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Diffstat (limited to 'results/ep_bias/s1/layer-oracle-r0p01-e3-s1988.json')
| -rw-r--r-- | results/ep_bias/s1/layer-oracle-r0p01-e3-s1988.json | 106 |
1 files changed, 106 insertions, 0 deletions
diff --git a/results/ep_bias/s1/layer-oracle-r0p01-e3-s1988.json b/results/ep_bias/s1/layer-oracle-r0p01-e3-s1988.json new file mode 100644 index 0000000..d001b19 --- /dev/null +++ b/results/ep_bias/s1/layer-oracle-r0p01-e3-s1988.json @@ -0,0 +1,106 @@ +{ + "schema": "rain_ep_structured_bias_screen_v1", + "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": 9.5367431640625e-07, + "epochs": 3, + "train_limit": 10000, + "test_limit": 2000, + "batch_size": 128, + "training_iterations": 12, + "inference_iterations": 30, + "seed": 1988, + "device": "cuda", + "determinism": "author_default", + "autodiff_used_for_learning": false + }, + "metrics": [ + { + "epoch": 1, + "train_accuracy": 0.5584, + "train_cost": 0.3354787145137787, + "test_accuracy": 0.723, + "test_cost": 0.2427797203063965, + "finite": true, + "corrector": { + "step": 78, + "clean_state_difference_rms": 0.0022691467986172575, + "bias_state_difference_rms": 7.881086208457053e-05, + "residual_state_difference_rms": 0.0, + "bias_to_clean_state_difference_rms": 0.03473149561438477, + "residual_to_clean_state_difference_rms": 0.0, + "neutral_observations": 0 + }, + "wall_seconds": 11.318737745285034 + }, + { + "epoch": 2, + "train_accuracy": 0.7453, + "train_cost": 0.21748591256141664, + "test_accuracy": 0.7545, + "test_cost": 0.21152253246307373, + "finite": true, + "corrector": { + "step": 157, + "clean_state_difference_rms": 0.002886418573836258, + "bias_state_difference_rms": 8.131759496456635e-05, + "residual_state_difference_rms": 0.0, + "bias_to_clean_state_difference_rms": 0.028172488807293606, + "residual_to_clean_state_difference_rms": 0.0, + "neutral_observations": 0 + }, + "wall_seconds": 22.1633780002594 + }, + { + "epoch": 3, + "train_accuracy": 0.7806, + "train_cost": 0.19335412440299987, + "test_accuracy": 0.781, + "test_cost": 0.20642725276947022, + "finite": true, + "corrector": { + "step": 236, + "clean_state_difference_rms": 0.0031325675330604514, + "bias_state_difference_rms": 7.640068624454531e-05, + "residual_state_difference_rms": 0.0, + "bias_to_clean_state_difference_rms": 0.024389158553879114, + "residual_to_clean_state_difference_rms": 0.0, + "neutral_observations": 0 + }, + "wall_seconds": 33.032013177871704 + } + ], + "epochs_completed": 3, + "final": { + "epoch": 3, + "train_accuracy": 0.7806, + "train_cost": 0.19335412440299987, + "test_accuracy": 0.781, + "test_cost": 0.20642725276947022, + "finite": true, + "corrector": { + "step": 236, + "clean_state_difference_rms": 0.0031325675330604514, + "bias_state_difference_rms": 7.640068624454531e-05, + "residual_state_difference_rms": 0.0, + "bias_to_clean_state_difference_rms": 0.024389158553879114, + "residual_to_clean_state_difference_rms": 0.0, + "neutral_observations": 0 + }, + "wall_seconds": 33.032013177871704 + } +} |
