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| author | YurenHao0426 <Blackhao0426@gmail.com> | 2026-08-08 10:27:17 -0500 |
|---|---|---|
| committer | YurenHao0426 <Blackhao0426@gmail.com> | 2026-08-08 10:27:17 -0500 |
| commit | a3baf15507c67202814d5ccb4c06e1af027971c5 (patch) | |
| tree | 66105d34911f364ec20747eece1e48fd689f8b29 /results/ep_bias/centered_r3/seed_1988_raw.json | |
| parent | c959c50eaeb932f96339a96fb42abfb247cc5aac (diff) | |
results: compare full state-bias EP trajectories
Diffstat (limited to 'results/ep_bias/centered_r3/seed_1988_raw.json')
| -rw-r--r-- | results/ep_bias/centered_r3/seed_1988_raw.json | 156 |
1 files changed, 156 insertions, 0 deletions
diff --git a/results/ep_bias/centered_r3/seed_1988_raw.json b/results/ep_bias/centered_r3/seed_1988_raw.json new file mode 100644 index 0000000..f3f10b2 --- /dev/null +++ b/results/ep_bias/centered_r3/seed_1988_raw.json @@ -0,0 +1,156 @@ +{ + "schema": "rain_ep_structured_bias_screen_v1", + "sdil": { + "revision": "c959c50eaeb932f96339a96fb42abfb247cc5aac" + }, + "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": "raw", + "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": 1.1920928955078125e-06, + "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": 1988, + "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": "1", + "device_name": "NVIDIA GeForce GTX 1080" + }, + "metrics": [ + { + "epoch": 1, + "train_accuracy": 0.4395, + "train_cost": 0.7167087767601014, + "test_accuracy": 0.1, + "test_cost": 0.48992531185150145, + "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": 0.0009198356660080169, + "bias_update_rms": 0.00017159385524410895, + "residual_update_rms": 0.00017159385515615823, + "bias_to_clean_update_rms": 0.18654838204829233, + "residual_to_clean_update_rms": 0.18654838195267665, + "neutral_observations": 0 + }, + "wall_seconds": 831.1388154029846 + }, + { + "epoch": 2, + "train_accuracy": 0.10715, + "train_cost": 1.66081443678538, + "test_accuracy": 0.1, + "test_cost": 471.0141723144531, + "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": 0.2610104705407043, + "bias_update_rms": 0.000166707993062808, + "residual_update_rms": 0.00016670808499451263, + "bias_to_clean_update_rms": 0.0006387023199393453, + "residual_to_clean_update_rms": 0.0006387026721539689, + "neutral_observations": 0 + }, + "wall_seconds": 1666.3909628391266 + }, + { + "epoch": 3, + "train_accuracy": 0.10038333333333334, + "train_cost": NaN, + "test_accuracy": 0.1, + "test_cost": NaN, + "finite": false, + "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": NaN, + "bias_update_rms": NaN, + "residual_update_rms": NaN, + "bias_to_clean_update_rms": NaN, + "residual_to_clean_update_rms": NaN, + "neutral_observations": 0 + }, + "wall_seconds": 2501.671797990799 + } + ], + "epochs_completed": 3, + "beta_sign_counts": { + "positive": 1407, + "negative": 1407 + }, + "final": { + "epoch": 3, + "train_accuracy": 0.10038333333333334, + "train_cost": NaN, + "test_accuracy": 0.1, + "test_cost": NaN, + "finite": false, + "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": NaN, + "bias_update_rms": NaN, + "residual_update_rms": NaN, + "bias_to_clean_update_rms": NaN, + "residual_to_clean_update_rms": NaN, + "neutral_observations": 0 + }, + "wall_seconds": 2501.671797990799 + } +} |
