{"args": {"mode": "bp", "dataset": "tentmap", "depth": 12, "width": 16, "act": "relu", "residual": 0, "epochs": 40, "batch_size": 128, "train_examples": 0, "val_examples": 5000, "split_seed": 2027, "eval_split": "validation", "task_seed": 0, "task_train_examples": 50000, "task_test_examples": 10000, "task_levels": 7, "task_n_in": 4, "task_classes": 10, "teacher_depth": 8, "teacher_width": 64, "teacher_residual": 1, "eta": 0.02, "eta_A": 0.02, "eta_P": 0.002, "momentum": 0.9, "w_scale": 1.0, "a_scale": 1.0, "feedback_scale": 1.0, "pert_sigma": 0.01, "pert_every": 4, "pert_ndirs": 16, "pert_mode": "simultaneous", "use_residual": 1, "raw_scale_control": "none", "learn_A": 1, "learn_P": 1, "p_neutral": 1, "p_warmup_steps": 200, "p_warmup_eta": 0.05, "nuis_rho": 0.0, "traffic_mode": "soma", "predictor_mode": "diagonal", "normalize_delta": 0, "settle_steps": 0, "kappa": 0.0, "feedback": "error", "seed": 0, "device": "cuda", "log_every": 200, "max_steps": 0, "probe_bs": 512, "outdir": "results", "tag": "depthtask_dev_v1_tentmap_bp_w16_d12_t0_s0", "n_in": 4, "n_out": 2}, "split": {"dataset": "tentmap", "task_seed": 0, "train_examples": 45000, "test_examples": 10000, "evaluation_split": "validation", "synthetic_generator": true, "split_seed": 2027, "validation_examples": 5000, "validation_index_sha256": "291d95d8a591bae65a0250e7365655c3fc52324bdc34677026467ce13bf433b9", "validation_class_counts": {"0": 2500, "1": 2500}, "split_from_training_only": true}, "provenance": {"git_commit": "a0696a3d72cc5bf69876e1716b74f7e1ac525dd0", "git_dirty": false}, "steps": [{"step": 0, "epoch": 0, "train_loss": 0.6930825710296631}, {"step": 200, "epoch": 0, "train_loss": 0.6938381791114807}, {"epoch_end": 0, "step": 352, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931531005859375, "val_acc": 0.5, "val_loss": 0.6931531005859375}, {"step": 400, "epoch": 1, "train_loss": 0.6926819086074829}, {"step": 600, "epoch": 1, "train_loss": 0.6931769847869873}, {"epoch_end": 1, "step": 704, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931669311523437, "val_acc": 0.5, "val_loss": 0.6931669311523437}, {"step": 800, "epoch": 2, "train_loss": 0.6925782561302185}, {"step": 1000, "epoch": 2, "train_loss": 0.6941807866096497}, {"epoch_end": 2, "step": 1056, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931544311523438, "val_acc": 0.5, "val_loss": 0.6931544311523438}, {"step": 1200, "epoch": 3, "train_loss": 0.6932147741317749}, {"step": 1400, "epoch": 3, "train_loss": 0.6932030916213989}, {"epoch_end": 3, "step": 1408, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931945556640625, "val_acc": 0.5, "val_loss": 0.6931945556640625}, {"step": 1600, "epoch": 4, "train_loss": 0.6930280327796936}, {"epoch_end": 4, "step": 1760, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6933091186523438, "val_acc": 0.5, "val_loss": 0.6933091186523438}, {"step": 1800, "epoch": 5, "train_loss": 0.692607045173645}, {"step": 2000, "epoch": 5, "train_loss": 0.6932975053787231}, {"epoch_end": 5, "step": 2112, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6933172973632813, "val_acc": 0.5, "val_loss": 0.6933172973632813}, {"step": 2200, "epoch": 6, "train_loss": 0.6937260031700134}, {"step": 2400, "epoch": 6, "train_loss": 0.6948747634887695}, {"epoch_end": 6, "step": 2464, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931823486328125, "val_acc": 0.5, "val_loss": 0.6931823486328125}, {"step": 2600, "epoch": 7, "train_loss": 0.6933664679527283}, {"step": 2800, "epoch": 7, "train_loss": 0.6931474804878235}, {"epoch_end": 7, "step": 2816, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931917602539063, "val_acc": 0.5, "val_loss": 0.6931917602539063}, {"step": 3000, "epoch": 8, "train_loss": 0.6913998126983643}, {"epoch_end": 8, "step": 3168, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.693229736328125, "val_acc": 0.5, "val_loss": 0.693229736328125}, {"step": 3200, "epoch": 9, "train_loss": 0.697612464427948}, {"step": 3400, "epoch": 9, "train_loss": 0.6939010620117188}, {"epoch_end": 9, "step": 3520, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6932556518554688, "val_acc": 0.5, "val_loss": 0.6932556518554688}, {"step": 3600, "epoch": 10, "train_loss": 0.6927855014801025}, {"step": 3800, "epoch": 10, "train_loss": 0.6943454742431641}, {"epoch_end": 10, "step": 3872, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.69319423828125, "val_acc": 0.5, "val_loss": 0.69319423828125}, {"step": 4000, "epoch": 11, "train_loss": 0.6909392476081848}, {"step": 4200, "epoch": 11, "train_loss": 0.6942079663276672}, {"epoch_end": 11, "step": 4224, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6933954956054688, "val_acc": 0.5, "val_loss": 0.6933954956054688}, {"step": 4400, "epoch": 12, "train_loss": 0.6931478977203369}, {"epoch_end": 12, "step": 4576, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6932764770507812, "val_acc": 0.5, "val_loss": 0.6932764770507812}, {"step": 4600, "epoch": 13, "train_loss": 0.6924095749855042}, {"step": 4800, "epoch": 13, "train_loss": 0.6935188174247742}, {"epoch_end": 13, "step": 4928, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6932409790039062, "val_acc": 0.5, "val_loss": 0.6932409790039062}, {"step": 5000, "epoch": 14, "train_loss": 0.6938604712486267}, {"step": 5200, "epoch": 14, "train_loss": 0.6906082034111023}, {"epoch_end": 14, "step": 5280, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931619018554688, "val_acc": 0.5, "val_loss": 0.6931619018554688}, {"step": 5400, "epoch": 15, "train_loss": 0.6930281519889832}, {"step": 5600, "epoch": 15, "train_loss": 0.6928437352180481}, {"epoch_end": 15, "step": 5632, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931508911132812, "val_acc": 0.5, "val_loss": 0.6931508911132812}, {"step": 5800, "epoch": 16, "train_loss": 0.6918275952339172}, {"epoch_end": 16, "step": 5984, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6932150756835938, "val_acc": 0.5, "val_loss": 0.6932150756835938}, {"step": 6000, "epoch": 17, "train_loss": 0.6927527189254761}, {"step": 6200, "epoch": 17, "train_loss": 0.6930550336837769}, {"epoch_end": 17, "step": 6336, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6932824584960937, "val_acc": 0.5, "val_loss": 0.6932824584960937}, {"step": 6400, "epoch": 18, "train_loss": 0.6927084922790527}, {"step": 6600, "epoch": 18, "train_loss": 0.6926276683807373}, {"epoch_end": 18, "step": 6688, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6934605224609375, "val_acc": 0.5, "val_loss": 0.6934605224609375}, {"step": 6800, "epoch": 19, "train_loss": 0.6931626200675964}, {"step": 7000, "epoch": 19, "train_loss": 0.6941932439804077}, {"epoch_end": 19, "step": 7040, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6932431640625, "val_acc": 0.5, "val_loss": 0.6932431640625}, {"step": 7200, "epoch": 20, "train_loss": 0.6931239366531372}, {"epoch_end": 20, "step": 7392, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931667358398438, "val_acc": 0.5, "val_loss": 0.6931667358398438}, {"step": 7400, "epoch": 21, "train_loss": 0.6931486129760742}, {"step": 7600, "epoch": 21, "train_loss": 0.6912513971328735}, {"epoch_end": 21, "step": 7744, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.693173779296875, "val_acc": 0.5, "val_loss": 0.693173779296875}, {"step": 7800, "epoch": 22, "train_loss": 0.6928568482398987}, {"step": 8000, "epoch": 22, "train_loss": 0.6926016807556152}, {"epoch_end": 22, "step": 8096, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.693434326171875, "val_acc": 0.5, "val_loss": 0.693434326171875}, {"step": 8200, "epoch": 23, "train_loss": 0.6905764937400818}, {"step": 8400, "epoch": 23, "train_loss": 0.693047285079956}, {"epoch_end": 23, "step": 8448, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931752807617187, "val_acc": 0.5, "val_loss": 0.6931752807617187}, {"step": 8600, "epoch": 24, "train_loss": 0.6939669847488403}, {"epoch_end": 24, "step": 8800, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6937800170898437, "val_acc": 0.5, "val_loss": 0.6937800170898437}, {"step": 8800, "epoch": 25, "train_loss": 0.6915557384490967}, {"step": 9000, "epoch": 25, "train_loss": 0.6919586658477783}, {"epoch_end": 25, "step": 9152, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6940059326171875, "val_acc": 0.5, "val_loss": 0.6940059326171875}, {"step": 9200, "epoch": 26, "train_loss": 0.6947410106658936}, {"step": 9400, "epoch": 26, "train_loss": 0.6924943327903748}, {"epoch_end": 26, "step": 9504, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6932072021484375, "val_acc": 0.5, "val_loss": 0.6932072021484375}, {"step": 9600, "epoch": 27, "train_loss": 0.6933077573776245}, {"step": 9800, "epoch": 27, "train_loss": 0.6919479370117188}, {"epoch_end": 27, "step": 9856, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931978515625, "val_acc": 0.5, "val_loss": 0.6931978515625}, {"step": 10000, "epoch": 28, "train_loss": 0.6930237412452698}, {"step": 10200, "epoch": 28, "train_loss": 0.6942576766014099}, {"epoch_end": 28, "step": 10208, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931475708007813, "val_acc": 0.5, "val_loss": 0.6931475708007813}, {"step": 10400, "epoch": 29, "train_loss": 0.6928622722625732}, {"epoch_end": 29, "step": 10560, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931646728515625, "val_acc": 0.5, "val_loss": 0.6931646728515625}, {"step": 10600, "epoch": 30, "train_loss": 0.6964982748031616}, {"step": 10800, "epoch": 30, "train_loss": 0.7022808194160461}, {"epoch_end": 30, "step": 10912, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931561889648438, "val_acc": 0.5, "val_loss": 0.6931561889648438}, {"step": 11000, "epoch": 31, "train_loss": 0.6962814331054688}, {"step": 11200, "epoch": 31, "train_loss": 0.6930593252182007}, {"epoch_end": 31, "step": 11264, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.69413857421875, "val_acc": 0.5, "val_loss": 0.69413857421875}, {"step": 11400, "epoch": 32, "train_loss": 0.6911011338233948}, {"step": 11600, "epoch": 32, "train_loss": 0.6936676502227783}, {"epoch_end": 32, "step": 11616, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.69334921875, "val_acc": 0.5, "val_loss": 0.69334921875}, {"step": 11800, "epoch": 33, "train_loss": 0.68876713514328}, {"epoch_end": 33, "step": 11968, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6933681396484375, "val_acc": 0.5, "val_loss": 0.6933681396484375}, {"step": 12000, "epoch": 34, "train_loss": 0.6938066482543945}, {"step": 12200, "epoch": 34, "train_loss": 0.693248450756073}, {"epoch_end": 34, "step": 12320, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.693290234375, "val_acc": 0.5, "val_loss": 0.693290234375}, {"step": 12400, "epoch": 35, "train_loss": 0.6956208348274231}, {"step": 12600, "epoch": 35, "train_loss": 0.6932070255279541}, {"epoch_end": 35, "step": 12672, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6934223999023438, "val_acc": 0.5, "val_loss": 0.6934223999023438}, {"step": 12800, "epoch": 36, "train_loss": 0.6957260966300964}, {"step": 13000, "epoch": 36, "train_loss": 0.6920433640480042}, {"epoch_end": 36, "step": 13024, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.69317412109375, "val_acc": 0.5, "val_loss": 0.69317412109375}, {"step": 13200, "epoch": 37, "train_loss": 0.6919190287590027}, {"epoch_end": 37, "step": 13376, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6932241577148438, "val_acc": 0.5, "val_loss": 0.6932241577148438}, {"step": 13400, "epoch": 38, "train_loss": 0.6928016543388367}, {"step": 13600, "epoch": 38, "train_loss": 0.6936776638031006}, {"epoch_end": 38, "step": 13728, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931553833007813, "val_acc": 0.5, "val_loss": 0.6931553833007813}, {"step": 13800, "epoch": 39, "train_loss": 0.6939064860343933}, {"step": 14000, "epoch": 39, "train_loss": 0.6943252086639404}, {"epoch_end": 39, "step": 14080, "eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931608764648437, "val_acc": 0.5, "val_loss": 0.6931608764648437}], "final": {"eval_split": "validation", "eval_acc": 0.5, "eval_loss": 0.6931608764648437, "wall_s": 77.23110818862915, "val_acc": 0.5, "val_loss": 0.6931608764648437}}