diff options
Diffstat (limited to 'results/kp_dynamic_projection_confirmation/seed13_clean_kp.json')
| -rw-r--r-- | results/kp_dynamic_projection_confirmation/seed13_clean_kp.json | 3258 |
1 files changed, 3258 insertions, 0 deletions
diff --git a/results/kp_dynamic_projection_confirmation/seed13_clean_kp.json b/results/kp_dynamic_projection_confirmation/seed13_clean_kp.json new file mode 100644 index 0000000..02ee6dc --- /dev/null +++ b/results/kp_dynamic_projection_confirmation/seed13_clean_kp.json @@ -0,0 +1,3258 @@ +{ + "architecture": { + "adaptive_apical_parameters": 0, + "adaptive_feedback_parameters": 267904, + "base_width": 16, + "blocks_per_stage": 3, + "bn_eps": 1e-05, + "bn_momentum": 0.1, + "depth": 20, + "family": "CIFAR 6n+2 ResNet, option-A shortcuts", + "fixed_feedback_parameters": 0, + "fixed_traffic_coefficients": 0, + "forward_parameters": 269722, + "hidden_shapes": [ + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 32, + 16, + 16 + ], + [ + 32, + 16, + 16 + ], + [ + 32, + 16, + 16 + ], + [ + 32, + 16, + 16 + ], + [ + 32, + 16, + 16 + ], + [ + 32, + 16, + 16 + ], + [ + 64, + 8, + 8 + ], + [ + 64, + 8, + 8 + ], + [ + 64, + 8, + 8 + ], + [ + 64, + 8, + 8 + ], + [ + 64, + 8, + 8 + ], + [ + 64, + 8, + 8 + ] + ], + "normalization": "batchnorm", + "predictor_parameters": 0, + "residual_scale": 1.0, + "vectorizer_mode": null, + "vectorizer_parameters": 0 + }, + "args": { + "a_scale": 1.0, + "a_warmup_steps": 0, + "alignment_probe": 32, + "apical_calibration_mode": "unit_targets", + "apical_seed": null, + "augment_train": 1, + "batch_size": 128, + "bn_eps": 1e-05, + "bn_momentum": 0.1, + "data_dir": "/home/yurenh2/sdrn/data", + "depth": 20, + "device": "cuda", + "epochs": 200, + "eta_A": 0.01, + "eta_P": 0.01, + "eval_every": 0, + "eval_split": "test", + "learn_P": 0, + "loader_seed": 13, + "lr": 0.1, + "lr_gamma": 0.1, + "lr_milestones": "100,150", + "lr_schedule": "step", + "max_steps": 0, + "mirror_batch_size": 1, + "mirror_eta": 0.1, + "mirror_every": 16, + "mirror_noise_std": 1.0, + "mirror_seed": 3000, + "mirror_warmup_steps": 0, + "mode": "kp", + "momentum": 0.9, + "neutral_projection": 0, + "normalization": "batchnorm", + "nuisance_scale": 0.0, + "out": "results/kp_dynamic_projection_confirmation/seed13_clean_kp.json", + "output_lr": 0.1, + "pert_directions": 1, + "pert_every": 4, + "pert_sigma": 0.01, + "perturb_seed": 1000, + "predictor_every": 0, + "predictor_mode": "nlms", + "predictor_warmup_steps": 0, + "residual_scale": null, + "seed": 13, + "split_seed": 2027, + "traffic_calibration_examples": 64, + "traffic_ratio": 4.0, + "traffic_rule": "innovation", + "traffic_seed": 4000, + "train_limit": 0, + "use_residual": 1, + "val_examples": 0, + "vectorizer_mode": "spatial_template", + "warmup_epochs": 0, + "weight_decay": 0.0001, + "weight_scale": 1.0, + "width": 16 + }, + "calibration_metric_space": "reciprocal_local_activity_products", + "counters": { + "apical_warmup_examples": 0, + "calibration_event_examples": 0, + "causal_scalar_observations": 0, + "logical_batch_loss_queries": 0, + "mirror_conv_examples": 0, + "mirror_events": 0, + "mirror_readout_examples": 0, + "neutral_projection_examples": 0, + "ordinary_examples": 10000000, + "per_example_loss_terms": 0, + "perturbation_events": 0, + "perturbation_forward_examples": 0, + "predictor_update_examples": 0, + "predictor_warmup_examples": 0, + "traffic_audit_examples": 0, + "traffic_calibration_examples": 0 + }, + "diagnostics": { + "early_third_mean": 0.9996645748615265, + "feedback_forward_cosine": [ + 0.9998794198036194, + 0.999871015548706, + 0.999824047088623, + 0.9998106956481934, + 0.9998115301132202, + 0.9997480511665344, + 0.9998006224632263, + 0.9998643398284912, + 0.9998229742050171, + 0.9997925758361816, + 0.9998612999916077, + 0.9998047947883606, + 0.9998359680175781, + 0.9999040961265564, + 0.9998941421508789, + 0.9998717308044434, + 0.9998804330825806, + 0.9997178316116333, + 0.9999887347221375 + ], + "feedback_forward_norm_ratio": [ + 0.9995253682136536, + 1.00080406665802, + 1.00015127658844, + 1.0006645917892456, + 0.9999712109565735, + 1.0010839700698853, + 0.9987130761146545, + 1.0003999471664429, + 0.9995747208595276, + 1.001042127609253, + 0.9997837543487549, + 1.00066339969635, + 0.999595046043396, + 1.0002201795578003, + 1.000038743019104, + 1.000614881515503, + 1.0001569986343384, + 1.0009127855300903, + 1.0022685527801514 + ], + "feedback_forward_relative_error": [ + 0.015535272657871246, + 0.016084633767604828, + 0.018762843683362007, + 0.019474836066365242, + 0.019413597881793976, + 0.022491998970508575, + 0.020000236108899117, + 0.016483338549733162, + 0.01881605200469494, + 0.020405489951372147, + 0.01665075123310089, + 0.019773559644818306, + 0.01811271347105503, + 0.013861091807484627, + 0.014551995322108269, + 0.01602592132985592, + 0.015464449301362038, + 0.023784108459949493, + 0.005254942923784256 + ], + "innovation_negative_gradient_cosine": [ + 0.999675452709198, + 0.9996551275253296, + 0.99966961145401, + 0.9996368288993835, + 0.9996786117553711, + 0.9996718168258667, + 0.9996957778930664, + 0.9996987581253052, + 0.9997268915176392, + 0.9997032284736633, + 0.999758780002594, + 0.9997425079345703, + 0.999778687953949, + 0.999828577041626, + 0.9998501539230347, + 0.9998707175254822, + 0.9999191761016846, + 0.9999624490737915, + 0.9106674790382385 + ], + "mean_feedback_forward_cosine": 0.9998412791051363, + "mean_feedback_forward_relative_error": 0.017418307007143374, + "normalization_state": "training_batch_stats_without_running_update", + "raw_negative_gradient_cosine": [ + 0.999675452709198, + 0.9996551275253296, + 0.99966961145401, + 0.9996368288993835, + 0.9996786117553711, + 0.9996718168258667, + 0.9996957778930664, + 0.9996987581253052, + 0.9997268915176392, + 0.9997032284736633, + 0.999758780002594, + 0.9997425079345703, + 0.999778687953949, + 0.999828577041626, + 0.9998501539230347, + 0.9998707175254822, + 0.9999191761016846, + 0.9999624490737915, + 0.9106674790382385 + ], + "teaching_negative_gradient_cosine": [ + 0.999675452709198, + 0.9996551275253296, + 0.99966961145401, + 0.9996368288993835, + 0.9996786117553711, + 0.9996718168258667, + 0.9996957778930664, + 0.9996987581253052, + 0.9997268915176392, + 0.9997032284736633, + 0.999758780002594, + 0.9997425079345703, + 0.999778687953949, + 0.999828577041626, + 0.9998501539230347, + 0.9998707175254822, + 0.9999191761016846, + 0.9999624490737915, + 0.9106674790382385 + ], + "wall_s": 0.09946918487548828 + }, + "epochs": [ + { + "epoch": 1, + "feedback_tracking": { + "max_feedback_forward_relative_error": 1.3013068437576294, + "mean_feedback_forward_cosine": 0.2745324773223777, + "mean_feedback_forward_relative_error": 1.2014559193661338, + "min_feedback_forward_cosine": 0.15550358593463898 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 391, + "train_examples": 50000, + "train_loss": 1.8105414065551757 + }, + { + "epoch": 2, + "feedback_tracking": { + "max_feedback_forward_relative_error": 1.2381442785263062, + "mean_feedback_forward_cosine": 0.40608432653703186, + "mean_feedback_forward_relative_error": 1.0879248286548413, + "min_feedback_forward_cosine": 0.24102555215358734 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 782, + "train_examples": 50000, + "train_loss": 1.3125261357879638 + }, + { + "epoch": 3, + "feedback_tracking": { + "max_feedback_forward_relative_error": 1.194427728652954, + "mean_feedback_forward_cosine": 0.5029313815267462, + "mean_feedback_forward_relative_error": 0.9965660415197674, + "min_feedback_forward_cosine": 0.2990334630012512 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 1173, + "train_examples": 50000, + "train_loss": 1.0516421655654906 + }, + { + "epoch": 4, + "feedback_tracking": { + "max_feedback_forward_relative_error": 1.1473788022994995, + "mean_feedback_forward_cosine": 0.5759214460849762, + "mean_feedback_forward_relative_error": 0.9216395506733343, + "min_feedback_forward_cosine": 0.35728707909584045 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 1564, + "train_examples": 50000, + "train_loss": 0.9011523639106751 + }, + { + "epoch": 5, + "feedback_tracking": { + "max_feedback_forward_relative_error": 1.1042686700820923, + "mean_feedback_forward_cosine": 0.6325716831182179, + "mean_feedback_forward_relative_error": 0.8583083764502877, + "min_feedback_forward_cosine": 0.4085603356361389 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 1955, + "train_examples": 50000, + "train_loss": 0.7793745107269288 + }, + { + "epoch": 6, + "feedback_tracking": { + "max_feedback_forward_relative_error": 1.0634453296661377, + "mean_feedback_forward_cosine": 0.6761405373874464, + "mean_feedback_forward_relative_error": 0.8057038438947577, + "min_feedback_forward_cosine": 0.453296422958374 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 2346, + "train_examples": 50000, + "train_loss": 0.7029642856788635 + }, + { + "epoch": 7, + "feedback_tracking": { + "max_feedback_forward_relative_error": 1.0249955654144287, + "mean_feedback_forward_cosine": 0.7115335527219271, + "mean_feedback_forward_relative_error": 0.7601092598940197, + "min_feedback_forward_cosine": 0.49332159757614136 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 2737, + "train_examples": 50000, + "train_loss": 0.6455783454704285 + }, + { + "epoch": 8, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.9871819615364075, + "mean_feedback_forward_cosine": 0.7421962932536477, + "mean_feedback_forward_relative_error": 0.7184875638861405, + "min_feedback_forward_cosine": 0.5310965776443481 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 3128, + "train_examples": 50000, + "train_loss": 0.603184449043274 + }, + { + "epoch": 9, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.952755331993103, + "mean_feedback_forward_cosine": 0.7669896514792192, + "mean_feedback_forward_relative_error": 0.6828179014356512, + "min_feedback_forward_cosine": 0.564058780670166 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 3519, + "train_examples": 50000, + "train_loss": 0.5623111936569214 + }, + { + "epoch": 10, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.9190171957015991, + "mean_feedback_forward_cosine": 0.7892683273867557, + "mean_feedback_forward_relative_error": 0.6490171473277243, + "min_feedback_forward_cosine": 0.5949069261550903 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 3910, + "train_examples": 50000, + "train_loss": 0.5330172318553924 + }, + { + "epoch": 11, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.8857558965682983, + "mean_feedback_forward_cosine": 0.8087137216015866, + "mean_feedback_forward_relative_error": 0.6180857670934576, + "min_feedback_forward_cosine": 0.6242749094963074 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 4301, + "train_examples": 50000, + "train_loss": 0.509774765663147 + }, + { + "epoch": 12, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.8524502515792847, + "mean_feedback_forward_cosine": 0.825825506135037, + "mean_feedback_forward_relative_error": 0.589452138072566, + "min_feedback_forward_cosine": 0.6520348787307739 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 4692, + "train_examples": 50000, + "train_loss": 0.4873462048435211 + }, + { + "epoch": 13, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.8209549784660339, + "mean_feedback_forward_cosine": 0.84129146839443, + "mean_feedback_forward_relative_error": 0.5624135199346041, + "min_feedback_forward_cosine": 0.6775722503662109 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 5083, + "train_examples": 50000, + "train_loss": 0.4644797011566162 + }, + { + "epoch": 14, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.7899088263511658, + "mean_feedback_forward_cosine": 0.8552724530822352, + "mean_feedback_forward_relative_error": 0.5367354068316912, + "min_feedback_forward_cosine": 0.7015966176986694 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 5474, + "train_examples": 50000, + "train_loss": 0.45303013045310975 + }, + { + "epoch": 15, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.7603291273117065, + "mean_feedback_forward_cosine": 0.8674388245532387, + "mean_feedback_forward_relative_error": 0.5134045803233197, + "min_feedback_forward_cosine": 0.7237777709960938 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 5865, + "train_examples": 50000, + "train_loss": 0.4340318734359741 + }, + { + "epoch": 16, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.7316191792488098, + "mean_feedback_forward_cosine": 0.8783629003324007, + "mean_feedback_forward_relative_error": 0.4915046762478979, + "min_feedback_forward_cosine": 0.7442220449447632 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 6256, + "train_examples": 50000, + "train_loss": 0.4222998009109497 + }, + { + "epoch": 17, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.703751802444458, + "mean_feedback_forward_cosine": 0.8885140607231542, + "mean_feedback_forward_relative_error": 0.47033491024845525, + "min_feedback_forward_cosine": 0.763218104839325 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 6647, + "train_examples": 50000, + "train_loss": 0.4074075182723999 + }, + { + "epoch": 18, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.6776307225227356, + "mean_feedback_forward_cosine": 0.897570760626542, + "mean_feedback_forward_relative_error": 0.4505095058365872, + "min_feedback_forward_cosine": 0.7804297804832458 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 7038, + "train_examples": 50000, + "train_loss": 0.3941944585990906 + }, + { + "epoch": 19, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.6522223949432373, + "mean_feedback_forward_cosine": 0.9056636032305265, + "mean_feedback_forward_relative_error": 0.4321296324855403, + "min_feedback_forward_cosine": 0.7966518402099609 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 7429, + "train_examples": 50000, + "train_loss": 0.3820874308586121 + }, + { + "epoch": 20, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.6266651153564453, + "mean_feedback_forward_cosine": 0.9131115298522147, + "mean_feedback_forward_relative_error": 0.41454590464893143, + "min_feedback_forward_cosine": 0.8121747374534607 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 7820, + "train_examples": 50000, + "train_loss": 0.3753539363288879 + }, + { + "epoch": 21, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.6012489199638367, + "mean_feedback_forward_cosine": 0.9200733335394609, + "mean_feedback_forward_relative_error": 0.39740215398763357, + "min_feedback_forward_cosine": 0.8270419239997864 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 8211, + "train_examples": 50000, + "train_loss": 0.3685603359031677 + }, + { + "epoch": 22, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.5777385234832764, + "mean_feedback_forward_cosine": 0.9262749552726746, + "mean_feedback_forward_relative_error": 0.3814526161080913, + "min_feedback_forward_cosine": 0.8401073217391968 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 8602, + "train_examples": 50000, + "train_loss": 0.35780021916389465 + }, + { + "epoch": 23, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.5548236966133118, + "mean_feedback_forward_cosine": 0.9320156731103596, + "mean_feedback_forward_relative_error": 0.3660643430132615, + "min_feedback_forward_cosine": 0.8525242209434509 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 8993, + "train_examples": 50000, + "train_loss": 0.3461114327335358 + }, + { + "epoch": 24, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.532526969909668, + "mean_feedback_forward_cosine": 0.9373489869268317, + "mean_feedback_forward_relative_error": 0.3512582198569649, + "min_feedback_forward_cosine": 0.8639460802078247 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 9384, + "train_examples": 50000, + "train_loss": 0.3433043381214142 + }, + { + "epoch": 25, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.5109798908233643, + "mean_feedback_forward_cosine": 0.9422720890296133, + "mean_feedback_forward_relative_error": 0.3370238997434315, + "min_feedback_forward_cosine": 0.8746147155761719 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 9775, + "train_examples": 50000, + "train_loss": 0.33923622669696807 + }, + { + "epoch": 26, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.490651935338974, + "mean_feedback_forward_cosine": 0.9466914754164847, + "mean_feedback_forward_relative_error": 0.32364508666490255, + "min_feedback_forward_cosine": 0.8841590881347656 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 10166, + "train_examples": 50000, + "train_loss": 0.326556473941803 + }, + { + "epoch": 27, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.4708702266216278, + "mean_feedback_forward_cosine": 0.9507664159724587, + "mean_feedback_forward_relative_error": 0.31087132425684677, + "min_feedback_forward_cosine": 0.8932213187217712 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 10557, + "train_examples": 50000, + "train_loss": 0.3248288626766205 + }, + { + "epoch": 28, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.45137742161750793, + "mean_feedback_forward_cosine": 0.9545714886564958, + "mean_feedback_forward_relative_error": 0.2985292767223559, + "min_feedback_forward_cosine": 0.9017136693000793 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 10948, + "train_examples": 50000, + "train_loss": 0.3213924436569214 + }, + { + "epoch": 29, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.4335157871246338, + "mean_feedback_forward_cosine": 0.9579601130987468, + "mean_feedback_forward_relative_error": 0.28700707695986094, + "min_feedback_forward_cosine": 0.909265398979187 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 11339, + "train_examples": 50000, + "train_loss": 0.3070706036186218 + }, + { + "epoch": 30, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.4157837927341461, + "mean_feedback_forward_cosine": 0.9612041994145042, + "mean_feedback_forward_relative_error": 0.27560351318434667, + "min_feedback_forward_cosine": 0.9164845943450928 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 11730, + "train_examples": 50000, + "train_loss": 0.3062127510166168 + }, + { + "epoch": 31, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.3991200923919678, + "mean_feedback_forward_cosine": 0.9641893160970587, + "mean_feedback_forward_relative_error": 0.26467576348467875, + "min_feedback_forward_cosine": 0.9229661226272583 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 12121, + "train_examples": 50000, + "train_loss": 0.3042983984851837 + }, + { + "epoch": 32, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.38312971591949463, + "mean_feedback_forward_cosine": 0.9668795905615154, + "mean_feedback_forward_relative_error": 0.2544799458823706, + "min_feedback_forward_cosine": 0.9289388060569763 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 12512, + "train_examples": 50000, + "train_loss": 0.2986329161453247 + }, + { + "epoch": 33, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.36767882108688354, + "mean_feedback_forward_cosine": 0.9693631874887567, + "mean_feedback_forward_relative_error": 0.24468313941830083, + "min_feedback_forward_cosine": 0.9344800710678101 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 12903, + "train_examples": 50000, + "train_loss": 0.29492065697669984 + }, + { + "epoch": 34, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.3529456555843353, + "mean_feedback_forward_cosine": 0.9716313857781259, + "mean_feedback_forward_relative_error": 0.23538012018329219, + "min_feedback_forward_cosine": 0.939528226852417 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 13294, + "train_examples": 50000, + "train_loss": 0.2894583631706238 + }, + { + "epoch": 35, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.33894702792167664, + "mean_feedback_forward_cosine": 0.9737380711655867, + "mean_feedback_forward_relative_error": 0.22634300315066389, + "min_feedback_forward_cosine": 0.9441406726837158 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 13685, + "train_examples": 50000, + "train_loss": 0.2836156642055511 + }, + { + "epoch": 36, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.32576683163642883, + "mean_feedback_forward_cosine": 0.9756966358736942, + "mean_feedback_forward_relative_error": 0.21766045297447004, + "min_feedback_forward_cosine": 0.9483542442321777 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 14076, + "train_examples": 50000, + "train_loss": 0.2780234604263306 + }, + { + "epoch": 37, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.3122580349445343, + "mean_feedback_forward_cosine": 0.9775765695069966, + "mean_feedback_forward_relative_error": 0.20902353407520996, + "min_feedback_forward_cosine": 0.9525107145309448 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 14467, + "train_examples": 50000, + "train_loss": 0.28286614376544955 + }, + { + "epoch": 38, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.29952549934387207, + "mean_feedback_forward_cosine": 0.9792511149456626, + "mean_feedback_forward_relative_error": 0.20103395102839722, + "min_feedback_forward_cosine": 0.9562575221061707 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 14858, + "train_examples": 50000, + "train_loss": 0.2785664082813263 + }, + { + "epoch": 39, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.2874852120876312, + "mean_feedback_forward_cosine": 0.9807931498477334, + "mean_feedback_forward_relative_error": 0.1933269277215004, + "min_feedback_forward_cosine": 0.9596430063247681 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 15249, + "train_examples": 50000, + "train_loss": 0.26943545625686643 + }, + { + "epoch": 40, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.2761114537715912, + "mean_feedback_forward_cosine": 0.9822197117303547, + "mean_feedback_forward_relative_error": 0.18598330883603348, + "min_feedback_forward_cosine": 0.9627286195755005 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 15640, + "train_examples": 50000, + "train_loss": 0.26704236145973204 + }, + { + "epoch": 41, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.26505810022354126, + "mean_feedback_forward_cosine": 0.9835320052347685, + "mean_feedback_forward_relative_error": 0.17890466788881704, + "min_feedback_forward_cosine": 0.96563720703125 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 16031, + "train_examples": 50000, + "train_loss": 0.26196546399116516 + }, + { + "epoch": 42, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.25418269634246826, + "mean_feedback_forward_cosine": 0.9847755055678519, + "mean_feedback_forward_relative_error": 0.17198689242726878, + "min_feedback_forward_cosine": 0.9683691263198853 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 16422, + "train_examples": 50000, + "train_loss": 0.26309292840957643 + }, + { + "epoch": 43, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.24364709854125977, + "mean_feedback_forward_cosine": 0.9859028521337008, + "mean_feedback_forward_relative_error": 0.1654725741398962, + "min_feedback_forward_cosine": 0.9709159135818481 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 16813, + "train_examples": 50000, + "train_loss": 0.26448858797073366 + }, + { + "epoch": 44, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.23413823544979095, + "mean_feedback_forward_cosine": 0.9869271046236942, + "mean_feedback_forward_relative_error": 0.15927042694468246, + "min_feedback_forward_cosine": 0.973129391670227 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 17204, + "train_examples": 50000, + "train_loss": 0.25197313119888304 + }, + { + "epoch": 45, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.22454142570495605, + "mean_feedback_forward_cosine": 0.9878971890399331, + "mean_feedback_forward_relative_error": 0.1532468678135621, + "min_feedback_forward_cosine": 0.9752538204193115 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 17595, + "train_examples": 50000, + "train_loss": 0.2589807509803772 + }, + { + "epoch": 46, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.2152714878320694, + "mean_feedback_forward_cosine": 0.9887983610755519, + "mean_feedback_forward_relative_error": 0.14737906405015996, + "min_feedback_forward_cosine": 0.9772320985794067 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 17986, + "train_examples": 50000, + "train_loss": 0.2515754291200638 + }, + { + "epoch": 47, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.206338033080101, + "mean_feedback_forward_cosine": 0.9896588262758756, + "mean_feedback_forward_relative_error": 0.14157812022849134, + "min_feedback_forward_cosine": 0.979076087474823 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 18377, + "train_examples": 50000, + "train_loss": 0.25133833992004395 + }, + { + "epoch": 48, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.19791005551815033, + "mean_feedback_forward_cosine": 0.9904338027301588, + "mean_feedback_forward_relative_error": 0.13616145813935682, + "min_feedback_forward_cosine": 0.9807275533676147 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 18768, + "train_examples": 50000, + "train_loss": 0.2520319424915314 + }, + { + "epoch": 49, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.1899934709072113, + "mean_feedback_forward_cosine": 0.9911384111956546, + "mean_feedback_forward_relative_error": 0.13103488969959712, + "min_feedback_forward_cosine": 0.9822343587875366 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 19159, + "train_examples": 50000, + "train_loss": 0.24880680119514464 + }, + { + "epoch": 50, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.1821773797273636, + "mean_feedback_forward_cosine": 0.9918174900506672, + "mean_feedback_forward_relative_error": 0.12589611740488754, + "min_feedback_forward_cosine": 0.9836522340774536 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 19550, + "train_examples": 50000, + "train_loss": 0.2517117203617096 + }, + { + "epoch": 51, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.17499101161956787, + "mean_feedback_forward_cosine": 0.9924169559227792, + "mean_feedback_forward_relative_error": 0.12116963612405877, + "min_feedback_forward_cosine": 0.9849077463150024 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 19941, + "train_examples": 50000, + "train_loss": 0.24075208876609802 + }, + { + "epoch": 52, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.1675454080104828, + "mean_feedback_forward_cosine": 0.993003741690987, + "mean_feedback_forward_relative_error": 0.1163746302849368, + "min_feedback_forward_cosine": 0.9861578941345215 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 20332, + "train_examples": 50000, + "train_loss": 0.2484998675251007 + }, + { + "epoch": 53, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.16078555583953857, + "mean_feedback_forward_cosine": 0.993527026552903, + "mean_feedback_forward_relative_error": 0.11193676234075897, + "min_feedback_forward_cosine": 0.987243115901947 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 20723, + "train_examples": 50000, + "train_loss": 0.24073161078453065 + }, + { + "epoch": 54, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.1545904129743576, + "mean_feedback_forward_cosine": 0.9939948038051003, + "mean_feedback_forward_relative_error": 0.10778918156498357, + "min_feedback_forward_cosine": 0.9882010817527771 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 21114, + "train_examples": 50000, + "train_loss": 0.23582501243591308 + }, + { + "epoch": 55, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.1483989804983139, + "mean_feedback_forward_cosine": 0.9944345982451188, + "mean_feedback_forward_relative_error": 0.1037434255214114, + "min_feedback_forward_cosine": 0.9891226291656494 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 21505, + "train_examples": 50000, + "train_loss": 0.23572792385101318 + }, + { + "epoch": 56, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.14238110184669495, + "mean_feedback_forward_cosine": 0.9948575026110599, + "mean_feedback_forward_relative_error": 0.09972382728990756, + "min_feedback_forward_cosine": 0.9899809956550598 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 21896, + "train_examples": 50000, + "train_loss": 0.23625793926239014 + }, + { + "epoch": 57, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.13674940168857574, + "mean_feedback_forward_cosine": 0.9952467711348283, + "mean_feedback_forward_relative_error": 0.09586156649809134, + "min_feedback_forward_cosine": 0.9907553195953369 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 22287, + "train_examples": 50000, + "train_loss": 0.2386486736679077 + }, + { + "epoch": 58, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.1313994824886322, + "mean_feedback_forward_cosine": 0.9955950065662986, + "mean_feedback_forward_relative_error": 0.0922685687087084, + "min_feedback_forward_cosine": 0.9914608001708984 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 22678, + "train_examples": 50000, + "train_loss": 0.23173666384220123 + }, + { + "epoch": 59, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.12608899176120758, + "mean_feedback_forward_cosine": 0.9959294827360856, + "mean_feedback_forward_relative_error": 0.08868560783172909, + "min_feedback_forward_cosine": 0.9921314716339111 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 23069, + "train_examples": 50000, + "train_loss": 0.23614755492687226 + }, + { + "epoch": 60, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.12107746303081512, + "mean_feedback_forward_cosine": 0.9962382975377535, + "mean_feedback_forward_relative_error": 0.0852436446829846, + "min_feedback_forward_cosine": 0.9927425384521484 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 23460, + "train_examples": 50000, + "train_loss": 0.23019294379234315 + }, + { + "epoch": 61, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.11625780165195465, + "mean_feedback_forward_cosine": 0.9965175578468725, + "mean_feedback_forward_relative_error": 0.08200653113032642, + "min_feedback_forward_cosine": 0.9933075308799744 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 23851, + "train_examples": 50000, + "train_loss": 0.22646534693717957 + }, + { + "epoch": 62, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.11168581992387772, + "mean_feedback_forward_cosine": 0.9967757432084334, + "mean_feedback_forward_relative_error": 0.07890120031018007, + "min_feedback_forward_cosine": 0.993818998336792 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 24242, + "train_examples": 50000, + "train_loss": 0.2278005755662918 + }, + { + "epoch": 63, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.107177734375, + "mean_feedback_forward_cosine": 0.9970227762272483, + "mean_feedback_forward_relative_error": 0.0758151122810025, + "min_feedback_forward_cosine": 0.994306206703186 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 24633, + "train_examples": 50000, + "train_loss": 0.22829332092285157 + }, + { + "epoch": 64, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.10296737402677536, + "mean_feedback_forward_cosine": 0.9972459642510665, + "mean_feedback_forward_relative_error": 0.0729043290607239, + "min_feedback_forward_cosine": 0.9947414994239807 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 25024, + "train_examples": 50000, + "train_loss": 0.22240068197250365 + }, + { + "epoch": 65, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.09894931316375732, + "mean_feedback_forward_cosine": 0.9974505117065028, + "mean_feedback_forward_relative_error": 0.07013854619703795, + "min_feedback_forward_cosine": 0.9951410889625549 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 25415, + "train_examples": 50000, + "train_loss": 0.22249927976608277 + }, + { + "epoch": 66, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.09491506963968277, + "mean_feedback_forward_cosine": 0.9976401423153124, + "mean_feedback_forward_relative_error": 0.06747396937326382, + "min_feedback_forward_cosine": 0.9955277442932129 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 25806, + "train_examples": 50000, + "train_loss": 0.22065757092952729 + }, + { + "epoch": 67, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.09111560881137848, + "mean_feedback_forward_cosine": 0.9978157313246476, + "mean_feedback_forward_relative_error": 0.06491193851750147, + "min_feedback_forward_cosine": 0.9958773851394653 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 26197, + "train_examples": 50000, + "train_loss": 0.22140870141983032 + }, + { + "epoch": 68, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.08744850009679794, + "mean_feedback_forward_cosine": 0.9979819435822336, + "mean_feedback_forward_relative_error": 0.06239619762881806, + "min_feedback_forward_cosine": 0.9962009191513062 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 26588, + "train_examples": 50000, + "train_loss": 0.22032229407310486 + }, + { + "epoch": 69, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.08386296778917313, + "mean_feedback_forward_cosine": 0.998133449177993, + "mean_feedback_forward_relative_error": 0.06000860966742039, + "min_feedback_forward_cosine": 0.996505856513977 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 26979, + "train_examples": 50000, + "train_loss": 0.22276923543930055 + }, + { + "epoch": 70, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.08059180527925491, + "mean_feedback_forward_cosine": 0.9982716315671017, + "mean_feedback_forward_relative_error": 0.05773922389275149, + "min_feedback_forward_cosine": 0.996772050857544 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 27370, + "train_examples": 50000, + "train_loss": 0.21753522283554078 + }, + { + "epoch": 71, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.07729753106832504, + "mean_feedback_forward_cosine": 0.9984038503546464, + "mean_feedback_forward_relative_error": 0.05548090487718582, + "min_feedback_forward_cosine": 0.9970303773880005 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 27761, + "train_examples": 50000, + "train_loss": 0.2184693816947937 + }, + { + "epoch": 72, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.07408735901117325, + "mean_feedback_forward_cosine": 0.9985291110841852, + "mean_feedback_forward_relative_error": 0.05326454929615322, + "min_feedback_forward_cosine": 0.9972708821296692 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 28152, + "train_examples": 50000, + "train_loss": 0.21877637727737426 + }, + { + "epoch": 73, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.07115792483091354, + "mean_feedback_forward_cosine": 0.9986389969524584, + "mean_feedback_forward_relative_error": 0.05123646723988809, + "min_feedback_forward_cosine": 0.9974827766418457 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 28543, + "train_examples": 50000, + "train_loss": 0.2199541541481018 + }, + { + "epoch": 74, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.06825961172580719, + "mean_feedback_forward_cosine": 0.9987425427687796, + "mean_feedback_forward_relative_error": 0.04924720241443107, + "min_feedback_forward_cosine": 0.9976828694343567 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 28934, + "train_examples": 50000, + "train_loss": 0.21874637095928193 + }, + { + "epoch": 75, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.0656348392367363, + "mean_feedback_forward_cosine": 0.9988354381762052, + "mean_feedback_forward_relative_error": 0.047386938902108294, + "min_feedback_forward_cosine": 0.9978573322296143 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 29325, + "train_examples": 50000, + "train_loss": 0.21468808176994325 + }, + { + "epoch": 76, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.06299450248479843, + "mean_feedback_forward_cosine": 0.9989244718300668, + "mean_feedback_forward_relative_error": 0.04553594106906339, + "min_feedback_forward_cosine": 0.9980255961418152 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 29716, + "train_examples": 50000, + "train_loss": 0.2171169550895691 + }, + { + "epoch": 77, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.06045105680823326, + "mean_feedback_forward_cosine": 0.9990069740696957, + "mean_feedback_forward_relative_error": 0.043757025838682524, + "min_feedback_forward_cosine": 0.998181939125061 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 30107, + "train_examples": 50000, + "train_loss": 0.2182661148452759 + }, + { + "epoch": 78, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.05817895382642746, + "mean_feedback_forward_cosine": 0.9990807207007157, + "mean_feedback_forward_relative_error": 0.04209429937365808, + "min_feedback_forward_cosine": 0.9983154535293579 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 30498, + "train_examples": 50000, + "train_loss": 0.21216947293281554 + }, + { + "epoch": 79, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.055928610265254974, + "mean_feedback_forward_cosine": 0.9991478292565596, + "mean_feedback_forward_relative_error": 0.04052411313903959, + "min_feedback_forward_cosine": 0.9984431862831116 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 30889, + "train_examples": 50000, + "train_loss": 0.21012849893569946 + }, + { + "epoch": 80, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.05367901176214218, + "mean_feedback_forward_cosine": 0.9992131057538485, + "mean_feedback_forward_relative_error": 0.03893751631441869, + "min_feedback_forward_cosine": 0.9985654354095459 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 31280, + "train_examples": 50000, + "train_loss": 0.2153410515832901 + }, + { + "epoch": 81, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.0515558160841465, + "mean_feedback_forward_cosine": 0.9992728484304327, + "mean_feedback_forward_relative_error": 0.0374330644936938, + "min_feedback_forward_cosine": 0.9986765384674072 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 31671, + "train_examples": 50000, + "train_loss": 0.21272299917697907 + }, + { + "epoch": 82, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.04952530190348625, + "mean_feedback_forward_cosine": 0.9993273866804022, + "mean_feedback_forward_relative_error": 0.03600044876925255, + "min_feedback_forward_cosine": 0.9987785816192627 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 32062, + "train_examples": 50000, + "train_loss": 0.20681360980033875 + }, + { + "epoch": 83, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.0475892573595047, + "mean_feedback_forward_cosine": 0.9993776302588614, + "mean_feedback_forward_relative_error": 0.034629917948653825, + "min_feedback_forward_cosine": 0.9988718628883362 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 32453, + "train_examples": 50000, + "train_loss": 0.20746429374694825 + }, + { + "epoch": 84, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.04574531316757202, + "mean_feedback_forward_cosine": 0.9994237517055712, + "mean_feedback_forward_relative_error": 0.033321863089345004, + "min_feedback_forward_cosine": 0.9989575743675232 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 32844, + "train_examples": 50000, + "train_loss": 0.20582803499698638 + }, + { + "epoch": 85, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.04398082196712494, + "mean_feedback_forward_cosine": 0.9994664192199707, + "mean_feedback_forward_relative_error": 0.0320633217986477, + "min_feedback_forward_cosine": 0.9990363717079163 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 33235, + "train_examples": 50000, + "train_loss": 0.2062230680656433 + }, + { + "epoch": 86, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.04222811385989189, + "mean_feedback_forward_cosine": 0.9995071511519583, + "mean_feedback_forward_relative_error": 0.030812954088967098, + "min_feedback_forward_cosine": 0.9991114139556885 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 33626, + "train_examples": 50000, + "train_loss": 0.20691422386169434 + }, + { + "epoch": 87, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.040574077516794205, + "mean_feedback_forward_cosine": 0.9995435946866086, + "mean_feedback_forward_relative_error": 0.029650764784922724, + "min_feedback_forward_cosine": 0.9991796016693115 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 34017, + "train_examples": 50000, + "train_loss": 0.20205317479610443 + }, + { + "epoch": 88, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.0389895960688591, + "mean_feedback_forward_cosine": 0.9995780053891634, + "mean_feedback_forward_relative_error": 0.028509573030628656, + "min_feedback_forward_cosine": 0.9992421865463257 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 34408, + "train_examples": 50000, + "train_loss": 0.2011510366487503 + }, + { + "epoch": 89, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.03738435357809067, + "mean_feedback_forward_cosine": 0.9996104428642675, + "mean_feedback_forward_relative_error": 0.027394547715390984, + "min_feedback_forward_cosine": 0.9993032217025757 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 34799, + "train_examples": 50000, + "train_loss": 0.20494672033786773 + }, + { + "epoch": 90, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.03589176759123802, + "mean_feedback_forward_cosine": 0.9996400412760282, + "mean_feedback_forward_relative_error": 0.026334630913640324, + "min_feedback_forward_cosine": 0.9993577599525452 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 35190, + "train_examples": 50000, + "train_loss": 0.20535221662521363 + }, + { + "epoch": 91, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.03456330671906471, + "mean_feedback_forward_cosine": 0.9996665590687802, + "mean_feedback_forward_relative_error": 0.025342908932974462, + "min_feedback_forward_cosine": 0.9994043111801147 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 35581, + "train_examples": 50000, + "train_loss": 0.19797568843841554 + }, + { + "epoch": 92, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.03314723074436188, + "mean_feedback_forward_cosine": 0.9996924274846127, + "mean_feedback_forward_relative_error": 0.024340616686171608, + "min_feedback_forward_cosine": 0.9994521141052246 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 35972, + "train_examples": 50000, + "train_loss": 0.19780106279850007 + }, + { + "epoch": 93, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.03182428330183029, + "mean_feedback_forward_cosine": 0.9997163540438602, + "mean_feedback_forward_relative_error": 0.02337651140987873, + "min_feedback_forward_cosine": 0.9994949102401733 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 36363, + "train_examples": 50000, + "train_loss": 0.20516345916748047 + }, + { + "epoch": 94, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.03060869127511978, + "mean_feedback_forward_cosine": 0.9997371309681943, + "mean_feedback_forward_relative_error": 0.02250075752013608, + "min_feedback_forward_cosine": 0.9995328187942505 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 36754, + "train_examples": 50000, + "train_loss": 0.19811729461669922 + }, + { + "epoch": 95, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.029402973130345345, + "mean_feedback_forward_cosine": 0.9997569228473463, + "mean_feedback_forward_relative_error": 0.021640330356986898, + "min_feedback_forward_cosine": 0.9995688796043396 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 37145, + "train_examples": 50000, + "train_loss": 0.20136297669410705 + }, + { + "epoch": 96, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.028252501040697098, + "mean_feedback_forward_cosine": 0.9997750489335311, + "mean_feedback_forward_relative_error": 0.020818151582620646, + "min_feedback_forward_cosine": 0.9996020793914795 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 37536, + "train_examples": 50000, + "train_loss": 0.19526903770446777 + }, + { + "epoch": 97, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02711074985563755, + "mean_feedback_forward_cosine": 0.9997925350540563, + "mean_feedback_forward_relative_error": 0.019993915663738, + "min_feedback_forward_cosine": 0.9996333718299866 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 37927, + "train_examples": 50000, + "train_loss": 0.19873701023101806 + }, + { + "epoch": 98, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.026029979810118675, + "mean_feedback_forward_cosine": 0.9998086283081457, + "mean_feedback_forward_relative_error": 0.019204675097410615, + "min_feedback_forward_cosine": 0.9996620416641235 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 38318, + "train_examples": 50000, + "train_loss": 0.20269780053138733 + }, + { + "epoch": 99, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.025008725002408028, + "mean_feedback_forward_cosine": 0.9998231498818648, + "mean_feedback_forward_relative_error": 0.018463870878086278, + "min_feedback_forward_cosine": 0.9996881484985352 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 38709, + "train_examples": 50000, + "train_loss": 0.19956941916942597 + }, + { + "epoch": 100, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02405368536710739, + "mean_feedback_forward_cosine": 0.9998362064361572, + "mean_feedback_forward_relative_error": 0.017763595611445214, + "min_feedback_forward_cosine": 0.9997115135192871 + }, + "lr": 0.1, + "output_lr": 0.1, + "step": 39100, + "train_examples": 50000, + "train_loss": 0.19267467247486114 + }, + { + "epoch": 101, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.024044588208198547, + "mean_feedback_forward_cosine": 0.9998363727017453, + "mean_feedback_forward_relative_error": 0.01775366653639235, + "min_feedback_forward_cosine": 0.9997116327285767 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 39491, + "train_examples": 50000, + "train_loss": 0.1250617404985428 + }, + { + "epoch": 102, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.024039901793003082, + "mean_feedback_forward_cosine": 0.9998364417176497, + "mean_feedback_forward_relative_error": 0.01774644177701128, + "min_feedback_forward_cosine": 0.9997117519378662 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 39882, + "train_examples": 50000, + "train_loss": 0.09932032520771027 + }, + { + "epoch": 103, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02403544820845127, + "mean_feedback_forward_cosine": 0.9998365389673334, + "mean_feedback_forward_relative_error": 0.017739429922872467, + "min_feedback_forward_cosine": 0.9997118711471558 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 40273, + "train_examples": 50000, + "train_loss": 0.08672679335355758 + }, + { + "epoch": 104, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.024031005799770355, + "mean_feedback_forward_cosine": 0.9998366299428438, + "mean_feedback_forward_relative_error": 0.017732631880789995, + "min_feedback_forward_cosine": 0.9997119903564453 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 40664, + "train_examples": 50000, + "train_loss": 0.08061454909801483 + }, + { + "epoch": 105, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02402658201754093, + "mean_feedback_forward_cosine": 0.9998367177812677, + "mean_feedback_forward_relative_error": 0.01772601821606881, + "min_feedback_forward_cosine": 0.9997119903564453 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 41055, + "train_examples": 50000, + "train_loss": 0.07662240268230439 + }, + { + "epoch": 106, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.024022245779633522, + "mean_feedback_forward_cosine": 0.9998367993455184, + "mean_feedback_forward_relative_error": 0.01771955042587299, + "min_feedback_forward_cosine": 0.9997121691703796 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 41446, + "train_examples": 50000, + "train_loss": 0.0723095839548111 + }, + { + "epoch": 107, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02401798777282238, + "mean_feedback_forward_cosine": 0.9998368714985094, + "mean_feedback_forward_relative_error": 0.017713176797291164, + "min_feedback_forward_cosine": 0.999712347984314 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 41837, + "train_examples": 50000, + "train_loss": 0.06760056983351707 + }, + { + "epoch": 108, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02401360310614109, + "mean_feedback_forward_cosine": 0.9998369593369333, + "mean_feedback_forward_relative_error": 0.017707002545265776, + "min_feedback_forward_cosine": 0.999712347984314 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 42228, + "train_examples": 50000, + "train_loss": 0.0668923641860485 + }, + { + "epoch": 109, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02400944195687771, + "mean_feedback_forward_cosine": 0.9998370314899244, + "mean_feedback_forward_relative_error": 0.01770084191996016, + "min_feedback_forward_cosine": 0.9997124671936035 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 42619, + "train_examples": 50000, + "train_loss": 0.06146789957761765 + }, + { + "epoch": 110, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.024005111306905746, + "mean_feedback_forward_cosine": 0.9998370910945692, + "mean_feedback_forward_relative_error": 0.017694778201219282, + "min_feedback_forward_cosine": 0.9997125267982483 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 43010, + "train_examples": 50000, + "train_loss": 0.060262521543502805 + }, + { + "epoch": 111, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.024000661447644234, + "mean_feedback_forward_cosine": 0.9998371726588199, + "mean_feedback_forward_relative_error": 0.017688673822895476, + "min_feedback_forward_cosine": 0.9997127056121826 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 43401, + "train_examples": 50000, + "train_loss": 0.057219693999290465 + }, + { + "epoch": 112, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023996371775865555, + "mean_feedback_forward_cosine": 0.9998372510859841, + "mean_feedback_forward_relative_error": 0.01768273159273361, + "min_feedback_forward_cosine": 0.9997128844261169 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 43792, + "train_examples": 50000, + "train_loss": 0.053790216858386995 + }, + { + "epoch": 113, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023991623893380165, + "mean_feedback_forward_cosine": 0.999837360884014, + "mean_feedback_forward_relative_error": 0.0176766182443029, + "min_feedback_forward_cosine": 0.9997128844261169 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 44183, + "train_examples": 50000, + "train_loss": 0.057131857721805575 + }, + { + "epoch": 114, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023986918851733208, + "mean_feedback_forward_cosine": 0.9998374393111781, + "mean_feedback_forward_relative_error": 0.017670371814777975, + "min_feedback_forward_cosine": 0.9997129440307617 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 44574, + "train_examples": 50000, + "train_loss": 0.05416111909151077 + }, + { + "epoch": 115, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023982137441635132, + "mean_feedback_forward_cosine": 0.9998375302866885, + "mean_feedback_forward_relative_error": 0.01766435196623206, + "min_feedback_forward_cosine": 0.9997131824493408 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 44965, + "train_examples": 50000, + "train_loss": 0.0513282914686203 + }, + { + "epoch": 116, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023977575823664665, + "mean_feedback_forward_cosine": 0.9998375993025931, + "mean_feedback_forward_relative_error": 0.017658326603276164, + "min_feedback_forward_cosine": 0.9997131824493408 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 45356, + "train_examples": 50000, + "train_loss": 0.0487374546456337 + }, + { + "epoch": 117, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02397250384092331, + "mean_feedback_forward_cosine": 0.9998376808668438, + "mean_feedback_forward_relative_error": 0.017652023265040236, + "min_feedback_forward_cosine": 0.9997134208679199 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 45747, + "train_examples": 50000, + "train_loss": 0.04952977873086929 + }, + { + "epoch": 118, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02396773174405098, + "mean_feedback_forward_cosine": 0.9998377812536139, + "mean_feedback_forward_relative_error": 0.017645936851438723, + "min_feedback_forward_cosine": 0.9997135400772095 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 46138, + "train_examples": 50000, + "train_loss": 0.047488643206357956 + }, + { + "epoch": 119, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02396288327872753, + "mean_feedback_forward_cosine": 0.9998378722291243, + "mean_feedback_forward_relative_error": 0.017639746962997475, + "min_feedback_forward_cosine": 0.999713659286499 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 46529, + "train_examples": 50000, + "train_loss": 0.045404925146102906 + }, + { + "epoch": 120, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02395789511501789, + "mean_feedback_forward_cosine": 0.9998379412450289, + "mean_feedback_forward_relative_error": 0.017633568005342232, + "min_feedback_forward_cosine": 0.9997137188911438 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 46920, + "train_examples": 50000, + "train_loss": 0.044493886718153956 + }, + { + "epoch": 121, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023953141644597054, + "mean_feedback_forward_cosine": 0.999838041631799, + "mean_feedback_forward_relative_error": 0.017627432942390442, + "min_feedback_forward_cosine": 0.9997138381004333 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 47311, + "train_examples": 50000, + "train_loss": 0.044326152799129485 + }, + { + "epoch": 122, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02394844964146614, + "mean_feedback_forward_cosine": 0.9998381388814825, + "mean_feedback_forward_relative_error": 0.017621343146617476, + "min_feedback_forward_cosine": 0.9997138977050781 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 47702, + "train_examples": 50000, + "train_loss": 0.04166632812976837 + }, + { + "epoch": 123, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023942919448018074, + "mean_feedback_forward_cosine": 0.9998382392682528, + "mean_feedback_forward_relative_error": 0.017614795164646285, + "min_feedback_forward_cosine": 0.9997140765190125 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 48093, + "train_examples": 50000, + "train_loss": 0.04328630323410034 + }, + { + "epoch": 124, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023937642574310303, + "mean_feedback_forward_cosine": 0.9998383051470706, + "mean_feedback_forward_relative_error": 0.01760836448030252, + "min_feedback_forward_cosine": 0.9997142553329468 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 48484, + "train_examples": 50000, + "train_loss": 0.0424068547603488 + }, + { + "epoch": 125, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023933056741952896, + "mean_feedback_forward_cosine": 0.9998384118080139, + "mean_feedback_forward_relative_error": 0.01760227644914075, + "min_feedback_forward_cosine": 0.9997143149375916 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 48875, + "train_examples": 50000, + "train_loss": 0.038611125857830046 + }, + { + "epoch": 126, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02392778918147087, + "mean_feedback_forward_cosine": 0.9998385153318706, + "mean_feedback_forward_relative_error": 0.017595812310709766, + "min_feedback_forward_cosine": 0.9997144341468811 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 49266, + "train_examples": 50000, + "train_loss": 0.03885844133496284 + }, + { + "epoch": 127, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023923058062791824, + "mean_feedback_forward_cosine": 0.9998386094444677, + "mean_feedback_forward_relative_error": 0.017589850253180453, + "min_feedback_forward_cosine": 0.9997144937515259 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 49657, + "train_examples": 50000, + "train_loss": 0.035599832309484485 + }, + { + "epoch": 128, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02391800470650196, + "mean_feedback_forward_cosine": 0.999838694145805, + "mean_feedback_forward_relative_error": 0.017583573506654876, + "min_feedback_forward_cosine": 0.9997146129608154 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 50048, + "train_examples": 50000, + "train_loss": 0.03567034682750702 + }, + { + "epoch": 129, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023912601172924042, + "mean_feedback_forward_cosine": 0.999838788258402, + "mean_feedback_forward_relative_error": 0.017577025034513912, + "min_feedback_forward_cosine": 0.9997147917747498 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 50439, + "train_examples": 50000, + "train_loss": 0.036537800406217576 + }, + { + "epoch": 130, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023907097056508064, + "mean_feedback_forward_cosine": 0.9998389137418646, + "mean_feedback_forward_relative_error": 0.01757047837600112, + "min_feedback_forward_cosine": 0.9997149705886841 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 50830, + "train_examples": 50000, + "train_loss": 0.03574167158961296 + }, + { + "epoch": 131, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02390183135867119, + "mean_feedback_forward_cosine": 0.9998389890319422, + "mean_feedback_forward_relative_error": 0.01756406957773786, + "min_feedback_forward_cosine": 0.9997150301933289 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 51221, + "train_examples": 50000, + "train_loss": 0.03439360812664032 + }, + { + "epoch": 132, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023896407335996628, + "mean_feedback_forward_cosine": 0.9998391302008378, + "mean_feedback_forward_relative_error": 0.017557448805554918, + "min_feedback_forward_cosine": 0.999715268611908 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 51612, + "train_examples": 50000, + "train_loss": 0.03394215288341045 + }, + { + "epoch": 133, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023890849202871323, + "mean_feedback_forward_cosine": 0.9998392117650885, + "mean_feedback_forward_relative_error": 0.01755088256475957, + "min_feedback_forward_cosine": 0.999715268611908 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 52003, + "train_examples": 50000, + "train_loss": 0.03237517976492643 + }, + { + "epoch": 134, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02388530597090721, + "mean_feedback_forward_cosine": 0.9998392933293393, + "mean_feedback_forward_relative_error": 0.017544142828371963, + "min_feedback_forward_cosine": 0.9997154474258423 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 52394, + "train_examples": 50000, + "train_loss": 0.03302400237858295 + }, + { + "epoch": 135, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023880058899521828, + "mean_feedback_forward_cosine": 0.9998394219498885, + "mean_feedback_forward_relative_error": 0.01753760462528781, + "min_feedback_forward_cosine": 0.9997156262397766 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 52785, + "train_examples": 50000, + "train_loss": 0.03138346595227719 + }, + { + "epoch": 136, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023874498903751373, + "mean_feedback_forward_cosine": 0.9998395035141393, + "mean_feedback_forward_relative_error": 0.017530909396315877, + "min_feedback_forward_cosine": 0.9997156858444214 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 53176, + "train_examples": 50000, + "train_loss": 0.03181140359580517 + }, + { + "epoch": 137, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02386857010424137, + "mean_feedback_forward_cosine": 0.9998396321346885, + "mean_feedback_forward_relative_error": 0.017523922908462976, + "min_feedback_forward_cosine": 0.9997158646583557 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 53567, + "train_examples": 50000, + "train_loss": 0.03216016135275364 + }, + { + "epoch": 138, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02386280708014965, + "mean_feedback_forward_cosine": 0.9998397293843722, + "mean_feedback_forward_relative_error": 0.017516972350054665, + "min_feedback_forward_cosine": 0.99971604347229 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 53958, + "train_examples": 50000, + "train_loss": 0.030717867047190667 + }, + { + "epoch": 139, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023856565356254578, + "mean_feedback_forward_cosine": 0.9998398360453153, + "mean_feedback_forward_relative_error": 0.017509598922180503, + "min_feedback_forward_cosine": 0.9997161030769348 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 54349, + "train_examples": 50000, + "train_loss": 0.03143452783703804 + }, + { + "epoch": 140, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02385035715997219, + "mean_feedback_forward_cosine": 0.9998399427062586, + "mean_feedback_forward_relative_error": 0.01750256920135335, + "min_feedback_forward_cosine": 0.9997162818908691 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 54740, + "train_examples": 50000, + "train_loss": 0.030715213534832 + }, + { + "epoch": 141, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023844636976718903, + "mean_feedback_forward_cosine": 0.9998400838751542, + "mean_feedback_forward_relative_error": 0.01749557940485446, + "min_feedback_forward_cosine": 0.9997165203094482 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 55131, + "train_examples": 50000, + "train_loss": 0.02935562146782875 + }, + { + "epoch": 142, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023838603869080544, + "mean_feedback_forward_cosine": 0.9998401842619243, + "mean_feedback_forward_relative_error": 0.017488385207558934, + "min_feedback_forward_cosine": 0.9997165203094482 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 55522, + "train_examples": 50000, + "train_loss": 0.029773226491212845 + }, + { + "epoch": 143, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02383241057395935, + "mean_feedback_forward_cosine": 0.9998403254308199, + "mean_feedback_forward_relative_error": 0.01748096582626826, + "min_feedback_forward_cosine": 0.9997167587280273 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 55913, + "train_examples": 50000, + "train_loss": 0.029120073041915894 + }, + { + "epoch": 144, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02382666990160942, + "mean_feedback_forward_cosine": 0.9998404509142825, + "mean_feedback_forward_relative_error": 0.01747380638200986, + "min_feedback_forward_cosine": 0.9997168779373169 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 56304, + "train_examples": 50000, + "train_loss": 0.02774130385518074 + }, + { + "epoch": 145, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023820001631975174, + "mean_feedback_forward_cosine": 0.9998405669864855, + "mean_feedback_forward_relative_error": 0.017466036700888685, + "min_feedback_forward_cosine": 0.9997169971466064 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 56695, + "train_examples": 50000, + "train_loss": 0.02875920710802078 + }, + { + "epoch": 146, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02381327375769615, + "mean_feedback_forward_cosine": 0.9998406736474288, + "mean_feedback_forward_relative_error": 0.01745791073986574, + "min_feedback_forward_cosine": 0.9997172355651855 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 57086, + "train_examples": 50000, + "train_loss": 0.029547973494529724 + }, + { + "epoch": 147, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.0238062534481287, + "mean_feedback_forward_cosine": 0.9998408273646706, + "mean_feedback_forward_relative_error": 0.01744976073601528, + "min_feedback_forward_cosine": 0.9997172355651855 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 57477, + "train_examples": 50000, + "train_loss": 0.029193686606884 + }, + { + "epoch": 148, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023799123242497444, + "mean_feedback_forward_cosine": 0.9998409653964796, + "mean_feedback_forward_relative_error": 0.017441571469565754, + "min_feedback_forward_cosine": 0.9997174143791199 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 57868, + "train_examples": 50000, + "train_loss": 0.029274324528574945 + }, + { + "epoch": 149, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023792922496795654, + "mean_feedback_forward_cosine": 0.9998411097024617, + "mean_feedback_forward_relative_error": 0.017433960799519952, + "min_feedback_forward_cosine": 0.999717652797699 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 58259, + "train_examples": 50000, + "train_loss": 0.02635092706412077 + }, + { + "epoch": 150, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02378627471625805, + "mean_feedback_forward_cosine": 0.9998411755812796, + "mean_feedback_forward_relative_error": 0.017425957454466505, + "min_feedback_forward_cosine": 0.9997177124023438 + }, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 58650, + "train_examples": 50000, + "train_loss": 0.02678735072135925 + }, + { + "epoch": 151, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023786203935742378, + "mean_feedback_forward_cosine": 0.9998412100892318, + "mean_feedback_forward_relative_error": 0.01742577704748041, + "min_feedback_forward_cosine": 0.9997178912162781 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 59041, + "train_examples": 50000, + "train_loss": 0.02437458291053772 + }, + { + "epoch": 152, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023786155506968498, + "mean_feedback_forward_cosine": 0.9998411975408855, + "mean_feedback_forward_relative_error": 0.01742561279158843, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 59432, + "train_examples": 50000, + "train_loss": 0.021376969789266585 + }, + { + "epoch": 153, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02378610335290432, + "mean_feedback_forward_cosine": 0.999841222637578, + "mean_feedback_forward_relative_error": 0.017425447972001212, + "min_feedback_forward_cosine": 0.9997177124023438 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 59823, + "train_examples": 50000, + "train_loss": 0.020672446417212487 + }, + { + "epoch": 154, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023786064237356186, + "mean_feedback_forward_cosine": 0.999841216363405, + "mean_feedback_forward_relative_error": 0.01742528391217715, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 60214, + "train_examples": 50000, + "train_loss": 0.019626799536943434 + }, + { + "epoch": 155, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023786017671227455, + "mean_feedback_forward_cosine": 0.9998412132263184, + "mean_feedback_forward_relative_error": 0.01742512281788023, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 60605, + "train_examples": 50000, + "train_loss": 0.020080795953273774 + }, + { + "epoch": 156, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785961791872978, + "mean_feedback_forward_cosine": 0.9998412132263184, + "mean_feedback_forward_relative_error": 0.017424962091210642, + "min_feedback_forward_cosine": 0.9997177124023438 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 60996, + "train_examples": 50000, + "train_loss": 0.02060788645744324 + }, + { + "epoch": 157, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785918951034546, + "mean_feedback_forward_cosine": 0.999841222637578, + "mean_feedback_forward_relative_error": 0.017424809329799916, + "min_feedback_forward_cosine": 0.9997177720069885 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 61387, + "train_examples": 50000, + "train_loss": 0.018866425810456278 + }, + { + "epoch": 158, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785877972841263, + "mean_feedback_forward_cosine": 0.9998412195004915, + "mean_feedback_forward_relative_error": 0.01742464568662016, + "min_feedback_forward_cosine": 0.9997177124023438 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 61778, + "train_examples": 50000, + "train_loss": 0.018583618539571762 + }, + { + "epoch": 159, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02378583699464798, + "mean_feedback_forward_cosine": 0.9998412132263184, + "mean_feedback_forward_relative_error": 0.01742448495995057, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 62169, + "train_examples": 50000, + "train_loss": 0.019112786593735217 + }, + { + "epoch": 160, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785792291164398, + "mean_feedback_forward_cosine": 0.999841216363405, + "mean_feedback_forward_relative_error": 0.01742433254165869, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 62560, + "train_examples": 50000, + "train_loss": 0.018837088904976845 + }, + { + "epoch": 161, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785745725035667, + "mean_feedback_forward_cosine": 0.999841222637578, + "mean_feedback_forward_relative_error": 0.017424173015905053, + "min_feedback_forward_cosine": 0.9997177720069885 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 62951, + "train_examples": 50000, + "train_loss": 0.019263693317174913 + }, + { + "epoch": 162, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785704746842384, + "mean_feedback_forward_cosine": 0.9998412038150587, + "mean_feedback_forward_relative_error": 0.017424011406929868, + "min_feedback_forward_cosine": 0.9997177124023438 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 63342, + "train_examples": 50000, + "train_loss": 0.018983551829755307 + }, + { + "epoch": 163, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785660043358803, + "mean_feedback_forward_cosine": 0.9998412257746646, + "mean_feedback_forward_relative_error": 0.017423859037654966, + "min_feedback_forward_cosine": 0.9997177720069885 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 63733, + "train_examples": 50000, + "train_loss": 0.018922538774609567 + }, + { + "epoch": 164, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785622790455818, + "mean_feedback_forward_cosine": 0.9998412289117512, + "mean_feedback_forward_relative_error": 0.017423704144005712, + "min_feedback_forward_cosine": 0.9997177124023438 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 64124, + "train_examples": 50000, + "train_loss": 0.018507695814073084 + }, + { + "epoch": 165, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785576224327087, + "mean_feedback_forward_cosine": 0.999841244597184, + "mean_feedback_forward_relative_error": 0.01742355297564676, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 64515, + "train_examples": 50000, + "train_loss": 0.01805218663930893 + }, + { + "epoch": 166, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785537108778954, + "mean_feedback_forward_cosine": 0.9998412195004915, + "mean_feedback_forward_relative_error": 0.01742339675853911, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 64906, + "train_examples": 50000, + "train_loss": 0.01841807530283928 + }, + { + "epoch": 167, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785486817359924, + "mean_feedback_forward_cosine": 0.9998412289117512, + "mean_feedback_forward_relative_error": 0.01742324448729816, + "min_feedback_forward_cosine": 0.9997178912162781 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 65297, + "train_examples": 50000, + "train_loss": 0.018245168339163065 + }, + { + "epoch": 168, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02378544770181179, + "mean_feedback_forward_cosine": 0.9998412351859244, + "mean_feedback_forward_relative_error": 0.017423090990632772, + "min_feedback_forward_cosine": 0.9997177720069885 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 65688, + "train_examples": 50000, + "train_loss": 0.01727046649456024 + }, + { + "epoch": 169, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02378540113568306, + "mean_feedback_forward_cosine": 0.99984126655679, + "mean_feedback_forward_relative_error": 0.017422934969593035, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 66079, + "train_examples": 50000, + "train_loss": 0.016953599601387977 + }, + { + "epoch": 170, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785360157489777, + "mean_feedback_forward_cosine": 0.99984126655679, + "mean_feedback_forward_relative_error": 0.017422790124424194, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 66470, + "train_examples": 50000, + "train_loss": 0.017145444607436656 + }, + { + "epoch": 171, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785313591361046, + "mean_feedback_forward_cosine": 0.9998412100892318, + "mean_feedback_forward_relative_error": 0.017422635206266454, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 66861, + "train_examples": 50000, + "train_loss": 0.017727336402088404 + }, + { + "epoch": 172, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785270750522614, + "mean_feedback_forward_cosine": 0.9998412602826169, + "mean_feedback_forward_relative_error": 0.017422484135941455, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 67252, + "train_examples": 50000, + "train_loss": 0.017764935253858565 + }, + { + "epoch": 173, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785226047039032, + "mean_feedback_forward_cosine": 0.9998412571455303, + "mean_feedback_forward_relative_error": 0.017422324414119908, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 67643, + "train_examples": 50000, + "train_loss": 0.017218405064195395 + }, + { + "epoch": 174, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785186931490898, + "mean_feedback_forward_cosine": 0.9998412540084437, + "mean_feedback_forward_relative_error": 0.017422170721386607, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 68034, + "train_examples": 50000, + "train_loss": 0.018007522631287576 + }, + { + "epoch": 175, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785151541233063, + "mean_feedback_forward_cosine": 0.9998412696938765, + "mean_feedback_forward_relative_error": 0.017422025851709277, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 68425, + "train_examples": 50000, + "train_loss": 0.017599506865143777 + }, + { + "epoch": 176, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02378511242568493, + "mean_feedback_forward_cosine": 0.9998412602826169, + "mean_feedback_forward_relative_error": 0.01742187377653624, + "min_feedback_forward_cosine": 0.9997178912162781 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 68816, + "train_examples": 50000, + "train_loss": 0.01672246292024851 + }, + { + "epoch": 177, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785067722201347, + "mean_feedback_forward_cosine": 0.9998412351859244, + "mean_feedback_forward_relative_error": 0.01742171569678344, + "min_feedback_forward_cosine": 0.9997177720069885 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 69207, + "train_examples": 50000, + "train_loss": 0.017969189695864914 + }, + { + "epoch": 178, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023785024881362915, + "mean_feedback_forward_cosine": 0.9998412602826169, + "mean_feedback_forward_relative_error": 0.017421570557512735, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 69598, + "train_examples": 50000, + "train_loss": 0.016756232603490354 + }, + { + "epoch": 179, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023784982040524483, + "mean_feedback_forward_cosine": 0.9998412540084437, + "mean_feedback_forward_relative_error": 0.017421419781289603, + "min_feedback_forward_cosine": 0.9997177720069885 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 69989, + "train_examples": 50000, + "train_loss": 0.01737038464665413 + }, + { + "epoch": 180, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02378493919968605, + "mean_feedback_forward_cosine": 0.9998412759680497, + "mean_feedback_forward_relative_error": 0.0174212663091327, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 70380, + "train_examples": 50000, + "train_loss": 0.016521243556439878 + }, + { + "epoch": 181, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02378489263355732, + "mean_feedback_forward_cosine": 0.9998412634197035, + "mean_feedback_forward_relative_error": 0.017421119723861154, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 70771, + "train_examples": 50000, + "train_loss": 0.016992473220825196 + }, + { + "epoch": 182, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02378484606742859, + "mean_feedback_forward_cosine": 0.9998412696938765, + "mean_feedback_forward_relative_error": 0.017420971300452948, + "min_feedback_forward_cosine": 0.9997178912162781 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 71162, + "train_examples": 50000, + "train_loss": 0.017403904662430286 + }, + { + "epoch": 183, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023784805089235306, + "mean_feedback_forward_cosine": 0.9998412634197035, + "mean_feedback_forward_relative_error": 0.017420826406267128, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 71553, + "train_examples": 50000, + "train_loss": 0.01756686579823494 + }, + { + "epoch": 184, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023784762248396873, + "mean_feedback_forward_cosine": 0.9998412728309631, + "mean_feedback_forward_relative_error": 0.017420680727809668, + "min_feedback_forward_cosine": 0.9997178912162781 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 71944, + "train_examples": 50000, + "train_loss": 0.016896406492888927 + }, + { + "epoch": 185, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02378472127020359, + "mean_feedback_forward_cosine": 0.9998412696938765, + "mean_feedback_forward_relative_error": 0.017420531373078887, + "min_feedback_forward_cosine": 0.9997178912162781 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 72335, + "train_examples": 50000, + "train_loss": 0.016242141271233558 + }, + { + "epoch": 186, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023784689605236053, + "mean_feedback_forward_cosine": 0.9998412822422228, + "mean_feedback_forward_relative_error": 0.017420384861332804, + "min_feedback_forward_cosine": 0.9997177124023438 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 72726, + "train_examples": 50000, + "train_loss": 0.015786895559430122 + }, + { + "epoch": 187, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02378464862704277, + "mean_feedback_forward_cosine": 0.9998412540084437, + "mean_feedback_forward_relative_error": 0.017420239182875344, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 73117, + "train_examples": 50000, + "train_loss": 0.01604594806969166 + }, + { + "epoch": 188, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02378460206091404, + "mean_feedback_forward_cosine": 0.9998412571455303, + "mean_feedback_forward_relative_error": 0.01742008438726005, + "min_feedback_forward_cosine": 0.9997177720069885 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 73508, + "train_examples": 50000, + "train_loss": 0.017102455472052098 + }, + { + "epoch": 189, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023784562945365906, + "mean_feedback_forward_cosine": 0.9998412414600975, + "mean_feedback_forward_relative_error": 0.0174199314542899, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 73899, + "train_examples": 50000, + "train_loss": 0.016473304575681687 + }, + { + "epoch": 190, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023784520104527473, + "mean_feedback_forward_cosine": 0.9998412634197035, + "mean_feedback_forward_relative_error": 0.01741978577583244, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 74290, + "train_examples": 50000, + "train_loss": 0.01582832618623972 + }, + { + "epoch": 191, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023784473538398743, + "mean_feedback_forward_cosine": 0.9998412540084437, + "mean_feedback_forward_relative_error": 0.017419634068286734, + "min_feedback_forward_cosine": 0.9997177720069885 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 74681, + "train_examples": 50000, + "train_loss": 0.01584087979465723 + }, + { + "epoch": 192, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02378442883491516, + "mean_feedback_forward_cosine": 0.9998412759680497, + "mean_feedback_forward_relative_error": 0.017419479321688414, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 75072, + "train_examples": 50000, + "train_loss": 0.015304812013804913 + }, + { + "epoch": 193, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023784387856721878, + "mean_feedback_forward_cosine": 0.9998412728309631, + "mean_feedback_forward_relative_error": 0.017419331192382072, + "min_feedback_forward_cosine": 0.9997177720069885 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 75463, + "train_examples": 50000, + "train_loss": 0.016254000001251698 + }, + { + "epoch": 194, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023784350603818893, + "mean_feedback_forward_cosine": 0.9998412508713571, + "mean_feedback_forward_relative_error": 0.017419182842499333, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 75854, + "train_examples": 50000, + "train_loss": 0.016326439519822596 + }, + { + "epoch": 195, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.02378430962562561, + "mean_feedback_forward_cosine": 0.9998412791051363, + "mean_feedback_forward_relative_error": 0.01741903576705801, + "min_feedback_forward_cosine": 0.9997179508209229 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 76245, + "train_examples": 50000, + "train_loss": 0.01587987748980522 + }, + { + "epoch": 196, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023784272372722626, + "mean_feedback_forward_cosine": 0.9998412791051363, + "mean_feedback_forward_relative_error": 0.017418895627519016, + "min_feedback_forward_cosine": 0.9997177720069885 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 76636, + "train_examples": 50000, + "train_loss": 0.015518687933236361 + }, + { + "epoch": 197, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023784233257174492, + "mean_feedback_forward_cosine": 0.9998412853793094, + "mean_feedback_forward_relative_error": 0.01741874862560316, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 77027, + "train_examples": 50000, + "train_loss": 0.015676217281222343 + }, + { + "epoch": 198, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023784184828400612, + "mean_feedback_forward_cosine": 0.9998412759680497, + "mean_feedback_forward_relative_error": 0.017418602113857082, + "min_feedback_forward_cosine": 0.9997177124023438 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 77418, + "train_examples": 50000, + "train_loss": 0.015776103362441063 + }, + { + "epoch": 199, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023784151300787926, + "mean_feedback_forward_cosine": 0.9998412916534826, + "mean_feedback_forward_relative_error": 0.017418449818107643, + "min_feedback_forward_cosine": 0.9997179508209229 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 77809, + "train_examples": 50000, + "train_loss": 0.0161712662294507 + }, + { + "epoch": 200, + "feedback_tracking": { + "max_feedback_forward_relative_error": 0.023784108459949493, + "mean_feedback_forward_cosine": 0.9998412791051363, + "mean_feedback_forward_relative_error": 0.017418307007143374, + "min_feedback_forward_cosine": 0.9997178316116333 + }, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 78200, + "train_examples": 50000, + "train_loss": 0.014966308397054671 + } + ], + "evaluation_protocol": { + "test_evaluations": 1, + "test_used_for_selection": false, + "validation_evaluations": 0 + }, + "final": { + "accuracy": 0.915, + "epoch": 200, + "evaluation_split": "test", + "finite": true, + "loss": 0.39478526306152345, + "step": 78200 + }, + "hardware": { + "cuda_device_name": "NVIDIA GeForce GTX 1080", + "cuda_visible_devices": "7", + "device": "cuda", + "device_total_memory_bytes": 8507949056, + "peak_memory_allocated_bytes": 2162265600, + "peak_memory_reserved_bytes": 2864709632, + "torch_version": "2.3.1+cu118" + }, + "protocol_family": "oral_a_cifar_local_resnet_development", + "provenance": { + "git_commit": "0008f2cd96c06bea98f43560867d93967c597711", + "git_tracked_dirty": false + }, + "schema_version": 1, + "split": { + "cifar_source_files": [ + { + "bytes": 31035704, + "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/data_batch_1", + "sha256": "54636561a3ce25bd3e19253c6b0d8538147b0ae398331ac4a2d86c6d987368cd" + }, + { + "bytes": 31035320, + "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/data_batch_2", + "sha256": "766b2cef9fbc745cf056b3152224f7cf77163b330ea9a15f9392beb8b89bc5a8" + }, + { + "bytes": 31035999, + "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/data_batch_3", + "sha256": "0f00d98ebfb30b3ec0ad19f9756dc2630b89003e10525f5e148445e82aa6a1f9" + }, + { + "bytes": 31035696, + "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/data_batch_4", + "sha256": "3f7bb240661948b8f4d53e36ec720d8306f5668bd0071dcb4e6c947f78e9682b" + }, + { + "bytes": 31035623, + "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/data_batch_5", + "sha256": "d91802434d8376bbaeeadf58a737e3a1b12ac839077e931237e0dcd43adcb154" + }, + { + "bytes": 31035526, + "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/test_batch", + "sha256": "f53d8d457504f7cff4ea9e021afcf0e0ad8e24a91f3fc42091b8adef61157831" + } + ], + "dataset": "cifar10", + "evaluation_split": "test", + "input_layout": "NCHW", + "input_shape": [ + 3, + 32, + 32 + ], + "loader_seed": 13, + "normalization_mean": [ + 0.49140000343322754, + 0.4821999967098236, + 0.4465000033378601 + ], + "normalization_std": [ + 0.24699999392032623, + 0.2434999942779541, + 0.26159998774528503 + ], + "split_from_training_only": true, + "split_seed": null, + "test_examples": 10000, + "train_examples": 50000, + "training_augmentation": "random_crop_32_padding_4_zero_then_horizontal_flip_p0.5", + "validation_class_counts": {}, + "validation_examples": 0, + "validation_index_sha256": null + }, + "timing": { + "apical_warmup_wall_s": 0.0, + "evaluation_wall_s": 0.707719087600708, + "mirror_warmup_wall_s": 0.0, + "predictor_warmup_wall_s": 0.0, + "timing_excludes_data_loading_hashing_and_model_construction": true, + "total_timed_wall_s": 6206.074606657028, + "train_wall_s": 6203.951244354248 + }, + "work": { + "apical_macs_per_example": 40108672, + "causal_scalar_observations": 0, + "components": { + "apical_projection_macs": 401086720000000, + "apical_regression_macs": 0, + "bp_reverse_macs_estimate": 0, + "kp_reciprocal_correlation_macs": 401086720000000, + "local_weight_correlation_macs": 405510400000000, + "mirror_feedback_prediction_macs": 0, + "mirror_local_correlation_macs": 0, + "mirror_response_macs": 0, + "ordinary_forward_macs": 405510400000000, + "perturbation_forward_macs": 0, + "warmup_clean_forward_macs": 0 + }, + "definition": "multiply-accumulates in conv/linear maps; one local weight correlation equals one forward-weight MAC count; BP reverse is estimated as one weight-gradient plus one activation-gradient convolution per forward convolution; mixed-traffic/predictor elementwise arithmetic is reported as a conservative operation estimate separately and is not folded into MACs", + "elementwise_operations_estimate": 0, + "forward_macs_per_example": 40551040, + "logical_batch_loss_queries": 0, + "mirror_probe_examples": 0, + "mirror_readout_probe_examples": 0, + "neutral_projection_observations": 0, + "per_example_cross_entropy_terms": 0, + "total_clean_forward_examples": 10000000, + "total_forward_equivalent_examples": 10000000, + "total_macs_estimate": 1613194240000000 + } +} |
