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Diffstat (limited to 'results/ep_bias/c1/rain-ep-c1-s1990-oracle.json')
| -rw-r--r-- | results/ep_bias/c1/rain-ep-c1-s1990-oracle.json | 121 |
1 files changed, 121 insertions, 0 deletions
diff --git a/results/ep_bias/c1/rain-ep-c1-s1990-oracle.json b/results/ep_bias/c1/rain-ep-c1-s1990-oracle.json new file mode 100644 index 0000000..50de466 --- /dev/null +++ b/results/ep_bias/c1/rain-ep-c1-s1990-oracle.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": "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 + } +} |
