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Diffstat (limited to 'results/ep_bias/s1/layer-noise-r0p01-e3-s1988.json')
| -rw-r--r-- | results/ep_bias/s1/layer-noise-r0p01-e3-s1988.json | 106 |
1 files changed, 106 insertions, 0 deletions
diff --git a/results/ep_bias/s1/layer-noise-r0p01-e3-s1988.json b/results/ep_bias/s1/layer-noise-r0p01-e3-s1988.json new file mode 100644 index 0000000..319055d --- /dev/null +++ b/results/ep_bias/s1/layer-noise-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": "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, + "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": 0.5577, + "train_cost": 0.33517942011356355, + "test_accuracy": 0.725, + "test_cost": 0.2407160577774048, + "finite": true, + "corrector": { + "step": 78, + "clean_state_difference_rms": 0.002284858699245255, + "bias_state_difference_rms": 7.888106416418362e-05, + "residual_state_difference_rms": 7.92408299173491e-05, + "bias_to_clean_state_difference_rms": 0.034523388334797234, + "residual_to_clean_state_difference_rms": 0.0346808447907629, + "neutral_observations": 0 + }, + "wall_seconds": 10.741658210754395 + }, + { + "epoch": 2, + "train_accuracy": 0.7468, + "train_cost": 0.21608753056526184, + "test_accuracy": 0.757, + "test_cost": 0.207110125541687, + "finite": true, + "corrector": { + "step": 157, + "clean_state_difference_rms": 0.0029362952271972005, + "bias_state_difference_rms": 8.082260576450551e-05, + "residual_state_difference_rms": 8.414020609417264e-05, + "bias_to_clean_state_difference_rms": 0.027525367686427635, + "residual_to_clean_state_difference_rms": 0.02865522693863706, + "neutral_observations": 0 + }, + "wall_seconds": 21.249800205230713 + }, + { + "epoch": 3, + "train_accuracy": 0.7821, + "train_cost": 0.19308365321159363, + "test_accuracy": 0.7765, + "test_cost": 0.20104266738891602, + "finite": true, + "corrector": { + "step": 236, + "clean_state_difference_rms": 0.0028531605170621257, + "bias_state_difference_rms": 7.650330356103333e-05, + "residual_state_difference_rms": 7.797371328954984e-05, + "bias_to_clean_state_difference_rms": 0.026813529453929254, + "residual_to_clean_state_difference_rms": 0.027328891179890114, + "neutral_observations": 0 + }, + "wall_seconds": 31.844523668289185 + } + ], + "epochs_completed": 3, + "final": { + "epoch": 3, + "train_accuracy": 0.7821, + "train_cost": 0.19308365321159363, + "test_accuracy": 0.7765, + "test_cost": 0.20104266738891602, + "finite": true, + "corrector": { + "step": 236, + "clean_state_difference_rms": 0.0028531605170621257, + "bias_state_difference_rms": 7.650330356103333e-05, + "residual_state_difference_rms": 7.797371328954984e-05, + "bias_to_clean_state_difference_rms": 0.026813529453929254, + "residual_to_clean_state_difference_rms": 0.027328891179890114, + "neutral_observations": 0 + }, + "wall_seconds": 31.844523668289185 + } +} |
