diff options
Diffstat (limited to 'results/oral_a_dynamic_scaling_v2/dfa_d56_s13.json')
| -rw-r--r-- | results/oral_a_dynamic_scaling_v2/dfa_d56_s13.json | 2281 |
1 files changed, 2281 insertions, 0 deletions
diff --git a/results/oral_a_dynamic_scaling_v2/dfa_d56_s13.json b/results/oral_a_dynamic_scaling_v2/dfa_d56_s13.json new file mode 100644 index 0000000..24ebf20 --- /dev/null +++ b/results/oral_a_dynamic_scaling_v2/dfa_d56_s13.json @@ -0,0 +1,2281 @@ +{ + "architecture": { + "adaptive_apical_parameters": 6389760, + "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": 532480, + "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": 1064960, + "residual_scale": 1.0, + "vectorizer_mode": "spatial_template", + "vectorizer_parameters": 5324800 + }, + "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": 56, + "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": 0.03, + "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": "dfa", + "momentum": 0.9, + "neutral_projection": 0, + "normalization": "batchnorm", + "nuisance_scale": 0.0, + "out": "results/oral_a_dynamic_scaling_v2/dfa_d56_s13.json", + "output_lr": 0.1, + "pert_directions": 1, + "pert_every": 4, + "pert_sigma": 0.01, + "perturb_seed": 1000, + "predictor_every": 0, + "predictor_mode": "nlms", + "predictor_warmup_steps": 0, + "residual_scale": null, + "seed": 13, + "split_seed": 2027, + "traffic_calibration_examples": 64, + "traffic_ratio": 4.0, + "traffic_rule": "innovation", + "traffic_seed": 4000, + "train_limit": 0, + "use_residual": 1, + "val_examples": 0, + "vectorizer_mode": "spatial_template", + "warmup_epochs": 0, + "weight_decay": 0.0001, + "weight_scale": 1.0, + "width": 16 + }, + "calibration_metric_space": "full_hidden_field", + "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": 0.00043991863236038224, + "innovation_negative_gradient_cosine": [ + 0.0005255909636616707, + -0.0010781302116811275, + 0.0025069178082048893, + 0.0016919649206101894, + 0.00010788301005959511, + 2.1327403374016285e-05, + -0.000367272412404418, + 0.0003776442026719451, + 0.0016317082336172462, + 0.0014963049907237291, + -0.0005021097604185343, + -0.0002937753451988101, + -0.0004791772225871682, + 6.390659837052226e-05, + -0.001030154642648995, + 0.0014018112560734153, + 0.0018113252008333802, + 3.277038922533393e-05, + -4.067507688887417e-05, + -0.0006657886551693082, + 0.0020185261964797974, + -0.0015718279173597693, + -0.0024743354879319668, + 0.0002824710390996188, + 0.003487984649837017, + 0.0005018783849664032, + -0.0022507067769765854, + -0.0005763396038673818, + 0.0007501582731492817, + 0.0011279437458142638, + 0.0008351888973265886, + 0.0006766966544091702, + 0.0011843631509691477, + -3.760406980291009e-05, + 0.003942208830267191, + 0.00019845661881845444, + 0.002232921775430441, + 0.004017248749732971, + 0.007412542589008808, + 0.0004585348069667816, + 0.007836693897843361, + 0.004988133907318115, + 0.002706740517169237, + 0.003983347676694393, + 0.006801050156354904, + 0.0037632600869983435, + 0.010236972942948341, + 0.00855157058686018, + 0.009376580826938152, + 0.006161993369460106, + 0.008103354834020138, + 0.011376159265637398, + 0.014972970820963383, + 0.012046518735587597, + 0.010956445708870888 + ], + "normalization_state": "training_batch_stats_without_running_update", + "raw_negative_gradient_cosine": [ + 0.0005255909636616707, + -0.0010781302116811275, + 0.0025069178082048893, + 0.0016919649206101894, + 0.00010788301005959511, + 2.1327403374016285e-05, + -0.000367272412404418, + 0.0003776442026719451, + 0.0016317082336172462, + 0.0014963049907237291, + -0.0005021097604185343, + -0.0002937753451988101, + -0.0004791772225871682, + 6.390659837052226e-05, + -0.001030154642648995, + 0.0014018112560734153, + 0.0018113252008333802, + 3.277038922533393e-05, + -4.067507688887417e-05, + -0.0006657886551693082, + 0.0020185261964797974, + -0.0015718279173597693, + -0.0024743354879319668, + 0.0002824710390996188, + 0.003487984649837017, + 0.0005018783849664032, + -0.0022507067769765854, + -0.0005763396038673818, + 0.0007501582731492817, + 0.0011279437458142638, + 0.0008351888973265886, + 0.0006766966544091702, + 0.0011843631509691477, + -3.760406980291009e-05, + 0.003942208830267191, + 0.00019845661881845444, + 0.002232921775430441, + 0.004017248749732971, + 0.007412542589008808, + 0.0004585348069667816, + 0.007836693897843361, + 0.004988133907318115, + 0.002706740517169237, + 0.003983347676694393, + 0.006801050156354904, + 0.0037632600869983435, + 0.010236972942948341, + 0.00855157058686018, + 0.009376580826938152, + 0.006161993369460106, + 0.008103354834020138, + 0.011376159265637398, + 0.014972970820963383, + 0.012046518735587597, + 0.010956445708870888 + ], + "teaching_negative_gradient_cosine": [ + 0.0005255909636616707, + -0.0010781302116811275, + 0.0025069178082048893, + 0.0016919649206101894, + 0.00010788301005959511, + 2.1327403374016285e-05, + -0.000367272412404418, + 0.0003776442026719451, + 0.0016317082336172462, + 0.0014963049907237291, + -0.0005021097604185343, + -0.0002937753451988101, + -0.0004791772225871682, + 6.390659837052226e-05, + -0.001030154642648995, + 0.0014018112560734153, + 0.0018113252008333802, + 3.277038922533393e-05, + -4.067507688887417e-05, + -0.0006657886551693082, + 0.0020185261964797974, + -0.0015718279173597693, + -0.0024743354879319668, + 0.0002824710390996188, + 0.003487984649837017, + 0.0005018783849664032, + -0.0022507067769765854, + -0.0005763396038673818, + 0.0007501582731492817, + 0.0011279437458142638, + 0.0008351888973265886, + 0.0006766966544091702, + 0.0011843631509691477, + -3.760406980291009e-05, + 0.003942208830267191, + 0.00019845661881845444, + 0.002232921775430441, + 0.004017248749732971, + 0.007412542589008808, + 0.0004585348069667816, + 0.007836693897843361, + 0.004988133907318115, + 0.002706740517169237, + 0.003983347676694393, + 0.006801050156354904, + 0.0037632600869983435, + 0.010236972942948341, + 0.00855157058686018, + 0.009376580826938152, + 0.006161993369460106, + 0.008103354834020138, + 0.011376159265637398, + 0.014972970820963383, + 0.012046518735587597, + 0.010956445708870888 + ], + "wall_s": 0.20534896850585938 + }, + "epochs": [ + { + "epoch": 1, + "lr": 0.03, + "output_lr": 0.1, + "step": 391, + "train_examples": 50000, + "train_loss": 19.85203016052246 + }, + { + "epoch": 2, + "lr": 0.03, + "output_lr": 0.1, + "step": 782, + "train_examples": 50000, + "train_loss": 15.277210861816407 + }, + { + "epoch": 3, + "lr": 0.03, + "output_lr": 0.1, + "step": 1173, + "train_examples": 50000, + "train_loss": 22.87974688232422 + }, + { + "epoch": 4, + "lr": 0.03, + "output_lr": 0.1, + "step": 1564, + "train_examples": 50000, + "train_loss": 25.236587622680663 + }, + { + "epoch": 5, + "lr": 0.03, + "output_lr": 0.1, + "step": 1955, + "train_examples": 50000, + "train_loss": 27.989678770751954 + }, + { + "epoch": 6, + "lr": 0.03, + "output_lr": 0.1, + "step": 2346, + "train_examples": 50000, + "train_loss": 44.29404400390625 + }, + { + "epoch": 7, + "lr": 0.03, + "output_lr": 0.1, + "step": 2737, + "train_examples": 50000, + "train_loss": 55.89321231445312 + }, + { + "epoch": 8, + "lr": 0.03, + "output_lr": 0.1, + "step": 3128, + "train_examples": 50000, + "train_loss": 86.94409305175782 + }, + { + "epoch": 9, + "lr": 0.03, + "output_lr": 0.1, + "step": 3519, + "train_examples": 50000, + "train_loss": 114.98562063476562 + }, + { + "epoch": 10, + "lr": 0.03, + "output_lr": 0.1, + "step": 3910, + "train_examples": 50000, + "train_loss": 165.99049699707032 + }, + { + "epoch": 11, + "lr": 0.03, + "output_lr": 0.1, + "step": 4301, + "train_examples": 50000, + "train_loss": 228.40711592285157 + }, + { + "epoch": 12, + "lr": 0.03, + "output_lr": 0.1, + "step": 4692, + "train_examples": 50000, + "train_loss": 289.34972493164065 + }, + { + "epoch": 13, + "lr": 0.03, + "output_lr": 0.1, + "step": 5083, + "train_examples": 50000, + "train_loss": 364.11808366210937 + }, + { + "epoch": 14, + "lr": 0.03, + "output_lr": 0.1, + "step": 5474, + "train_examples": 50000, + "train_loss": 439.4125665820313 + }, + { + "epoch": 15, + "lr": 0.03, + "output_lr": 0.1, + "step": 5865, + "train_examples": 50000, + "train_loss": 671.6069704296875 + }, + { + "epoch": 16, + "lr": 0.03, + "output_lr": 0.1, + "step": 6256, + "train_examples": 50000, + "train_loss": 712.7547475976562 + }, + { + "epoch": 17, + "lr": 0.03, + "output_lr": 0.1, + "step": 6647, + "train_examples": 50000, + "train_loss": 980.140315546875 + }, + { + "epoch": 18, + "lr": 0.03, + "output_lr": 0.1, + "step": 7038, + "train_examples": 50000, + "train_loss": 1103.293306484375 + }, + { + "epoch": 19, + "lr": 0.03, + "output_lr": 0.1, + "step": 7429, + "train_examples": 50000, + "train_loss": 1320.8525594921875 + }, + { + "epoch": 20, + "lr": 0.03, + "output_lr": 0.1, + "step": 7820, + "train_examples": 50000, + "train_loss": 1465.6310321875 + }, + { + "epoch": 21, + "lr": 0.03, + "output_lr": 0.1, + "step": 8211, + "train_examples": 50000, + "train_loss": 1796.9750183007814 + }, + { + "epoch": 22, + "lr": 0.03, + "output_lr": 0.1, + "step": 8602, + "train_examples": 50000, + "train_loss": 1948.1184459765625 + }, + { + "epoch": 23, + "lr": 0.03, + "output_lr": 0.1, + "step": 8993, + "train_examples": 50000, + "train_loss": 2287.01851765625 + }, + { + "epoch": 24, + "lr": 0.03, + "output_lr": 0.1, + "step": 9384, + "train_examples": 50000, + "train_loss": 2444.085239296875 + }, + { + "epoch": 25, + "lr": 0.03, + "output_lr": 0.1, + "step": 9775, + "train_examples": 50000, + "train_loss": 2908.4220490625 + }, + { + "epoch": 26, + "lr": 0.03, + "output_lr": 0.1, + "step": 10166, + "train_examples": 50000, + "train_loss": 3158.44132859375 + }, + { + "epoch": 27, + "lr": 0.03, + "output_lr": 0.1, + "step": 10557, + "train_examples": 50000, + "train_loss": 3313.92180625 + }, + { + "epoch": 28, + "lr": 0.03, + "output_lr": 0.1, + "step": 10948, + "train_examples": 50000, + "train_loss": 3877.503080390625 + }, + { + "epoch": 29, + "lr": 0.03, + "output_lr": 0.1, + "step": 11339, + "train_examples": 50000, + "train_loss": 4540.05339828125 + }, + { + "epoch": 30, + "lr": 0.03, + "output_lr": 0.1, + "step": 11730, + "train_examples": 50000, + "train_loss": 4695.8629065625 + }, + { + "epoch": 31, + "lr": 0.03, + "output_lr": 0.1, + "step": 12121, + "train_examples": 50000, + "train_loss": 5154.7014296875 + }, + { + "epoch": 32, + "lr": 0.03, + "output_lr": 0.1, + "step": 12512, + "train_examples": 50000, + "train_loss": 5821.560145234375 + }, + { + "epoch": 33, + "lr": 0.03, + "output_lr": 0.1, + "step": 12903, + "train_examples": 50000, + "train_loss": 6480.87629140625 + }, + { + "epoch": 34, + "lr": 0.03, + "output_lr": 0.1, + "step": 13294, + "train_examples": 50000, + "train_loss": 6341.7844628125 + }, + { + "epoch": 35, + "lr": 0.03, + "output_lr": 0.1, + "step": 13685, + "train_examples": 50000, + "train_loss": 6923.978560625 + }, + { + "epoch": 36, + "lr": 0.03, + "output_lr": 0.1, + "step": 14076, + "train_examples": 50000, + "train_loss": 7701.088639375 + }, + { + "epoch": 37, + "lr": 0.03, + "output_lr": 0.1, + "step": 14467, + "train_examples": 50000, + "train_loss": 7469.7678303125 + }, + { + "epoch": 38, + "lr": 0.03, + "output_lr": 0.1, + "step": 14858, + "train_examples": 50000, + "train_loss": 8743.23543609375 + }, + { + "epoch": 39, + "lr": 0.03, + "output_lr": 0.1, + "step": 15249, + "train_examples": 50000, + "train_loss": 8046.617881875 + }, + { + "epoch": 40, + "lr": 0.03, + "output_lr": 0.1, + "step": 15640, + "train_examples": 50000, + "train_loss": 9276.7875521875 + }, + { + "epoch": 41, + "lr": 0.03, + "output_lr": 0.1, + "step": 16031, + "train_examples": 50000, + "train_loss": 10553.15291 + }, + { + "epoch": 42, + "lr": 0.03, + "output_lr": 0.1, + "step": 16422, + "train_examples": 50000, + "train_loss": 10569.499498125 + }, + { + "epoch": 43, + "lr": 0.03, + "output_lr": 0.1, + "step": 16813, + "train_examples": 50000, + "train_loss": 11961.35611875 + }, + { + "epoch": 44, + "lr": 0.03, + "output_lr": 0.1, + "step": 17204, + "train_examples": 50000, + "train_loss": 12400.59445 + }, + { + "epoch": 45, + "lr": 0.03, + "output_lr": 0.1, + "step": 17595, + "train_examples": 50000, + "train_loss": 12074.1799596875 + }, + { + "epoch": 46, + "lr": 0.03, + "output_lr": 0.1, + "step": 17986, + "train_examples": 50000, + "train_loss": 14217.12017125 + }, + { + "epoch": 47, + "lr": 0.03, + "output_lr": 0.1, + "step": 18377, + "train_examples": 50000, + "train_loss": 13769.598210625 + }, + { + "epoch": 48, + "lr": 0.03, + "output_lr": 0.1, + "step": 18768, + "train_examples": 50000, + "train_loss": 13573.48423125 + }, + { + "epoch": 49, + "lr": 0.03, + "output_lr": 0.1, + "step": 19159, + "train_examples": 50000, + "train_loss": 15667.26407375 + }, + { + "epoch": 50, + "lr": 0.03, + "output_lr": 0.1, + "step": 19550, + "train_examples": 50000, + "train_loss": 16657.7972615625 + }, + { + "epoch": 51, + "lr": 0.03, + "output_lr": 0.1, + "step": 19941, + "train_examples": 50000, + "train_loss": 15693.64605375 + }, + { + "epoch": 52, + "lr": 0.03, + "output_lr": 0.1, + "step": 20332, + "train_examples": 50000, + "train_loss": 18511.232810625 + }, + { + "epoch": 53, + "lr": 0.03, + "output_lr": 0.1, + "step": 20723, + "train_examples": 50000, + "train_loss": 18231.63009625 + }, + { + "epoch": 54, + "lr": 0.03, + "output_lr": 0.1, + "step": 21114, + "train_examples": 50000, + "train_loss": 17852.489756875 + }, + { + "epoch": 55, + "lr": 0.03, + "output_lr": 0.1, + "step": 21505, + "train_examples": 50000, + "train_loss": 18452.930683125 + }, + { + "epoch": 56, + "lr": 0.03, + "output_lr": 0.1, + "step": 21896, + "train_examples": 50000, + "train_loss": 21131.5533175 + }, + { + "epoch": 57, + "lr": 0.03, + "output_lr": 0.1, + "step": 22287, + "train_examples": 50000, + "train_loss": 21925.75662875 + }, + { + "epoch": 58, + "lr": 0.03, + "output_lr": 0.1, + "step": 22678, + "train_examples": 50000, + "train_loss": 23009.8898825 + }, + { + "epoch": 59, + "lr": 0.03, + "output_lr": 0.1, + "step": 23069, + "train_examples": 50000, + "train_loss": 22536.6942965625 + }, + { + "epoch": 60, + "lr": 0.03, + "output_lr": 0.1, + "step": 23460, + "train_examples": 50000, + "train_loss": 23355.11246875 + }, + { + "epoch": 61, + "lr": 0.03, + "output_lr": 0.1, + "step": 23851, + "train_examples": 50000, + "train_loss": 23856.826025 + }, + { + "epoch": 62, + "lr": 0.03, + "output_lr": 0.1, + "step": 24242, + "train_examples": 50000, + "train_loss": 26181.8635275 + }, + { + "epoch": 63, + "lr": 0.03, + "output_lr": 0.1, + "step": 24633, + "train_examples": 50000, + "train_loss": 25788.6849225 + }, + { + "epoch": 64, + "lr": 0.03, + "output_lr": 0.1, + "step": 25024, + "train_examples": 50000, + "train_loss": 28495.095256875 + }, + { + "epoch": 65, + "lr": 0.03, + "output_lr": 0.1, + "step": 25415, + "train_examples": 50000, + "train_loss": 28800.2621128125 + }, + { + "epoch": 66, + "lr": 0.03, + "output_lr": 0.1, + "step": 25806, + "train_examples": 50000, + "train_loss": 29564.81689 + }, + { + "epoch": 67, + "lr": 0.03, + "output_lr": 0.1, + "step": 26197, + "train_examples": 50000, + "train_loss": 28106.36562625 + }, + { + "epoch": 68, + "lr": 0.03, + "output_lr": 0.1, + "step": 26588, + "train_examples": 50000, + "train_loss": 30395.82846625 + }, + { + "epoch": 69, + "lr": 0.03, + "output_lr": 0.1, + "step": 26979, + "train_examples": 50000, + "train_loss": 34965.03667 + }, + { + "epoch": 70, + "lr": 0.03, + "output_lr": 0.1, + "step": 27370, + "train_examples": 50000, + "train_loss": 32706.780568125 + }, + { + "epoch": 71, + "lr": 0.03, + "output_lr": 0.1, + "step": 27761, + "train_examples": 50000, + "train_loss": 37163.961801875 + }, + { + "epoch": 72, + "lr": 0.03, + "output_lr": 0.1, + "step": 28152, + "train_examples": 50000, + "train_loss": 37854.28123375 + }, + { + "epoch": 73, + "lr": 0.03, + "output_lr": 0.1, + "step": 28543, + "train_examples": 50000, + "train_loss": 33942.487185 + }, + { + "epoch": 74, + "lr": 0.03, + "output_lr": 0.1, + "step": 28934, + "train_examples": 50000, + "train_loss": 38028.11356375 + }, + { + "epoch": 75, + "lr": 0.03, + "output_lr": 0.1, + "step": 29325, + "train_examples": 50000, + "train_loss": 39465.98959875 + }, + { + "epoch": 76, + "lr": 0.03, + "output_lr": 0.1, + "step": 29716, + "train_examples": 50000, + "train_loss": 40007.19174 + }, + { + "epoch": 77, + "lr": 0.03, + "output_lr": 0.1, + "step": 30107, + "train_examples": 50000, + "train_loss": 42236.5418225 + }, + { + "epoch": 78, + "lr": 0.03, + "output_lr": 0.1, + "step": 30498, + "train_examples": 50000, + "train_loss": 42935.5670475 + }, + { + "epoch": 79, + "lr": 0.03, + "output_lr": 0.1, + "step": 30889, + "train_examples": 50000, + "train_loss": 44710.2431825 + }, + { + "epoch": 80, + "lr": 0.03, + "output_lr": 0.1, + "step": 31280, + "train_examples": 50000, + "train_loss": 46254.5428475 + }, + { + "epoch": 81, + "lr": 0.03, + "output_lr": 0.1, + "step": 31671, + "train_examples": 50000, + "train_loss": 45069.667475 + }, + { + "epoch": 82, + "lr": 0.03, + "output_lr": 0.1, + "step": 32062, + "train_examples": 50000, + "train_loss": 45259.70246625 + }, + { + "epoch": 83, + "lr": 0.03, + "output_lr": 0.1, + "step": 32453, + "train_examples": 50000, + "train_loss": 45629.35346375 + }, + { + "epoch": 84, + "lr": 0.03, + "output_lr": 0.1, + "step": 32844, + "train_examples": 50000, + "train_loss": 45828.0199975 + }, + { + "epoch": 85, + "lr": 0.03, + "output_lr": 0.1, + "step": 33235, + "train_examples": 50000, + "train_loss": 51119.8721825 + }, + { + "epoch": 86, + "lr": 0.03, + "output_lr": 0.1, + "step": 33626, + "train_examples": 50000, + "train_loss": 54685.955385 + }, + { + "epoch": 87, + "lr": 0.03, + "output_lr": 0.1, + "step": 34017, + "train_examples": 50000, + "train_loss": 48313.62319375 + }, + { + "epoch": 88, + "lr": 0.03, + "output_lr": 0.1, + "step": 34408, + "train_examples": 50000, + "train_loss": 53704.67348 + }, + { + "epoch": 89, + "lr": 0.03, + "output_lr": 0.1, + "step": 34799, + "train_examples": 50000, + "train_loss": 49807.59677 + }, + { + "epoch": 90, + "lr": 0.03, + "output_lr": 0.1, + "step": 35190, + "train_examples": 50000, + "train_loss": 54847.301465 + }, + { + "epoch": 91, + "lr": 0.03, + "output_lr": 0.1, + "step": 35581, + "train_examples": 50000, + "train_loss": 52811.8402475 + }, + { + "epoch": 92, + "lr": 0.03, + "output_lr": 0.1, + "step": 35972, + "train_examples": 50000, + "train_loss": 53685.5629375 + }, + { + "epoch": 93, + "lr": 0.03, + "output_lr": 0.1, + "step": 36363, + "train_examples": 50000, + "train_loss": 58321.18193875 + }, + { + "epoch": 94, + "lr": 0.03, + "output_lr": 0.1, + "step": 36754, + "train_examples": 50000, + "train_loss": 53370.31019 + }, + { + "epoch": 95, + "lr": 0.03, + "output_lr": 0.1, + "step": 37145, + "train_examples": 50000, + "train_loss": 55259.42770875 + }, + { + "epoch": 96, + "lr": 0.03, + "output_lr": 0.1, + "step": 37536, + "train_examples": 50000, + "train_loss": 62743.202595 + }, + { + "epoch": 97, + "lr": 0.03, + "output_lr": 0.1, + "step": 37927, + "train_examples": 50000, + "train_loss": 71849.919185 + }, + { + "epoch": 98, + "lr": 0.03, + "output_lr": 0.1, + "step": 38318, + "train_examples": 50000, + "train_loss": 62031.9489825 + }, + { + "epoch": 99, + "lr": 0.03, + "output_lr": 0.1, + "step": 38709, + "train_examples": 50000, + "train_loss": 68600.14554 + }, + { + "epoch": 100, + "lr": 0.03, + "output_lr": 0.1, + "step": 39100, + "train_examples": 50000, + "train_loss": 68424.4290175 + }, + { + "epoch": 101, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 39491, + "train_examples": 50000, + "train_loss": 13175.8239165625 + }, + { + "epoch": 102, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 39882, + "train_examples": 50000, + "train_loss": 9052.00531375 + }, + { + "epoch": 103, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 40273, + "train_examples": 50000, + "train_loss": 8383.80109984375 + }, + { + "epoch": 104, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 40664, + "train_examples": 50000, + "train_loss": 8050.7802765625 + }, + { + "epoch": 105, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 41055, + "train_examples": 50000, + "train_loss": 7575.8674025 + }, + { + "epoch": 106, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 41446, + "train_examples": 50000, + "train_loss": 7245.3161803125 + }, + { + "epoch": 107, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 41837, + "train_examples": 50000, + "train_loss": 6778.7499434375 + }, + { + "epoch": 108, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 42228, + "train_examples": 50000, + "train_loss": 6560.2829946875 + }, + { + "epoch": 109, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 42619, + "train_examples": 50000, + "train_loss": 6089.2685134375 + }, + { + "epoch": 110, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 43010, + "train_examples": 50000, + "train_loss": 5857.6013596875 + }, + { + "epoch": 111, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 43401, + "train_examples": 50000, + "train_loss": 5703.1139596875 + }, + { + "epoch": 112, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 43792, + "train_examples": 50000, + "train_loss": 5420.600954375 + }, + { + "epoch": 113, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 44183, + "train_examples": 50000, + "train_loss": 5243.32939 + }, + { + "epoch": 114, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 44574, + "train_examples": 50000, + "train_loss": 5076.914825 + }, + { + "epoch": 115, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 44965, + "train_examples": 50000, + "train_loss": 5148.14045984375 + }, + { + "epoch": 116, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 45356, + "train_examples": 50000, + "train_loss": 5220.29229140625 + }, + { + "epoch": 117, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 45747, + "train_examples": 50000, + "train_loss": 4584.908725703125 + }, + { + "epoch": 118, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 46138, + "train_examples": 50000, + "train_loss": 5142.28931734375 + }, + { + "epoch": 119, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 46529, + "train_examples": 50000, + "train_loss": 5081.4689378125 + }, + { + "epoch": 120, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 46920, + "train_examples": 50000, + "train_loss": 4670.038472578125 + }, + { + "epoch": 121, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 47311, + "train_examples": 50000, + "train_loss": 4729.2374884375 + }, + { + "epoch": 122, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 47702, + "train_examples": 50000, + "train_loss": 4437.689307421875 + }, + { + "epoch": 123, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 48093, + "train_examples": 50000, + "train_loss": 4643.063570703125 + }, + { + "epoch": 124, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 48484, + "train_examples": 50000, + "train_loss": 4598.3138490625 + }, + { + "epoch": 125, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 48875, + "train_examples": 50000, + "train_loss": 4710.731543203125 + }, + { + "epoch": 126, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 49266, + "train_examples": 50000, + "train_loss": 4922.6924784375 + }, + { + "epoch": 127, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 49657, + "train_examples": 50000, + "train_loss": 4706.8065034375 + }, + { + "epoch": 128, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 50048, + "train_examples": 50000, + "train_loss": 4620.84078453125 + }, + { + "epoch": 129, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 50439, + "train_examples": 50000, + "train_loss": 4983.67323234375 + }, + { + "epoch": 130, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 50830, + "train_examples": 50000, + "train_loss": 4512.0828665625 + }, + { + "epoch": 131, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 51221, + "train_examples": 50000, + "train_loss": 4907.38452609375 + }, + { + "epoch": 132, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 51612, + "train_examples": 50000, + "train_loss": 4981.26236390625 + }, + { + "epoch": 133, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 52003, + "train_examples": 50000, + "train_loss": 4804.82025484375 + }, + { + "epoch": 134, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 52394, + "train_examples": 50000, + "train_loss": 4912.26073234375 + }, + { + "epoch": 135, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 52785, + "train_examples": 50000, + "train_loss": 5047.9833865625 + }, + { + "epoch": 136, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 53176, + "train_examples": 50000, + "train_loss": 4543.504403125 + }, + { + "epoch": 137, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 53567, + "train_examples": 50000, + "train_loss": 5049.753786875 + }, + { + "epoch": 138, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 53958, + "train_examples": 50000, + "train_loss": 4841.258673125 + }, + { + "epoch": 139, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 54349, + "train_examples": 50000, + "train_loss": 4753.69637796875 + }, + { + "epoch": 140, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 54740, + "train_examples": 50000, + "train_loss": 5182.0467875 + }, + { + "epoch": 141, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 55131, + "train_examples": 50000, + "train_loss": 5353.002407578125 + }, + { + "epoch": 142, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 55522, + "train_examples": 50000, + "train_loss": 4778.885925625 + }, + { + "epoch": 143, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 55913, + "train_examples": 50000, + "train_loss": 5801.38689421875 + }, + { + "epoch": 144, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 56304, + "train_examples": 50000, + "train_loss": 4708.11906 + }, + { + "epoch": 145, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 56695, + "train_examples": 50000, + "train_loss": 5412.79496265625 + }, + { + "epoch": 146, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 57086, + "train_examples": 50000, + "train_loss": 5151.65164765625 + }, + { + "epoch": 147, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 57477, + "train_examples": 50000, + "train_loss": 5323.728211171875 + }, + { + "epoch": 148, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 57868, + "train_examples": 50000, + "train_loss": 4849.5092225 + }, + { + "epoch": 149, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 58259, + "train_examples": 50000, + "train_loss": 5417.35654671875 + }, + { + "epoch": 150, + "lr": 0.003, + "output_lr": 0.010000000000000002, + "step": 58650, + "train_examples": 50000, + "train_loss": 4851.2205709375 + }, + { + "epoch": 151, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 59041, + "train_examples": 50000, + "train_loss": 1917.0817833203125 + }, + { + "epoch": 152, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 59432, + "train_examples": 50000, + "train_loss": 1419.874765390625 + }, + { + "epoch": 153, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 59823, + "train_examples": 50000, + "train_loss": 1290.1946449609375 + }, + { + "epoch": 154, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 60214, + "train_examples": 50000, + "train_loss": 1215.0555855859375 + }, + { + "epoch": 155, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 60605, + "train_examples": 50000, + "train_loss": 1163.6108630859376 + }, + { + "epoch": 156, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 60996, + "train_examples": 50000, + "train_loss": 1105.2684625390625 + }, + { + "epoch": 157, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 61387, + "train_examples": 50000, + "train_loss": 1058.7536784765625 + }, + { + "epoch": 158, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 61778, + "train_examples": 50000, + "train_loss": 1024.7534498828124 + }, + { + "epoch": 159, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 62169, + "train_examples": 50000, + "train_loss": 972.62020796875 + }, + { + "epoch": 160, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 62560, + "train_examples": 50000, + "train_loss": 953.9492185546875 + }, + { + "epoch": 161, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 62951, + "train_examples": 50000, + "train_loss": 929.1100657421875 + }, + { + "epoch": 162, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 63342, + "train_examples": 50000, + "train_loss": 911.06114390625 + }, + { + "epoch": 163, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 63733, + "train_examples": 50000, + "train_loss": 873.1208018945313 + }, + { + "epoch": 164, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 64124, + "train_examples": 50000, + "train_loss": 873.9455255078125 + }, + { + "epoch": 165, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 64515, + "train_examples": 50000, + "train_loss": 855.66897359375 + }, + { + "epoch": 166, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 64906, + "train_examples": 50000, + "train_loss": 832.5822851953125 + }, + { + "epoch": 167, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 65297, + "train_examples": 50000, + "train_loss": 820.8964893359375 + }, + { + "epoch": 168, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 65688, + "train_examples": 50000, + "train_loss": 809.5474932226563 + }, + { + "epoch": 169, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 66079, + "train_examples": 50000, + "train_loss": 785.56792296875 + }, + { + "epoch": 170, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 66470, + "train_examples": 50000, + "train_loss": 760.2091385546875 + }, + { + "epoch": 171, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 66861, + "train_examples": 50000, + "train_loss": 751.9481428515625 + }, + { + "epoch": 172, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 67252, + "train_examples": 50000, + "train_loss": 768.3446512304688 + }, + { + "epoch": 173, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 67643, + "train_examples": 50000, + "train_loss": 739.8024948632813 + }, + { + "epoch": 174, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 68034, + "train_examples": 50000, + "train_loss": 721.0074110742188 + }, + { + "epoch": 175, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 68425, + "train_examples": 50000, + "train_loss": 748.7323610351563 + }, + { + "epoch": 176, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 68816, + "train_examples": 50000, + "train_loss": 701.091491328125 + }, + { + "epoch": 177, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 69207, + "train_examples": 50000, + "train_loss": 703.9146436914062 + }, + { + "epoch": 178, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 69598, + "train_examples": 50000, + "train_loss": 720.5603126953125 + }, + { + "epoch": 179, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 69989, + "train_examples": 50000, + "train_loss": 660.6486718359375 + }, + { + "epoch": 180, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 70380, + "train_examples": 50000, + "train_loss": 693.0599039257812 + }, + { + "epoch": 181, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 70771, + "train_examples": 50000, + "train_loss": 679.6050608203125 + }, + { + "epoch": 182, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 71162, + "train_examples": 50000, + "train_loss": 692.9751318359375 + }, + { + "epoch": 183, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 71553, + "train_examples": 50000, + "train_loss": 683.6897475585937 + }, + { + "epoch": 184, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 71944, + "train_examples": 50000, + "train_loss": 668.1460813085937 + }, + { + "epoch": 185, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 72335, + "train_examples": 50000, + "train_loss": 667.1369373828124 + }, + { + "epoch": 186, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 72726, + "train_examples": 50000, + "train_loss": 662.4229653515625 + }, + { + "epoch": 187, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 73117, + "train_examples": 50000, + "train_loss": 699.9143864453125 + }, + { + "epoch": 188, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 73508, + "train_examples": 50000, + "train_loss": 630.793762109375 + }, + { + "epoch": 189, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 73899, + "train_examples": 50000, + "train_loss": 675.000643828125 + }, + { + "epoch": 190, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 74290, + "train_examples": 50000, + "train_loss": 607.7093490722656 + }, + { + "epoch": 191, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 74681, + "train_examples": 50000, + "train_loss": 658.6411365429688 + }, + { + "epoch": 192, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 75072, + "train_examples": 50000, + "train_loss": 657.6614402148438 + }, + { + "epoch": 193, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 75463, + "train_examples": 50000, + "train_loss": 666.3172574804687 + }, + { + "epoch": 194, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 75854, + "train_examples": 50000, + "train_loss": 655.2991161328125 + }, + { + "epoch": 195, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 76245, + "train_examples": 50000, + "train_loss": 624.0942075195312 + }, + { + "epoch": 196, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 76636, + "train_examples": 50000, + "train_loss": 620.8854083203125 + }, + { + "epoch": 197, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 77027, + "train_examples": 50000, + "train_loss": 639.8727234960937 + }, + { + "epoch": 198, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 77418, + "train_examples": 50000, + "train_loss": 638.6959756640625 + }, + { + "epoch": 199, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 77809, + "train_examples": 50000, + "train_loss": 617.4043270703125 + }, + { + "epoch": 200, + "lr": 0.00030000000000000003, + "output_lr": 0.0010000000000000002, + "step": 78200, + "train_examples": 50000, + "train_loss": 615.680954453125 + } + ], + "evaluation_protocol": { + "test_evaluations": 1, + "test_used_for_selection": false, + "validation_evaluations": 0 + }, + "final": { + "accuracy": 0.3488, + "epoch": 200, + "evaluation_split": "test", + "finite": true, + "loss": 502.805196875, + "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": 3339442688, + "peak_memory_reserved_bytes": 4676648960, + "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": 2.0348587036132812, + "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": 10378.02499294281, + "train_wall_s": 10375.962883234024 + }, + "work": { + "apical_macs_per_example": 5324800, + "causal_scalar_observations": 0, + "components": { + "apical_projection_macs": 53248000000000, + "apical_regression_macs": 0, + "bp_reverse_macs_estimate": 0, + "kp_reciprocal_correlation_macs": 0, + "local_weight_correlation_macs": 1254856960000000, + "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": 2562961920000000 + } +} |
