041520212772640725, + "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": 21.764130115509033 + }, + { + "epoch": 3, + "train_accuracy": 0.1016, + "train_cost": 0.47106613149642945, + "test_accuracy": 0.099, + "test_cost": 0.47838667488098147, + "finite": true, + "corrector": { + "step": 236, + "clean_state_difference_rms": 0.004298488890043378, + "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": 32.60152792930603 + } + ], + "epochs_completed": 3, + "beta_sign_counts": { + "positive": 0, + "negative": 237 + }, + "final": { + "epoch": 3, + "train_accuracy": 0.1016, + "train_cost": 0.47106613149642945, + "test_accuracy": 0.099, + "test_cost": 0.47838667488098147, + "finite": true, + "corrector": { + "step": 236, + "clean_state_difference_rms": 0.004298488890043378, + "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": 32.60152792930603 + } +} |