From cdc7d5ec262d3ce1b3ffa2012800ab159a7fc3d4 Mon Sep 17 00:00:00 2001 From: YurenHao0426 Date: Sun, 26 Jul 2026 16:30:45 -0500 Subject: results: confirm standard-depth SDIL scaling --- results/oral_a_dynamic_scaling_v2/bp_d56_s12.json | 2106 +++++++++++++++++++++ 1 file changed, 2106 insertions(+) create mode 100644 results/oral_a_dynamic_scaling_v2/bp_d56_s12.json (limited to 'results/oral_a_dynamic_scaling_v2/bp_d56_s12.json') diff --git a/results/oral_a_dynamic_scaling_v2/bp_d56_s12.json b/results/oral_a_dynamic_scaling_v2/bp_d56_s12.json new file mode 100644 index 0000000..3593671 --- /dev/null +++ b/results/oral_a_dynamic_scaling_v2/bp_d56_s12.json @@ -0,0 +1,2106 @@ +{ + "architecture": { + "adaptive_apical_parameters": 0, + "adaptive_feedback_parameters": 0, + "base_width": 16, + "blocks_per_stage": 9, + "bn_eps": 1e-05, + "bn_momentum": 0.1, + "depth": 56, + "family": "CIFAR 6n+2 ResNet, option-A shortcuts", + "fixed_feedback_parameters": 0, + "fixed_traffic_coefficients": 0, + "forward_parameters": 853018, + "hidden_shapes": [ + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 16, + 32, + 32 + ], + [ + 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 + ], + [ + 32, + 16, + 16 + ], + [ + 32, + 16, + 16 + ], + [ + 32, + 16, + 16 + ], + [ + 32, + 16, + 16 + ], + [ + 32, + 16, + 16 + ], + [ + 32, + 16, + 16 + ], + [ + 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 + ], + [ + 64, + 8, + 8 + ], + [ + 64, + 8, + 8 + ], + [ + 64, + 8, + 8 + ], + [ + 64, + 8, + 8 + ], + [ + 64, + 8, + 8 + ], + [ + 64, + 8, + 8 + ], + [ + 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": 0, + "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": 56, + "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": "bp", + "momentum": 0.9, + "neutral_projection": 0, + "normalization": "batchnorm", + "nuisance_scale": 0.0, + "out": "results/oral_a_dynamic_scaling_v2/bp_d56_s12.json", + "output_lr": null, + "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": null, + "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": null, + "epochs": [ + { + "epoch": 1, + "lr": 0.1, + "output_lr": 0.1, + "step": 391, + "train_examples": 50000, + "train_loss": 2.413580471954346 + }, + { + "epoch": 2, + "lr": 0.1, + "output_lr": 0.1, + "step": 782, + "train_examples": 50000, + "train_loss": 1.8447585605621337 + }, + { + "epoch": 3, + "lr": 0.1, + "output_lr": 0.1, + "step": 1173, + "train_examples": 50000, + "train_loss": 1.4722166374969483 + }, + { + "epoch": 4, + "lr": 0.1, + "output_lr": 0.1, + "step": 1564, + "train_examples": 50000, + "train_loss": 1.1879013381576538 + }, + { + "epoch": 5, + "lr": 0.1, + "output_lr": 0.1, + "step": 1955, + "train_examples": 50000, + "train_loss": 0.9690340812492371 + }, + { + "epoch": 6, + "lr": 0.1, + "output_lr": 0.1, + "step": 2346, + "train_examples": 50000, + "train_loss": 0.8153593579864502 + }, + { + "epoch": 7, + "lr": 0.1, + "output_lr": 0.1, + "step": 2737, + "train_examples": 50000, + "train_loss": 0.7118998365402222 + }, + { + "epoch": 8, + "lr": 0.1, + "output_lr": 0.1, + "step": 3128, + "train_examples": 50000, + "train_loss": 0.6407440201950073 + }, + { + "epoch": 9, + "lr": 0.1, + "output_lr": 0.1, + "step": 3519, + "train_examples": 50000, + "train_loss": 0.5864878462600708 + }, + { + "epoch": 10, + "lr": 0.1, + "output_lr": 0.1, + "step": 3910, + "train_examples": 50000, + "train_loss": 0.5411465914726258 + }, + { + "epoch": 11, + "lr": 0.1, + "output_lr": 0.1, + "step": 4301, + "train_examples": 50000, + "train_loss": 0.5059185932540894 + }, + { + "epoch": 12, + "lr": 0.1, + "output_lr": 0.1, + "step": 4692, + "train_examples": 50000, + "train_loss": 0.47923106086730954 + }, + { + "epoch": 13, + "lr": 0.1, + "output_lr": 0.1, + "step": 5083, + "train_examples": 50000, + "train_loss": 0.4508411322116852 + }, + { + "epoch": 14, + "lr": 0.1, + "output_lr": 0.1, + "step": 5474, + "train_examples": 50000, + "train_loss": 0.43072596397399904 + }, + { + "epoch": 15, + "lr": 0.1, + "output_lr": 0.1, + "step": 5865, + "train_examples": 50000, + "train_loss": 0.4154094973182678 + }, + { + "epoch": 16, + "lr": 0.1, + "output_lr": 0.1, + "step": 6256, + "train_examples": 50000, + "train_loss": 0.3904208505821228 + }, + { + "epoch": 17, + "lr": 0.1, + "output_lr": 0.1, + "step": 6647, + "train_examples": 50000, + "train_loss": 0.38186251123428344 + }, + { + "epoch": 18, + "lr": 0.1, + "output_lr": 0.1, + "step": 7038, + "train_examples": 50000, + "train_loss": 0.36342210127830504 + }, + { + "epoch": 19, + "lr": 0.1, + "output_lr": 0.1, + "step": 7429, + "train_examples": 50000, + "train_loss": 0.35131389896392823 + }, + { + "epoch": 20, + "lr": 0.1, + "output_lr": 0.1, + "step": 7820, + "train_examples": 50000, + "train_loss": 0.3399477007961273 + }, + { + "epoch": 21, + "lr": 0.1, + "output_lr": 0.1, + "step": 8211, + "train_examples": 50000, + "train_loss": 0.33231564016342163 + }, + { + "epoch": 22, + "lr": 0.1, + "output_lr": 0.1, + "step": 8602, + "train_examples": 50000, + "train_loss": 0.32369463687896727 + }, + { + "epoch": 23, + "lr": 0.1, + "output_lr": 0.1, + "step": 8993, + "train_examples": 50000, + "train_loss": 0.31038446986198426 + }, + { + "epoch": 24, + "lr": 0.1, + "output_lr": 0.1, + "step": 9384, + "train_examples": 50000, + "train_loss": 0.30401133107185363 + }, + { + "epoch": 25, + "lr": 0.1, + "output_lr": 0.1, + "step": 9775, + "train_examples": 50000, + "train_loss": 0.2943172943210602 + }, + { + "epoch": 26, + "lr": 0.1, + "output_lr": 0.1, + "step": 10166, + "train_examples": 50000, + "train_loss": 0.28511249803543093 + }, + { + "epoch": 27, + "lr": 0.1, + "output_lr": 0.1, + "step": 10557, + "train_examples": 50000, + "train_loss": 0.2835334275484085 + }, + { + "epoch": 28, + "lr": 0.1, + "output_lr": 0.1, + "step": 10948, + "train_examples": 50000, + "train_loss": 0.2641226759815216 + }, + { + "epoch": 29, + "lr": 0.1, + "output_lr": 0.1, + "step": 11339, + "train_examples": 50000, + "train_loss": 0.26690744095802305 + }, + { + "epoch": 30, + "lr": 0.1, + "output_lr": 0.1, + "step": 11730, + "train_examples": 50000, + "train_loss": 0.2584416003036499 + }, + { + "epoch": 31, + "lr": 0.1, + "output_lr": 0.1, + "step": 12121, + "train_examples": 50000, + "train_loss": 0.25376362020492554 + }, + { + "epoch": 32, + "lr": 0.1, + "output_lr": 0.1, + "step": 12512, + "train_examples": 50000, + "train_loss": 0.2517214633560181 + }, + { + "epoch": 33, + "lr": 0.1, + "output_lr": 0.1, + "step": 12903, + "train_examples": 50000, + "train_loss": 0.24121941378593445 + }, + { + "epoch": 34, + "lr": 0.1, + "output_lr": 0.1, + "step": 13294, + "train_examples": 50000, + "train_loss": 0.24271660557746888 + }, + { + "epoch": 35, + "lr": 0.1, + "output_lr": 0.1, + "step": 13685, + "train_examples": 50000, + "train_loss": 0.23234087213516236 + }, + { + "epoch": 36, + "lr": 0.1, + "output_lr": 0.1, + "step": 14076, + "train_examples": 50000, + "train_loss": 0.2300577702522278 + }, + { + "epoch": 37, + "lr": 0.1, + "output_lr": 0.1, + "step": 14467, + "train_examples": 50000, + "train_loss": 0.22161671468257904 + }, + { + "epoch": 38, + "lr": 0.1, + "output_lr": 0.1, + "step": 14858, + "train_examples": 50000, + "train_loss": 0.22304309997558594 + }, + { + "epoch": 39, + "lr": 0.1, + "output_lr": 0.1, + "step": 15249, + "train_examples": 50000, + "train_loss": 0.22108167819023133 + }, + { + "epoch": 40, + "lr": 0.1, + "output_lr": 0.1, + "step": 15640, + "train_examples": 50000, + "train_loss": 0.21256760990142823 + }, + { + "epoch": 41, + "lr": 0.1, + "output_lr": 0.1, + "step": 16031, + "train_examples": 50000, + "train_loss": 0.2147718205165863 + }, + { + "epoch": 42, + "lr": 0.1, + "output_lr": 0.1, + "step": 16422, + "train_examples": 50000, + "train_loss": 0.20625752338409423 + }, + { + "epoch": 43, + "lr": 0.1, + "output_lr": 0.1, + "step": 16813, + "train_examples": 50000, + "train_loss": 0.2088438822555542 + }, + { + "epoch": 44, + "lr": 0.1, + "output_lr": 0.1, + "step": 17204, + "train_examples": 50000, + "train_loss": 0.20263447693824768 + }, + { + "epoch": 45, + "lr": 0.1, + "output_lr": 0.1, + "step": 17595, + "train_examples": 50000, + "train_loss": 0.20056139289855957 + }, + { + "epoch": 46, + "lr": 0.1, + "output_lr": 0.1, + "step": 17986, + "train_examples": 50000, + "train_loss": 0.19413177680969237 + }, + { + "epoch": 47, + "lr": 0.1, + "output_lr": 0.1, + "step": 18377, + "train_examples": 50000, + "train_loss": 0.1955446757864952 + }, + { + "epoch": 48, + "lr": 0.1, + "output_lr": 0.1, + "step": 18768, + "train_examples": 50000, + "train_loss": 0.1940001650285721 + }, + { + "epoch": 49, + "lr": 0.1, + "output_lr": 0.1, + "step": 19159, + "train_examples": 50000, + "train_loss": 0.19066666412591934 + }, + { + "epoch": 50, + "lr": 0.1, + "output_lr": 0.1, + "step": 19550, + "train_examples": 50000, + "train_loss": 0.18382880640029908 + }, + { + "epoch": 51, + "lr": 0.1, + "output_lr": 0.1, + "step": 19941, + "train_examples": 50000, + "train_loss": 0.1866710372209549 + }, + { + "epoch": 52, + "lr": 0.1, + "output_lr": 0.1, + "step": 20332, + "train_examples": 50000, + "train_loss": 0.18865948355674744 + }, + { + "epoch": 53, + "lr": 0.1, + "output_lr": 0.1, + "step": 20723, + "train_examples": 50000, + "train_loss": 0.18220593039512634 + }, + { + "epoch": 54, + "lr": 0.1, + "output_lr": 0.1, + "step": 21114, + "train_examples": 50000, + "train_loss": 0.18327610754013063 + }, + { + "epoch": 55, + "lr": 0.1, + "output_lr": 0.1, + "step": 21505, + "train_examples": 50000, + "train_loss": 0.17775965525627135 + }, + { + "epoch": 56, + "lr": 0.1, + "output_lr": 0.1, + "step": 21896, + "train_examples": 50000, + "train_loss": 0.1821687641811371 + }, + { + "epoch": 57, + "lr": 0.1, + "output_lr": 0.1, + "step": 22287, + "train_examples": 50000, + "train_loss": 0.1739788373851776 + }, + { + "epoch": 58, + "lr": 0.1, + "output_lr": 0.1, + "step": 22678, + "train_examples": 50000, + "train_loss": 0.17823246103286744 + }, + { + "epoch": 59, + "lr": 0.1, + "output_lr": 0.1, + "step": 23069, + "train_examples": 50000, + "train_loss": 0.17060733947277068 + }, + { + "epoch": 60, + "lr": 0.1, + "output_lr": 0.1, + "step": 23460, + "train_examples": 50000, + "train_loss": 0.16895895728588103 + }, + { + "epoch": 61, + "lr": 0.1, + "output_lr": 0.1, + "step": 23851, + "train_examples": 50000, + "train_loss": 0.17132162360191344 + }, + { + "epoch": 62, + "lr": 0.1, + "output_lr": 0.1, + "step": 24242, + "train_examples": 50000, + "train_loss": 0.1695156877851486 + }, + { + "epoch": 63, + "lr": 0.1, + "output_lr": 0.1, + "step": 24633, + "train_examples": 50000, + "train_loss": 0.17324144656181337 + }, + { + "epoch": 64, + "lr": 0.1, + "output_lr": 0.1, + "step": 25024, + "train_examples": 50000, + "train_loss": 0.1637943939781189 + }, + { + "epoch": 65, + "lr": 0.1, + "output_lr": 0.1, + "step": 25415, + "train_examples": 50000, + "train_loss": 0.16513353094100952 + }, + { + "epoch": 66, + "lr": 0.1, + "output_lr": 0.1, + "step": 25806, + "train_examples": 50000, + "train_loss": 0.16646706756591798 + }, + { + "epoch": 67, + "lr": 0.1, + "output_lr": 0.1, + "step": 26197, + "train_examples": 50000, + "train_loss": 0.15926239058971406 + }, + { + "epoch": 68, + "lr": 0.1, + "output_lr": 0.1, + "step": 26588, + "train_examples": 50000, + "train_loss": 0.1595205679821968 + }, + { + "epoch": 69, + "lr": 0.1, + "output_lr": 0.1, + "step": 26979, + "train_examples": 50000, + "train_loss": 0.162308915143013 + }, + { + "epoch": 70, + "lr": 0.1, + "output_lr": 0.1, + "step": 27370, + "train_examples": 50000, + "train_loss": 0.1565773363161087 + }, + { + "epoch": 71, + "lr": 0.1, + "output_lr": 0.1, + "step": 27761, + "train_examples": 50000, + "train_loss": 0.15622324786663055 + }, + { + "epoch": 72, + "lr": 0.1, + "output_lr": 0.1, + "step": 28152, + "train_examples": 50000, + "train_loss": 0.16010785141944886 + }, + { + "epoch": 73, + "lr": 0.1, + "output_lr": 0.1, + "step": 28543, + "train_examples": 50000, + "train_loss": 0.15118239220142365 + }, + { + "epoch": 74, + "lr": 0.1, + "output_lr": 0.1, + "step": 28934, + "train_examples": 50000, + "train_loss": 0.15657217029571532 + }, + { + "epoch": 75, + "lr": 0.1, + "output_lr": 0.1, + "step": 29325, + "train_examples": 50000, + "train_loss": 0.14973657046318053 + }, + { + "epoch": 76, + "lr": 0.1, + "output_lr": 0.1, + "step": 29716, + "train_examples": 50000, + "train_loss": 0.15438437737464905 + }, + { + "epoch": 77, + "lr": 0.1, + "output_lr": 0.1, + "step": 30107, + "train_examples": 50000, + "train_loss": 0.1509153999376297 + }, + { + "epoch": 78, + "lr": 0.1, + "output_lr": 0.1, + "step": 30498, + "train_examples": 50000, + "train_loss": 0.1547145963525772 + }, + { + "epoch": 79, + "lr": 0.1, + "output_lr": 0.1, + "step": 30889, + "train_examples": 50000, + "train_loss": 0.15082019764900206 + }, + { + "epoch": 80, + "lr": 0.1, + "output_lr": 0.1, + "step": 31280, + "train_examples": 50000, + "train_loss": 0.1514918416929245 + }, + { + "epoch": 81, + "lr": 0.1, + "output_lr": 0.1, + "step": 31671, + "train_examples": 50000, + "train_loss": 0.14787954893112182 + }, + { + "epoch": 82, + "lr": 0.1, + "output_lr": 0.1, + "step": 32062, + "train_examples": 50000, + "train_loss": 0.1492227119064331 + }, + { + "epoch": 83, + "lr": 0.1, + "output_lr": 0.1, + "step": 32453, + "train_examples": 50000, + "train_loss": 0.14918528707504272 + }, + { + "epoch": 84, + "lr": 0.1, + "output_lr": 0.1, + "step": 32844, + "train_examples": 50000, + "train_loss": 0.14154446021556855 + }, + { + "epoch": 85, + "lr": 0.1, + "output_lr": 0.1, + "step": 33235, + "train_examples": 50000, + "train_loss": 0.14837485870361328 + }, + { + "epoch": 86, + "lr": 0.1, + "output_lr": 0.1, + "step": 33626, + "train_examples": 50000, + "train_loss": 0.14523746457576753 + }, + { + "epoch": 87, + "lr": 0.1, + "output_lr": 0.1, + "step": 34017, + "train_examples": 50000, + "train_loss": 0.1412196656894684 + }, + { + "epoch": 88, + "lr": 0.1, + "output_lr": 0.1, + "step": 34408, + "train_examples": 50000, + "train_loss": 0.14520254972934724 + }, + { + "epoch": 89, + "lr": 0.1, + "output_lr": 0.1, + "step": 34799, + "train_examples": 50000, + "train_loss": 0.13544029650688172 + }, + { + "epoch": 90, + "lr": 0.1, + "output_lr": 0.1, + "step": 35190, + "train_examples": 50000, + "train_loss": 0.14551178688049315 + }, + { + "epoch": 91, + "lr": 0.1, + "output_lr": 0.1, + "step": 35581, + "train_examples": 50000, + "train_loss": 0.14038742332458495 + }, + { + "epoch": 92, + "lr": 0.1, + "output_lr": 0.1, + "step": 35972, + "train_examples": 50000, + "train_loss": 0.1416707683491707 + }, + { + "epoch": 93, + "lr": 0.1, + "output_lr": 0.1, + "step": 36363, + "train_examples": 50000, + "train_loss": 0.14101355106830596 + }, + { + "epoch": 94, + "lr": 0.1, + "output_lr": 0.1, + "step": 36754, + "train_examples": 50000, + "train_loss": 0.14156810252428054 + }, + { + "epoch": 95, + "lr": 0.1, + "output_lr": 0.1, + "step": 37145, + "train_examples": 50000, + "train_loss": 0.1344923860836029 + }, + { + "epoch": 96, + "lr": 0.1, + "output_lr": 0.1, + "step": 37536, + "train_examples": 50000, + "train_loss": 0.14150599776268005 + }, + { + "epoch": 97, + "lr": 0.1, + "output_lr": 0.1, + "step": 37927, + "train_examples": 50000, + "train_loss": 0.1339819087791443 + }, + { + "epoch": 98, + "lr": 0.1, + "output_lr": 0.1, + "step": 38318, + "train_examples": 50000, + "train_loss": 0.14047304814338685 + }, + { + "epoch": 99, + "lr": 0.1, + "output_lr": 0.1, + "step": 38709, + "train_examples": 50000, + "train_loss": 0.13870937738895417 + }, + { + "epoch": 100, + "lr": 0.1, + "output_lr": 0.1, + "step": 39100, + "train_examples": 50000, + "train_loss": 0.13526062799453736 + }, + { + "epoch": 101, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 39491, + "train_examples": 50000, + "train_loss": 0.07097873872637749 + }, + { + "epoch": 102, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 39882, + "train_examples": 50000, + "train_loss": 0.04851436100959778 + }, + { + "epoch": 103, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 40273, + "train_examples": 50000, + "train_loss": 0.03978079355537891 + }, + { + "epoch": 104, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 40664, + "train_examples": 50000, + "train_loss": 0.03390625799283385 + }, + { + "epoch": 105, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 41055, + "train_examples": 50000, + "train_loss": 0.029074981991648673 + }, + { + "epoch": 106, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 41446, + "train_examples": 50000, + "train_loss": 0.026708685238361358 + }, + { + "epoch": 107, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 41837, + "train_examples": 50000, + "train_loss": 0.025508891676962377 + }, + { + "epoch": 108, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 42228, + "train_examples": 50000, + "train_loss": 0.022934118223190306 + }, + { + "epoch": 109, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 42619, + "train_examples": 50000, + "train_loss": 0.02194848285496235 + }, + { + "epoch": 110, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 43010, + "train_examples": 50000, + "train_loss": 0.01945007309257984 + }, + { + "epoch": 111, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 43401, + "train_examples": 50000, + "train_loss": 0.018966648765802382 + }, + { + "epoch": 112, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 43792, + "train_examples": 50000, + "train_loss": 0.01751690054371953 + }, + { + "epoch": 113, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 44183, + "train_examples": 50000, + "train_loss": 0.015639233846515416 + }, + { + "epoch": 114, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 44574, + "train_examples": 50000, + "train_loss": 0.01670257864639163 + }, + { + "epoch": 115, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 44965, + "train_examples": 50000, + "train_loss": 0.015051313532590866 + }, + { + "epoch": 116, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 45356, + "train_examples": 50000, + "train_loss": 0.014216155273020267 + }, + { + "epoch": 117, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 45747, + "train_examples": 50000, + "train_loss": 0.013214815193116665 + }, + { + "epoch": 118, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 46138, + "train_examples": 50000, + "train_loss": 0.012478619110286237 + }, + { + "epoch": 119, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 46529, + "train_examples": 50000, + "train_loss": 0.011920008748471737 + }, + { + "epoch": 120, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 46920, + "train_examples": 50000, + "train_loss": 0.01135440178528428 + }, + { + "epoch": 121, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 47311, + "train_examples": 50000, + "train_loss": 0.010664004289656878 + }, + { + "epoch": 122, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 47702, + "train_examples": 50000, + "train_loss": 0.01087159504108131 + }, + { + "epoch": 123, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 48093, + "train_examples": 50000, + "train_loss": 0.010201428257524967 + }, + { + "epoch": 124, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 48484, + "train_examples": 50000, + "train_loss": 0.009868202875107528 + }, + { + "epoch": 125, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 48875, + "train_examples": 50000, + "train_loss": 0.008965574307087809 + }, + { + "epoch": 126, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 49266, + "train_examples": 50000, + "train_loss": 0.00891771702349186 + }, + { + "epoch": 127, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 49657, + "train_examples": 50000, + "train_loss": 0.008399974834546447 + }, + { + "epoch": 128, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 50048, + "train_examples": 50000, + "train_loss": 0.007698562731146812 + }, + { + "epoch": 129, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 50439, + "train_examples": 50000, + "train_loss": 0.008475578688755632 + }, + { + "epoch": 130, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 50830, + "train_examples": 50000, + "train_loss": 0.00830902346316725 + }, + { + "epoch": 131, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 51221, + "train_examples": 50000, + "train_loss": 0.007853451461046934 + }, + { + "epoch": 132, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 51612, + "train_examples": 50000, + "train_loss": 0.007851619808003306 + }, + { + "epoch": 133, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 52003, + "train_examples": 50000, + "train_loss": 0.006879737859144807 + }, + { + "epoch": 134, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 52394, + "train_examples": 50000, + "train_loss": 0.007379789023473859 + }, + { + "epoch": 135, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 52785, + "train_examples": 50000, + "train_loss": 0.007331988705322146 + }, + { + "epoch": 136, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 53176, + "train_examples": 50000, + "train_loss": 0.006300915867090225 + }, + { + "epoch": 137, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 53567, + "train_examples": 50000, + "train_loss": 0.006078072411343455 + }, + { + "epoch": 138, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 53958, + "train_examples": 50000, + "train_loss": 0.006132870688810944 + }, + { + "epoch": 139, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 54349, + "train_examples": 50000, + "train_loss": 0.006521193671487272 + }, + { + "epoch": 140, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 54740, + "train_examples": 50000, + "train_loss": 0.005947416508868337 + }, + { + "epoch": 141, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 55131, + "train_examples": 50000, + "train_loss": 0.005325597274452448 + }, + { + "epoch": 142, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 55522, + "train_examples": 50000, + "train_loss": 0.006016764365881682 + }, + { + "epoch": 143, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 55913, + "train_examples": 50000, + "train_loss": 0.0060249122547730806 + }, + { + "epoch": 144, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 56304, + "train_examples": 50000, + "train_loss": 0.005536915111280977 + }, + { + "epoch": 145, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 56695, + "train_examples": 50000, + "train_loss": 0.004927738820463419 + }, + { + "epoch": 146, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 57086, + "train_examples": 50000, + "train_loss": 0.005624542062422261 + }, + { + "epoch": 147, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 57477, + "train_examples": 50000, + "train_loss": 0.005065151788778603 + }, + { + "epoch": 148, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 57868, + "train_examples": 50000, + "train_loss": 0.005377319272048772 + }, + { + "epoch": 149, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 58259, + "train_examples": 50000, + "train_loss": 0.005547104981746525 + }, + { + "epoch": 150, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 58650, + "train_examples": 50000, + "train_loss": 0.005009888500422239 + }, + { + "epoch": 151, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 59041, + "train_examples": 50000, + "train_loss": 0.004688873038478196 + }, + { + "epoch": 152, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 59432, + "train_examples": 50000, + "train_loss": 0.00445300730606541 + }, + { + "epoch": 153, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 59823, + "train_examples": 50000, + "train_loss": 0.004359322290997952 + }, + { + "epoch": 154, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 60214, + "train_examples": 50000, + "train_loss": 0.0036598509731888772 + }, + { + "epoch": 155, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 60605, + "train_examples": 50000, + "train_loss": 0.003909484916701913 + }, + { + "epoch": 156, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 60996, + "train_examples": 50000, + "train_loss": 0.003556795653514564 + }, + { + "epoch": 157, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 61387, + "train_examples": 50000, + "train_loss": 0.004289821053119376 + }, + { + "epoch": 158, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 61778, + "train_examples": 50000, + "train_loss": 0.0037766539711505172 + }, + { + "epoch": 159, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 62169, + "train_examples": 50000, + "train_loss": 0.0035305865063518286 + }, + { + "epoch": 160, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 62560, + "train_examples": 50000, + "train_loss": 0.003906310083977878 + }, + { + "epoch": 161, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 62951, + "train_examples": 50000, + "train_loss": 0.003510146408043802 + }, + { + "epoch": 162, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 63342, + "train_examples": 50000, + "train_loss": 0.003772904524244368 + }, + { + "epoch": 163, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 63733, + "train_examples": 50000, + "train_loss": 0.003453466680981219 + }, + { + "epoch": 164, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 64124, + "train_examples": 50000, + "train_loss": 0.00404699356328696 + }, + { + "epoch": 165, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 64515, + "train_examples": 50000, + "train_loss": 0.0034331864208355547 + }, + { + "epoch": 166, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 64906, + "train_examples": 50000, + "train_loss": 0.003324918228946626 + }, + { + "epoch": 167, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 65297, + "train_examples": 50000, + "train_loss": 0.0031030424808710815 + }, + { + "epoch": 168, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 65688, + "train_examples": 50000, + "train_loss": 0.003629748016297817 + }, + { + "epoch": 169, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 66079, + "train_examples": 50000, + "train_loss": 0.0031882802027463912 + }, + { + "epoch": 170, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 66470, + "train_examples": 50000, + "train_loss": 0.003775105935363099 + }, + { + "epoch": 171, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 66861, + "train_examples": 50000, + "train_loss": 0.003154012319855392 + }, + { + "epoch": 172, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 67252, + "train_examples": 50000, + "train_loss": 0.003352703639790416 + }, + { + "epoch": 173, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 67643, + "train_examples": 50000, + "train_loss": 0.0031730502455495297 + }, + { + "epoch": 174, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 68034, + "train_examples": 50000, + "train_loss": 0.0028874678939394653 + }, + { + "epoch": 175, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 68425, + "train_examples": 50000, + "train_loss": 0.0032457301169633865 + }, + { + "epoch": 176, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 68816, + "train_examples": 50000, + "train_loss": 0.0034553286668844523 + }, + { + "epoch": 177, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 69207, + "train_examples": 50000, + "train_loss": 0.003174144511334598 + }, + { + "epoch": 178, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 69598, + "train_examples": 50000, + "train_loss": 0.0033225763526372612 + }, + { + "epoch": 179, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 69989, + "train_examples": 50000, + "train_loss": 0.003090857371427119 + }, + { + "epoch": 180, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 70380, + "train_examples": 50000, + "train_loss": 0.0030615870848856867 + }, + { + "epoch": 181, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 70771, + "train_examples": 50000, + "train_loss": 0.003162896712049842 + }, + { + "epoch": 182, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 71162, + "train_examples": 50000, + "train_loss": 0.0029614244273304937 + }, + { + "epoch": 183, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 71553, + "train_examples": 50000, + "train_loss": 0.0027170680877566336 + }, + { + "epoch": 184, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 71944, + "train_examples": 50000, + "train_loss": 0.002877572488244623 + }, + { + "epoch": 185, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 72335, + "train_examples": 50000, + "train_loss": 0.0029651545545086263 + }, + { + "epoch": 186, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 72726, + "train_examples": 50000, + "train_loss": 0.003176359420884401 + }, + { + "epoch": 187, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 73117, + "train_examples": 50000, + "train_loss": 0.0031714606587029993 + }, + { + "epoch": 188, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 73508, + "train_examples": 50000, + "train_loss": 0.0025045483745634554 + }, + { + "epoch": 189, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 73899, + "train_examples": 50000, + "train_loss": 0.003140454687066376 + }, + { + "epoch": 190, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 74290, + "train_examples": 50000, + "train_loss": 0.0028794106182456016 + }, + { + "epoch": 191, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 74681, + "train_examples": 50000, + "train_loss": 0.0030680617382749915 + }, + { + "epoch": 192, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 75072, + "train_examples": 50000, + "train_loss": 0.0030037131494283676 + }, + { + "epoch": 193, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 75463, + "train_examples": 50000, + "train_loss": 0.002765146735534072 + }, + { + "epoch": 194, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 75854, + "train_examples": 50000, + "train_loss": 0.003065732864001766 + }, + { + "epoch": 195, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 76245, + "train_examples": 50000, + "train_loss": 0.0027103334291651844 + }, + { + "epoch": 196, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 76636, + "train_examples": 50000, + "train_loss": 0.002674253397770226 + }, + { + "epoch": 197, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 77027, + "train_examples": 50000, + "train_loss": 0.0030751690716296436 + }, + { + "epoch": 198, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 77418, + "train_examples": 50000, + "train_loss": 0.002720250786393881 + }, + { + "epoch": 199, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 77809, + "train_examples": 50000, + "train_loss": 0.002744796032812446 + }, + { + "epoch": 200, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 78200, + "train_examples": 50000, + "train_loss": 0.002791558302119374 + } + ], + "evaluation_protocol": { + "test_evaluations": 1, + "test_used_for_selection": false, + "validation_evaluations": 0 + }, + "final": { + "accuracy": 0.9288, + "epoch": 200, + "evaluation_split": "test", + "finite": true, + "loss": 0.368893408203125, + "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": 3320109568, + "peak_memory_reserved_bytes": 4542431232, + "torch_version": "2.3.1+cu118" + }, + "protocol_family": "oral_a_cifar_local_resnet_development", + "provenance": { + "git_commit": "8f9364e8ee2e2a19eb83b58452fa0e8cb155353c", + "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": 2.064631223678589, + "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": 10241.933519124985, + "train_wall_s": 10239.837575912476 + }, + "work": { + "apical_macs_per_example": 0, + "causal_scalar_observations": 0, + "components": { + "apical_projection_macs": 0, + "apical_regression_macs": 0, + "bp_reverse_macs_estimate": 2509713920000000, + "kp_reciprocal_correlation_macs": 0, + "local_weight_correlation_macs": 0, + "mirror_feedback_prediction_macs": 0, + "mirror_local_correlation_macs": 0, + "mirror_response_macs": 0, + "ordinary_forward_macs": 1254856960000000, + "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": 125485696, + "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": 3764570880000000 + } +} -- cgit v1.2.3