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Diffstat (limited to 'results/ep_bias/s3/random-beta-free2e-4-e3-s1988.json')
| -rw-r--r-- | results/ep_bias/s3/random-beta-free2e-4-e3-s1988.json | 128 |
1 files changed, 128 insertions, 0 deletions
diff --git a/results/ep_bias/s3/random-beta-free2e-4-e3-s1988.json b/results/ep_bias/s3/random-beta-free2e-4-e3-s1988.json new file mode 100644 index 0000000..514a13a --- /dev/null +++ b/results/ep_bias/s3/random-beta-free2e-4-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": "random_sign", + "beta_seed": 7100, + "adapter": "layer", + "mode": "raw", + "bias_ratio": 0.0002, + "predictor_rate": 0.2, + "neutral_cadence": 1, + "layer_calibration_steps": 1, + "layer_bias_normalization": "first_state", + "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": "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": "7", + "device_name": "NVIDIA GeForce GTX 1080" + }, + "metrics": [ + { + "epoch": 1, + "train_accuracy": 0.0977, + "train_cost": 0.5187413223743439, + "test_accuracy": 0.099, + "test_cost": 0.4587230587005615, + "finite": true, + "corrector": { + "step": 78, + "clean_state_difference_rms": 0.004350509578510408, + "bias_state_difference_rms": 6.768507197212281e-05, + "residual_state_difference_rms": 6.768507180001288e-05, + "bias_to_clean_state_difference_rms": 0.015557964130560042, + "residual_to_clean_state_difference_rms": 0.015557964090999174, + "neutral_observations": 0 + }, + "wall_seconds": 10.929879903793335 + }, + { + "epoch": 2, + "train_accuracy": 0.0995, + "train_cost": 0.471443905878067, + "test_accuracy": 0.1, + "test_cost": 0.4993226871490479, + "finite": true, + "corrector": { + "step": 157, + "clean_state_difference_rms": 0.004240214422937028, + "bias_state_difference_rms": 6.96857712372795e-05, + "residual_state_difference_rms": 6.968577113788195e-05, + "bias_to_clean_state_difference_rms": 0.01643449228895621, + "residual_to_clean_state_difference_rms": 0.016434492265514578, + "neutral_observations": 0 + }, + "wall_seconds": 21.44823122024536 + }, + { + "epoch": 3, + "train_accuracy": 0.1019, + "train_cost": 0.4906962996959686, + "test_accuracy": 0.099, + "test_cost": 0.5079852809906006, + "finite": true, + "corrector": { + "step": 236, + "clean_state_difference_rms": 0.004193004141338366, + "bias_state_difference_rms": 6.120117185015426e-05, + "residual_state_difference_rms": 6.120117105019515e-05, + "bias_to_clean_state_difference_rms": 0.014596019891031983, + "residual_to_clean_state_difference_rms": 0.014596019700247742, + "neutral_observations": 0 + }, + "wall_seconds": 31.93136191368103 + } + ], + "epochs_completed": 3, + "beta_sign_counts": { + "positive": 115, + "negative": 122 + }, + "final": { + "epoch": 3, + "train_accuracy": 0.1019, + "train_cost": 0.4906962996959686, + "test_accuracy": 0.099, + "test_cost": 0.5079852809906006, + "finite": true, + "corrector": { + "step": 236, + "clean_state_difference_rms": 0.004193004141338366, + "bias_state_difference_rms": 6.120117185015426e-05, + "residual_state_difference_rms": 6.120117105019515e-05, + "bias_to_clean_state_difference_rms": 0.014596019891031983, + "residual_to_clean_state_difference_rms": 0.014596019700247742, + "neutral_observations": 0 + }, + "wall_seconds": 31.93136191368103 + } +} |
