{ "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": 12, "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/seed12_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": 12, "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": 0.9996837178866068, "feedback_forward_cosine": [ 0.9998112320899963, 0.9998036026954651, 0.9998302459716797, 0.9998162984848022, 0.9998250007629395, 0.9997634887695312, 0.9998230934143066, 0.9998724460601807, 0.9998655915260315, 0.9998391270637512, 0.9998552799224854, 0.9998058080673218, 0.9998328685760498, 0.9999038577079773, 0.9998883008956909, 0.9998690485954285, 0.999883234500885, 0.9997214078903198, 0.9999873638153076 ], "feedback_forward_norm_ratio": [ 0.9997771978378296, 1.0001469850540161, 0.9989446401596069, 1.000712275505066, 0.9991862177848816, 1.0010864734649658, 0.9990431666374207, 1.0001176595687866, 0.9995997548103333, 1.00063157081604, 0.9998372793197632, 1.0005996227264404, 0.9999316334724426, 1.0002691745758057, 0.9999130964279175, 1.0005886554718018, 0.9999468326568604, 1.0006757974624634, 1.0023469924926758 ], "feedback_forward_relative_error": [ 0.019424350932240486, 0.019819237291812897, 0.018446823582053185, 0.019186608493328094, 0.018720431253314018, 0.021783743053674698, 0.018828051164746284, 0.015970267355442047, 0.01640067622065544, 0.017956888303160667, 0.01700727455317974, 0.01971874199807644, 0.018282445147633553, 0.013876795768737793, 0.01494023110717535, 0.016201160848140717, 0.015274452976882458, 0.02362348884344101, 0.005561360623687506 ], "innovation_negative_gradient_cosine": [ 0.9997078776359558, 0.9996459484100342, 0.9997032880783081, 0.9996677041053772, 0.9997084140777588, 0.999669075012207, 0.9997341632843018, 0.9997588992118835, 0.9997591972351074, 0.9997448921203613, 0.9997714161872864, 0.999757707118988, 0.9997740387916565, 0.999829888343811, 0.9998507499694824, 0.9998759627342224, 0.9999287128448486, 0.999973475933075, 0.7562967538833618 ], "mean_feedback_forward_cosine": 0.9998419629900079, "mean_feedback_forward_relative_error": 0.017422264711441177, "normalization_state": "training_batch_stats_without_running_update", "raw_negative_gradient_cosine": [ 0.9997078776359558, 0.9996459484100342, 0.9997032880783081, 0.9996677041053772, 0.9997084140777588, 0.999669075012207, 0.9997341632843018, 0.9997588992118835, 0.9997591972351074, 0.9997448921203613, 0.9997714161872864, 0.999757707118988, 0.9997740387916565, 0.999829888343811, 0.9998507499694824, 0.9998759627342224, 0.9999287128448486, 0.999973475933075, 0.7562967538833618 ], "teaching_negative_gradient_cosine": [ 0.9997078776359558, 0.9996459484100342, 0.9997032880783081, 0.9996677041053772, 0.9997084140777588, 0.999669075012207, 0.9997341632843018, 0.9997588992118835, 0.9997591972351074, 0.9997448921203613, 0.9997714161872864, 0.999757707118988, 0.9997740387916565, 0.999829888343811, 0.9998507499694824, 0.9998759627342224, 0.9999287128448486, 0.999973475933075, 0.7562967538833618 ], "wall_s": 0.10664820671081543 }, "epochs": [ { "epoch": 1, "feedback_tracking": { "max_feedback_forward_relative_error": 1.3357337713241577, "mean_feedback_forward_cosine": 0.2956587334996776, "mean_feedback_forward_relative_error": 1.1827429689859088, "min_feedback_forward_cosine": 0.11035917699337006 }, "lr": 0.1, "output_lr": 0.1, "step": 391, "train_examples": 50000, "train_loss": 1.9535887855911256 }, { "epoch": 2, "feedback_tracking": { "max_feedback_forward_relative_error": 1.2760885953903198, "mean_feedback_forward_cosine": 0.4008528252965526, "mean_feedback_forward_relative_error": 1.0911526554509212, "min_feedback_forward_cosine": 0.19288809597492218 }, "lr": 0.1, "output_lr": 0.1, "step": 782, "train_examples": 50000, "train_loss": 1.425792371482849 }, { "epoch": 3, "feedback_tracking": { "max_feedback_forward_relative_error": 1.2156856060028076, "mean_feedback_forward_cosine": 0.4969612971732491, "mean_feedback_forward_relative_error": 1.0003732176203477, "min_feedback_forward_cosine": 0.27784961462020874 }, "lr": 0.1, "output_lr": 0.1, "step": 1173, "train_examples": 50000, "train_loss": 1.1101230571365357 }, { "epoch": 4, "feedback_tracking": { "max_feedback_forward_relative_error": 1.1704801321029663, "mean_feedback_forward_cosine": 0.5665066602982973, "mean_feedback_forward_relative_error": 0.9287926507623572, "min_feedback_forward_cosine": 0.33664584159851074 }, "lr": 0.1, "output_lr": 0.1, "step": 1564, "train_examples": 50000, "train_loss": 0.9170437034416199 }, { "epoch": 5, "feedback_tracking": { "max_feedback_forward_relative_error": 1.127273678779602, "mean_feedback_forward_cosine": 0.6199988314979955, "mean_feedback_forward_relative_error": 0.8690415071813684, "min_feedback_forward_cosine": 0.38803422451019287 }, "lr": 0.1, "output_lr": 0.1, "step": 1955, "train_examples": 50000, "train_loss": 0.8006134103012085 }, { "epoch": 6, "feedback_tracking": { "max_feedback_forward_relative_error": 1.0858829021453857, "mean_feedback_forward_cosine": 0.6622635737845772, "mean_feedback_forward_relative_error": 0.8191626479751185, "min_feedback_forward_cosine": 0.43329018354415894 }, "lr": 0.1, "output_lr": 0.1, "step": 2346, "train_examples": 50000, "train_loss": 0.7192629204177856 }, { "epoch": 7, "feedback_tracking": { "max_feedback_forward_relative_error": 1.0461058616638184, "mean_feedback_forward_cosine": 0.6982236128104361, "mean_feedback_forward_relative_error": 0.7741572872588509, "min_feedback_forward_cosine": 0.47564470767974854 }, "lr": 0.1, "output_lr": 0.1, "step": 2737, "train_examples": 50000, "train_loss": 0.6592539573287964 }, { "epoch": 8, "feedback_tracking": { "max_feedback_forward_relative_error": 1.0087120532989502, "mean_feedback_forward_cosine": 0.7292329041581405, "mean_feedback_forward_relative_error": 0.7327324183363664, "min_feedback_forward_cosine": 0.5136085748672485 }, "lr": 0.1, "output_lr": 0.1, "step": 3128, "train_examples": 50000, "train_loss": 0.620042862815857 }, { "epoch": 9, "feedback_tracking": { "max_feedback_forward_relative_error": 0.9720722436904907, "mean_feedback_forward_cosine": 0.755608175930224, "mean_feedback_forward_relative_error": 0.6957467841474634, "min_feedback_forward_cosine": 0.5488060116767883 }, "lr": 0.1, "output_lr": 0.1, "step": 3519, "train_examples": 50000, "train_loss": 0.5835777080154418 }, { "epoch": 10, "feedback_tracking": { "max_feedback_forward_relative_error": 0.9355390667915344, "mean_feedback_forward_cosine": 0.778680471997512, "mean_feedback_forward_relative_error": 0.6615886656861556, "min_feedback_forward_cosine": 0.582585334777832 }, "lr": 0.1, "output_lr": 0.1, "step": 3910, "train_examples": 50000, "train_loss": 0.5475232218837738 }, { "epoch": 11, "feedback_tracking": { "max_feedback_forward_relative_error": 0.9007604122161865, "mean_feedback_forward_cosine": 0.7992428007878756, "mean_feedback_forward_relative_error": 0.6297440058306644, "min_feedback_forward_cosine": 0.6133478879928589 }, "lr": 0.1, "output_lr": 0.1, "step": 4301, "train_examples": 50000, "train_loss": 0.5219385059165954 }, { "epoch": 12, "feedback_tracking": { "max_feedback_forward_relative_error": 0.8674523830413818, "mean_feedback_forward_cosine": 0.8169901778823451, "mean_feedback_forward_relative_error": 0.6008071617076272, "min_feedback_forward_cosine": 0.6414960026741028 }, "lr": 0.1, "output_lr": 0.1, "step": 4692, "train_examples": 50000, "train_loss": 0.5009035326194763 }, { "epoch": 13, "feedback_tracking": { "max_feedback_forward_relative_error": 0.8340794444084167, "mean_feedback_forward_cosine": 0.8333831617706701, "mean_feedback_forward_relative_error": 0.5730628041844619, "min_feedback_forward_cosine": 0.6686401963233948 }, "lr": 0.1, "output_lr": 0.1, "step": 5083, "train_examples": 50000, "train_loss": 0.4774324990940094 }, { "epoch": 14, "feedback_tracking": { "max_feedback_forward_relative_error": 0.8040633797645569, "mean_feedback_forward_cosine": 0.8475955881570515, "mean_feedback_forward_relative_error": 0.5479318938757244, "min_feedback_forward_cosine": 0.6920316219329834 }, "lr": 0.1, "output_lr": 0.1, "step": 5474, "train_examples": 50000, "train_loss": 0.4525343029975891 }, { "epoch": 15, "feedback_tracking": { "max_feedback_forward_relative_error": 0.7733475565910339, "mean_feedback_forward_cosine": 0.8608487468016776, "mean_feedback_forward_relative_error": 0.5234691524191907, "min_feedback_forward_cosine": 0.7149572372436523 }, "lr": 0.1, "output_lr": 0.1, "step": 5865, "train_examples": 50000, "train_loss": 0.44091602117538453 }, { "epoch": 16, "feedback_tracking": { "max_feedback_forward_relative_error": 0.7440672516822815, "mean_feedback_forward_cosine": 0.8724623197003415, "mean_feedback_forward_relative_error": 0.5008108506077215, "min_feedback_forward_cosine": 0.7361483573913574 }, "lr": 0.1, "output_lr": 0.1, "step": 6256, "train_examples": 50000, "train_loss": 0.427868346118927 }, { "epoch": 17, "feedback_tracking": { "max_feedback_forward_relative_error": 0.7161498069763184, "mean_feedback_forward_cosine": 0.8828342086390445, "mean_feedback_forward_relative_error": 0.4797582257735102, "min_feedback_forward_cosine": 0.7555732131004333 }, "lr": 0.1, "output_lr": 0.1, "step": 6647, "train_examples": 50000, "train_loss": 0.4159619722270966 }, { "epoch": 18, "feedback_tracking": { "max_feedback_forward_relative_error": 0.6886909008026123, "mean_feedback_forward_cosine": 0.8923413973105582, "mean_feedback_forward_relative_error": 0.4595971374135268, "min_feedback_forward_cosine": 0.7737658023834229 }, "lr": 0.1, "output_lr": 0.1, "step": 7038, "train_examples": 50000, "train_loss": 0.39836229312896726 }, { "epoch": 19, "feedback_tracking": { "max_feedback_forward_relative_error": 0.6615512371063232, "mean_feedback_forward_cosine": 0.9010440017047682, "mean_feedback_forward_relative_error": 0.4405165267618079, "min_feedback_forward_cosine": 0.7909722328186035 }, "lr": 0.1, "output_lr": 0.1, "step": 7429, "train_examples": 50000, "train_loss": 0.38774474955558774 }, { "epoch": 20, "feedback_tracking": { "max_feedback_forward_relative_error": 0.6349936127662659, "mean_feedback_forward_cosine": 0.9091169049865321, "mean_feedback_forward_relative_error": 0.42201937656653554, "min_feedback_forward_cosine": 0.8073540925979614 }, "lr": 0.1, "output_lr": 0.1, "step": 7820, "train_examples": 50000, "train_loss": 0.3837249806308746 }, { "epoch": 21, "feedback_tracking": { "max_feedback_forward_relative_error": 0.6095899343490601, "mean_feedback_forward_cosine": 0.916544280554119, "mean_feedback_forward_relative_error": 0.4042697760619615, "min_feedback_forward_cosine": 0.8222854137420654 }, "lr": 0.1, "output_lr": 0.1, "step": 8211, "train_examples": 50000, "train_loss": 0.3678284918117523 }, { "epoch": 22, "feedback_tracking": { "max_feedback_forward_relative_error": 0.5848206877708435, "mean_feedback_forward_cosine": 0.9232736637717799, "mean_feedback_forward_relative_error": 0.38750572424185903, "min_feedback_forward_cosine": 0.836258590221405 }, "lr": 0.1, "output_lr": 0.1, "step": 8602, "train_examples": 50000, "train_loss": 0.36831582045555117 }, { "epoch": 23, "feedback_tracking": { "max_feedback_forward_relative_error": 0.5614774227142334, "mean_feedback_forward_cosine": 0.9293549939205772, "mean_feedback_forward_relative_error": 0.3717757416398902, "min_feedback_forward_cosine": 0.8488701581954956 }, "lr": 0.1, "output_lr": 0.1, "step": 8993, "train_examples": 50000, "train_loss": 0.3573762542152405 }, { "epoch": 24, "feedback_tracking": { "max_feedback_forward_relative_error": 0.5387479066848755, "mean_feedback_forward_cosine": 0.9349046443638048, "mean_feedback_forward_relative_error": 0.3567409209514919, "min_feedback_forward_cosine": 0.8606550693511963 }, "lr": 0.1, "output_lr": 0.1, "step": 9384, "train_examples": 50000, "train_loss": 0.3481489736366272 }, { "epoch": 25, "feedback_tracking": { "max_feedback_forward_relative_error": 0.5167993307113647, "mean_feedback_forward_cosine": 0.9400349478972586, "mean_feedback_forward_relative_error": 0.34226871556357336, "min_feedback_forward_cosine": 0.8716477155685425 }, "lr": 0.1, "output_lr": 0.1, "step": 9775, "train_examples": 50000, "train_loss": 0.33956556100845336 }, { "epoch": 26, "feedback_tracking": { "max_feedback_forward_relative_error": 0.49593883752822876, "mean_feedback_forward_cosine": 0.9447282427235654, "mean_feedback_forward_relative_error": 0.3285521072776694, "min_feedback_forward_cosine": 0.8816639184951782 }, "lr": 0.1, "output_lr": 0.1, "step": 10166, "train_examples": 50000, "train_loss": 0.33481121618270876 }, { "epoch": 27, "feedback_tracking": { "max_feedback_forward_relative_error": 0.4741222560405731, "mean_feedback_forward_cosine": 0.9490944805898165, "mean_feedback_forward_relative_error": 0.315203668255555, "min_feedback_forward_cosine": 0.8916881680488586 }, "lr": 0.1, "output_lr": 0.1, "step": 10557, "train_examples": 50000, "train_loss": 0.3340137974381447 }, { "epoch": 28, "feedback_tracking": { "max_feedback_forward_relative_error": 0.4551987946033478, "mean_feedback_forward_cosine": 0.9530173602857088, "mean_feedback_forward_relative_error": 0.30273031953134033, "min_feedback_forward_cosine": 0.9000020027160645 }, "lr": 0.1, "output_lr": 0.1, "step": 10948, "train_examples": 50000, "train_loss": 0.3191308118057251 }, { "epoch": 29, "feedback_tracking": { "max_feedback_forward_relative_error": 0.43651825189590454, "mean_feedback_forward_cosine": 0.9566915129360399, "mean_feedback_forward_relative_error": 0.290577570074483, "min_feedback_forward_cosine": 0.9079872369766235 }, "lr": 0.1, "output_lr": 0.1, "step": 11339, "train_examples": 50000, "train_loss": 0.3136642800617218 }, { "epoch": 30, "feedback_tracking": { "max_feedback_forward_relative_error": 0.41827085614204407, "mean_feedback_forward_cosine": 0.960089601968464, "mean_feedback_forward_relative_error": 0.27891130666983754, "min_feedback_forward_cosine": 0.915353000164032 }, "lr": 0.1, "output_lr": 0.1, "step": 11730, "train_examples": 50000, "train_loss": 0.3164820732307434 }, { "epoch": 31, "feedback_tracking": { "max_feedback_forward_relative_error": 0.40173670649528503, "mean_feedback_forward_cosine": 0.963170842120522, "mean_feedback_forward_relative_error": 0.26793484585849864, "min_feedback_forward_cosine": 0.9218012690544128 }, "lr": 0.1, "output_lr": 0.1, "step": 12121, "train_examples": 50000, "train_loss": 0.30453836922645566 }, { "epoch": 32, "feedback_tracking": { "max_feedback_forward_relative_error": 0.38502153754234314, "mean_feedback_forward_cosine": 0.9659909794205114, "mean_feedback_forward_relative_error": 0.2573729816235994, "min_feedback_forward_cosine": 0.9281191229820251 }, "lr": 0.1, "output_lr": 0.1, "step": 12512, "train_examples": 50000, "train_loss": 0.29894664553642275 }, { "epoch": 33, "feedback_tracking": { "max_feedback_forward_relative_error": 0.36931300163269043, "mean_feedback_forward_cosine": 0.9685940428784019, "mean_feedback_forward_relative_error": 0.24731895366781637, "min_feedback_forward_cosine": 0.9338076114654541 }, "lr": 0.1, "output_lr": 0.1, "step": 12903, "train_examples": 50000, "train_loss": 0.29957063269615175 }, { "epoch": 34, "feedback_tracking": { "max_feedback_forward_relative_error": 0.3545270562171936, "mean_feedback_forward_cosine": 0.9709650968250475, "mean_feedback_forward_relative_error": 0.23778290772124341, "min_feedback_forward_cosine": 0.9388999938964844 }, "lr": 0.1, "output_lr": 0.1, "step": 13294, "train_examples": 50000, "train_loss": 0.28676708374023435 }, { "epoch": 35, "feedback_tracking": { "max_feedback_forward_relative_error": 0.3397584557533264, "mean_feedback_forward_cosine": 0.9731669300480893, "mean_feedback_forward_relative_error": 0.22850124616371958, "min_feedback_forward_cosine": 0.9438261985778809 }, "lr": 0.1, "output_lr": 0.1, "step": 13685, "train_examples": 50000, "train_loss": 0.2893641914558411 }, { "epoch": 36, "feedback_tracking": { "max_feedback_forward_relative_error": 0.32634857296943665, "mean_feedback_forward_cosine": 0.975176403397008, "mean_feedback_forward_relative_error": 0.21974362393743113, "min_feedback_forward_cosine": 0.9481179118156433 }, "lr": 0.1, "output_lr": 0.1, "step": 14076, "train_examples": 50000, "train_loss": 0.2815560569381714 }, { "epoch": 37, "feedback_tracking": { "max_feedback_forward_relative_error": 0.31317803263664246, "mean_feedback_forward_cosine": 0.9770319775531167, "mean_feedback_forward_relative_error": 0.21132852019448028, "min_feedback_forward_cosine": 0.9521644115447998 }, "lr": 0.1, "output_lr": 0.1, "step": 14467, "train_examples": 50000, "train_loss": 0.27776203176498415 }, { "epoch": 38, "feedback_tracking": { "max_feedback_forward_relative_error": 0.30006417632102966, "mean_feedback_forward_cosine": 0.9788156936043187, "mean_feedback_forward_relative_error": 0.2029386492151963, "min_feedback_forward_cosine": 0.9560489654541016 }, "lr": 0.1, "output_lr": 0.1, "step": 14858, "train_examples": 50000, "train_loss": 0.2797470482444763 }, { "epoch": 39, "feedback_tracking": { "max_feedback_forward_relative_error": 0.2883997857570648, "mean_feedback_forward_cosine": 0.9804035864378277, "mean_feedback_forward_relative_error": 0.1951562425023631, "min_feedback_forward_cosine": 0.959380030632019 }, "lr": 0.1, "output_lr": 0.1, "step": 15249, "train_examples": 50000, "train_loss": 0.270851840467453 }, { "epoch": 40, "feedback_tracking": { "max_feedback_forward_relative_error": 0.27658069133758545, "mean_feedback_forward_cosine": 0.9819350179873014, "mean_feedback_forward_relative_error": 0.18736776827197327, "min_feedback_forward_cosine": 0.9625852108001709 }, "lr": 0.1, "output_lr": 0.1, "step": 15640, "train_examples": 50000, "train_loss": 0.2707836451721191 }, { "epoch": 41, "feedback_tracking": { "max_feedback_forward_relative_error": 0.265087366104126, "mean_feedback_forward_cosine": 0.9833378980034276, "mean_feedback_forward_relative_error": 0.179935664722794, "min_feedback_forward_cosine": 0.9655967950820923 }, "lr": 0.1, "output_lr": 0.1, "step": 16031, "train_examples": 50000, "train_loss": 0.2751759523200989 }, { "epoch": 42, "feedback_tracking": { "max_feedback_forward_relative_error": 0.25412866473197937, "mean_feedback_forward_cosine": 0.9846446043566653, "mean_feedback_forward_relative_error": 0.17271635955885836, "min_feedback_forward_cosine": 0.9683431386947632 }, "lr": 0.1, "output_lr": 0.1, "step": 16422, "train_examples": 50000, "train_loss": 0.2680864411687851 }, { "epoch": 43, "feedback_tracking": { "max_feedback_forward_relative_error": 0.24418483674526215, "mean_feedback_forward_cosine": 0.9857830718943947, "mean_feedback_forward_relative_error": 0.16614990053992523, "min_feedback_forward_cosine": 0.9707401394844055 }, "lr": 0.1, "output_lr": 0.1, "step": 16813, "train_examples": 50000, "train_loss": 0.26244630385398865 }, { "epoch": 44, "feedback_tracking": { "max_feedback_forward_relative_error": 0.23399662971496582, "mean_feedback_forward_cosine": 0.9868629731630024, "mean_feedback_forward_relative_error": 0.15971490466280988, "min_feedback_forward_cosine": 0.9731128215789795 }, "lr": 0.1, "output_lr": 0.1, "step": 17204, "train_examples": 50000, "train_loss": 0.26145189335107805 }, { "epoch": 45, "feedback_tracking": { "max_feedback_forward_relative_error": 0.22435632348060608, "mean_feedback_forward_cosine": 0.9878626246201364, "mean_feedback_forward_relative_error": 0.15350551432684847, "min_feedback_forward_cosine": 0.9752629995346069 }, "lr": 0.1, "output_lr": 0.1, "step": 17595, "train_examples": 50000, "train_loss": 0.25927943958282473 }, { "epoch": 46, "feedback_tracking": { "max_feedback_forward_relative_error": 0.2154891937971115, "mean_feedback_forward_cosine": 0.9887609826891046, "mean_feedback_forward_relative_error": 0.1476938493157688, "min_feedback_forward_cosine": 0.9771661162376404 }, "lr": 0.1, "output_lr": 0.1, "step": 17986, "train_examples": 50000, "train_loss": 0.2541186200237274 }, { "epoch": 47, "feedback_tracking": { "max_feedback_forward_relative_error": 0.20674291253089905, "mean_feedback_forward_cosine": 0.9896312293253446, "mean_feedback_forward_relative_error": 0.14187976423847048, "min_feedback_forward_cosine": 0.9789839386940002 }, "lr": 0.1, "output_lr": 0.1, "step": 18377, "train_examples": 50000, "train_loss": 0.2508393686246872 }, { "epoch": 48, "feedback_tracking": { "max_feedback_forward_relative_error": 0.19846054911613464, "mean_feedback_forward_cosine": 0.990399275955401, "mean_feedback_forward_relative_error": 0.13646776699706128, "min_feedback_forward_cosine": 0.9806078672409058 }, "lr": 0.1, "output_lr": 0.1, "step": 18768, "train_examples": 50000, "train_loss": 0.2510678723812103 }, { "epoch": 49, "feedback_tracking": { "max_feedback_forward_relative_error": 0.19029174745082855, "mean_feedback_forward_cosine": 0.9911266910402399, "mean_feedback_forward_relative_error": 0.1311942199735265, "min_feedback_forward_cosine": 0.9821584224700928 }, "lr": 0.1, "output_lr": 0.1, "step": 19159, "train_examples": 50000, "train_loss": 0.24962311874389648 }, { "epoch": 50, "feedback_tracking": { "max_feedback_forward_relative_error": 0.18236908316612244, "mean_feedback_forward_cosine": 0.9918002643083271, "mean_feedback_forward_relative_error": 0.12609709309119926, "min_feedback_forward_cosine": 0.9835997819900513 }, "lr": 0.1, "output_lr": 0.1, "step": 19550, "train_examples": 50000, "train_loss": 0.2451121556663513 }, { "epoch": 51, "feedback_tracking": { "max_feedback_forward_relative_error": 0.1750110238790512, "mean_feedback_forward_cosine": 0.9924097312124152, "mean_feedback_forward_relative_error": 0.1213228457460278, "min_feedback_forward_cosine": 0.9848860502243042 }, "lr": 0.1, "output_lr": 0.1, "step": 19941, "train_examples": 50000, "train_loss": 0.24124271689414978 }, { "epoch": 52, "feedback_tracking": { "max_feedback_forward_relative_error": 0.1679934561252594, "mean_feedback_forward_cosine": 0.992973484491047, "mean_feedback_forward_relative_error": 0.11671906043040126, "min_feedback_forward_cosine": 0.9860671758651733 }, "lr": 0.1, "output_lr": 0.1, "step": 20332, "train_examples": 50000, "train_loss": 0.2436721534538269 }, { "epoch": 53, "feedback_tracking": { "max_feedback_forward_relative_error": 0.16107222437858582, "mean_feedback_forward_cosine": 0.9935088973296317, "mean_feedback_forward_relative_error": 0.11218417651559177, "min_feedback_forward_cosine": 0.9871819019317627 }, "lr": 0.1, "output_lr": 0.1, "step": 20723, "train_examples": 50000, "train_loss": 0.24679876781463622 }, { "epoch": 54, "feedback_tracking": { "max_feedback_forward_relative_error": 0.1547631323337555, "mean_feedback_forward_cosine": 0.9939876543848138, "mean_feedback_forward_relative_error": 0.10794075088281381, "min_feedback_forward_cosine": 0.9881608486175537 }, "lr": 0.1, "output_lr": 0.1, "step": 21114, "train_examples": 50000, "train_loss": 0.2385181399536133 }, { "epoch": 55, "feedback_tracking": { "max_feedback_forward_relative_error": 0.14851979911327362, "mean_feedback_forward_cosine": 0.9944537062393991, "mean_feedback_forward_relative_error": 0.10368357128218601, "min_feedback_forward_cosine": 0.9890934228897095 }, "lr": 0.1, "output_lr": 0.1, "step": 21505, "train_examples": 50000, "train_loss": 0.24382776163101197 }, { "epoch": 56, "feedback_tracking": { "max_feedback_forward_relative_error": 0.14255520701408386, "mean_feedback_forward_cosine": 0.994874329943406, "mean_feedback_forward_relative_error": 0.09966899434986867, "min_feedback_forward_cosine": 0.9899448752403259 }, "lr": 0.1, "output_lr": 0.1, "step": 21896, "train_examples": 50000, "train_loss": 0.23560380182266236 }, { "epoch": 57, "feedback_tracking": { "max_feedback_forward_relative_error": 0.13663329184055328, "mean_feedback_forward_cosine": 0.9952741547634727, "mean_feedback_forward_relative_error": 0.09569971930039556, "min_feedback_forward_cosine": 0.9907571077346802 }, "lr": 0.1, "output_lr": 0.1, "step": 22287, "train_examples": 50000, "train_loss": 0.23805610733032226 }, { "epoch": 58, "feedback_tracking": { "max_feedback_forward_relative_error": 0.13108128309249878, "mean_feedback_forward_cosine": 0.9956361620049727, "mean_feedback_forward_relative_error": 0.09196121990680695, "min_feedback_forward_cosine": 0.9914897680282593 }, "lr": 0.1, "output_lr": 0.1, "step": 22678, "train_examples": 50000, "train_loss": 0.2356652353286743 }, { "epoch": 59, "feedback_tracking": { "max_feedback_forward_relative_error": 0.12578646838665009, "mean_feedback_forward_cosine": 0.9959604489175897, "mean_feedback_forward_relative_error": 0.08847149912463992, "min_feedback_forward_cosine": 0.9921623468399048 }, "lr": 0.1, "output_lr": 0.1, "step": 23069, "train_examples": 50000, "train_loss": 0.23241991509914398 }, { "epoch": 60, "feedback_tracking": { "max_feedback_forward_relative_error": 0.12085700780153275, "mean_feedback_forward_cosine": 0.9962478217325712, "mean_feedback_forward_relative_error": 0.0852508527275763, "min_feedback_forward_cosine": 0.9927586913108826 }, "lr": 0.1, "output_lr": 0.1, "step": 23460, "train_examples": 50000, "train_loss": 0.23017726940155028 }, { "epoch": 61, "feedback_tracking": { "max_feedback_forward_relative_error": 0.11604860424995422, "mean_feedback_forward_cosine": 0.9965282960941917, "mean_feedback_forward_relative_error": 0.08199545074450343, "min_feedback_forward_cosine": 0.9933216571807861 }, "lr": 0.1, "output_lr": 0.1, "step": 23851, "train_examples": 50000, "train_loss": 0.2279142566394806 }, { "epoch": 62, "feedback_tracking": { "max_feedback_forward_relative_error": 0.11142109334468842, "mean_feedback_forward_cosine": 0.9967884295865109, "mean_feedback_forward_relative_error": 0.07886457835373126, "min_feedback_forward_cosine": 0.9938427209854126 }, "lr": 0.1, "output_lr": 0.1, "step": 24242, "train_examples": 50000, "train_loss": 0.22619809977531433 }, { "epoch": 63, "feedback_tracking": { "max_feedback_forward_relative_error": 0.10686975717544556, "mean_feedback_forward_cosine": 0.9970326831466273, "mean_feedback_forward_relative_error": 0.07581320601074319, "min_feedback_forward_cosine": 0.9943329691886902 }, "lr": 0.1, "output_lr": 0.1, "step": 24633, "train_examples": 50000, "train_loss": 0.22850586309432983 }, { "epoch": 64, "feedback_tracking": { "max_feedback_forward_relative_error": 0.10264051705598831, "mean_feedback_forward_cosine": 0.9972573895203439, "mean_feedback_forward_relative_error": 0.07289840908426988, "min_feedback_forward_cosine": 0.9947707653045654 }, "lr": 0.1, "output_lr": 0.1, "step": 25024, "train_examples": 50000, "train_loss": 0.22459484602928162 }, { "epoch": 65, "feedback_tracking": { "max_feedback_forward_relative_error": 0.09847520291805267, "mean_feedback_forward_cosine": 0.997464961127231, "mean_feedback_forward_relative_error": 0.07008228382389796, "min_feedback_forward_cosine": 0.995185375213623 }, "lr": 0.1, "output_lr": 0.1, "step": 25415, "train_examples": 50000, "train_loss": 0.2218525476360321 }, { "epoch": 66, "feedback_tracking": { "max_feedback_forward_relative_error": 0.09460356831550598, "mean_feedback_forward_cosine": 0.997650212363193, "mean_feedback_forward_relative_error": 0.06746487407700012, "min_feedback_forward_cosine": 0.9955543875694275 }, "lr": 0.1, "output_lr": 0.1, "step": 25806, "train_examples": 50000, "train_loss": 0.221656060962677 }, { "epoch": 67, "feedback_tracking": { "max_feedback_forward_relative_error": 0.0907011330127716, "mean_feedback_forward_cosine": 0.9978318496754295, "mean_feedback_forward_relative_error": 0.06480307298663415, "min_feedback_forward_cosine": 0.9959129095077515 }, "lr": 0.1, "output_lr": 0.1, "step": 26197, "train_examples": 50000, "train_loss": 0.2231084961462021 }, { "epoch": 68, "feedback_tracking": { "max_feedback_forward_relative_error": 0.08713283389806747, "mean_feedback_forward_cosine": 0.997995022096132, "mean_feedback_forward_relative_error": 0.062316504356108214, "min_feedback_forward_cosine": 0.9962259531021118 }, "lr": 0.1, "output_lr": 0.1, "step": 26588, "train_examples": 50000, "train_loss": 0.22055475136756897 }, { "epoch": 69, "feedback_tracking": { "max_feedback_forward_relative_error": 0.08364100754261017, "mean_feedback_forward_cosine": 0.9981481432914734, "mean_feedback_forward_relative_error": 0.05989345251337478, "min_feedback_forward_cosine": 0.9965221285820007 }, "lr": 0.1, "output_lr": 0.1, "step": 26979, "train_examples": 50000, "train_loss": 0.21850419645786284 }, { "epoch": 70, "feedback_tracking": { "max_feedback_forward_relative_error": 0.080176942050457, "mean_feedback_forward_cosine": 0.9982891521955791, "mean_feedback_forward_relative_error": 0.057557923817320875, "min_feedback_forward_cosine": 0.9968026876449585 }, "lr": 0.1, "output_lr": 0.1, "step": 27370, "train_examples": 50000, "train_loss": 0.22419196217536927 }, { "epoch": 71, "feedback_tracking": { "max_feedback_forward_relative_error": 0.07705311477184296, "mean_feedback_forward_cosine": 0.9984161069518641, "mean_feedback_forward_relative_error": 0.055389606540924625, "min_feedback_forward_cosine": 0.9970472455024719 }, "lr": 0.1, "output_lr": 0.1, "step": 27761, "train_examples": 50000, "train_loss": 0.21988929317474365 }, { "epoch": 72, "feedback_tracking": { "max_feedback_forward_relative_error": 0.07398562878370285, "mean_feedback_forward_cosine": 0.9985364801005313, "mean_feedback_forward_relative_error": 0.0532407456714856, "min_feedback_forward_cosine": 0.9972772002220154 }, "lr": 0.1, "output_lr": 0.1, "step": 28152, "train_examples": 50000, "train_loss": 0.21685568919181825 }, { "epoch": 73, "feedback_tracking": { "max_feedback_forward_relative_error": 0.07109541445970535, "mean_feedback_forward_cosine": 0.9986450138844942, "mean_feedback_forward_relative_error": 0.05122427073748488, "min_feedback_forward_cosine": 0.9974852800369263 }, "lr": 0.1, "output_lr": 0.1, "step": 28543, "train_examples": 50000, "train_loss": 0.21576430081367493 }, { "epoch": 74, "feedback_tracking": { "max_feedback_forward_relative_error": 0.06826361268758774, "mean_feedback_forward_cosine": 0.9987454979043258, "mean_feedback_forward_relative_error": 0.04928921859123205, "min_feedback_forward_cosine": 0.9976809024810791 }, "lr": 0.1, "output_lr": 0.1, "step": 28934, "train_examples": 50000, "train_loss": 0.21800933145046233 }, { "epoch": 75, "feedback_tracking": { "max_feedback_forward_relative_error": 0.06553558260202408, "mean_feedback_forward_cosine": 0.9988394881549635, "mean_feedback_forward_relative_error": 0.04740385789620249, "min_feedback_forward_cosine": 0.9978623986244202 }, "lr": 0.1, "output_lr": 0.1, "step": 29325, "train_examples": 50000, "train_loss": 0.2126266315174103 }, { "epoch": 76, "feedback_tracking": { "max_feedback_forward_relative_error": 0.06292152404785156, "mean_feedback_forward_cosine": 0.9989262568323236, "mean_feedback_forward_relative_error": 0.04560201899393609, "min_feedback_forward_cosine": 0.9980289936065674 }, "lr": 0.1, "output_lr": 0.1, "step": 29716, "train_examples": 50000, "train_loss": 0.21306990696907044 }, { "epoch": 77, "feedback_tracking": { "max_feedback_forward_relative_error": 0.060485124588012695, "mean_feedback_forward_cosine": 0.999006167838448, "mean_feedback_forward_relative_error": 0.04386914844967817, "min_feedback_forward_cosine": 0.9981784820556641 }, "lr": 0.1, "output_lr": 0.1, "step": 30107, "train_examples": 50000, "train_loss": 0.2119411366558075 }, { "epoch": 78, "feedback_tracking": { "max_feedback_forward_relative_error": 0.05806891247630119, "mean_feedback_forward_cosine": 0.9990817998584948, "mean_feedback_forward_relative_error": 0.042162092010441576, "min_feedback_forward_cosine": 0.9983206391334534 }, "lr": 0.1, "output_lr": 0.1, "step": 30498, "train_examples": 50000, "train_loss": 0.2130824304008484 }, { "epoch": 79, "feedback_tracking": { "max_feedback_forward_relative_error": 0.05569453909993172, "mean_feedback_forward_cosine": 0.9991535387541118, "mean_feedback_forward_relative_error": 0.040483501298647175, "min_feedback_forward_cosine": 0.9984550476074219 }, "lr": 0.1, "output_lr": 0.1, "step": 30889, "train_examples": 50000, "train_loss": 0.21174772569656372 }, { "epoch": 80, "feedback_tracking": { "max_feedback_forward_relative_error": 0.05345839634537697, "mean_feedback_forward_cosine": 0.99921757296512, "mean_feedback_forward_relative_error": 0.038921269343087546, "min_feedback_forward_cosine": 0.9985762238502502 }, "lr": 0.1, "output_lr": 0.1, "step": 31280, "train_examples": 50000, "train_loss": 0.21362232236862183 }, { "epoch": 81, "feedback_tracking": { "max_feedback_forward_relative_error": 0.05138672888278961, "mean_feedback_forward_cosine": 0.9992752200678775, "mean_feedback_forward_relative_error": 0.03746017117641474, "min_feedback_forward_cosine": 0.9986842274665833 }, "lr": 0.1, "output_lr": 0.1, "step": 31671, "train_examples": 50000, "train_loss": 0.2059653507041931 }, { "epoch": 82, "feedback_tracking": { "max_feedback_forward_relative_error": 0.04933715984225273, "mean_feedback_forward_cosine": 0.9993301943728798, "mean_feedback_forward_relative_error": 0.03601319264424475, "min_feedback_forward_cosine": 0.9987869262695312 }, "lr": 0.1, "output_lr": 0.1, "step": 32062, "train_examples": 50000, "train_loss": 0.20739755942344665 }, { "epoch": 83, "feedback_tracking": { "max_feedback_forward_relative_error": 0.04744468629360199, "mean_feedback_forward_cosine": 0.9993793776160792, "mean_feedback_forward_relative_error": 0.0346666251456267, "min_feedback_forward_cosine": 0.9988775253295898 }, "lr": 0.1, "output_lr": 0.1, "step": 32453, "train_examples": 50000, "train_loss": 0.20578169294357299 }, { "epoch": 84, "feedback_tracking": { "max_feedback_forward_relative_error": 0.0454692542552948, "mean_feedback_forward_cosine": 0.9994265280271831, "mean_feedback_forward_relative_error": 0.03332244825402373, "min_feedback_forward_cosine": 0.9989690184593201 }, "lr": 0.1, "output_lr": 0.1, "step": 32844, "train_examples": 50000, "train_loss": 0.21051717368125916 }, { "epoch": 85, "feedback_tracking": { "max_feedback_forward_relative_error": 0.0437321811914444, "mean_feedback_forward_cosine": 0.9994687751719826, "mean_feedback_forward_relative_error": 0.032071445578415146, "min_feedback_forward_cosine": 0.9990459680557251 }, "lr": 0.1, "output_lr": 0.1, "step": 33235, "train_examples": 50000, "train_loss": 0.20646495123386382 }, { "epoch": 86, "feedback_tracking": { "max_feedback_forward_relative_error": 0.0419686958193779, "mean_feedback_forward_cosine": 0.9995098427722329, "mean_feedback_forward_relative_error": 0.030809350703891954, "min_feedback_forward_cosine": 0.9991215467453003 }, "lr": 0.1, "output_lr": 0.1, "step": 33626, "train_examples": 50000, "train_loss": 0.2108780198287964 }, { "epoch": 87, "feedback_tracking": { "max_feedback_forward_relative_error": 0.040337637066841125, "mean_feedback_forward_cosine": 0.9995463333631817, "mean_feedback_forward_relative_error": 0.02964061714316669, "min_feedback_forward_cosine": 0.9991884231567383 }, "lr": 0.1, "output_lr": 0.1, "step": 34017, "train_examples": 50000, "train_loss": 0.20576658058166503 }, { "epoch": 88, "feedback_tracking": { "max_feedback_forward_relative_error": 0.0387629009783268, "mean_feedback_forward_cosine": 0.999580044495432, "mean_feedback_forward_relative_error": 0.02851661221173249, "min_feedback_forward_cosine": 0.9992505311965942 }, "lr": 0.1, "output_lr": 0.1, "step": 34408, "train_examples": 50000, "train_loss": 0.20313345026493074 }, { "epoch": 89, "feedback_tracking": { "max_feedback_forward_relative_error": 0.03718485310673714, "mean_feedback_forward_cosine": 0.9996134136852465, "mean_feedback_forward_relative_error": 0.027364295417148816, "min_feedback_forward_cosine": 0.9993102550506592 }, "lr": 0.1, "output_lr": 0.1, "step": 34799, "train_examples": 50000, "train_loss": 0.207878734331131 }, { "epoch": 90, "feedback_tracking": { "max_feedback_forward_relative_error": 0.03570469468832016, "mean_feedback_forward_cosine": 0.999642412913473, "mean_feedback_forward_relative_error": 0.026313925259991697, "min_feedback_forward_cosine": 0.9993640780448914 }, "lr": 0.1, "output_lr": 0.1, "step": 35190, "train_examples": 50000, "train_loss": 0.20488694869041443 }, { "epoch": 91, "feedback_tracking": { "max_feedback_forward_relative_error": 0.034284189343452454, "mean_feedback_forward_cosine": 0.9996700977024279, "mean_feedback_forward_relative_error": 0.02527490321938929, "min_feedback_forward_cosine": 0.9994134902954102 }, "lr": 0.1, "output_lr": 0.1, "step": 35581, "train_examples": 50000, "train_loss": 0.2048532602787018 }, { "epoch": 92, "feedback_tracking": { "max_feedback_forward_relative_error": 0.03291381523013115, "mean_feedback_forward_cosine": 0.9996955394744873, "mean_feedback_forward_relative_error": 0.024282213153415604, "min_feedback_forward_cosine": 0.9994593262672424 }, "lr": 0.1, "output_lr": 0.1, "step": 35972, "train_examples": 50000, "train_loss": 0.20214042823314668 }, { "epoch": 93, "feedback_tracking": { "max_feedback_forward_relative_error": 0.031641434878110886, "mean_feedback_forward_cosine": 0.9997181735540691, "mean_feedback_forward_relative_error": 0.023359945338023335, "min_feedback_forward_cosine": 0.9995002150535583 }, "lr": 0.1, "output_lr": 0.1, "step": 36363, "train_examples": 50000, "train_loss": 0.20128610049247742 }, { "epoch": 94, "feedback_tracking": { "max_feedback_forward_relative_error": 0.030388284474611282, "mean_feedback_forward_cosine": 0.9997399794427972, "mean_feedback_forward_relative_error": 0.022440489675653607, "min_feedback_forward_cosine": 0.9995390176773071 }, "lr": 0.1, "output_lr": 0.1, "step": 36754, "train_examples": 50000, "train_loss": 0.20291523026943206 }, { "epoch": 95, "feedback_tracking": { "max_feedback_forward_relative_error": 0.029230855405330658, "mean_feedback_forward_cosine": 0.9997591533158955, "mean_feedback_forward_relative_error": 0.021596452466359262, "min_feedback_forward_cosine": 0.9995734691619873 }, "lr": 0.1, "output_lr": 0.1, "step": 37145, "train_examples": 50000, "train_loss": 0.20021228905200958 }, { "epoch": 96, "feedback_tracking": { "max_feedback_forward_relative_error": 0.028075579553842545, "mean_feedback_forward_cosine": 0.9997772103861758, "mean_feedback_forward_relative_error": 0.02077175294490237, "min_feedback_forward_cosine": 0.9996064901351929 }, "lr": 0.1, "output_lr": 0.1, "step": 37536, "train_examples": 50000, "train_loss": 0.20054742718696594 }, { "epoch": 97, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02693236991763115, "mean_feedback_forward_cosine": 0.9997943326046592, "mean_feedback_forward_relative_error": 0.019957708832072586, "min_feedback_forward_cosine": 0.9996378421783447 }, "lr": 0.1, "output_lr": 0.1, "step": 37927, "train_examples": 50000, "train_loss": 0.20103565855979919 }, { "epoch": 98, "feedback_tracking": { "max_feedback_forward_relative_error": 0.025899013504385948, "mean_feedback_forward_cosine": 0.9998096384500202, "mean_feedback_forward_relative_error": 0.01920037510755815, "min_feedback_forward_cosine": 0.9996651411056519 }, "lr": 0.1, "output_lr": 0.1, "step": 38318, "train_examples": 50000, "train_loss": 0.2001511568880081 }, { "epoch": 99, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02488711290061474, "mean_feedback_forward_cosine": 0.9998238494521693, "mean_feedback_forward_relative_error": 0.018469309140192836, "min_feedback_forward_cosine": 0.9996907711029053 }, "lr": 0.1, "output_lr": 0.1, "step": 38709, "train_examples": 50000, "train_loss": 0.19720856919288635 }, { "epoch": 100, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023899318650364876, "mean_feedback_forward_cosine": 0.999836874635596, "mean_feedback_forward_relative_error": 0.017773398957950503, "min_feedback_forward_cosine": 0.9997147917747498 }, "lr": 0.1, "output_lr": 0.1, "step": 39100, "train_examples": 50000, "train_loss": 0.19735110092163086 }, { "epoch": 101, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02389109693467617, "mean_feedback_forward_cosine": 0.9998370252157512, "mean_feedback_forward_relative_error": 0.017763798174105193, "min_feedback_forward_cosine": 0.9997150301933289 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 39491, "train_examples": 50000, "train_loss": 0.12442319479942322 }, { "epoch": 102, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023886116221547127, "mean_feedback_forward_cosine": 0.9998371005058289, "mean_feedback_forward_relative_error": 0.01775621257624344, "min_feedback_forward_cosine": 0.9997150897979736 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 39882, "train_examples": 50000, "train_loss": 0.09954114828824998 }, { "epoch": 103, "feedback_tracking": { "max_feedback_forward_relative_error": 0.0238815750926733, "mean_feedback_forward_cosine": 0.9998371852071661, "mean_feedback_forward_relative_error": 0.01774907479748914, "min_feedback_forward_cosine": 0.9997152090072632 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 40273, "train_examples": 50000, "train_loss": 0.0886064899790287 }, { "epoch": 104, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023877078667283058, "mean_feedback_forward_cosine": 0.9998372542230707, "mean_feedback_forward_relative_error": 0.017742220018255084, "min_feedback_forward_cosine": 0.999715268611908 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 40664, "train_examples": 50000, "train_loss": 0.08099984602868557 }, { "epoch": 105, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02387254498898983, "mean_feedback_forward_cosine": 0.9998373702952736, "mean_feedback_forward_relative_error": 0.01773549564868996, "min_feedback_forward_cosine": 0.9997154474258423 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 41055, "train_examples": 50000, "train_loss": 0.07796452830791474 }, { "epoch": 106, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023867983371019363, "mean_feedback_forward_cosine": 0.9998374267628318, "mean_feedback_forward_relative_error": 0.01772869549887745, "min_feedback_forward_cosine": 0.9997155666351318 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 41446, "train_examples": 50000, "train_loss": 0.07303242535114288 }, { "epoch": 107, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023863336071372032, "mean_feedback_forward_cosine": 0.9998375522462946, "mean_feedback_forward_relative_error": 0.0177221491834835, "min_feedback_forward_cosine": 0.9997156858444214 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 41837, "train_examples": 50000, "train_loss": 0.0711615925681591 }, { "epoch": 108, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023858843371272087, "mean_feedback_forward_cosine": 0.9998375836171602, "mean_feedback_forward_relative_error": 0.017715743301730407, "min_feedback_forward_cosine": 0.9997157454490662 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 42228, "train_examples": 50000, "train_loss": 0.0673111107134819 }, { "epoch": 109, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023854201659560204, "mean_feedback_forward_cosine": 0.9998377059635363, "mean_feedback_forward_relative_error": 0.01770933933163944, "min_feedback_forward_cosine": 0.9997158646583557 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 42619, "train_examples": 50000, "train_loss": 0.06551601542472839 }, { "epoch": 110, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02384946681559086, "mean_feedback_forward_cosine": 0.999837759294008, "mean_feedback_forward_relative_error": 0.01770310493578252, "min_feedback_forward_cosine": 0.9997159838676453 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 43010, "train_examples": 50000, "train_loss": 0.06257788936972618 }, { "epoch": 111, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023844989016652107, "mean_feedback_forward_cosine": 0.9998378690920378, "mean_feedback_forward_relative_error": 0.017696918454021215, "min_feedback_forward_cosine": 0.9997161626815796 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 43401, "train_examples": 50000, "train_loss": 0.058294875597953794 }, { "epoch": 112, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02384048141539097, "mean_feedback_forward_cosine": 0.9998379443821154, "mean_feedback_forward_relative_error": 0.017690715821165787, "min_feedback_forward_cosine": 0.9997161626815796 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 43792, "train_examples": 50000, "train_loss": 0.05692799431443214 }, { "epoch": 113, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02383587695658207, "mean_feedback_forward_cosine": 0.9998380071238467, "mean_feedback_forward_relative_error": 0.01768442557046288, "min_feedback_forward_cosine": 0.9997162818908691 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 44183, "train_examples": 50000, "train_loss": 0.055019658786058426 }, { "epoch": 114, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023831013590097427, "mean_feedback_forward_cosine": 0.9998381294702229, "mean_feedback_forward_relative_error": 0.01767808301864486, "min_feedback_forward_cosine": 0.9997164607048035 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 44574, "train_examples": 50000, "train_loss": 0.05449852827012539 }, { "epoch": 115, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02382613904774189, "mean_feedback_forward_cosine": 0.9998382110344736, "mean_feedback_forward_relative_error": 0.017671735491603613, "min_feedback_forward_cosine": 0.9997165203094482 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 44965, "train_examples": 50000, "train_loss": 0.051638311725854875 }, { "epoch": 116, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02382132038474083, "mean_feedback_forward_cosine": 0.999838295735811, "mean_feedback_forward_relative_error": 0.01766541619834147, "min_feedback_forward_cosine": 0.9997166395187378 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 45356, "train_examples": 50000, "train_loss": 0.05075180400133133 }, { "epoch": 117, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023816458880901337, "mean_feedback_forward_cosine": 0.9998383710258886, "mean_feedback_forward_relative_error": 0.017659144108428768, "min_feedback_forward_cosine": 0.9997167587280273 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 45747, "train_examples": 50000, "train_loss": 0.04860522404909134 }, { "epoch": 118, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02381158247590065, "mean_feedback_forward_cosine": 0.9998384933722647, "mean_feedback_forward_relative_error": 0.01765274339796681, "min_feedback_forward_cosine": 0.9997168779373169 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 46138, "train_examples": 50000, "train_loss": 0.047121148210167885 }, { "epoch": 119, "feedback_tracking": { "max_feedback_forward_relative_error": 0.0238068625330925, "mean_feedback_forward_cosine": 0.9998385592510826, "mean_feedback_forward_relative_error": 0.017646590468326683, "min_feedback_forward_cosine": 0.9997169375419617 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 46529, "train_examples": 50000, "train_loss": 0.04480014027833939 }, { "epoch": 120, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023801730945706367, "mean_feedback_forward_cosine": 0.9998386376782468, "mean_feedback_forward_relative_error": 0.01764031075627396, "min_feedback_forward_cosine": 0.9997172355651855 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 46920, "train_examples": 50000, "train_loss": 0.04622192790746689 }, { "epoch": 121, "feedback_tracking": { "max_feedback_forward_relative_error": 0.0237965639680624, "mean_feedback_forward_cosine": 0.9998387443391901, "mean_feedback_forward_relative_error": 0.01763393043687469, "min_feedback_forward_cosine": 0.9997172355651855 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 47311, "train_examples": 50000, "train_loss": 0.044027461415529254 }, { "epoch": 122, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023791490122675896, "mean_feedback_forward_cosine": 0.9998388259034408, "mean_feedback_forward_relative_error": 0.017627560754159565, "min_feedback_forward_cosine": 0.9997173547744751 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 47702, "train_examples": 50000, "train_loss": 0.042354498464465144 }, { "epoch": 123, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023786408826708794, "mean_feedback_forward_cosine": 0.9998389262902109, "mean_feedback_forward_relative_error": 0.01762126636152205, "min_feedback_forward_cosine": 0.9997175335884094 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 48093, "train_examples": 50000, "train_loss": 0.04295653098106384 }, { "epoch": 124, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023781437426805496, "mean_feedback_forward_cosine": 0.9998390392253274, "mean_feedback_forward_relative_error": 0.0176150009379183, "min_feedback_forward_cosine": 0.999717652797699 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 48484, "train_examples": 50000, "train_loss": 0.04079782772898674 }, { "epoch": 125, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023776011541485786, "mean_feedback_forward_cosine": 0.9998391552975303, "mean_feedback_forward_relative_error": 0.017608390900453453, "min_feedback_forward_cosine": 0.9997177124023438 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 48875, "train_examples": 50000, "train_loss": 0.04124207681894303 }, { "epoch": 126, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023770619183778763, "mean_feedback_forward_cosine": 0.9998392054909154, "mean_feedback_forward_relative_error": 0.017601775838748404, "min_feedback_forward_cosine": 0.9997177124023438 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 49266, "train_examples": 50000, "train_loss": 0.03900240250706673 }, { "epoch": 127, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023765409365296364, "mean_feedback_forward_cosine": 0.999839324700205, "mean_feedback_forward_relative_error": 0.017595374638116675, "min_feedback_forward_cosine": 0.9997180700302124 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 49657, "train_examples": 50000, "train_loss": 0.037209171330928804 }, { "epoch": 128, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023760031908750534, "mean_feedback_forward_cosine": 0.9998394344982348, "mean_feedback_forward_relative_error": 0.01758885564968774, "min_feedback_forward_cosine": 0.9997181296348572 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 50048, "train_examples": 50000, "train_loss": 0.036044797257184985 }, { "epoch": 129, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023754576221108437, "mean_feedback_forward_cosine": 0.9998394846916199, "mean_feedback_forward_relative_error": 0.017582232696249298, "min_feedback_forward_cosine": 0.999718189239502 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 50439, "train_examples": 50000, "train_loss": 0.036427210804224015 }, { "epoch": 130, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023748576641082764, "mean_feedback_forward_cosine": 0.9998396258605154, "mean_feedback_forward_relative_error": 0.017575340933705632, "min_feedback_forward_cosine": 0.999718427658081 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 50830, "train_examples": 50000, "train_loss": 0.03773718276321888 }, { "epoch": 131, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023743055760860443, "mean_feedback_forward_cosine": 0.9998397105618527, "mean_feedback_forward_relative_error": 0.017568696829441347, "min_feedback_forward_cosine": 0.999718427658081 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 51221, "train_examples": 50000, "train_loss": 0.035393076547384265 }, { "epoch": 132, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023737845942378044, "mean_feedback_forward_cosine": 0.9998397827148438, "mean_feedback_forward_relative_error": 0.017562087086078367, "min_feedback_forward_cosine": 0.9997186660766602 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 51612, "train_examples": 50000, "train_loss": 0.033653816018104556 }, { "epoch": 133, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02373233065009117, "mean_feedback_forward_cosine": 0.9998399207466527, "mean_feedback_forward_relative_error": 0.017555307547904943, "min_feedback_forward_cosine": 0.9997189044952393 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 52003, "train_examples": 50000, "train_loss": 0.032840322127342225 }, { "epoch": 134, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023726176470518112, "mean_feedback_forward_cosine": 0.9998400399559423, "mean_feedback_forward_relative_error": 0.01754812222268236, "min_feedback_forward_cosine": 0.9997189044952393 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 52394, "train_examples": 50000, "train_loss": 0.035277710797786715 }, { "epoch": 135, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023720096796751022, "mean_feedback_forward_cosine": 0.999840143479799, "mean_feedback_forward_relative_error": 0.017540947460618458, "min_feedback_forward_cosine": 0.9997191429138184 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 52785, "train_examples": 50000, "train_loss": 0.03393282965540886 }, { "epoch": 136, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023713892325758934, "mean_feedback_forward_cosine": 0.9998402721003482, "mean_feedback_forward_relative_error": 0.017533725372662668, "min_feedback_forward_cosine": 0.9997192621231079 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 53176, "train_examples": 50000, "train_loss": 0.033962389070987704 }, { "epoch": 137, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02370789274573326, "mean_feedback_forward_cosine": 0.9998403787612915, "mean_feedback_forward_relative_error": 0.01752667798121509, "min_feedback_forward_cosine": 0.9997193813323975 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 53567, "train_examples": 50000, "train_loss": 0.03192068582713604 }, { "epoch": 138, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023701651021838188, "mean_feedback_forward_cosine": 0.999840469736802, "mean_feedback_forward_relative_error": 0.01751929930852432, "min_feedback_forward_cosine": 0.9997196197509766 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 53958, "train_examples": 50000, "train_loss": 0.032145514241456986 }, { "epoch": 139, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023695718497037888, "mean_feedback_forward_cosine": 0.9998405889460915, "mean_feedback_forward_relative_error": 0.0175121195467287, "min_feedback_forward_cosine": 0.9997196793556213 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 54349, "train_examples": 50000, "train_loss": 0.03121916231572628 }, { "epoch": 140, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02369002439081669, "mean_feedback_forward_cosine": 0.9998406956070348, "mean_feedback_forward_relative_error": 0.017505143131864697, "min_feedback_forward_cosine": 0.9997197389602661 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 54740, "train_examples": 50000, "train_loss": 0.029504041374325753 }, { "epoch": 141, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023683952167630196, "mean_feedback_forward_cosine": 0.9998408399130169, "mean_feedback_forward_relative_error": 0.017497966139528313, "min_feedback_forward_cosine": 0.99972003698349 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 55131, "train_examples": 50000, "train_loss": 0.02961511559844017 }, { "epoch": 142, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023677857592701912, "mean_feedback_forward_cosine": 0.9998409465739602, "mean_feedback_forward_relative_error": 0.017490761648667485, "min_feedback_forward_cosine": 0.9997200965881348 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 55522, "train_examples": 50000, "train_loss": 0.029603759601712226 }, { "epoch": 143, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023671388626098633, "mean_feedback_forward_cosine": 0.9998410563719901, "mean_feedback_forward_relative_error": 0.017483263840212634, "min_feedback_forward_cosine": 0.9997202754020691 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 55913, "train_examples": 50000, "train_loss": 0.029325441351532935 }, { "epoch": 144, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023665640503168106, "mean_feedback_forward_cosine": 0.9998411849925393, "mean_feedback_forward_relative_error": 0.01747635232382699, "min_feedback_forward_cosine": 0.9997204542160034 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 56304, "train_examples": 50000, "train_loss": 0.027311097153425216 }, { "epoch": 145, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023659126833081245, "mean_feedback_forward_cosine": 0.999841288516396, "mean_feedback_forward_relative_error": 0.017468886596983986, "min_feedback_forward_cosine": 0.9997206926345825 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 56695, "train_examples": 50000, "train_loss": 0.028823337376117707 }, { "epoch": 146, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023652082309126854, "mean_feedback_forward_cosine": 0.9998414234111184, "mean_feedback_forward_relative_error": 0.01746097143347326, "min_feedback_forward_cosine": 0.9997207522392273 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 57086, "train_examples": 50000, "train_loss": 0.028660762969851494 }, { "epoch": 147, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023645399138331413, "mean_feedback_forward_cosine": 0.9998415300720617, "mean_feedback_forward_relative_error": 0.01745332255469341, "min_feedback_forward_cosine": 0.9997209906578064 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 57477, "train_examples": 50000, "train_loss": 0.027866083926558493 }, { "epoch": 148, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02363891899585724, "mean_feedback_forward_cosine": 0.9998416681038705, "mean_feedback_forward_relative_error": 0.017445795238018036, "min_feedback_forward_cosine": 0.9997209310531616 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 57868, "train_examples": 50000, "train_loss": 0.027290484753251076 }, { "epoch": 149, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023632267490029335, "mean_feedback_forward_cosine": 0.9998417841760736, "mean_feedback_forward_relative_error": 0.017438053202472235, "min_feedback_forward_cosine": 0.9997212290763855 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 58259, "train_examples": 50000, "train_loss": 0.025752054628431796 }, { "epoch": 150, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362574264407158, "mean_feedback_forward_cosine": 0.9998419033853632, "mean_feedback_forward_relative_error": 0.01743022894094649, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 58650, "train_examples": 50000, "train_loss": 0.025914649894833566 }, { "epoch": 151, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362567000091076, "mean_feedback_forward_cosine": 0.9998418876999303, "mean_feedback_forward_relative_error": 0.017430036598326343, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 59041, "train_examples": 50000, "train_loss": 0.023274573529958726 }, { "epoch": 152, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362561784684658, "mean_feedback_forward_cosine": 0.9998419096595362, "mean_feedback_forward_relative_error": 0.017429864328158528, "min_feedback_forward_cosine": 0.9997212290763855 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 59432, "train_examples": 50000, "train_loss": 0.021617045214772226 }, { "epoch": 153, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023625561967492104, "mean_feedback_forward_cosine": 0.9998418908370169, "mean_feedback_forward_relative_error": 0.017429695146060305, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 59823, "train_examples": 50000, "train_loss": 0.021565087901949883 }, { "epoch": 154, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023625506088137627, "mean_feedback_forward_cosine": 0.9998419127966228, "mean_feedback_forward_relative_error": 0.017429523537621686, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 60214, "train_examples": 50000, "train_loss": 0.021052006413936616 }, { "epoch": 155, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023625463247299194, "mean_feedback_forward_cosine": 0.9998419222078825, "mean_feedback_forward_relative_error": 0.01742935232131889, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 60605, "train_examples": 50000, "train_loss": 0.020187341000437738 }, { "epoch": 156, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023625412955880165, "mean_feedback_forward_cosine": 0.9998419347562288, "mean_feedback_forward_relative_error": 0.017429182501999957, "min_feedback_forward_cosine": 0.999721348285675 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 60996, "train_examples": 50000, "train_loss": 0.019765038191378117 }, { "epoch": 157, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023625364527106285, "mean_feedback_forward_cosine": 0.9998419378933153, "mean_feedback_forward_relative_error": 0.0174290195205494, "min_feedback_forward_cosine": 0.999721348285675 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 61387, "train_examples": 50000, "train_loss": 0.020545777665376665 }, { "epoch": 158, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023625314235687256, "mean_feedback_forward_cosine": 0.999841919070796, "mean_feedback_forward_relative_error": 0.017428849235569175, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 61778, "train_examples": 50000, "train_loss": 0.019909772011041642 }, { "epoch": 159, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023625262081623077, "mean_feedback_forward_cosine": 0.9998419222078825, "mean_feedback_forward_relative_error": 0.017428683239574496, "min_feedback_forward_cosine": 0.999721348285675 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 62169, "train_examples": 50000, "train_loss": 0.019450022747516633 }, { "epoch": 160, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023625215515494347, "mean_feedback_forward_cosine": 0.9998419065224496, "mean_feedback_forward_relative_error": 0.01742852018459847, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 62560, "train_examples": 50000, "train_loss": 0.018635217373669147 }, { "epoch": 161, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023625168949365616, "mean_feedback_forward_cosine": 0.9998419284820557, "mean_feedback_forward_relative_error": 0.01742836176172683, "min_feedback_forward_cosine": 0.999721348285675 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 62951, "train_examples": 50000, "train_loss": 0.019771754233539104 }, { "epoch": 162, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023625120520591736, "mean_feedback_forward_cosine": 0.9998419033853632, "mean_feedback_forward_relative_error": 0.017428197089190547, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 63342, "train_examples": 50000, "train_loss": 0.019207457506358622 }, { "epoch": 163, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023625075817108154, "mean_feedback_forward_cosine": 0.9998419284820557, "mean_feedback_forward_relative_error": 0.017428037220318066, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 63733, "train_examples": 50000, "train_loss": 0.01966070913493633 }, { "epoch": 164, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023625025525689125, "mean_feedback_forward_cosine": 0.9998419159337094, "mean_feedback_forward_relative_error": 0.017427871469408274, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 64124, "train_examples": 50000, "train_loss": 0.018938596695363522 }, { "epoch": 165, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023624984547495842, "mean_feedback_forward_cosine": 0.9998419253449691, "mean_feedback_forward_relative_error": 0.017427710179043442, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 64515, "train_examples": 50000, "train_loss": 0.01795565570920706 }, { "epoch": 166, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362494170665741, "mean_feedback_forward_cosine": 0.9998419284820557, "mean_feedback_forward_relative_error": 0.017427550702306786, "min_feedback_forward_cosine": 0.999721348285675 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 64906, "train_examples": 50000, "train_loss": 0.01870345171034336 }, { "epoch": 167, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362489514052868, "mean_feedback_forward_cosine": 0.9998419441674885, "mean_feedback_forward_relative_error": 0.0174273925980455, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 65297, "train_examples": 50000, "train_loss": 0.017115880472362042 }, { "epoch": 168, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023624848574399948, "mean_feedback_forward_cosine": 0.9998419378933153, "mean_feedback_forward_relative_error": 0.017427234836903057, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 65688, "train_examples": 50000, "train_loss": 0.01920094470024109 }, { "epoch": 169, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023624802008271217, "mean_feedback_forward_cosine": 0.9998419410304019, "mean_feedback_forward_relative_error": 0.01742707433080987, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 66079, "train_examples": 50000, "train_loss": 0.01911835408836603 }, { "epoch": 170, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023624759167432785, "mean_feedback_forward_cosine": 0.9998419504416617, "mean_feedback_forward_relative_error": 0.017426916765735337, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 66470, "train_examples": 50000, "train_loss": 0.01843534249663353 }, { "epoch": 171, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023624710738658905, "mean_feedback_forward_cosine": 0.9998419316191423, "mean_feedback_forward_relative_error": 0.01742676098978049, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 66861, "train_examples": 50000, "train_loss": 0.01794396436005831 }, { "epoch": 172, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362467721104622, "mean_feedback_forward_cosine": 0.9998419598529213, "mean_feedback_forward_relative_error": 0.01742659862104215, "min_feedback_forward_cosine": 0.999721348285675 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 67252, "train_examples": 50000, "train_loss": 0.017799743198156356 }, { "epoch": 173, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023624630644917488, "mean_feedback_forward_cosine": 0.9998419410304019, "mean_feedback_forward_relative_error": 0.01742643122806361, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 67643, "train_examples": 50000, "train_loss": 0.016940128788501024 }, { "epoch": 174, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023624585941433907, "mean_feedback_forward_cosine": 0.9998419347562288, "mean_feedback_forward_relative_error": 0.01742627199641184, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 68034, "train_examples": 50000, "train_loss": 0.017658958861529826 }, { "epoch": 175, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023624535650014877, "mean_feedback_forward_cosine": 0.9998419347562288, "mean_feedback_forward_relative_error": 0.017426116563575834, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 68425, "train_examples": 50000, "train_loss": 0.01826230070203543 }, { "epoch": 176, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023624492809176445, "mean_feedback_forward_cosine": 0.9998419755383542, "mean_feedback_forward_relative_error": 0.017425962405181246, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 68816, "train_examples": 50000, "train_loss": 0.018668894878029824 }, { "epoch": 177, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023624451830983162, "mean_feedback_forward_cosine": 0.9998419410304019, "mean_feedback_forward_relative_error": 0.017425803394105873, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 69207, "train_examples": 50000, "train_loss": 0.01702467140108347 }, { "epoch": 178, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362440526485443, "mean_feedback_forward_cosine": 0.9998419347562288, "mean_feedback_forward_relative_error": 0.017425649039643377, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 69598, "train_examples": 50000, "train_loss": 0.016476852412819862 }, { "epoch": 179, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362436056137085, "mean_feedback_forward_cosine": 0.9998419504416617, "mean_feedback_forward_relative_error": 0.01742549343524795, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 69989, "train_examples": 50000, "train_loss": 0.016713480235040188 }, { "epoch": 180, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362431213259697, "mean_feedback_forward_cosine": 0.9998419661270944, "mean_feedback_forward_relative_error": 0.01742533601722435, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 70380, "train_examples": 50000, "train_loss": 0.017687734822034836 }, { "epoch": 181, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023624269291758537, "mean_feedback_forward_cosine": 0.9998419441674885, "mean_feedback_forward_relative_error": 0.017425186294866234, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 70771, "train_examples": 50000, "train_loss": 0.017140326766371727 }, { "epoch": 182, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023624228313565254, "mean_feedback_forward_cosine": 0.9998419410304019, "mean_feedback_forward_relative_error": 0.017425029489554857, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 71162, "train_examples": 50000, "train_loss": 0.017491330931782723 }, { "epoch": 183, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023624183610081673, "mean_feedback_forward_cosine": 0.9998419410304019, "mean_feedback_forward_relative_error": 0.01742487182644637, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 71553, "train_examples": 50000, "train_loss": 0.016248736631572246 }, { "epoch": 184, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362413890659809, "mean_feedback_forward_cosine": 0.9998419410304019, "mean_feedback_forward_relative_error": 0.0174247119330654, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 71944, "train_examples": 50000, "train_loss": 0.01694776742488146 }, { "epoch": 185, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023624099791049957, "mean_feedback_forward_cosine": 0.999841969264181, "mean_feedback_forward_relative_error": 0.017424556181619043, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 72335, "train_examples": 50000, "train_loss": 0.01671396476060152 }, { "epoch": 186, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023624062538146973, "mean_feedback_forward_cosine": 0.9998419535787482, "mean_feedback_forward_relative_error": 0.017424403224140406, "min_feedback_forward_cosine": 0.999721348285675 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 72726, "train_examples": 50000, "train_loss": 0.016440652879476547 }, { "epoch": 187, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362402155995369, "mean_feedback_forward_cosine": 0.9998419535787482, "mean_feedback_forward_relative_error": 0.017424247521711022, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 73117, "train_examples": 50000, "train_loss": 0.01723799763441086 }, { "epoch": 188, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023623984307050705, "mean_feedback_forward_cosine": 0.9998419504416617, "mean_feedback_forward_relative_error": 0.017424092505519326, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 73508, "train_examples": 50000, "train_loss": 0.01625235303938389 }, { "epoch": 189, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023623935878276825, "mean_feedback_forward_cosine": 0.9998419849496138, "mean_feedback_forward_relative_error": 0.01742394516048463, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 73899, "train_examples": 50000, "train_loss": 0.017007624327540397 }, { "epoch": 190, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023623894900083542, "mean_feedback_forward_cosine": 0.9998419567158348, "mean_feedback_forward_relative_error": 0.017423789899208043, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 74290, "train_examples": 50000, "train_loss": 0.01589294947952032 }, { "epoch": 191, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023623844608664513, "mean_feedback_forward_cosine": 0.9998419724012676, "mean_feedback_forward_relative_error": 0.017423640127832953, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 74681, "train_examples": 50000, "train_loss": 0.017078018230199814 }, { "epoch": 192, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362380363047123, "mean_feedback_forward_cosine": 0.9998419598529213, "mean_feedback_forward_relative_error": 0.01742348793011747, "min_feedback_forward_cosine": 0.9997212886810303 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 75072, "train_examples": 50000, "train_loss": 0.017073209224045278 }, { "epoch": 193, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023623768240213394, "mean_feedback_forward_cosine": 0.9998419567158348, "mean_feedback_forward_relative_error": 0.017423336369622695, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 75463, "train_examples": 50000, "train_loss": 0.015712709036171436 }, { "epoch": 194, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023623721674084663, "mean_feedback_forward_cosine": 0.9998419441674885, "mean_feedback_forward_relative_error": 0.017423190348046392, "min_feedback_forward_cosine": 0.999721348285675 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 75854, "train_examples": 50000, "train_loss": 0.0167135486972332 }, { "epoch": 195, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362368255853653, "mean_feedback_forward_cosine": 0.9998419880867004, "mean_feedback_forward_relative_error": 0.017423034057413276, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 76245, "train_examples": 50000, "train_loss": 0.016926228197813035 }, { "epoch": 196, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023623641580343246, "mean_feedback_forward_cosine": 0.9998419786754408, "mean_feedback_forward_relative_error": 0.017422879776476247, "min_feedback_forward_cosine": 0.9997214674949646 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 76636, "train_examples": 50000, "train_loss": 0.015681275087296963 }, { "epoch": 197, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362360619008541, "mean_feedback_forward_cosine": 0.9998419316191423, "mean_feedback_forward_relative_error": 0.017422724368148727, "min_feedback_forward_cosine": 0.999721348285675 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 77027, "train_examples": 50000, "train_loss": 0.0157519710201025 }, { "epoch": 198, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023623565211892128, "mean_feedback_forward_cosine": 0.9998419598529213, "mean_feedback_forward_relative_error": 0.017422574400705725, "min_feedback_forward_cosine": 0.999721348285675 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 77418, "train_examples": 50000, "train_loss": 0.015686207499504088 }, { "epoch": 199, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023623526096343994, "mean_feedback_forward_cosine": 0.9998419818125273, "mean_feedback_forward_relative_error": 0.01742242078149789, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 77809, "train_examples": 50000, "train_loss": 0.015580578749477863 }, { "epoch": 200, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362348884344101, "mean_feedback_forward_cosine": 0.9998419629900079, "mean_feedback_forward_relative_error": 0.017422264711441177, "min_feedback_forward_cosine": 0.9997214078903198 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 78200, "train_examples": 50000, "train_loss": 0.015610226914286613 } ], "evaluation_protocol": { "test_evaluations": 1, "test_used_for_selection": false, "validation_evaluations": 0 }, "final": { "accuracy": 0.9087, "epoch": 200, "evaluation_split": "test", "finite": true, "loss": 0.4213775695800781, "step": 78200 }, "hardware": { "cuda_device_name": "NVIDIA GeForce GTX 1080", "cuda_visible_devices": "5", "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": 12, "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": 0.7231495380401611, "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": 6212.18221783638, "train_wall_s": 6210.074757575989 }, "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 } }