{ "schema": "rain_ep_structured_bias_screen_v1", "sdil": { "revision": "1305db8fecfe04f6ba37f31a7c6a9e2a4b8edcda" }, "author": { "repository": "https://github.com/rain-neuromorphics/energy-based-learning", "revision": "6b253fd8a5d267535f58ab79992256ef10031ceb" }, "protocol": { "dataset": "FashionMNIST", "network": "author comparative-study ConvHopfieldEnergy32", "network_protocol": "comparative32", "algorithm": "equilibrium propagation", "beta_policy": "centered", "beta_seed": 7100, "beta_value": 0.25, "adapter": "dillavou", "mode": "innovation", "bias_ratio": 1.0, "dillavou_drift_ratio": 0.0, "dillavou_calibration_steps": 1, "dillavou_profile": { "normalized_offsets": [ 0.9356214982615908, 1.6020613079954447, -0.10013991355431538, 0.7402593971899275 ], "normalized_state_variations": [ 0.5259526502913017, 0.31316961348123956, 0.3831972460091073, -0.04782433762159926 ], "source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json" }, "predictor_rate": 1.0, "neutral_cadence": 10, "layer_calibration_steps": 1, "layer_bias_normalization": "clean_difference", "calibration_batches": 0, "calibration_observations": 0, "calibration_seconds": 7.152557373046875e-07, "extra_equilibrium_phases_for_predictor": 0, "predictor_neutral_source": "instruction_off_local_update_probe", "bias_ratio_normalization": "initial_clean_local_update_rms_for_simulation_only", "bias_ratio_normalization_visible_to_predictor": false, "epochs": 10, "train_limit": 60000, "test_limit": 10000, "evaluation_split": "test", "data_seed": 6200, "batch_size": 128, "training_iterations": 15, "inference_iterations": 60, "schedule_epochs": 100, "seed": 1990, "device": "cuda", "determinism": "best_effort_warn_only", "autodiff_used_for_learning": false }, "hardware": { "torch_version": "2.3.1+cu118", "torch_cuda_version": "11.8", "cuda_visible_devices": "3", "device_name": "NVIDIA GeForce GTX 1080" }, "metrics": [ { "epoch": 1, "train_accuracy": 0.6473833333333333, "train_cost": 0.24178644746144612, "test_accuracy": 0.7908, "test_cost": 0.15552680525779725, "finite": true, "corrector": { "step": 468, "bias_model": "dillavou_released_affine_update", "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json", "clean_update_rms": 0.0005159845612538132, "bias_update_rms": 0.00026138713075164565, "residual_update_rms": 7.218216857752804e-07, "bias_to_clean_update_rms": 0.5065793637633067, "residual_to_clean_update_rms": 0.0013989210917886663, "neutral_observations": 48 }, "wall_seconds": 831.0553042888641 }, { "epoch": 2, "train_accuracy": 0.8028166666666666, "train_cost": 0.14827118317286173, "test_accuracy": 0.8038, "test_cost": 0.13996086926460266, "finite": true, "corrector": { "step": 937, "bias_model": "dillavou_released_affine_update", "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json", "clean_update_rms": 0.0004168165013267567, "bias_update_rms": 0.0002612964129899571, "residual_update_rms": 5.425926322846646e-07, "bias_to_clean_update_rms": 0.6268859609881854, "residual_to_clean_update_rms": 0.0013017542025268998, "neutral_observations": 95 }, "wall_seconds": 1667.7637870311737 }, { "epoch": 3, "train_accuracy": 0.82525, "train_cost": 0.130003280433019, "test_accuracy": 0.8378, "test_cost": 0.11703220479488373, "finite": true, "corrector": { "step": 1406, "bias_model": "dillavou_released_affine_update", "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json", "clean_update_rms": 0.00044855874499676214, "bias_update_rms": 0.00026123321684533106, "residual_update_rms": 4.211277939995838e-07, "bias_to_clean_update_rms": 0.5823835110989013, "residual_to_clean_update_rms": 0.0009388464692681973, "neutral_observations": 142 }, "wall_seconds": 2506.805260181427 }, { "epoch": 4, "train_accuracy": 0.83255, "train_cost": 0.12341828454335531, "test_accuracy": 0.8411, "test_cost": 0.11702486989498138, "finite": true, "corrector": { "step": 1875, "bias_model": "dillavou_released_affine_update", "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json", "clean_update_rms": 0.0004612714971065108, "bias_update_rms": 0.0002612234843509979, "residual_update_rms": 3.242023716755007e-07, "bias_to_clean_update_rms": 0.5663117838184559, "residual_to_clean_update_rms": 0.0007028450136398524, "neutral_observations": 189 }, "wall_seconds": 3343.087058067322 }, { "epoch": 5, "train_accuracy": 0.8399, "train_cost": 0.11796689587434132, "test_accuracy": 0.8468, "test_cost": 0.11193187379837036, "finite": true, "corrector": { "step": 2344, "bias_model": "dillavou_released_affine_update", "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json", "clean_update_rms": 0.0003965767815716722, "bias_update_rms": 0.00026121502350207, "residual_update_rms": 2.3480544810204137e-07, "bias_to_clean_update_rms": 0.6586745256917199, "residual_to_clean_update_rms": 0.0005920806739403267, "neutral_observations": 236 }, "wall_seconds": 4180.126822948456 }, { "epoch": 6, "train_accuracy": 0.84025, "train_cost": 0.1170670990784963, "test_accuracy": 0.848, "test_cost": 0.11059373168945312, "finite": true, "corrector": { "step": 2813, "bias_model": "dillavou_released_affine_update", "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json", "clean_update_rms": 0.0004983124788295408, "bias_update_rms": 0.0002612131538844772, "residual_update_rms": 1.6233209722669797e-07, "bias_to_clean_update_rms": 0.5241954897417512, "residual_to_clean_update_rms": 0.0003257636606010571, "neutral_observations": 283 }, "wall_seconds": 5017.842904090881 }, { "epoch": 7, "train_accuracy": 0.8395833333333333, "train_cost": 0.11662110528151194, "test_accuracy": 0.8488, "test_cost": 0.11356991345882415, "finite": true, "corrector": { "step": 3282, "bias_model": "dillavou_released_affine_update", "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json", "clean_update_rms": 0.0003360330910853704, "bias_update_rms": 0.00026119569525866003, "residual_update_rms": 8.092817285714731e-08, "bias_to_clean_update_rms": 0.7772915887986233, "residual_to_clean_update_rms": 0.00024083393869262485, "neutral_observations": 330 }, "wall_seconds": 5854.61641907692 }, { "epoch": 8, "train_accuracy": 0.8360833333333333, "train_cost": 0.11993322369257609, "test_accuracy": 0.8346, "test_cost": 0.11934596486091614, "finite": true, "corrector": { "step": 3751, "bias_model": "dillavou_released_affine_update", "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json", "clean_update_rms": 0.0007578647419854319, "bias_update_rms": 0.000261215361975321, "residual_update_rms": 8.628898715510185e-12, "bias_to_clean_update_rms": 0.34467279912111576, "residual_to_clean_update_rms": 1.1385803082624544e-08, "neutral_observations": 377 }, "wall_seconds": 6692.80065870285 }, { "epoch": 9, "train_accuracy": 0.8375, "train_cost": 0.11945780922571818, "test_accuracy": 0.8479, "test_cost": 0.11341914104223251, "finite": true, "corrector": { "step": 4220, "bias_model": "dillavou_released_affine_update", "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json", "clean_update_rms": 0.0006221577070874517, "bias_update_rms": 0.00026124046571233294, "residual_update_rms": 4.260643598436629e-07, "bias_to_clean_update_rms": 0.41989428522117866, "residual_to_clean_update_rms": 0.0006848172979134605, "neutral_observations": 423 }, "wall_seconds": 7531.446505784988 }, { "epoch": 10, "train_accuracy": 0.8455833333333334, "train_cost": 0.11371816020011902, "test_accuracy": 0.8437, "test_cost": 0.11368084188699722, "finite": true, "corrector": { "step": 4689, "bias_model": "dillavou_released_affine_update", "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json", "clean_update_rms": 0.000574456558656988, "bias_update_rms": 0.00026121531904447256, "residual_update_rms": 3.778861042408339e-07, "bias_to_clean_update_rms": 0.4547172716683109, "residual_to_clean_update_rms": 0.000657814935779108, "neutral_observations": 470 }, "wall_seconds": 8366.408798217773 } ], "epochs_completed": 10, "beta_sign_counts": { "positive": 4690, "negative": 4690 }, "final": { "epoch": 10, "train_accuracy": 0.8455833333333334, "train_cost": 0.11371816020011902, "test_accuracy": 0.8437, "test_cost": 0.11368084188699722, "finite": true, "corrector": { "step": 4689, "bias_model": "dillavou_released_affine_update", "bias_profile_source": "/home/yurenh2/sdil/results/physical_bias/p0_state_dependence.json", "clean_update_rms": 0.000574456558656988, "bias_update_rms": 0.00026121531904447256, "residual_update_rms": 3.778861042408339e-07, "bias_to_clean_update_rms": 0.4547172716683109, "residual_to_clean_update_rms": 0.000657814935779108, "neutral_observations": 470 }, "wall_seconds": 8366.408798217773 } }