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_d20_s13.json | 1926 +++++++++++++++++++++ 1 file changed, 1926 insertions(+) create mode 100644 results/oral_a_dynamic_scaling_v2/bp_d20_s13.json (limited to 'results/oral_a_dynamic_scaling_v2/bp_d20_s13.json') diff --git a/results/oral_a_dynamic_scaling_v2/bp_d20_s13.json b/results/oral_a_dynamic_scaling_v2/bp_d20_s13.json new file mode 100644 index 0000000..df850be --- /dev/null +++ b/results/oral_a_dynamic_scaling_v2/bp_d20_s13.json @@ -0,0 +1,1926 @@ +{ + "architecture": { + "adaptive_apical_parameters": 0, + "adaptive_feedback_parameters": 0, + "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": 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": 20, + "device": "cuda", + "epochs": 200, + "eta_A": 0.01, + "eta_P": 0.01, + "eval_every": 0, + "eval_split": "test", + "learn_P": 0, + "loader_seed": 13, + "lr": 0.1, + "lr_gamma": 0.1, + "lr_milestones": "100,150", + "lr_schedule": "step", + "max_steps": 0, + "mirror_batch_size": 1, + "mirror_eta": 0.1, + "mirror_every": 16, + "mirror_noise_std": 1.0, + "mirror_seed": 3000, + "mirror_warmup_steps": 0, + "mode": "bp", + "momentum": 0.9, + "neutral_projection": 0, + "normalization": "batchnorm", + "nuisance_scale": 0.0, + "out": "results/oral_a_dynamic_scaling_v2/bp_d20_s13.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": 13, + "split_seed": 2027, + "traffic_calibration_examples": 64, + "traffic_ratio": 4.0, + "traffic_rule": "innovation", + "traffic_seed": 4000, + "train_limit": 0, + "use_residual": 1, + "val_examples": 0, + "vectorizer_mode": "spatial_template", + "warmup_epochs": 0, + "weight_decay": 0.0001, + "weight_scale": 1.0, + "width": 16 + }, + "calibration_metric_space": 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": 1.631573051223755 + }, + { + "epoch": 2, + "lr": 0.1, + "output_lr": 0.1, + "step": 782, + "train_examples": 50000, + "train_loss": 1.1040651725578308 + }, + { + "epoch": 3, + "lr": 0.1, + "output_lr": 0.1, + "step": 1173, + "train_examples": 50000, + "train_loss": 0.8767072790908813 + }, + { + "epoch": 4, + "lr": 0.1, + "output_lr": 0.1, + "step": 1564, + "train_examples": 50000, + "train_loss": 0.7480350886535645 + }, + { + "epoch": 5, + "lr": 0.1, + "output_lr": 0.1, + "step": 1955, + "train_examples": 50000, + "train_loss": 0.6605958276176452 + }, + { + "epoch": 6, + "lr": 0.1, + "output_lr": 0.1, + "step": 2346, + "train_examples": 50000, + "train_loss": 0.598413168258667 + }, + { + "epoch": 7, + "lr": 0.1, + "output_lr": 0.1, + "step": 2737, + "train_examples": 50000, + "train_loss": 0.5566421480560303 + }, + { + "epoch": 8, + "lr": 0.1, + "output_lr": 0.1, + "step": 3128, + "train_examples": 50000, + "train_loss": 0.5198538024711609 + }, + { + "epoch": 9, + "lr": 0.1, + "output_lr": 0.1, + "step": 3519, + "train_examples": 50000, + "train_loss": 0.48770748306274414 + }, + { + "epoch": 10, + "lr": 0.1, + "output_lr": 0.1, + "step": 3910, + "train_examples": 50000, + "train_loss": 0.4618144717216492 + }, + { + "epoch": 11, + "lr": 0.1, + "output_lr": 0.1, + "step": 4301, + "train_examples": 50000, + "train_loss": 0.4445196311569214 + }, + { + "epoch": 12, + "lr": 0.1, + "output_lr": 0.1, + "step": 4692, + "train_examples": 50000, + "train_loss": 0.43062618310928347 + }, + { + "epoch": 13, + "lr": 0.1, + "output_lr": 0.1, + "step": 5083, + "train_examples": 50000, + "train_loss": 0.40672400621414184 + }, + { + "epoch": 14, + "lr": 0.1, + "output_lr": 0.1, + "step": 5474, + "train_examples": 50000, + "train_loss": 0.3990583082771301 + }, + { + "epoch": 15, + "lr": 0.1, + "output_lr": 0.1, + "step": 5865, + "train_examples": 50000, + "train_loss": 0.3811617047119141 + }, + { + "epoch": 16, + "lr": 0.1, + "output_lr": 0.1, + "step": 6256, + "train_examples": 50000, + "train_loss": 0.3762741340065002 + }, + { + "epoch": 17, + "lr": 0.1, + "output_lr": 0.1, + "step": 6647, + "train_examples": 50000, + "train_loss": 0.36176696568489075 + }, + { + "epoch": 18, + "lr": 0.1, + "output_lr": 0.1, + "step": 7038, + "train_examples": 50000, + "train_loss": 0.35259818826675415 + }, + { + "epoch": 19, + "lr": 0.1, + "output_lr": 0.1, + "step": 7429, + "train_examples": 50000, + "train_loss": 0.3451451265144348 + }, + { + "epoch": 20, + "lr": 0.1, + "output_lr": 0.1, + "step": 7820, + "train_examples": 50000, + "train_loss": 0.33508406945228575 + }, + { + "epoch": 21, + "lr": 0.1, + "output_lr": 0.1, + "step": 8211, + "train_examples": 50000, + "train_loss": 0.3289540707397461 + }, + { + "epoch": 22, + "lr": 0.1, + "output_lr": 0.1, + "step": 8602, + "train_examples": 50000, + "train_loss": 0.3229979333782196 + }, + { + "epoch": 23, + "lr": 0.1, + "output_lr": 0.1, + "step": 8993, + "train_examples": 50000, + "train_loss": 0.31079878032684327 + }, + { + "epoch": 24, + "lr": 0.1, + "output_lr": 0.1, + "step": 9384, + "train_examples": 50000, + "train_loss": 0.30964436631202696 + }, + { + "epoch": 25, + "lr": 0.1, + "output_lr": 0.1, + "step": 9775, + "train_examples": 50000, + "train_loss": 0.31385142334461213 + }, + { + "epoch": 26, + "lr": 0.1, + "output_lr": 0.1, + "step": 10166, + "train_examples": 50000, + "train_loss": 0.3002555046749115 + }, + { + "epoch": 27, + "lr": 0.1, + "output_lr": 0.1, + "step": 10557, + "train_examples": 50000, + "train_loss": 0.2960062663555145 + }, + { + "epoch": 28, + "lr": 0.1, + "output_lr": 0.1, + "step": 10948, + "train_examples": 50000, + "train_loss": 0.28911089359760284 + }, + { + "epoch": 29, + "lr": 0.1, + "output_lr": 0.1, + "step": 11339, + "train_examples": 50000, + "train_loss": 0.2855690664386749 + }, + { + "epoch": 30, + "lr": 0.1, + "output_lr": 0.1, + "step": 11730, + "train_examples": 50000, + "train_loss": 0.2818583485126495 + }, + { + "epoch": 31, + "lr": 0.1, + "output_lr": 0.1, + "step": 12121, + "train_examples": 50000, + "train_loss": 0.278047264623642 + }, + { + "epoch": 32, + "lr": 0.1, + "output_lr": 0.1, + "step": 12512, + "train_examples": 50000, + "train_loss": 0.2762251568984985 + }, + { + "epoch": 33, + "lr": 0.1, + "output_lr": 0.1, + "step": 12903, + "train_examples": 50000, + "train_loss": 0.26899996985435487 + }, + { + "epoch": 34, + "lr": 0.1, + "output_lr": 0.1, + "step": 13294, + "train_examples": 50000, + "train_loss": 0.26330243297576905 + }, + { + "epoch": 35, + "lr": 0.1, + "output_lr": 0.1, + "step": 13685, + "train_examples": 50000, + "train_loss": 0.2605678303146362 + }, + { + "epoch": 36, + "lr": 0.1, + "output_lr": 0.1, + "step": 14076, + "train_examples": 50000, + "train_loss": 0.26180666986465456 + }, + { + "epoch": 37, + "lr": 0.1, + "output_lr": 0.1, + "step": 14467, + "train_examples": 50000, + "train_loss": 0.25835553429603575 + }, + { + "epoch": 38, + "lr": 0.1, + "output_lr": 0.1, + "step": 14858, + "train_examples": 50000, + "train_loss": 0.25714535642623904 + }, + { + "epoch": 39, + "lr": 0.1, + "output_lr": 0.1, + "step": 15249, + "train_examples": 50000, + "train_loss": 0.25433821109771726 + }, + { + "epoch": 40, + "lr": 0.1, + "output_lr": 0.1, + "step": 15640, + "train_examples": 50000, + "train_loss": 0.24957555802345277 + }, + { + "epoch": 41, + "lr": 0.1, + "output_lr": 0.1, + "step": 16031, + "train_examples": 50000, + "train_loss": 0.24520026111602783 + }, + { + "epoch": 42, + "lr": 0.1, + "output_lr": 0.1, + "step": 16422, + "train_examples": 50000, + "train_loss": 0.24539157656669616 + }, + { + "epoch": 43, + "lr": 0.1, + "output_lr": 0.1, + "step": 16813, + "train_examples": 50000, + "train_loss": 0.24716278642654418 + }, + { + "epoch": 44, + "lr": 0.1, + "output_lr": 0.1, + "step": 17204, + "train_examples": 50000, + "train_loss": 0.24432229206323625 + }, + { + "epoch": 45, + "lr": 0.1, + "output_lr": 0.1, + "step": 17595, + "train_examples": 50000, + "train_loss": 0.23490926652431487 + }, + { + "epoch": 46, + "lr": 0.1, + "output_lr": 0.1, + "step": 17986, + "train_examples": 50000, + "train_loss": 0.23579197499275206 + }, + { + "epoch": 47, + "lr": 0.1, + "output_lr": 0.1, + "step": 18377, + "train_examples": 50000, + "train_loss": 0.24048313887596132 + }, + { + "epoch": 48, + "lr": 0.1, + "output_lr": 0.1, + "step": 18768, + "train_examples": 50000, + "train_loss": 0.23130369248390198 + }, + { + "epoch": 49, + "lr": 0.1, + "output_lr": 0.1, + "step": 19159, + "train_examples": 50000, + "train_loss": 0.2315685665130615 + }, + { + "epoch": 50, + "lr": 0.1, + "output_lr": 0.1, + "step": 19550, + "train_examples": 50000, + "train_loss": 0.23237737404823303 + }, + { + "epoch": 51, + "lr": 0.1, + "output_lr": 0.1, + "step": 19941, + "train_examples": 50000, + "train_loss": 0.22858958745002747 + }, + { + "epoch": 52, + "lr": 0.1, + "output_lr": 0.1, + "step": 20332, + "train_examples": 50000, + "train_loss": 0.2319418381857872 + }, + { + "epoch": 53, + "lr": 0.1, + "output_lr": 0.1, + "step": 20723, + "train_examples": 50000, + "train_loss": 0.22164035197257995 + }, + { + "epoch": 54, + "lr": 0.1, + "output_lr": 0.1, + "step": 21114, + "train_examples": 50000, + "train_loss": 0.22747670996665956 + }, + { + "epoch": 55, + "lr": 0.1, + "output_lr": 0.1, + "step": 21505, + "train_examples": 50000, + "train_loss": 0.22215402113437652 + }, + { + "epoch": 56, + "lr": 0.1, + "output_lr": 0.1, + "step": 21896, + "train_examples": 50000, + "train_loss": 0.22639627418518066 + }, + { + "epoch": 57, + "lr": 0.1, + "output_lr": 0.1, + "step": 22287, + "train_examples": 50000, + "train_loss": 0.21930525390625 + }, + { + "epoch": 58, + "lr": 0.1, + "output_lr": 0.1, + "step": 22678, + "train_examples": 50000, + "train_loss": 0.22228141222000122 + }, + { + "epoch": 59, + "lr": 0.1, + "output_lr": 0.1, + "step": 23069, + "train_examples": 50000, + "train_loss": 0.2215163577747345 + }, + { + "epoch": 60, + "lr": 0.1, + "output_lr": 0.1, + "step": 23460, + "train_examples": 50000, + "train_loss": 0.21842128963470459 + }, + { + "epoch": 61, + "lr": 0.1, + "output_lr": 0.1, + "step": 23851, + "train_examples": 50000, + "train_loss": 0.21542588124275208 + }, + { + "epoch": 62, + "lr": 0.1, + "output_lr": 0.1, + "step": 24242, + "train_examples": 50000, + "train_loss": 0.2127973223876953 + }, + { + "epoch": 63, + "lr": 0.1, + "output_lr": 0.1, + "step": 24633, + "train_examples": 50000, + "train_loss": 0.21363261722564697 + }, + { + "epoch": 64, + "lr": 0.1, + "output_lr": 0.1, + "step": 25024, + "train_examples": 50000, + "train_loss": 0.21342373693943023 + }, + { + "epoch": 65, + "lr": 0.1, + "output_lr": 0.1, + "step": 25415, + "train_examples": 50000, + "train_loss": 0.21423134806632996 + }, + { + "epoch": 66, + "lr": 0.1, + "output_lr": 0.1, + "step": 25806, + "train_examples": 50000, + "train_loss": 0.209122740418911 + }, + { + "epoch": 67, + "lr": 0.1, + "output_lr": 0.1, + "step": 26197, + "train_examples": 50000, + "train_loss": 0.21006568660736083 + }, + { + "epoch": 68, + "lr": 0.1, + "output_lr": 0.1, + "step": 26588, + "train_examples": 50000, + "train_loss": 0.21003352955818178 + }, + { + "epoch": 69, + "lr": 0.1, + "output_lr": 0.1, + "step": 26979, + "train_examples": 50000, + "train_loss": 0.20708554573059082 + }, + { + "epoch": 70, + "lr": 0.1, + "output_lr": 0.1, + "step": 27370, + "train_examples": 50000, + "train_loss": 0.20591702509880067 + }, + { + "epoch": 71, + "lr": 0.1, + "output_lr": 0.1, + "step": 27761, + "train_examples": 50000, + "train_loss": 0.20460648757457733 + }, + { + "epoch": 72, + "lr": 0.1, + "output_lr": 0.1, + "step": 28152, + "train_examples": 50000, + "train_loss": 0.20606652475357057 + }, + { + "epoch": 73, + "lr": 0.1, + "output_lr": 0.1, + "step": 28543, + "train_examples": 50000, + "train_loss": 0.20942618698596954 + }, + { + "epoch": 74, + "lr": 0.1, + "output_lr": 0.1, + "step": 28934, + "train_examples": 50000, + "train_loss": 0.20007646195411682 + }, + { + "epoch": 75, + "lr": 0.1, + "output_lr": 0.1, + "step": 29325, + "train_examples": 50000, + "train_loss": 0.2009643145465851 + }, + { + "epoch": 76, + "lr": 0.1, + "output_lr": 0.1, + "step": 29716, + "train_examples": 50000, + "train_loss": 0.20473031392097474 + }, + { + "epoch": 77, + "lr": 0.1, + "output_lr": 0.1, + "step": 30107, + "train_examples": 50000, + "train_loss": 0.20405819545745849 + }, + { + "epoch": 78, + "lr": 0.1, + "output_lr": 0.1, + "step": 30498, + "train_examples": 50000, + "train_loss": 0.2023987184858322 + }, + { + "epoch": 79, + "lr": 0.1, + "output_lr": 0.1, + "step": 30889, + "train_examples": 50000, + "train_loss": 0.20069762098789215 + }, + { + "epoch": 80, + "lr": 0.1, + "output_lr": 0.1, + "step": 31280, + "train_examples": 50000, + "train_loss": 0.20204433518409728 + }, + { + "epoch": 81, + "lr": 0.1, + "output_lr": 0.1, + "step": 31671, + "train_examples": 50000, + "train_loss": 0.2007487811946869 + }, + { + "epoch": 82, + "lr": 0.1, + "output_lr": 0.1, + "step": 32062, + "train_examples": 50000, + "train_loss": 0.1982464499092102 + }, + { + "epoch": 83, + "lr": 0.1, + "output_lr": 0.1, + "step": 32453, + "train_examples": 50000, + "train_loss": 0.1947678362083435 + }, + { + "epoch": 84, + "lr": 0.1, + "output_lr": 0.1, + "step": 32844, + "train_examples": 50000, + "train_loss": 0.1925799540233612 + }, + { + "epoch": 85, + "lr": 0.1, + "output_lr": 0.1, + "step": 33235, + "train_examples": 50000, + "train_loss": 0.20047719517707824 + }, + { + "epoch": 86, + "lr": 0.1, + "output_lr": 0.1, + "step": 33626, + "train_examples": 50000, + "train_loss": 0.19768478595733643 + }, + { + "epoch": 87, + "lr": 0.1, + "output_lr": 0.1, + "step": 34017, + "train_examples": 50000, + "train_loss": 0.19235636523246766 + }, + { + "epoch": 88, + "lr": 0.1, + "output_lr": 0.1, + "step": 34408, + "train_examples": 50000, + "train_loss": 0.19716073049545288 + }, + { + "epoch": 89, + "lr": 0.1, + "output_lr": 0.1, + "step": 34799, + "train_examples": 50000, + "train_loss": 0.19051602736473083 + }, + { + "epoch": 90, + "lr": 0.1, + "output_lr": 0.1, + "step": 35190, + "train_examples": 50000, + "train_loss": 0.19535972370624544 + }, + { + "epoch": 91, + "lr": 0.1, + "output_lr": 0.1, + "step": 35581, + "train_examples": 50000, + "train_loss": 0.1911177098941803 + }, + { + "epoch": 92, + "lr": 0.1, + "output_lr": 0.1, + "step": 35972, + "train_examples": 50000, + "train_loss": 0.19151488564491273 + }, + { + "epoch": 93, + "lr": 0.1, + "output_lr": 0.1, + "step": 36363, + "train_examples": 50000, + "train_loss": 0.19208663902282716 + }, + { + "epoch": 94, + "lr": 0.1, + "output_lr": 0.1, + "step": 36754, + "train_examples": 50000, + "train_loss": 0.19213717898368834 + }, + { + "epoch": 95, + "lr": 0.1, + "output_lr": 0.1, + "step": 37145, + "train_examples": 50000, + "train_loss": 0.19345789896965027 + }, + { + "epoch": 96, + "lr": 0.1, + "output_lr": 0.1, + "step": 37536, + "train_examples": 50000, + "train_loss": 0.1838882025051117 + }, + { + "epoch": 97, + "lr": 0.1, + "output_lr": 0.1, + "step": 37927, + "train_examples": 50000, + "train_loss": 0.189594658203125 + }, + { + "epoch": 98, + "lr": 0.1, + "output_lr": 0.1, + "step": 38318, + "train_examples": 50000, + "train_loss": 0.19302816699028016 + }, + { + "epoch": 99, + "lr": 0.1, + "output_lr": 0.1, + "step": 38709, + "train_examples": 50000, + "train_loss": 0.18881871012926102 + }, + { + "epoch": 100, + "lr": 0.1, + "output_lr": 0.1, + "step": 39100, + "train_examples": 50000, + "train_loss": 0.1910919116783142 + }, + { + "epoch": 101, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 39491, + "train_examples": 50000, + "train_loss": 0.11927013695716858 + }, + { + "epoch": 102, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 39882, + "train_examples": 50000, + "train_loss": 0.09094895141363143 + }, + { + "epoch": 103, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 40273, + "train_examples": 50000, + "train_loss": 0.08335298265457153 + }, + { + "epoch": 104, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 40664, + "train_examples": 50000, + "train_loss": 0.07667657580137253 + }, + { + "epoch": 105, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 41055, + "train_examples": 50000, + "train_loss": 0.07218930123567581 + }, + { + "epoch": 106, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 41446, + "train_examples": 50000, + "train_loss": 0.06709788583517075 + }, + { + "epoch": 107, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 41837, + "train_examples": 50000, + "train_loss": 0.06154441981315613 + }, + { + "epoch": 108, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 42228, + "train_examples": 50000, + "train_loss": 0.05911348286986351 + }, + { + "epoch": 109, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 42619, + "train_examples": 50000, + "train_loss": 0.056110819444656374 + }, + { + "epoch": 110, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 43010, + "train_examples": 50000, + "train_loss": 0.055183022159338 + }, + { + "epoch": 111, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 43401, + "train_examples": 50000, + "train_loss": 0.05337879549741745 + }, + { + "epoch": 112, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 43792, + "train_examples": 50000, + "train_loss": 0.0488509889292717 + }, + { + "epoch": 113, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 44183, + "train_examples": 50000, + "train_loss": 0.05093631114006043 + }, + { + "epoch": 114, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 44574, + "train_examples": 50000, + "train_loss": 0.04915417295217514 + }, + { + "epoch": 115, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 44965, + "train_examples": 50000, + "train_loss": 0.04489533619999886 + }, + { + "epoch": 116, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 45356, + "train_examples": 50000, + "train_loss": 0.043104182729721066 + }, + { + "epoch": 117, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 45747, + "train_examples": 50000, + "train_loss": 0.043134562056064606 + }, + { + "epoch": 118, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 46138, + "train_examples": 50000, + "train_loss": 0.04339633593440056 + }, + { + "epoch": 119, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 46529, + "train_examples": 50000, + "train_loss": 0.039702969858646395 + }, + { + "epoch": 120, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 46920, + "train_examples": 50000, + "train_loss": 0.04072343709468842 + }, + { + "epoch": 121, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 47311, + "train_examples": 50000, + "train_loss": 0.03727407920002938 + }, + { + "epoch": 122, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 47702, + "train_examples": 50000, + "train_loss": 0.03841668431758881 + }, + { + "epoch": 123, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 48093, + "train_examples": 50000, + "train_loss": 0.03651907201886177 + }, + { + "epoch": 124, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 48484, + "train_examples": 50000, + "train_loss": 0.036206750783920286 + }, + { + "epoch": 125, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 48875, + "train_examples": 50000, + "train_loss": 0.03434122862696647 + }, + { + "epoch": 126, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 49266, + "train_examples": 50000, + "train_loss": 0.0342703337675333 + }, + { + "epoch": 127, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 49657, + "train_examples": 50000, + "train_loss": 0.03399746935129166 + }, + { + "epoch": 128, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 50048, + "train_examples": 50000, + "train_loss": 0.032454410549402235 + }, + { + "epoch": 129, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 50439, + "train_examples": 50000, + "train_loss": 0.03202518454194069 + }, + { + "epoch": 130, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 50830, + "train_examples": 50000, + "train_loss": 0.0319056602987647 + }, + { + "epoch": 131, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 51221, + "train_examples": 50000, + "train_loss": 0.029810032302737235 + }, + { + "epoch": 132, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 51612, + "train_examples": 50000, + "train_loss": 0.031136061223745345 + }, + { + "epoch": 133, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 52003, + "train_examples": 50000, + "train_loss": 0.030901791147589685 + }, + { + "epoch": 134, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 52394, + "train_examples": 50000, + "train_loss": 0.029925190790891648 + }, + { + "epoch": 135, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 52785, + "train_examples": 50000, + "train_loss": 0.029190383687019348 + }, + { + "epoch": 136, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 53176, + "train_examples": 50000, + "train_loss": 0.028014457772374154 + }, + { + "epoch": 137, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 53567, + "train_examples": 50000, + "train_loss": 0.025982279739379884 + }, + { + "epoch": 138, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 53958, + "train_examples": 50000, + "train_loss": 0.026057845141291617 + }, + { + "epoch": 139, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 54349, + "train_examples": 50000, + "train_loss": 0.026730172114372255 + }, + { + "epoch": 140, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 54740, + "train_examples": 50000, + "train_loss": 0.026647163982391357 + }, + { + "epoch": 141, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 55131, + "train_examples": 50000, + "train_loss": 0.027202409754395484 + }, + { + "epoch": 142, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 55522, + "train_examples": 50000, + "train_loss": 0.02624544207930565 + }, + { + "epoch": 143, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 55913, + "train_examples": 50000, + "train_loss": 0.0247892580640316 + }, + { + "epoch": 144, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 56304, + "train_examples": 50000, + "train_loss": 0.02314445852935314 + }, + { + "epoch": 145, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 56695, + "train_examples": 50000, + "train_loss": 0.02476676782026887 + }, + { + "epoch": 146, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 57086, + "train_examples": 50000, + "train_loss": 0.025546625509262084 + }, + { + "epoch": 147, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 57477, + "train_examples": 50000, + "train_loss": 0.024034615962207316 + }, + { + "epoch": 148, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 57868, + "train_examples": 50000, + "train_loss": 0.02481851346373558 + }, + { + "epoch": 149, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 58259, + "train_examples": 50000, + "train_loss": 0.02465755484640598 + }, + { + "epoch": 150, + "lr": 0.010000000000000002, + "output_lr": 0.010000000000000002, + "step": 58650, + "train_examples": 50000, + "train_loss": 0.02333741186261177 + }, + { + "epoch": 151, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 59041, + "train_examples": 50000, + "train_loss": 0.02010944000005722 + }, + { + "epoch": 152, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 59432, + "train_examples": 50000, + "train_loss": 0.01940058485344052 + }, + { + "epoch": 153, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 59823, + "train_examples": 50000, + "train_loss": 0.017991694972217084 + }, + { + "epoch": 154, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 60214, + "train_examples": 50000, + "train_loss": 0.018560160299241544 + }, + { + "epoch": 155, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 60605, + "train_examples": 50000, + "train_loss": 0.01813164229899645 + }, + { + "epoch": 156, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 60996, + "train_examples": 50000, + "train_loss": 0.01711388448834419 + }, + { + "epoch": 157, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 61387, + "train_examples": 50000, + "train_loss": 0.016111423627734184 + }, + { + "epoch": 158, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 61778, + "train_examples": 50000, + "train_loss": 0.016526333966255188 + }, + { + "epoch": 159, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 62169, + "train_examples": 50000, + "train_loss": 0.01658302126854658 + }, + { + "epoch": 160, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 62560, + "train_examples": 50000, + "train_loss": 0.016772590368688108 + }, + { + "epoch": 161, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 62951, + "train_examples": 50000, + "train_loss": 0.016276495181024076 + }, + { + "epoch": 162, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 63342, + "train_examples": 50000, + "train_loss": 0.016098522868156433 + }, + { + "epoch": 163, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 63733, + "train_examples": 50000, + "train_loss": 0.01597375623732805 + }, + { + "epoch": 164, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 64124, + "train_examples": 50000, + "train_loss": 0.016056061653196813 + }, + { + "epoch": 165, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 64515, + "train_examples": 50000, + "train_loss": 0.016393301969468595 + }, + { + "epoch": 166, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 64906, + "train_examples": 50000, + "train_loss": 0.015538417852818965 + }, + { + "epoch": 167, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 65297, + "train_examples": 50000, + "train_loss": 0.015548249577814713 + }, + { + "epoch": 168, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 65688, + "train_examples": 50000, + "train_loss": 0.01552073479294777 + }, + { + "epoch": 169, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 66079, + "train_examples": 50000, + "train_loss": 0.016039144707918167 + }, + { + "epoch": 170, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 66470, + "train_examples": 50000, + "train_loss": 0.014914014627337456 + }, + { + "epoch": 171, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 66861, + "train_examples": 50000, + "train_loss": 0.015560692295432091 + }, + { + "epoch": 172, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 67252, + "train_examples": 50000, + "train_loss": 0.015365967254042625 + }, + { + "epoch": 173, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 67643, + "train_examples": 50000, + "train_loss": 0.014784776697456837 + }, + { + "epoch": 174, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 68034, + "train_examples": 50000, + "train_loss": 0.015537885904312133 + }, + { + "epoch": 175, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 68425, + "train_examples": 50000, + "train_loss": 0.015172922663092614 + }, + { + "epoch": 176, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 68816, + "train_examples": 50000, + "train_loss": 0.015521820736676455 + }, + { + "epoch": 177, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 69207, + "train_examples": 50000, + "train_loss": 0.014627510404288769 + }, + { + "epoch": 178, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 69598, + "train_examples": 50000, + "train_loss": 0.014950932316482066 + }, + { + "epoch": 179, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 69989, + "train_examples": 50000, + "train_loss": 0.014838688269257546 + }, + { + "epoch": 180, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 70380, + "train_examples": 50000, + "train_loss": 0.014139404233694076 + }, + { + "epoch": 181, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 70771, + "train_examples": 50000, + "train_loss": 0.013770728297531605 + }, + { + "epoch": 182, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 71162, + "train_examples": 50000, + "train_loss": 0.013919525208473206 + }, + { + "epoch": 183, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 71553, + "train_examples": 50000, + "train_loss": 0.014313189803361893 + }, + { + "epoch": 184, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 71944, + "train_examples": 50000, + "train_loss": 0.014399111637920141 + }, + { + "epoch": 185, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 72335, + "train_examples": 50000, + "train_loss": 0.014686478805840016 + }, + { + "epoch": 186, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 72726, + "train_examples": 50000, + "train_loss": 0.014232871189117431 + }, + { + "epoch": 187, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 73117, + "train_examples": 50000, + "train_loss": 0.015125356197357177 + }, + { + "epoch": 188, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 73508, + "train_examples": 50000, + "train_loss": 0.013718603270053864 + }, + { + "epoch": 189, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 73899, + "train_examples": 50000, + "train_loss": 0.013918227385282516 + }, + { + "epoch": 190, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 74290, + "train_examples": 50000, + "train_loss": 0.01378858008235693 + }, + { + "epoch": 191, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 74681, + "train_examples": 50000, + "train_loss": 0.013887432676255702 + }, + { + "epoch": 192, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 75072, + "train_examples": 50000, + "train_loss": 0.013475936053991317 + }, + { + "epoch": 193, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 75463, + "train_examples": 50000, + "train_loss": 0.014294449778795243 + }, + { + "epoch": 194, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 75854, + "train_examples": 50000, + "train_loss": 0.014533917795419692 + }, + { + "epoch": 195, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 76245, + "train_examples": 50000, + "train_loss": 0.01412238645374775 + }, + { + "epoch": 196, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 76636, + "train_examples": 50000, + "train_loss": 0.013795490954220295 + }, + { + "epoch": 197, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 77027, + "train_examples": 50000, + "train_loss": 0.0131240502384305 + }, + { + "epoch": 198, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 77418, + "train_examples": 50000, + "train_loss": 0.014630534170269965 + }, + { + "epoch": 199, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 77809, + "train_examples": 50000, + "train_loss": 0.013833322287499904 + }, + { + "epoch": 200, + "lr": 0.0010000000000000002, + "output_lr": 0.0010000000000000002, + "step": 78200, + "train_examples": 50000, + "train_loss": 0.013667404755949974 + } + ], + "evaluation_protocol": { + "test_evaluations": 1, + "test_used_for_selection": false, + "validation_evaluations": 0 + }, + "final": { + "accuracy": 0.9163, + "epoch": 200, + "evaluation_split": "test", + "finite": true, + "loss": 0.3961239501953125, + "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": 2168637952, + "peak_memory_reserved_bytes": 2753560576, + "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": 13, + "normalization_mean": [ + 0.49140000343322754, + 0.4821999967098236, + 0.4465000033378601 + ], + "normalization_std": [ + 0.24699999392032623, + 0.2434999942779541, + 0.26159998774528503 + ], + "split_from_training_only": true, + "split_seed": null, + "test_examples": 10000, + "train_examples": 50000, + "training_augmentation": "random_crop_32_padding_4_zero_then_horizontal_flip_p0.5", + "validation_class_counts": {}, + "validation_examples": 0, + "validation_index_sha256": null + }, + "timing": { + "apical_warmup_wall_s": 0.0, + "evaluation_wall_s": 0.7276139259338379, + "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": 3741.015878200531, + "train_wall_s": 3740.255823135376 + }, + "work": { + "apical_macs_per_example": 0, + "causal_scalar_observations": 0, + "components": { + "apical_projection_macs": 0, + "apical_regression_macs": 0, + "bp_reverse_macs_estimate": 811020800000000, + "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": 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": 1216531200000000 + } +} -- cgit v1.2.3