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Diffstat (limited to 'results/ep_bias/c1/rain-ep-c1-s1990-constant.json')
| -rw-r--r-- | results/ep_bias/c1/rain-ep-c1-s1990-constant.json | 121 |
1 files changed, 121 insertions, 0 deletions
diff --git a/results/ep_bias/c1/rain-ep-c1-s1990-constant.json b/results/ep_bias/c1/rain-ep-c1-s1990-constant.json new file mode 100644 index 0000000..58343e0 --- /dev/null +++ b/results/ep_bias/c1/rain-ep-c1-s1990-constant.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": "constant", + "bias_ratio": 0.01, + "predictor_rate": 0.2, + "neutral_cadence": 1, + "layer_calibration_steps": 1, + "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": "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": 0.6403, + "train_cost": 0.2912232979774475, + "test_accuracy": 0.5785, + "test_cost": 0.47831679725646975, + "finite": true, + "corrector": { + "step": 78, + "clean_state_difference_rms": 0.003846313872765165, + "bias_state_difference_rms": 6.728917558210017e-05, + "residual_state_difference_rms": 6.0271901427063764e-05, + "bias_to_clean_state_difference_rms": 0.01749445776086004, + "residual_to_clean_state_difference_rms": 0.015670042388853073, + "neutral_observations": 128 + }, + "wall_seconds": 11.210429906845093 + }, + { + "epoch": 2, + "train_accuracy": 0.7726, + "train_cost": 0.211278013920784, + "test_accuracy": 0.732, + "test_cost": 0.295507266998291, + "finite": true, + "corrector": { + "step": 157, + "clean_state_difference_rms": 0.0035800436626807707, + "bias_state_difference_rms": 6.331647259818047e-05, + "residual_state_difference_rms": 5.445370315955731e-05, + "bias_to_clean_state_difference_rms": 0.017685949827429895, + "residual_to_clean_state_difference_rms": 0.015210346099181891, + "neutral_observations": 128 + }, + "wall_seconds": 21.87259602546692 + }, + { + "epoch": 3, + "train_accuracy": 0.7974, + "train_cost": 0.19731631968021393, + "test_accuracy": 0.7915, + "test_cost": 0.1933894157409668, + "finite": true, + "corrector": { + "step": 236, + "clean_state_difference_rms": 0.003832221287101308, + "bias_state_difference_rms": 6.0639572439556253e-05, + "residual_state_difference_rms": 5.4245437626596826e-05, + "bias_to_clean_state_difference_rms": 0.015823609310782787, + "residual_to_clean_state_difference_rms": 0.014155090106403556, + "neutral_observations": 128 + }, + "wall_seconds": 32.520140409469604 + } + ], + "epochs_completed": 3, + "final": { + "epoch": 3, + "train_accuracy": 0.7974, + "train_cost": 0.19731631968021393, + "test_accuracy": 0.7915, + "test_cost": 0.1933894157409668, + "finite": true, + "corrector": { + "step": 236, + "clean_state_difference_rms": 0.003832221287101308, + "bias_state_difference_rms": 6.0639572439556253e-05, + "residual_state_difference_rms": 5.4245437626596826e-05, + "bias_to_clean_state_difference_rms": 0.015823609310782787, + "residual_to_clean_state_difference_rms": 0.014155090106403556, + "neutral_observations": 128 + }, + "wall_seconds": 32.520140409469604 + } +} |
