{ "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": 11, "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/seed11_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": 11, "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": 0.9997032682100931, "feedback_forward_cosine": [ 0.999832272529602, 0.999843955039978, 0.9998561143875122, 0.9998370409011841, 0.9998566508293152, 0.9997917413711548, 0.9997992515563965, 0.9998595118522644, 0.9998422861099243, 0.9998131394386292, 0.9998656511306763, 0.9998103380203247, 0.9998369216918945, 0.999903678894043, 0.9998910427093506, 0.9998737573623657, 0.9998822808265686, 0.9997251033782959, 0.9999867081642151 ], "feedback_forward_norm_ratio": [ 0.9992798566818237, 1.0000379085540771, 0.9992694854736328, 0.9998361468315125, 0.9999496936798096, 1.0009088516235352, 0.9992625713348389, 1.0002714395523071, 0.9997771978378296, 1.0006681680679321, 0.9999299049377441, 1.0009574890136719, 0.9996337294578552, 1.0002833604812622, 1.000002145767212, 1.000523567199707, 1.000024676322937, 1.0008426904678345, 1.0024840831756592 ], "feedback_forward_relative_error": [ 0.018325643613934517, 0.01766648329794407, 0.016976479440927505, 0.018047155812382698, 0.0169325340539217, 0.020436281338334084, 0.02004491537809372, 0.016763348132371902, 0.017760394141077995, 0.019354287534952164, 0.016392115503549576, 0.0195110272616148, 0.01805775612592697, 0.013888871297240257, 0.014755462296307087, 0.015905823558568954, 0.015339392237365246, 0.023468511179089546, 0.005726316012442112 ], "innovation_negative_gradient_cosine": [ 0.9997201561927795, 0.9996727705001831, 0.9997096061706543, 0.9996916651725769, 0.9997054934501648, 0.9997199177742004, 0.9997192025184631, 0.9997351169586182, 0.9997472167015076, 0.9997079372406006, 0.999765157699585, 0.9997378587722778, 0.999783456325531, 0.9998407363891602, 0.9998600482940674, 0.9998862743377686, 0.999923825263977, 0.9999722242355347, 0.9151017069816589 ], "mean_feedback_forward_cosine": 0.999847760325984, "mean_feedback_forward_relative_error": 0.017123831485054995, "normalization_state": "training_batch_stats_without_running_update", "raw_negative_gradient_cosine": [ 0.9997201561927795, 0.9996727705001831, 0.9997096061706543, 0.9996916651725769, 0.9997054934501648, 0.9997199177742004, 0.9997192025184631, 0.9997351169586182, 0.9997472167015076, 0.9997079372406006, 0.999765157699585, 0.9997378587722778, 0.999783456325531, 0.9998407363891602, 0.9998600482940674, 0.9998862743377686, 0.999923825263977, 0.9999722242355347, 0.9151017069816589 ], "teaching_negative_gradient_cosine": [ 0.9997201561927795, 0.9996727705001831, 0.9997096061706543, 0.9996916651725769, 0.9997054934501648, 0.9997199177742004, 0.9997192025184631, 0.9997351169586182, 0.9997472167015076, 0.9997079372406006, 0.999765157699585, 0.9997378587722778, 0.999783456325531, 0.9998407363891602, 0.9998600482940674, 0.9998862743377686, 0.999923825263977, 0.9999722242355347, 0.9151017069816589 ], "wall_s": 0.10862064361572266 }, "epochs": [ { "epoch": 1, "feedback_tracking": { "max_feedback_forward_relative_error": 1.3179482221603394, "mean_feedback_forward_cosine": 0.3081172547842327, "mean_feedback_forward_relative_error": 1.1762166462446515, "min_feedback_forward_cosine": 0.1337927281856537 }, "lr": 0.1, "output_lr": 0.1, "step": 391, "train_examples": 50000, "train_loss": 1.8016380353927612 }, { "epoch": 2, "feedback_tracking": { "max_feedback_forward_relative_error": 1.2607768774032593, "mean_feedback_forward_cosine": 0.4315098618206225, "mean_feedback_forward_relative_error": 1.065689112010755, "min_feedback_forward_cosine": 0.2190462350845337 }, "lr": 0.1, "output_lr": 0.1, "step": 782, "train_examples": 50000, "train_loss": 1.3093270977020264 }, { "epoch": 3, "feedback_tracking": { "max_feedback_forward_relative_error": 1.2074636220932007, "mean_feedback_forward_cosine": 0.5265687202152453, "mean_feedback_forward_relative_error": 0.9734838730410525, "min_feedback_forward_cosine": 0.2893797755241394 }, "lr": 0.1, "output_lr": 0.1, "step": 1173, "train_examples": 50000, "train_loss": 1.0393185049438476 }, { "epoch": 4, "feedback_tracking": { "max_feedback_forward_relative_error": 1.1569758653640747, "mean_feedback_forward_cosine": 0.5972496537785781, "mean_feedback_forward_relative_error": 0.8983439520785683, "min_feedback_forward_cosine": 0.35155826807022095 }, "lr": 0.1, "output_lr": 0.1, "step": 1564, "train_examples": 50000, "train_loss": 0.8882581832504273 }, { "epoch": 5, "feedback_tracking": { "max_feedback_forward_relative_error": 1.1111187934875488, "mean_feedback_forward_cosine": 0.6488398533118399, "mean_feedback_forward_relative_error": 0.8391168682198775, "min_feedback_forward_cosine": 0.4040271043777466 }, "lr": 0.1, "output_lr": 0.1, "step": 1955, "train_examples": 50000, "train_loss": 0.7669004427909851 }, { "epoch": 6, "feedback_tracking": { "max_feedback_forward_relative_error": 1.0666183233261108, "mean_feedback_forward_cosine": 0.6898681333190516, "mean_feedback_forward_relative_error": 0.7887082288139745, "min_feedback_forward_cosine": 0.45204389095306396 }, "lr": 0.1, "output_lr": 0.1, "step": 2346, "train_examples": 50000, "train_loss": 0.6915190246772767 }, { "epoch": 7, "feedback_tracking": { "max_feedback_forward_relative_error": 1.025307536125183, "mean_feedback_forward_cosine": 0.723220386003193, "mean_feedback_forward_relative_error": 0.7452961316234187, "min_feedback_forward_cosine": 0.49451273679733276 }, "lr": 0.1, "output_lr": 0.1, "step": 2737, "train_examples": 50000, "train_loss": 0.6311031921577454 }, { "epoch": 8, "feedback_tracking": { "max_feedback_forward_relative_error": 0.9844605326652527, "mean_feedback_forward_cosine": 0.7519701907509252, "mean_feedback_forward_relative_error": 0.7057159715577176, "min_feedback_forward_cosine": 0.5342384576797485 }, "lr": 0.1, "output_lr": 0.1, "step": 3128, "train_examples": 50000, "train_loss": 0.5936740324783325 }, { "epoch": 9, "feedback_tracking": { "max_feedback_forward_relative_error": 0.9465036988258362, "mean_feedback_forward_cosine": 0.7761631419784144, "mean_feedback_forward_relative_error": 0.6702790040718881, "min_feedback_forward_cosine": 0.5700541734695435 }, "lr": 0.1, "output_lr": 0.1, "step": 3519, "train_examples": 50000, "train_loss": 0.5488329746341706 }, { "epoch": 10, "feedback_tracking": { "max_feedback_forward_relative_error": 0.9100264310836792, "mean_feedback_forward_cosine": 0.7974777974580464, "mean_feedback_forward_relative_error": 0.6373831598382247, "min_feedback_forward_cosine": 0.6029166579246521 }, "lr": 0.1, "output_lr": 0.1, "step": 3910, "train_examples": 50000, "train_loss": 0.5272661437320709 }, { "epoch": 11, "feedback_tracking": { "max_feedback_forward_relative_error": 0.876276969909668, "mean_feedback_forward_cosine": 0.8160552445210909, "mean_feedback_forward_relative_error": 0.6071965616000327, "min_feedback_forward_cosine": 0.6323396563529968 }, "lr": 0.1, "output_lr": 0.1, "step": 4301, "train_examples": 50000, "train_loss": 0.5006304055786133 }, { "epoch": 12, "feedback_tracking": { "max_feedback_forward_relative_error": 0.8438994288444519, "mean_feedback_forward_cosine": 0.8323422984073037, "mean_feedback_forward_relative_error": 0.5792661622950905, "min_feedback_forward_cosine": 0.6589292883872986 }, "lr": 0.1, "output_lr": 0.1, "step": 4692, "train_examples": 50000, "train_loss": 0.47894832363128664 }, { "epoch": 13, "feedback_tracking": { "max_feedback_forward_relative_error": 0.812139630317688, "mean_feedback_forward_cosine": 0.8468305782267922, "mean_feedback_forward_relative_error": 0.5535615776714525, "min_feedback_forward_cosine": 0.6840105652809143 }, "lr": 0.1, "output_lr": 0.1, "step": 5083, "train_examples": 50000, "train_loss": 0.4601474510383606 }, { "epoch": 14, "feedback_tracking": { "max_feedback_forward_relative_error": 0.781139075756073, "mean_feedback_forward_cosine": 0.8600040799693057, "mean_feedback_forward_relative_error": 0.528963029384613, "min_feedback_forward_cosine": 0.7073977589607239 }, "lr": 0.1, "output_lr": 0.1, "step": 5474, "train_examples": 50000, "train_loss": 0.4463700270462036 }, { "epoch": 15, "feedback_tracking": { "max_feedback_forward_relative_error": 0.7504760026931763, "mean_feedback_forward_cosine": 0.8718816387025934, "mean_feedback_forward_relative_error": 0.5058058539503499, "min_feedback_forward_cosine": 0.7299046516418457 }, "lr": 0.1, "output_lr": 0.1, "step": 5865, "train_examples": 50000, "train_loss": 0.42734941328048703 }, { "epoch": 16, "feedback_tracking": { "max_feedback_forward_relative_error": 0.7226547598838806, "mean_feedback_forward_cosine": 0.8822175013391595, "mean_feedback_forward_relative_error": 0.48472224960201665, "min_feedback_forward_cosine": 0.7496227025985718 }, "lr": 0.1, "output_lr": 0.1, "step": 6256, "train_examples": 50000, "train_loss": 0.41522703154563906 }, { "epoch": 17, "feedback_tracking": { "max_feedback_forward_relative_error": 0.6952037811279297, "mean_feedback_forward_cosine": 0.891679330875999, "mean_feedback_forward_relative_error": 0.4644747729364194, "min_feedback_forward_cosine": 0.7680860757827759 }, "lr": 0.1, "output_lr": 0.1, "step": 6647, "train_examples": 50000, "train_loss": 0.39725936639785764 }, { "epoch": 18, "feedback_tracking": { "max_feedback_forward_relative_error": 0.6674655675888062, "mean_feedback_forward_cosine": 0.9004808381984108, "mean_feedback_forward_relative_error": 0.444945722034103, "min_feedback_forward_cosine": 0.7860763072967529 }, "lr": 0.1, "output_lr": 0.1, "step": 7038, "train_examples": 50000, "train_loss": 0.39110040979385374 }, { "epoch": 19, "feedback_tracking": { "max_feedback_forward_relative_error": 0.6415656208992004, "mean_feedback_forward_cosine": 0.9084068787725348, "mean_feedback_forward_relative_error": 0.42661243128149134, "min_feedback_forward_cosine": 0.8021392822265625 }, "lr": 0.1, "output_lr": 0.1, "step": 7429, "train_examples": 50000, "train_loss": 0.38170015142440794 }, { "epoch": 20, "feedback_tracking": { "max_feedback_forward_relative_error": 0.6167904138565063, "mean_feedback_forward_cosine": 0.9155862237277784, "mean_feedback_forward_relative_error": 0.409354440475765, "min_feedback_forward_cosine": 0.8170633316040039 }, "lr": 0.1, "output_lr": 0.1, "step": 7820, "train_examples": 50000, "train_loss": 0.3708456579589844 }, { "epoch": 21, "feedback_tracking": { "max_feedback_forward_relative_error": 0.5929568409919739, "mean_feedback_forward_cosine": 0.9222921572233501, "mean_feedback_forward_relative_error": 0.3925411379651019, "min_feedback_forward_cosine": 0.8307660222053528 }, "lr": 0.1, "output_lr": 0.1, "step": 8211, "train_examples": 50000, "train_loss": 0.36358001874923707 }, { "epoch": 22, "feedback_tracking": { "max_feedback_forward_relative_error": 0.5700664520263672, "mean_feedback_forward_cosine": 0.928353770783073, "mean_feedback_forward_relative_error": 0.37673597743636683, "min_feedback_forward_cosine": 0.8435777425765991 }, "lr": 0.1, "output_lr": 0.1, "step": 8602, "train_examples": 50000, "train_loss": 0.35517278646469114 }, { "epoch": 23, "feedback_tracking": { "max_feedback_forward_relative_error": 0.5471041798591614, "mean_feedback_forward_cosine": 0.9339371166731182, "mean_feedback_forward_relative_error": 0.3616281339996739, "min_feedback_forward_cosine": 0.8557224273681641 }, "lr": 0.1, "output_lr": 0.1, "step": 8993, "train_examples": 50000, "train_loss": 0.34679950008392335 }, { "epoch": 24, "feedback_tracking": { "max_feedback_forward_relative_error": 0.524709165096283, "mean_feedback_forward_cosine": 0.9391759194825825, "mean_feedback_forward_relative_error": 0.34673791496377243, "min_feedback_forward_cosine": 0.8671507835388184 }, "lr": 0.1, "output_lr": 0.1, "step": 9384, "train_examples": 50000, "train_loss": 0.3409220140075684 }, { "epoch": 25, "feedback_tracking": { "max_feedback_forward_relative_error": 0.5032624006271362, "mean_feedback_forward_cosine": 0.943957479376542, "mean_feedback_forward_relative_error": 0.3327302407277258, "min_feedback_forward_cosine": 0.8777748346328735 }, "lr": 0.1, "output_lr": 0.1, "step": 9775, "train_examples": 50000, "train_loss": 0.3322959855651855 }, { "epoch": 26, "feedback_tracking": { "max_feedback_forward_relative_error": 0.48299121856689453, "mean_feedback_forward_cosine": 0.948312615093432, "mean_feedback_forward_relative_error": 0.3194552958011627, "min_feedback_forward_cosine": 0.8872740268707275 }, "lr": 0.1, "output_lr": 0.1, "step": 10166, "train_examples": 50000, "train_loss": 0.3208624546146393 }, { "epoch": 27, "feedback_tracking": { "max_feedback_forward_relative_error": 0.4639672636985779, "mean_feedback_forward_cosine": 0.9522071574863634, "mean_feedback_forward_relative_error": 0.3070459263889413, "min_feedback_forward_cosine": 0.8958839178085327 }, "lr": 0.1, "output_lr": 0.1, "step": 10557, "train_examples": 50000, "train_loss": 0.31833461904525756 }, { "epoch": 28, "feedback_tracking": { "max_feedback_forward_relative_error": 0.44569382071495056, "mean_feedback_forward_cosine": 0.9557621133954901, "mean_feedback_forward_relative_error": 0.29537351900025416, "min_feedback_forward_cosine": 0.9037723541259766 }, "lr": 0.1, "output_lr": 0.1, "step": 10948, "train_examples": 50000, "train_loss": 0.30910220544815065 }, { "epoch": 29, "feedback_tracking": { "max_feedback_forward_relative_error": 0.42713597416877747, "mean_feedback_forward_cosine": 0.959212811369645, "mean_feedback_forward_relative_error": 0.28344978941114324, "min_feedback_forward_cosine": 0.9115415811538696 }, "lr": 0.1, "output_lr": 0.1, "step": 11339, "train_examples": 50000, "train_loss": 0.31091059873580934 }, { "epoch": 30, "feedback_tracking": { "max_feedback_forward_relative_error": 0.40970999002456665, "mean_feedback_forward_cosine": 0.9623668319300601, "mean_feedback_forward_relative_error": 0.2721605642061484, "min_feedback_forward_cosine": 0.9185423851013184 }, "lr": 0.1, "output_lr": 0.1, "step": 11730, "train_examples": 50000, "train_loss": 0.29945821219444274 }, { "epoch": 31, "feedback_tracking": { "max_feedback_forward_relative_error": 0.3930017650127411, "mean_feedback_forward_cosine": 0.9652545138409263, "mean_feedback_forward_relative_error": 0.2614814062651835, "min_feedback_forward_cosine": 0.9249870181083679 }, "lr": 0.1, "output_lr": 0.1, "step": 12121, "train_examples": 50000, "train_loss": 0.3012135697364807 }, { "epoch": 32, "feedback_tracking": { "max_feedback_forward_relative_error": 0.37707576155662537, "mean_feedback_forward_cosine": 0.9678763872698734, "mean_feedback_forward_relative_error": 0.2513225215830301, "min_feedback_forward_cosine": 0.9308466911315918 }, "lr": 0.1, "output_lr": 0.1, "step": 12512, "train_examples": 50000, "train_loss": 0.2938556724643707 }, { "epoch": 33, "feedback_tracking": { "max_feedback_forward_relative_error": 0.36195608973503113, "mean_feedback_forward_cosine": 0.9702881135438618, "mean_feedback_forward_relative_error": 0.24166028711356616, "min_feedback_forward_cosine": 0.9362145662307739 }, "lr": 0.1, "output_lr": 0.1, "step": 12903, "train_examples": 50000, "train_loss": 0.28622951061725616 }, { "epoch": 34, "feedback_tracking": { "max_feedback_forward_relative_error": 0.34745699167251587, "mean_feedback_forward_cosine": 0.9725221520976016, "mean_feedback_forward_relative_error": 0.23229151258343145, "min_feedback_forward_cosine": 0.9411567449569702 }, "lr": 0.1, "output_lr": 0.1, "step": 13294, "train_examples": 50000, "train_loss": 0.28590569502830504 }, { "epoch": 35, "feedback_tracking": { "max_feedback_forward_relative_error": 0.3339449465274811, "mean_feedback_forward_cosine": 0.9745953459488718, "mean_feedback_forward_relative_error": 0.22325121493715988, "min_feedback_forward_cosine": 0.9455727338790894 }, "lr": 0.1, "output_lr": 0.1, "step": 13685, "train_examples": 50000, "train_loss": 0.27529972619056703 }, { "epoch": 36, "feedback_tracking": { "max_feedback_forward_relative_error": 0.32066166400909424, "mean_feedback_forward_cosine": 0.9765140759317499, "mean_feedback_forward_relative_error": 0.21460931042307302, "min_feedback_forward_cosine": 0.9497660398483276 }, "lr": 0.1, "output_lr": 0.1, "step": 14076, "train_examples": 50000, "train_loss": 0.27331757281303404 }, { "epoch": 37, "feedback_tracking": { "max_feedback_forward_relative_error": 0.3072468340396881, "mean_feedback_forward_cosine": 0.9783117551552621, "mean_feedback_forward_relative_error": 0.2061853212745566, "min_feedback_forward_cosine": 0.953851044178009 }, "lr": 0.1, "output_lr": 0.1, "step": 14467, "train_examples": 50000, "train_loss": 0.2763000616645813 }, { "epoch": 38, "feedback_tracking": { "max_feedback_forward_relative_error": 0.2946045696735382, "mean_feedback_forward_cosine": 0.9799527274934869, "mean_feedback_forward_relative_error": 0.1981760110510023, "min_feedback_forward_cosine": 0.9575166702270508 }, "lr": 0.1, "output_lr": 0.1, "step": 14858, "train_examples": 50000, "train_loss": 0.2736293261241913 }, { "epoch": 39, "feedback_tracking": { "max_feedback_forward_relative_error": 0.28286978602409363, "mean_feedback_forward_cosine": 0.9814589964716058, "mean_feedback_forward_relative_error": 0.19053916123352552, "min_feedback_forward_cosine": 0.9608039855957031 }, "lr": 0.1, "output_lr": 0.1, "step": 15249, "train_examples": 50000, "train_loss": 0.26910734585762025 }, { "epoch": 40, "feedback_tracking": { "max_feedback_forward_relative_error": 0.271408349275589, "mean_feedback_forward_cosine": 0.9828565183438753, "mean_feedback_forward_relative_error": 0.18318781374316467, "min_feedback_forward_cosine": 0.9638869762420654 }, "lr": 0.1, "output_lr": 0.1, "step": 15640, "train_examples": 50000, "train_loss": 0.26631804656505587 }, { "epoch": 41, "feedback_tracking": { "max_feedback_forward_relative_error": 0.26066309213638306, "mean_feedback_forward_cosine": 0.9841489791870117, "mean_feedback_forward_relative_error": 0.1760815589835769, "min_feedback_forward_cosine": 0.9666633605957031 }, "lr": 0.1, "output_lr": 0.1, "step": 16031, "train_examples": 50000, "train_loss": 0.2643160597515106 }, { "epoch": 42, "feedback_tracking": { "max_feedback_forward_relative_error": 0.25069287419319153, "mean_feedback_forward_cosine": 0.9853054222307707, "mean_feedback_forward_relative_error": 0.1694794583477472, "min_feedback_forward_cosine": 0.9691227078437805 }, "lr": 0.1, "output_lr": 0.1, "step": 16422, "train_examples": 50000, "train_loss": 0.2576930554866791 }, { "epoch": 43, "feedback_tracking": { "max_feedback_forward_relative_error": 0.24042922258377075, "mean_feedback_forward_cosine": 0.9864118130583512, "mean_feedback_forward_relative_error": 0.16292876279667803, "min_feedback_forward_cosine": 0.9715813994407654 }, "lr": 0.1, "output_lr": 0.1, "step": 16813, "train_examples": 50000, "train_loss": 0.25705379019737246 }, { "epoch": 44, "feedback_tracking": { "max_feedback_forward_relative_error": 0.2306688129901886, "mean_feedback_forward_cosine": 0.9874522874229833, "mean_feedback_forward_relative_error": 0.15654690563678741, "min_feedback_forward_cosine": 0.9738315939903259 }, "lr": 0.1, "output_lr": 0.1, "step": 17204, "train_examples": 50000, "train_loss": 0.2570527005672455 }, { "epoch": 45, "feedback_tracking": { "max_feedback_forward_relative_error": 0.22168520092964172, "mean_feedback_forward_cosine": 0.9883866937536943, "mean_feedback_forward_relative_error": 0.15057311952114105, "min_feedback_forward_cosine": 0.9758184552192688 }, "lr": 0.1, "output_lr": 0.1, "step": 17595, "train_examples": 50000, "train_loss": 0.2519144667339325 }, { "epoch": 46, "feedback_tracking": { "max_feedback_forward_relative_error": 0.21260973811149597, "mean_feedback_forward_cosine": 0.9892514065692299, "mean_feedback_forward_relative_error": 0.14482591497270683, "min_feedback_forward_cosine": 0.9777439832687378 }, "lr": 0.1, "output_lr": 0.1, "step": 17986, "train_examples": 50000, "train_loss": 0.2517258186197281 }, { "epoch": 47, "feedback_tracking": { "max_feedback_forward_relative_error": 0.2041763961315155, "mean_feedback_forward_cosine": 0.9900465576272262, "mean_feedback_forward_relative_error": 0.1393495253042171, "min_feedback_forward_cosine": 0.9794571399688721 }, "lr": 0.1, "output_lr": 0.1, "step": 18377, "train_examples": 50000, "train_loss": 0.24572330734252928 }, { "epoch": 48, "feedback_tracking": { "max_feedback_forward_relative_error": 0.19572725892066956, "mean_feedback_forward_cosine": 0.9907976671269065, "mean_feedback_forward_relative_error": 0.13397606501453801, "min_feedback_forward_cosine": 0.9811136722564697 }, "lr": 0.1, "output_lr": 0.1, "step": 18768, "train_examples": 50000, "train_loss": 0.25035988627910616 }, { "epoch": 49, "feedback_tracking": { "max_feedback_forward_relative_error": 0.1879836618900299, "mean_feedback_forward_cosine": 0.9914799991406893, "mean_feedback_forward_relative_error": 0.128885799136601, "min_feedback_forward_cosine": 0.9825654029846191 }, "lr": 0.1, "output_lr": 0.1, "step": 19159, "train_examples": 50000, "train_loss": 0.24520568934440612 }, { "epoch": 50, "feedback_tracking": { "max_feedback_forward_relative_error": 0.18033981323242188, "mean_feedback_forward_cosine": 0.9921371623089439, "mean_feedback_forward_relative_error": 0.12380391418149597, "min_feedback_forward_cosine": 0.983942985534668 }, "lr": 0.1, "output_lr": 0.1, "step": 19550, "train_examples": 50000, "train_loss": 0.24459320890426636 }, { "epoch": 51, "feedback_tracking": { "max_feedback_forward_relative_error": 0.17296352982521057, "mean_feedback_forward_cosine": 0.9927325687910381, "mean_feedback_forward_relative_error": 0.1190079266303464, "min_feedback_forward_cosine": 0.9852181077003479 }, "lr": 0.1, "output_lr": 0.1, "step": 19941, "train_examples": 50000, "train_loss": 0.24023687831401824 }, { "epoch": 52, "feedback_tracking": { "max_feedback_forward_relative_error": 0.16581204533576965, "mean_feedback_forward_cosine": 0.9932821926317716, "mean_feedback_forward_relative_error": 0.11440283275748554, "min_feedback_forward_cosine": 0.9864091873168945 }, "lr": 0.1, "output_lr": 0.1, "step": 20332, "train_examples": 50000, "train_loss": 0.23881971601486207 }, { "epoch": 53, "feedback_tracking": { "max_feedback_forward_relative_error": 0.1592707484960556, "mean_feedback_forward_cosine": 0.9937764531687686, "mean_feedback_forward_relative_error": 0.11010334876022841, "min_feedback_forward_cosine": 0.9874594211578369 }, "lr": 0.1, "output_lr": 0.1, "step": 20723, "train_examples": 50000, "train_loss": 0.23764040531158448 }, { "epoch": 54, "feedback_tracking": { "max_feedback_forward_relative_error": 0.15281471610069275, "mean_feedback_forward_cosine": 0.9942525938937539, "mean_feedback_forward_relative_error": 0.10579933677064746, "min_feedback_forward_cosine": 0.9884459376335144 }, "lr": 0.1, "output_lr": 0.1, "step": 21114, "train_examples": 50000, "train_loss": 0.23659150759220124 }, { "epoch": 55, "feedback_tracking": { "max_feedback_forward_relative_error": 0.14686770737171173, "mean_feedback_forward_cosine": 0.9946752190589905, "mean_feedback_forward_relative_error": 0.10181317713699843, "min_feedback_forward_cosine": 0.9893269538879395 }, "lr": 0.1, "output_lr": 0.1, "step": 21505, "train_examples": 50000, "train_loss": 0.23042542052745818 }, { "epoch": 56, "feedback_tracking": { "max_feedback_forward_relative_error": 0.14074470102787018, "mean_feedback_forward_cosine": 0.9950867514861258, "mean_feedback_forward_relative_error": 0.09778856878217898, "min_feedback_forward_cosine": 0.9901920557022095 }, "lr": 0.1, "output_lr": 0.1, "step": 21896, "train_examples": 50000, "train_loss": 0.23666077642440797 }, { "epoch": 57, "feedback_tracking": { "max_feedback_forward_relative_error": 0.13506698608398438, "mean_feedback_forward_cosine": 0.9954530439878765, "mean_feedback_forward_relative_error": 0.09406332455967602, "min_feedback_forward_cosine": 0.9909622669219971 }, "lr": 0.1, "output_lr": 0.1, "step": 22287, "train_examples": 50000, "train_loss": 0.2333391785812378 }, { "epoch": 58, "feedback_tracking": { "max_feedback_forward_relative_error": 0.12974236905574799, "mean_feedback_forward_cosine": 0.995790277656756, "mean_feedback_forward_relative_error": 0.09050365360943895, "min_feedback_forward_cosine": 0.9916596412658691 }, "lr": 0.1, "output_lr": 0.1, "step": 22678, "train_examples": 50000, "train_loss": 0.2275290870332718 }, { "epoch": 59, "feedback_tracking": { "max_feedback_forward_relative_error": 0.1242767944931984, "mean_feedback_forward_cosine": 0.9961188121845848, "mean_feedback_forward_relative_error": 0.08691137617355899, "min_feedback_forward_cosine": 0.9923429489135742 }, "lr": 0.1, "output_lr": 0.1, "step": 23069, "train_examples": 50000, "train_loss": 0.23219734165668487 }, { "epoch": 60, "feedback_tracking": { "max_feedback_forward_relative_error": 0.11934433877468109, "mean_feedback_forward_cosine": 0.9964093848278648, "mean_feedback_forward_relative_error": 0.08358648321346233, "min_feedback_forward_cosine": 0.9929372668266296 }, "lr": 0.1, "output_lr": 0.1, "step": 23460, "train_examples": 50000, "train_loss": 0.22319554695129395 }, { "epoch": 61, "feedback_tracking": { "max_feedback_forward_relative_error": 0.11451341211795807, "mean_feedback_forward_cosine": 0.9966863927088285, "mean_feedback_forward_relative_error": 0.08030059894448832, "min_feedback_forward_cosine": 0.993494987487793 }, "lr": 0.1, "output_lr": 0.1, "step": 23851, "train_examples": 50000, "train_loss": 0.22576308106422424 }, { "epoch": 62, "feedback_tracking": { "max_feedback_forward_relative_error": 0.10992468148469925, "mean_feedback_forward_cosine": 0.9969351197543898, "mean_feedback_forward_relative_error": 0.07722324544661924, "min_feedback_forward_cosine": 0.9940042495727539 }, "lr": 0.1, "output_lr": 0.1, "step": 24242, "train_examples": 50000, "train_loss": 0.2229993958377838 }, { "epoch": 63, "feedback_tracking": { "max_feedback_forward_relative_error": 0.1056821271777153, "mean_feedback_forward_cosine": 0.9971621569834257, "mean_feedback_forward_relative_error": 0.0742951021774819, "min_feedback_forward_cosine": 0.9944562911987305 }, "lr": 0.1, "output_lr": 0.1, "step": 24633, "train_examples": 50000, "train_loss": 0.21717544426918028 }, { "epoch": 64, "feedback_tracking": { "max_feedback_forward_relative_error": 0.10151567310094833, "mean_feedback_forward_cosine": 0.9973798017752799, "mean_feedback_forward_relative_error": 0.07139499642347034, "min_feedback_forward_cosine": 0.9948840141296387 }, "lr": 0.1, "output_lr": 0.1, "step": 25024, "train_examples": 50000, "train_loss": 0.22616530433654786 }, { "epoch": 65, "feedback_tracking": { "max_feedback_forward_relative_error": 0.0975341796875, "mean_feedback_forward_cosine": 0.9975817297634325, "mean_feedback_forward_relative_error": 0.06859047063871433, "min_feedback_forward_cosine": 0.9952762126922607 }, "lr": 0.1, "output_lr": 0.1, "step": 25415, "train_examples": 50000, "train_loss": 0.2245164638710022 }, { "epoch": 66, "feedback_tracking": { "max_feedback_forward_relative_error": 0.09380342066287994, "mean_feedback_forward_cosine": 0.9977607381971259, "mean_feedback_forward_relative_error": 0.06598612332814618, "min_feedback_forward_cosine": 0.9956289529800415 }, "lr": 0.1, "output_lr": 0.1, "step": 25806, "train_examples": 50000, "train_loss": 0.21714474848747253 }, { "epoch": 67, "feedback_tracking": { "max_feedback_forward_relative_error": 0.09001902490854263, "mean_feedback_forward_cosine": 0.9979298459856134, "mean_feedback_forward_relative_error": 0.06344172927109819, "min_feedback_forward_cosine": 0.9959728717803955 }, "lr": 0.1, "output_lr": 0.1, "step": 26197, "train_examples": 50000, "train_loss": 0.22183403856277467 }, { "epoch": 68, "feedback_tracking": { "max_feedback_forward_relative_error": 0.08653908967971802, "mean_feedback_forward_cosine": 0.9980833624538622, "mean_feedback_forward_relative_error": 0.061045237767853235, "min_feedback_forward_cosine": 0.9962779879570007 }, "lr": 0.1, "output_lr": 0.1, "step": 26588, "train_examples": 50000, "train_loss": 0.21689167611122132 }, { "epoch": 69, "feedback_tracking": { "max_feedback_forward_relative_error": 0.08311554044485092, "mean_feedback_forward_cosine": 0.9982279633220873, "mean_feedback_forward_relative_error": 0.058698259392067006, "min_feedback_forward_cosine": 0.9965658783912659 }, "lr": 0.1, "output_lr": 0.1, "step": 26979, "train_examples": 50000, "train_loss": 0.21927908441066743 }, { "epoch": 70, "feedback_tracking": { "max_feedback_forward_relative_error": 0.07982558012008667, "mean_feedback_forward_cosine": 0.998361443218432, "mean_feedback_forward_relative_error": 0.056440566617407296, "min_feedback_forward_cosine": 0.9968308806419373 }, "lr": 0.1, "output_lr": 0.1, "step": 27370, "train_examples": 50000, "train_loss": 0.21678533363342284 }, { "epoch": 71, "feedback_tracking": { "max_feedback_forward_relative_error": 0.07658115774393082, "mean_feedback_forward_cosine": 0.9984848373814633, "mean_feedback_forward_relative_error": 0.05427446726121401, "min_feedback_forward_cosine": 0.9970823526382446 }, "lr": 0.1, "output_lr": 0.1, "step": 27761, "train_examples": 50000, "train_loss": 0.21589837124824524 }, { "epoch": 72, "feedback_tracking": { "max_feedback_forward_relative_error": 0.07362756133079529, "mean_feedback_forward_cosine": 0.998594770306035, "mean_feedback_forward_relative_error": 0.05225870758295059, "min_feedback_forward_cosine": 0.9973031282424927 }, "lr": 0.1, "output_lr": 0.1, "step": 28152, "train_examples": 50000, "train_loss": 0.21279439496994018 }, { "epoch": 73, "feedback_tracking": { "max_feedback_forward_relative_error": 0.07068312913179398, "mean_feedback_forward_cosine": 0.9987004618895682, "mean_feedback_forward_relative_error": 0.050256861177714246, "min_feedback_forward_cosine": 0.9975138306617737 }, "lr": 0.1, "output_lr": 0.1, "step": 28543, "train_examples": 50000, "train_loss": 0.21149720972061156 }, { "epoch": 74, "feedback_tracking": { "max_feedback_forward_relative_error": 0.06784600019454956, "mean_feedback_forward_cosine": 0.9987988346501401, "mean_feedback_forward_relative_error": 0.048314295807167104, "min_feedback_forward_cosine": 0.9977090954780579 }, "lr": 0.1, "output_lr": 0.1, "step": 28934, "train_examples": 50000, "train_loss": 0.21316380685806274 }, { "epoch": 75, "feedback_tracking": { "max_feedback_forward_relative_error": 0.06512412428855896, "mean_feedback_forward_cosine": 0.9988879153603002, "mean_feedback_forward_relative_error": 0.04648596460097715, "min_feedback_forward_cosine": 0.997888445854187 }, "lr": 0.1, "output_lr": 0.1, "step": 29325, "train_examples": 50000, "train_loss": 0.21025281191825868 }, { "epoch": 76, "feedback_tracking": { "max_feedback_forward_relative_error": 0.0625939890742302, "mean_feedback_forward_cosine": 0.998970301527726, "mean_feedback_forward_relative_error": 0.04472720456358634, "min_feedback_forward_cosine": 0.9980493783950806 }, "lr": 0.1, "output_lr": 0.1, "step": 29716, "train_examples": 50000, "train_loss": 0.20640591926574706 }, { "epoch": 77, "feedback_tracking": { "max_feedback_forward_relative_error": 0.05987943336367607, "mean_feedback_forward_cosine": 0.9990504635007758, "mean_feedback_forward_relative_error": 0.04295391452155615, "min_feedback_forward_cosine": 0.998214602470398 }, "lr": 0.1, "output_lr": 0.1, "step": 30107, "train_examples": 50000, "train_loss": 0.2156642873096466 }, { "epoch": 78, "feedback_tracking": { "max_feedback_forward_relative_error": 0.05744881182909012, "mean_feedback_forward_cosine": 0.9991243701232108, "mean_feedback_forward_relative_error": 0.04125269610238703, "min_feedback_forward_cosine": 0.9983565807342529 }, "lr": 0.1, "output_lr": 0.1, "step": 30498, "train_examples": 50000, "train_loss": 0.21317154891014098 }, { "epoch": 79, "feedback_tracking": { "max_feedback_forward_relative_error": 0.05520369112491608, "mean_feedback_forward_cosine": 0.9991884168825651, "mean_feedback_forward_relative_error": 0.0397133147834163, "min_feedback_forward_cosine": 0.998482346534729 }, "lr": 0.1, "output_lr": 0.1, "step": 30889, "train_examples": 50000, "train_loss": 0.2100965942764282 }, { "epoch": 80, "feedback_tracking": { "max_feedback_forward_relative_error": 0.0530511774122715, "mean_feedback_forward_cosine": 0.9992481877929286, "mean_feedback_forward_relative_error": 0.03821724751277974, "min_feedback_forward_cosine": 0.9985981583595276 }, "lr": 0.1, "output_lr": 0.1, "step": 31280, "train_examples": 50000, "train_loss": 0.20471788811683655 }, { "epoch": 81, "feedback_tracking": { "max_feedback_forward_relative_error": 0.05102203041315079, "mean_feedback_forward_cosine": 0.9993047651491667, "mean_feedback_forward_relative_error": 0.03675123823708609, "min_feedback_forward_cosine": 0.9987033605575562 }, "lr": 0.1, "output_lr": 0.1, "step": 31671, "train_examples": 50000, "train_loss": 0.2067176330423355 }, { "epoch": 82, "feedback_tracking": { "max_feedback_forward_relative_error": 0.04897250980138779, "mean_feedback_forward_cosine": 0.9993574305584556, "mean_feedback_forward_relative_error": 0.035332459760339635, "min_feedback_forward_cosine": 0.9988054037094116 }, "lr": 0.1, "output_lr": 0.1, "step": 32062, "train_examples": 50000, "train_loss": 0.2053587057876587 }, { "epoch": 83, "feedback_tracking": { "max_feedback_forward_relative_error": 0.04702990502119064, "mean_feedback_forward_cosine": 0.9994063565605565, "mean_feedback_forward_relative_error": 0.03396036010235548, "min_feedback_forward_cosine": 0.9988979697227478 }, "lr": 0.1, "output_lr": 0.1, "step": 32453, "train_examples": 50000, "train_loss": 0.20637111597061158 }, { "epoch": 84, "feedback_tracking": { "max_feedback_forward_relative_error": 0.04517826810479164, "mean_feedback_forward_cosine": 0.9994505361506814, "mean_feedback_forward_relative_error": 0.03267086346290613, "min_feedback_forward_cosine": 0.9989829063415527 }, "lr": 0.1, "output_lr": 0.1, "step": 32844, "train_examples": 50000, "train_loss": 0.2027370511198044 }, { "epoch": 85, "feedback_tracking": { "max_feedback_forward_relative_error": 0.04336803779006004, "mean_feedback_forward_cosine": 0.9994919864754928, "mean_feedback_forward_relative_error": 0.031413392604965916, "min_feedback_forward_cosine": 0.9990625381469727 }, "lr": 0.1, "output_lr": 0.1, "step": 33235, "train_examples": 50000, "train_loss": 0.20505338558197023 }, { "epoch": 86, "feedback_tracking": { "max_feedback_forward_relative_error": 0.04163755476474762, "mean_feedback_forward_cosine": 0.9995299609083879, "mean_feedback_forward_relative_error": 0.030214958530115455, "min_feedback_forward_cosine": 0.9991358518600464 }, "lr": 0.1, "output_lr": 0.1, "step": 33626, "train_examples": 50000, "train_loss": 0.20693019121170045 }, { "epoch": 87, "feedback_tracking": { "max_feedback_forward_relative_error": 0.03998049721121788, "mean_feedback_forward_cosine": 0.9995655135104531, "mean_feedback_forward_relative_error": 0.029049062758292023, "min_feedback_forward_cosine": 0.9992032647132874 }, "lr": 0.1, "output_lr": 0.1, "step": 34017, "train_examples": 50000, "train_loss": 0.20767693899154663 }, { "epoch": 88, "feedback_tracking": { "max_feedback_forward_relative_error": 0.03840848058462143, "mean_feedback_forward_cosine": 0.9995980231385482, "mean_feedback_forward_relative_error": 0.027941891041241194, "min_feedback_forward_cosine": 0.9992645978927612 }, "lr": 0.1, "output_lr": 0.1, "step": 34408, "train_examples": 50000, "train_loss": 0.20105957365989685 }, { "epoch": 89, "feedback_tracking": { "max_feedback_forward_relative_error": 0.03683806210756302, "mean_feedback_forward_cosine": 0.9996288701107627, "mean_feedback_forward_relative_error": 0.02684645134171373, "min_feedback_forward_cosine": 0.9993234872817993 }, "lr": 0.1, "output_lr": 0.1, "step": 34799, "train_examples": 50000, "train_loss": 0.20099872408390046 }, { "epoch": 90, "feedback_tracking": { "max_feedback_forward_relative_error": 0.03540956601500511, "mean_feedback_forward_cosine": 0.9996562129572818, "mean_feedback_forward_relative_error": 0.02584206317796519, "min_feedback_forward_cosine": 0.9993747472763062 }, "lr": 0.1, "output_lr": 0.1, "step": 35190, "train_examples": 50000, "train_loss": 0.20426013642787932 }, { "epoch": 91, "feedback_tracking": { "max_feedback_forward_relative_error": 0.03400075063109398, "mean_feedback_forward_cosine": 0.9996820311797293, "mean_feedback_forward_relative_error": 0.02485535259505636, "min_feedback_forward_cosine": 0.9994235634803772 }, "lr": 0.1, "output_lr": 0.1, "step": 35581, "train_examples": 50000, "train_loss": 0.20525977241992951 }, { "epoch": 92, "feedback_tracking": { "max_feedback_forward_relative_error": 0.03268192708492279, "mean_feedback_forward_cosine": 0.9997056816753588, "mean_feedback_forward_relative_error": 0.023911231148399804, "min_feedback_forward_cosine": 0.9994674324989319 }, "lr": 0.1, "output_lr": 0.1, "step": 35972, "train_examples": 50000, "train_loss": 0.1998370484352112 }, { "epoch": 93, "feedback_tracking": { "max_feedback_forward_relative_error": 0.03140087425708771, "mean_feedback_forward_cosine": 0.9997279236191198, "mean_feedback_forward_relative_error": 0.022987395770063524, "min_feedback_forward_cosine": 0.999508261680603 }, "lr": 0.1, "output_lr": 0.1, "step": 36363, "train_examples": 50000, "train_loss": 0.19679815489768981 }, { "epoch": 94, "feedback_tracking": { "max_feedback_forward_relative_error": 0.030177893117070198, "mean_feedback_forward_cosine": 0.999748386834797, "mean_feedback_forward_relative_error": 0.02210633040062691, "min_feedback_forward_cosine": 0.9995459318161011 }, "lr": 0.1, "output_lr": 0.1, "step": 36754, "train_examples": 50000, "train_loss": 0.2004633063650131 }, { "epoch": 95, "feedback_tracking": { "max_feedback_forward_relative_error": 0.029030324891209602, "mean_feedback_forward_cosine": 0.9997664062600387, "mean_feedback_forward_relative_error": 0.02129706652148774, "min_feedback_forward_cosine": 0.9995797872543335 }, "lr": 0.1, "output_lr": 0.1, "step": 37145, "train_examples": 50000, "train_loss": 0.19316452387809754 }, { "epoch": 96, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02786830998957157, "mean_feedback_forward_cosine": 0.9997845417574832, "mean_feedback_forward_relative_error": 0.02045521355773273, "min_feedback_forward_cosine": 0.99961256980896 }, "lr": 0.1, "output_lr": 0.1, "step": 37536, "train_examples": 50000, "train_loss": 0.1993290764427185 }, { "epoch": 97, "feedback_tracking": { "max_feedback_forward_relative_error": 0.026795070618391037, "mean_feedback_forward_cosine": 0.999800914212277, "mean_feedback_forward_relative_error": 0.01966134963655158, "min_feedback_forward_cosine": 0.9996418952941895 }, "lr": 0.1, "output_lr": 0.1, "step": 37927, "train_examples": 50000, "train_loss": 0.19722025142669677 }, { "epoch": 98, "feedback_tracking": { "max_feedback_forward_relative_error": 0.025728952139616013, "mean_feedback_forward_cosine": 0.9998162953477157, "mean_feedback_forward_relative_error": 0.018887894032032865, "min_feedback_forward_cosine": 0.9996697902679443 }, "lr": 0.1, "output_lr": 0.1, "step": 38318, "train_examples": 50000, "train_loss": 0.20411555974960327 }, { "epoch": 99, "feedback_tracking": { "max_feedback_forward_relative_error": 0.024722104892134666, "mean_feedback_forward_cosine": 0.9998298914808976, "mean_feedback_forward_relative_error": 0.018175248350752026, "min_feedback_forward_cosine": 0.9996950626373291 }, "lr": 0.1, "output_lr": 0.1, "step": 38709, "train_examples": 50000, "train_loss": 0.19462783898353578 }, { "epoch": 100, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023741193115711212, "mean_feedback_forward_cosine": 0.9998429637206229, "mean_feedback_forward_relative_error": 0.017462985124439, "min_feedback_forward_cosine": 0.9997187852859497 }, "lr": 0.1, "output_lr": 0.1, "step": 39100, "train_examples": 50000, "train_loss": 0.1922397227048874 }, { "epoch": 101, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023732464760541916, "mean_feedback_forward_cosine": 0.9998430923411721, "mean_feedback_forward_relative_error": 0.017453264298015518, "min_feedback_forward_cosine": 0.9997190237045288 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 39491, "train_examples": 50000, "train_loss": 0.12268428046226501 }, { "epoch": 102, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023727644234895706, "mean_feedback_forward_cosine": 0.9998431456716437, "mean_feedback_forward_relative_error": 0.017445796267374566, "min_feedback_forward_cosine": 0.999718964099884 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 39882, "train_examples": 50000, "train_loss": 0.09654224486351014 }, { "epoch": 103, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02372295968234539, "mean_feedback_forward_cosine": 0.9998432366471541, "mean_feedback_forward_relative_error": 0.017438747356400677, "min_feedback_forward_cosine": 0.9997191429138184 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 40273, "train_examples": 50000, "train_loss": 0.08849230135440826 }, { "epoch": 104, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023718351498246193, "mean_feedback_forward_cosine": 0.9998433401710108, "mean_feedback_forward_relative_error": 0.017431871622408692, "min_feedback_forward_cosine": 0.9997193217277527 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 40664, "train_examples": 50000, "train_loss": 0.08014775415182114 }, { "epoch": 105, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02371394820511341, "mean_feedback_forward_cosine": 0.999843418598175, "mean_feedback_forward_relative_error": 0.017425256756771552, "min_feedback_forward_cosine": 0.9997194409370422 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 41055, "train_examples": 50000, "train_loss": 0.07335598557710647 }, { "epoch": 106, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023709459230303764, "mean_feedback_forward_cosine": 0.9998434938882527, "mean_feedback_forward_relative_error": 0.017418845630201855, "min_feedback_forward_cosine": 0.999719500541687 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 41446, "train_examples": 50000, "train_loss": 0.07254063300132751 }, { "epoch": 107, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023704800754785538, "mean_feedback_forward_cosine": 0.999843556629984, "mean_feedback_forward_relative_error": 0.01741234208212087, "min_feedback_forward_cosine": 0.9997196197509766 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 41837, "train_examples": 50000, "train_loss": 0.06800365599751472 }, { "epoch": 108, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023700280115008354, "mean_feedback_forward_cosine": 0.9998436601538407, "mean_feedback_forward_relative_error": 0.017406211553239508, "min_feedback_forward_cosine": 0.9997197389602661 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 42228, "train_examples": 50000, "train_loss": 0.06385894116640091 }, { "epoch": 109, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023695804178714752, "mean_feedback_forward_cosine": 0.9998437636776975, "mean_feedback_forward_relative_error": 0.01740002825758175, "min_feedback_forward_cosine": 0.9997198581695557 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 42619, "train_examples": 50000, "train_loss": 0.06184221161365509 }, { "epoch": 110, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023691022768616676, "mean_feedback_forward_cosine": 0.9998438326936019, "mean_feedback_forward_relative_error": 0.01739368033840468, "min_feedback_forward_cosine": 0.99972003698349 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 43010, "train_examples": 50000, "train_loss": 0.060633849470615384 }, { "epoch": 111, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023686127737164497, "mean_feedback_forward_cosine": 0.9998439236691123, "mean_feedback_forward_relative_error": 0.01738741413052929, "min_feedback_forward_cosine": 0.9997200965881348 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 43401, "train_examples": 50000, "train_loss": 0.060744912099838254 }, { "epoch": 112, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023681461811065674, "mean_feedback_forward_cosine": 0.9998440115075362, "mean_feedback_forward_relative_error": 0.017381269092622557, "min_feedback_forward_cosine": 0.9997202157974243 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 43792, "train_examples": 50000, "train_loss": 0.056162936646938326 }, { "epoch": 113, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023676710203289986, "mean_feedback_forward_cosine": 0.9998440617009213, "mean_feedback_forward_relative_error": 0.01737514133320043, "min_feedback_forward_cosine": 0.9997203350067139 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 44183, "train_examples": 50000, "train_loss": 0.054906321696043016 }, { "epoch": 114, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02367215044796467, "mean_feedback_forward_cosine": 0.9998441683618646, "mean_feedback_forward_relative_error": 0.0173690825406658, "min_feedback_forward_cosine": 0.9997203946113586 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 44574, "train_examples": 50000, "train_loss": 0.05158617860794067 }, { "epoch": 115, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02366732992231846, "mean_feedback_forward_cosine": 0.9998442373777691, "mean_feedback_forward_relative_error": 0.01736301357710832, "min_feedback_forward_cosine": 0.9997204542160034 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 44965, "train_examples": 50000, "train_loss": 0.05088043869256973 }, { "epoch": 116, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023662425577640533, "mean_feedback_forward_cosine": 0.9998443252161929, "mean_feedback_forward_relative_error": 0.01735682993833172, "min_feedback_forward_cosine": 0.9997206926345825 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 45356, "train_examples": 50000, "train_loss": 0.049507606768608096 }, { "epoch": 117, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023657245561480522, "mean_feedback_forward_cosine": 0.999844397369184, "mean_feedback_forward_relative_error": 0.0173505259138581, "min_feedback_forward_cosine": 0.9997208118438721 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 45747, "train_examples": 50000, "train_loss": 0.048889036183357236 }, { "epoch": 118, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02365242876112461, "mean_feedback_forward_cosine": 0.9998445259897333, "mean_feedback_forward_relative_error": 0.01734436661201088, "min_feedback_forward_cosine": 0.9997209310531616 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 46138, "train_examples": 50000, "train_loss": 0.046154447889328 }, { "epoch": 119, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023647358641028404, "mean_feedback_forward_cosine": 0.9998445761831183, "mean_feedback_forward_relative_error": 0.017338183659471963, "min_feedback_forward_cosine": 0.9997210502624512 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 46529, "train_examples": 50000, "train_loss": 0.045580965416431425 }, { "epoch": 120, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023642217740416527, "mean_feedback_forward_cosine": 0.9998446671586287, "mean_feedback_forward_relative_error": 0.017331985683229408, "min_feedback_forward_cosine": 0.999721109867096 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 46920, "train_examples": 50000, "train_loss": 0.044149961864948274 }, { "epoch": 121, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023637007921934128, "mean_feedback_forward_cosine": 0.9998447957791781, "mean_feedback_forward_relative_error": 0.017325968261023884, "min_feedback_forward_cosine": 0.9997212290763855 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 47311, "train_examples": 50000, "train_loss": 0.04359179922521114 }, { "epoch": 122, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023631718009710312, "mean_feedback_forward_cosine": 0.99984483969839, "mean_feedback_forward_relative_error": 0.017319751094634597, "min_feedback_forward_cosine": 0.999721348285675 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 47702, "train_examples": 50000, "train_loss": 0.04161858483195305 }, { "epoch": 123, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023626845329999924, "mean_feedback_forward_cosine": 0.9998449212626407, "mean_feedback_forward_relative_error": 0.01731370088007105, "min_feedback_forward_cosine": 0.9997215270996094 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 48093, "train_examples": 50000, "train_loss": 0.038731798566579816 }, { "epoch": 124, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02362195774912834, "mean_feedback_forward_cosine": 0.9998450122381511, "mean_feedback_forward_relative_error": 0.017307680835457223, "min_feedback_forward_cosine": 0.9997216463088989 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 48484, "train_examples": 50000, "train_loss": 0.038410091083049776 }, { "epoch": 125, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02361702173948288, "mean_feedback_forward_cosine": 0.9998450938024019, "mean_feedback_forward_relative_error": 0.01730163615981215, "min_feedback_forward_cosine": 0.9997217655181885 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 48875, "train_examples": 50000, "train_loss": 0.03799481664180756 }, { "epoch": 126, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023611996322870255, "mean_feedback_forward_cosine": 0.9998451847779123, "mean_feedback_forward_relative_error": 0.017295557784994964, "min_feedback_forward_cosine": 0.999721884727478 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 49266, "train_examples": 50000, "train_loss": 0.037503372143507005 }, { "epoch": 127, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023606695234775543, "mean_feedback_forward_cosine": 0.9998452632050765, "mean_feedback_forward_relative_error": 0.017289149035748682, "min_feedback_forward_cosine": 0.9997219443321228 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 49657, "train_examples": 50000, "train_loss": 0.03679502383947372 }, { "epoch": 128, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023601356893777847, "mean_feedback_forward_cosine": 0.999845382414366, "mean_feedback_forward_relative_error": 0.017282778299168536, "min_feedback_forward_cosine": 0.9997220039367676 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 50048, "train_examples": 50000, "train_loss": 0.03629144645452499 }, { "epoch": 129, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02359592169523239, "mean_feedback_forward_cosine": 0.9998454828011362, "mean_feedback_forward_relative_error": 0.017276233111165072, "min_feedback_forward_cosine": 0.9997222423553467 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 50439, "train_examples": 50000, "train_loss": 0.0364483181989193 }, { "epoch": 130, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02359072118997574, "mean_feedback_forward_cosine": 0.9998455518170407, "mean_feedback_forward_relative_error": 0.017269935434390055, "min_feedback_forward_cosine": 0.9997223019599915 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 50830, "train_examples": 50000, "train_loss": 0.034332342364788056 }, { "epoch": 131, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02358531393110752, "mean_feedback_forward_cosine": 0.9998456961230228, "mean_feedback_forward_relative_error": 0.01726341384806131, "min_feedback_forward_cosine": 0.9997224807739258 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 51221, "train_examples": 50000, "train_loss": 0.03428687328636646 }, { "epoch": 132, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02358020283281803, "mean_feedback_forward_cosine": 0.9998457682760138, "mean_feedback_forward_relative_error": 0.01725717761406773, "min_feedback_forward_cosine": 0.9997225999832153 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 51612, "train_examples": 50000, "train_loss": 0.032234325948953625 }, { "epoch": 133, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023574132472276688, "mean_feedback_forward_cosine": 0.9998458561144377, "mean_feedback_forward_relative_error": 0.017250330775584046, "min_feedback_forward_cosine": 0.9997227191925049 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 52003, "train_examples": 50000, "train_loss": 0.034230175194740295 }, { "epoch": 134, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023568494245409966, "mean_feedback_forward_cosine": 0.9998459753237272, "mean_feedback_forward_relative_error": 0.017243789778532165, "min_feedback_forward_cosine": 0.9997227787971497 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 52394, "train_examples": 50000, "train_loss": 0.03254088444650173 }, { "epoch": 135, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023562785238027573, "mean_feedback_forward_cosine": 0.9998460506138048, "mean_feedback_forward_relative_error": 0.017237197926366014, "min_feedback_forward_cosine": 0.999722957611084 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 52785, "train_examples": 50000, "train_loss": 0.03148084326982498 }, { "epoch": 136, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023556891828775406, "mean_feedback_forward_cosine": 0.9998461792343541, "mean_feedback_forward_relative_error": 0.01723046524842319, "min_feedback_forward_cosine": 0.9997230768203735 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 53176, "train_examples": 50000, "train_loss": 0.03139829716026783 }, { "epoch": 137, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023550614714622498, "mean_feedback_forward_cosine": 0.9998462796211243, "mean_feedback_forward_relative_error": 0.01722343726769874, "min_feedback_forward_cosine": 0.9997232556343079 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 53567, "train_examples": 50000, "train_loss": 0.03205857029914856 }, { "epoch": 138, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023544590920209885, "mean_feedback_forward_cosine": 0.9998463894191542, "mean_feedback_forward_relative_error": 0.017216602781493413, "min_feedback_forward_cosine": 0.9997234344482422 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 53958, "train_examples": 50000, "train_loss": 0.03052342778682709 }, { "epoch": 139, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023538513109087944, "mean_feedback_forward_cosine": 0.9998464898059243, "mean_feedback_forward_relative_error": 0.017209697098128106, "min_feedback_forward_cosine": 0.9997235536575317 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 54349, "train_examples": 50000, "train_loss": 0.02979899444937706 }, { "epoch": 140, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023532183840870857, "mean_feedback_forward_cosine": 0.9998465745072616, "mean_feedback_forward_relative_error": 0.017202494911065225, "min_feedback_forward_cosine": 0.9997236728668213 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 54740, "train_examples": 50000, "train_loss": 0.030423043351769447 }, { "epoch": 141, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023526586592197418, "mean_feedback_forward_cosine": 0.9998467282245034, "mean_feedback_forward_relative_error": 0.017195927150743574, "min_feedback_forward_cosine": 0.9997238516807556 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 55131, "train_examples": 50000, "train_loss": 0.02794100591301918 }, { "epoch": 142, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023520344868302345, "mean_feedback_forward_cosine": 0.9998468192000138, "mean_feedback_forward_relative_error": 0.01718891215951819, "min_feedback_forward_cosine": 0.9997240304946899 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 55522, "train_examples": 50000, "train_loss": 0.028760734344720842 }, { "epoch": 143, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02351364493370056, "mean_feedback_forward_cosine": 0.9998469164496974, "mean_feedback_forward_relative_error": 0.017181518683700187, "min_feedback_forward_cosine": 0.9997240900993347 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 55913, "train_examples": 50000, "train_loss": 0.029662667474746704 }, { "epoch": 144, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02350768819451332, "mean_feedback_forward_cosine": 0.9998470325219003, "mean_feedback_forward_relative_error": 0.017174601922497937, "min_feedback_forward_cosine": 0.9997241497039795 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 56304, "train_examples": 50000, "train_loss": 0.027351453642845153 }, { "epoch": 145, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023501817137002945, "mean_feedback_forward_cosine": 0.9998471360457571, "mean_feedback_forward_relative_error": 0.01716774528061873, "min_feedback_forward_cosine": 0.9997243881225586 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 56695, "train_examples": 50000, "train_loss": 0.02682767370223999 }, { "epoch": 146, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023496165871620178, "mean_feedback_forward_cosine": 0.9998472364325273, "mean_feedback_forward_relative_error": 0.017161092598383363, "min_feedback_forward_cosine": 0.9997245073318481 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 57086, "train_examples": 50000, "train_loss": 0.025234533749222757 }, { "epoch": 147, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023490233346819878, "mean_feedback_forward_cosine": 0.9998473430934706, "mean_feedback_forward_relative_error": 0.01715407116142543, "min_feedback_forward_cosine": 0.9997247457504272 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 57477, "train_examples": 50000, "train_loss": 0.025619760848283768 }, { "epoch": 148, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02348383143544197, "mean_feedback_forward_cosine": 0.9998474591656735, "mean_feedback_forward_relative_error": 0.017146862062968705, "min_feedback_forward_cosine": 0.999724805355072 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 57868, "train_examples": 50000, "train_loss": 0.027091085720062257 }, { "epoch": 149, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02347722090780735, "mean_feedback_forward_cosine": 0.9998475877862227, "mean_feedback_forward_relative_error": 0.017139346044706672, "min_feedback_forward_cosine": 0.9997249841690063 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 58259, "train_examples": 50000, "train_loss": 0.02594793123960495 }, { "epoch": 150, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023470649495720863, "mean_feedback_forward_cosine": 0.9998477038584257, "mean_feedback_forward_relative_error": 0.01713178399950266, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.010000000000000002, "output_lr": 0.010000000000000002, "step": 58650, "train_examples": 50000, "train_loss": 0.025382003281712532 }, { "epoch": 151, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023470569401979446, "mean_feedback_forward_cosine": 0.9998476818988198, "mean_feedback_forward_relative_error": 0.017131598127123556, "min_feedback_forward_cosine": 0.9997251629829407 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 59041, "train_examples": 50000, "train_loss": 0.022738278942108153 }, { "epoch": 152, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023470519110560417, "mean_feedback_forward_cosine": 0.9998477038584257, "mean_feedback_forward_relative_error": 0.017131424729565258, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 59432, "train_examples": 50000, "train_loss": 0.02032180576354265 }, { "epoch": 153, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023470468819141388, "mean_feedback_forward_cosine": 0.9998477352292914, "mean_feedback_forward_relative_error": 0.017131258414960222, "min_feedback_forward_cosine": 0.9997251033782959 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 59823, "train_examples": 50000, "train_loss": 0.02087564205497503 }, { "epoch": 154, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023470422253012657, "mean_feedback_forward_cosine": 0.9998477132696855, "mean_feedback_forward_relative_error": 0.017131087737844178, "min_feedback_forward_cosine": 0.9997251033782959 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 60214, "train_examples": 50000, "train_loss": 0.020675865701436997 }, { "epoch": 155, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023470373824238777, "mean_feedback_forward_cosine": 0.999847694447166, "mean_feedback_forward_relative_error": 0.017130916791134758, "min_feedback_forward_cosine": 0.9997250437736511 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 60605, "train_examples": 50000, "train_loss": 0.019594330956339837 }, { "epoch": 156, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023470336571335793, "mean_feedback_forward_cosine": 0.9998477352292914, "mean_feedback_forward_relative_error": 0.01713075032947879, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 60996, "train_examples": 50000, "train_loss": 0.01812518547475338 }, { "epoch": 157, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02347029559314251, "mean_feedback_forward_cosine": 0.999847694447166, "mean_feedback_forward_relative_error": 0.017130583696263402, "min_feedback_forward_cosine": 0.9997251629829407 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 61387, "train_examples": 50000, "train_loss": 0.019705076397061348 }, { "epoch": 158, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02347024716436863, "mean_feedback_forward_cosine": 0.9998477101325989, "mean_feedback_forward_relative_error": 0.017130416205250902, "min_feedback_forward_cosine": 0.9997251033782959 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 61778, "train_examples": 50000, "train_loss": 0.01849426058202982 }, { "epoch": 159, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023470209911465645, "mean_feedback_forward_cosine": 0.9998477164067721, "mean_feedback_forward_relative_error": 0.017130251777799504, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 62169, "train_examples": 50000, "train_loss": 0.0178389661103487 }, { "epoch": 160, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023470165207982063, "mean_feedback_forward_cosine": 0.999847738366378, "mean_feedback_forward_relative_error": 0.017130089433569657, "min_feedback_forward_cosine": 0.9997251033782959 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 62560, "train_examples": 50000, "train_loss": 0.018782516342252493 }, { "epoch": 161, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023470129817724228, "mean_feedback_forward_cosine": 0.9998477195438585, "mean_feedback_forward_relative_error": 0.01712993240768188, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 62951, "train_examples": 50000, "train_loss": 0.017044084163606168 }, { "epoch": 162, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023470088839530945, "mean_feedback_forward_cosine": 0.9998477007213392, "mean_feedback_forward_relative_error": 0.017129765897008934, "min_feedback_forward_cosine": 0.9997251033782959 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 63342, "train_examples": 50000, "train_loss": 0.018252893408238886 }, { "epoch": 163, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023470044136047363, "mean_feedback_forward_cosine": 0.9998477226809451, "mean_feedback_forward_relative_error": 0.017129603969423396, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 63733, "train_examples": 50000, "train_loss": 0.018814660705327987 }, { "epoch": 164, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469991981983185, "mean_feedback_forward_cosine": 0.9998477226809451, "mean_feedback_forward_relative_error": 0.017129438316547556, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 64124, "train_examples": 50000, "train_loss": 0.01828828042805195 }, { "epoch": 165, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469949141144753, "mean_feedback_forward_cosine": 0.9998477101325989, "mean_feedback_forward_relative_error": 0.01712927371753674, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 64515, "train_examples": 50000, "train_loss": 0.017494479485154153 }, { "epoch": 166, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02346991002559662, "mean_feedback_forward_cosine": 0.9998477038584257, "mean_feedback_forward_relative_error": 0.017129111446832355, "min_feedback_forward_cosine": 0.9997251033782959 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 64906, "train_examples": 50000, "train_loss": 0.016828056658804418 }, { "epoch": 167, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469865322113037, "mean_feedback_forward_cosine": 0.9998477195438585, "mean_feedback_forward_relative_error": 0.017128946921347005, "min_feedback_forward_cosine": 0.9997251629829407 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 65297, "train_examples": 50000, "train_loss": 0.01927753235697746 }, { "epoch": 168, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469828069210052, "mean_feedback_forward_cosine": 0.9998477571888974, "mean_feedback_forward_relative_error": 0.017128781072403256, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 65688, "train_examples": 50000, "train_loss": 0.015929944035708903 }, { "epoch": 169, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02346978150308132, "mean_feedback_forward_cosine": 0.9998477352292914, "mean_feedback_forward_relative_error": 0.017128623678888146, "min_feedback_forward_cosine": 0.9997251629829407 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 66079, "train_examples": 50000, "train_loss": 0.017925133748054503 }, { "epoch": 170, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469744250178337, "mean_feedback_forward_cosine": 0.9998477320922049, "mean_feedback_forward_relative_error": 0.017128463810015666, "min_feedback_forward_cosine": 0.9997251629829407 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 66470, "train_examples": 50000, "train_loss": 0.016547368803024293 }, { "epoch": 171, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469693958759308, "mean_feedback_forward_cosine": 0.9998477477776376, "mean_feedback_forward_relative_error": 0.017128305215584606, "min_feedback_forward_cosine": 0.9997251033782959 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 66861, "train_examples": 50000, "train_loss": 0.018028961103260518 }, { "epoch": 172, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469647392630577, "mean_feedback_forward_cosine": 0.9998477446405512, "mean_feedback_forward_relative_error": 0.017128151130715485, "min_feedback_forward_cosine": 0.9997251033782959 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 67252, "train_examples": 50000, "train_loss": 0.016297293134331703 }, { "epoch": 173, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469604551792145, "mean_feedback_forward_cosine": 0.9998477164067721, "mean_feedback_forward_relative_error": 0.017127990845198695, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 67643, "train_examples": 50000, "train_loss": 0.016068762745261193 }, { "epoch": 174, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02346956357359886, "mean_feedback_forward_cosine": 0.9998477320922049, "mean_feedback_forward_relative_error": 0.01712783293700532, "min_feedback_forward_cosine": 0.9997251629829407 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 68034, "train_examples": 50000, "train_loss": 0.017072581720650196 }, { "epoch": 175, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02346952259540558, "mean_feedback_forward_cosine": 0.999847738366378, "mean_feedback_forward_relative_error": 0.0171276840969528, "min_feedback_forward_cosine": 0.9997251033782959 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 68425, "train_examples": 50000, "train_loss": 0.016299841020703316 }, { "epoch": 176, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469489067792892, "mean_feedback_forward_cosine": 0.9998477571888974, "mean_feedback_forward_relative_error": 0.017127525625064186, "min_feedback_forward_cosine": 0.9997251629829407 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 68816, "train_examples": 50000, "train_loss": 0.016555723536014557 }, { "epoch": 177, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469455540180206, "mean_feedback_forward_cosine": 0.9998477571888974, "mean_feedback_forward_relative_error": 0.01712736747178592, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 69207, "train_examples": 50000, "train_loss": 0.01746484018266201 }, { "epoch": 178, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469412699341774, "mean_feedback_forward_cosine": 0.9998477226809451, "mean_feedback_forward_relative_error": 0.01712720377958919, "min_feedback_forward_cosine": 0.9997251629829407 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 69598, "train_examples": 50000, "train_loss": 0.01591426109135151 }, { "epoch": 179, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469367995858192, "mean_feedback_forward_cosine": 0.9998477164067721, "mean_feedback_forward_relative_error": 0.017127045871395814, "min_feedback_forward_cosine": 0.9997251629829407 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 69989, "train_examples": 50000, "train_loss": 0.016877433751672506 }, { "epoch": 180, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469330742955208, "mean_feedback_forward_cosine": 0.999847738366378, "mean_feedback_forward_relative_error": 0.017126893502120908, "min_feedback_forward_cosine": 0.9997251033782959 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 70380, "train_examples": 50000, "train_loss": 0.015805002427697182 }, { "epoch": 181, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469295352697372, "mean_feedback_forward_cosine": 0.9998477634630705, "mean_feedback_forward_relative_error": 0.017126741941626136, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 70771, "train_examples": 50000, "train_loss": 0.015956093671619893 }, { "epoch": 182, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02346925064921379, "mean_feedback_forward_cosine": 0.9998477320922049, "mean_feedback_forward_relative_error": 0.01712658337170356, "min_feedback_forward_cosine": 0.9997250437736511 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 71162, "train_examples": 50000, "train_loss": 0.016783491440415382 }, { "epoch": 183, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469211533665657, "mean_feedback_forward_cosine": 0.9998477320922049, "mean_feedback_forward_relative_error": 0.01712643097792017, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 71553, "train_examples": 50000, "train_loss": 0.016568301746845246 }, { "epoch": 184, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023469166830182076, "mean_feedback_forward_cosine": 0.9998477571888974, "mean_feedback_forward_relative_error": 0.017126277089118958, "min_feedback_forward_cosine": 0.9997251629829407 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 71944, "train_examples": 50000, "train_loss": 0.016961991252303122 }, { "epoch": 185, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02346912771463394, "mean_feedback_forward_cosine": 0.9998477446405512, "mean_feedback_forward_relative_error": 0.017126121239638643, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 72335, "train_examples": 50000, "train_loss": 0.016554582388401032 }, { "epoch": 186, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02346908301115036, "mean_feedback_forward_cosine": 0.9998477477776376, "mean_feedback_forward_relative_error": 0.017125967963549652, "min_feedback_forward_cosine": 0.9997251629829407 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 72726, "train_examples": 50000, "train_loss": 0.017224053777456283 }, { "epoch": 187, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02346903830766678, "mean_feedback_forward_cosine": 0.9998477791485033, "mean_feedback_forward_relative_error": 0.017125815030579503, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 73117, "train_examples": 50000, "train_loss": 0.016826375187635422 }, { "epoch": 188, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023468997329473495, "mean_feedback_forward_cosine": 0.9998477477776376, "mean_feedback_forward_relative_error": 0.017125658592895457, "min_feedback_forward_cosine": 0.9997251629829407 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 73508, "train_examples": 50000, "train_loss": 0.016274484421610832 }, { "epoch": 189, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023468952625989914, "mean_feedback_forward_cosine": 0.9998477477776376, "mean_feedback_forward_relative_error": 0.017125497155479695, "min_feedback_forward_cosine": 0.9997251629829407 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 73899, "train_examples": 50000, "train_loss": 0.016347632362246515 }, { "epoch": 190, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023468919098377228, "mean_feedback_forward_cosine": 0.9998477697372437, "mean_feedback_forward_relative_error": 0.017125348119359268, "min_feedback_forward_cosine": 0.9997252821922302 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 74290, "train_examples": 50000, "train_loss": 0.015300385817289352 }, { "epoch": 191, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023468874394893646, "mean_feedback_forward_cosine": 0.9998477760114168, "mean_feedback_forward_relative_error": 0.017125192171844997, "min_feedback_forward_cosine": 0.9997252821922302 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 74681, "train_examples": 50000, "train_loss": 0.015139786813855171 }, { "epoch": 192, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02346884272992611, "mean_feedback_forward_cosine": 0.9998477728743302, "mean_feedback_forward_relative_error": 0.017125040096671956, "min_feedback_forward_cosine": 0.9997251629829407 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 75072, "train_examples": 50000, "train_loss": 0.01534516973376274 }, { "epoch": 193, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023468801751732826, "mean_feedback_forward_cosine": 0.9998477415034646, "mean_feedback_forward_relative_error": 0.01712488878126207, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 75463, "train_examples": 50000, "train_loss": 0.015045764645934104 }, { "epoch": 194, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02346876822412014, "mean_feedback_forward_cosine": 0.9998477446405512, "mean_feedback_forward_relative_error": 0.01712474187738017, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 75854, "train_examples": 50000, "train_loss": 0.014863526417016984 }, { "epoch": 195, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023468727245926857, "mean_feedback_forward_cosine": 0.9998477634630705, "mean_feedback_forward_relative_error": 0.017124591591326815, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 76245, "train_examples": 50000, "train_loss": 0.015969047774076463 }, { "epoch": 196, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023468689993023872, "mean_feedback_forward_cosine": 0.9998477571888974, "mean_feedback_forward_relative_error": 0.017124441623883813, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 76636, "train_examples": 50000, "train_loss": 0.015492048771381378 }, { "epoch": 197, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023468639701604843, "mean_feedback_forward_cosine": 0.9998477509147242, "mean_feedback_forward_relative_error": 0.017124289034032507, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 77027, "train_examples": 50000, "train_loss": 0.01570508582800627 }, { "epoch": 198, "feedback_tracking": { "max_feedback_forward_relative_error": 0.02346859872341156, "mean_feedback_forward_cosine": 0.9998477320922049, "mean_feedback_forward_relative_error": 0.01712413610106236, "min_feedback_forward_cosine": 0.9997251033782959 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 77418, "train_examples": 50000, "train_loss": 0.015932950350940226 }, { "epoch": 199, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023468557745218277, "mean_feedback_forward_cosine": 0.9998477571888974, "mean_feedback_forward_relative_error": 0.017123981133887644, "min_feedback_forward_cosine": 0.9997252225875854 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 77809, "train_examples": 50000, "train_loss": 0.015606247376203537 }, { "epoch": 200, "feedback_tracking": { "max_feedback_forward_relative_error": 0.023468511179089546, "mean_feedback_forward_cosine": 0.999847760325984, "mean_feedback_forward_relative_error": 0.017123831485054995, "min_feedback_forward_cosine": 0.9997251033782959 }, "lr": 0.0010000000000000002, "output_lr": 0.0010000000000000002, "step": 78200, "train_examples": 50000, "train_loss": 0.015239414473474025 } ], "evaluation_protocol": { "test_evaluations": 1, "test_used_for_selection": false, "validation_evaluations": 0 }, "final": { "accuracy": 0.9155, "epoch": 200, "evaluation_split": "test", "finite": true, "loss": 0.41212791137695315, "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": 11, "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": 0.7048258781433105, "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": 6205.603518009186, "train_wall_s": 6203.436691999435 }, "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 } }