{ "architecture": { "adaptive_apical_parameters": 0, "adaptive_feedback_parameters": 267904, "base_width": 16, "blocks_per_stage": 3, "bn_eps": 1e-05, "bn_momentum": 0.1, "depth": 20, "family": "CIFAR 6n+2 ResNet, option-A shortcuts", "fixed_feedback_parameters": 0, "fixed_traffic_coefficients": 0, "forward_parameters": 269722, "hidden_shapes": [ [ 16, 32, 32 ], [ 16, 32, 32 ], [ 16, 32, 32 ], [ 16, 32, 32 ], [ 16, 32, 32 ], [ 16, 32, 32 ], [ 16, 32, 32 ], [ 32, 16, 16 ], [ 32, 16, 16 ], [ 32, 16, 16 ], [ 32, 16, 16 ], [ 32, 16, 16 ], [ 32, 16, 16 ], [ 64, 8, 8 ], [ 64, 8, 8 ], [ 64, 8, 8 ], [ 64, 8, 8 ], [ 64, 8, 8 ], [ 64, 8, 8 ] ], "normalization": "batchnorm", "predictor_parameters": 0, "residual_scale": 1.0, "vectorizer_mode": null, "vectorizer_parameters": 0 }, "args": { "a_scale": 1.0, "a_warmup_steps": 0, "alignment_probe": 32, "apical_calibration_mode": "unit_targets", "apical_seed": null, "augment_train": 1, "batch_size": 128, "bn_eps": 1e-05, "bn_momentum": 0.1, "data_dir": "/home/yurenh2/sdrn/data", "depth": 20, "device": "cuda", "epochs": 20, "eta_A": 0.01, "eta_P": 0.01, "eval_every": 0, "eval_split": "validation", "learn_P": 0, "loader_seed": 0, "lr": 0.1, "lr_gamma": 0.1, "lr_milestones": "100,150", "lr_schedule": "step", "max_steps": 0, "mirror_batch_size": 1, "mirror_eta": 0.1, "mirror_every": 16, "mirror_noise_std": 1.0, "mirror_seed": 3000, "mirror_warmup_steps": 0, "mode": "kp", "momentum": 0.9, "normalization": "batchnorm", "nuisance_scale": 0.0, "out": "results/kp_short/kp.json", "output_lr": 0.1, "pert_directions": 1, "pert_every": 4, "pert_sigma": 0.01, "perturb_seed": 1000, "predictor_warmup_steps": 0, "residual_scale": null, "seed": 0, "split_seed": 2027, "train_limit": 0, "use_residual": 1, "val_examples": 5000, "vectorizer_mode": "spatial_template", "warmup_epochs": 0, "weight_decay": 0.0001, "weight_scale": 1.0, "width": 16 }, "calibration_metric_space": "reciprocal_local_activity_products", "counters": { "apical_warmup_examples": 0, "calibration_event_examples": 0, "causal_scalar_observations": 0, "logical_batch_loss_queries": 0, "mirror_conv_examples": 0, "mirror_events": 0, "mirror_readout_examples": 0, "ordinary_examples": 900000, "per_example_loss_terms": 0, "perturbation_events": 0, "perturbation_forward_examples": 0, "predictor_warmup_examples": 0 }, "diagnostics": { "early_third_mean": 0.8855825364589691, "feedback_forward_cosine": [ 0.9264333248138428, 0.9220218658447266, 0.9038588404655457, 0.8975453972816467, 0.9213621616363525, 0.8933338522911072, 0.8915912508964539, 0.9265133142471313, 0.9061511754989624, 0.8942975997924805, 0.9047679901123047, 0.8851061463356018, 0.8851138353347778, 0.9171422719955444, 0.9053213000297546, 0.8831733465194702, 0.8767958879470825, 0.7925058007240295, 0.9866083860397339 ], "feedback_forward_norm_ratio": [ 0.9885096549987793, 1.0436758995056152, 0.9917821884155273, 1.058516263961792, 1.0159763097763062, 1.0456026792526245, 1.008077621459961, 1.0261797904968262, 1.0106136798858643, 1.0411553382873535, 1.0132758617401123, 1.0498096942901611, 1.0225006341934204, 1.0299837589263916, 1.011872410774231, 1.0414197444915771, 1.0175153017044067, 1.0444023609161377, 1.090652585029602 ], "feedback_forward_relative_error": [ 0.3815428614616394, 0.4058021008968353, 0.43677207827568054, 0.46938687562942505, 0.4000545144081116, 0.47448983788490295, 0.46758344769477844, 0.3892383575439453, 0.43566325306892395, 0.4709555506706238, 0.4395098090171814, 0.49367427825927734, 0.48523032665252686, 0.4142261743545532, 0.4378886818885803, 0.49502187967300415, 0.5010300874710083, 0.6598381400108337, 0.1934662163257599 ], "innovation_negative_gradient_cosine": [ 0.8906962275505066, 0.8764338493347168, 0.8894688487052917, 0.8657850027084351, 0.8935482501983643, 0.8975630402565002, 0.9018489122390747, 0.9003725051879883, 0.9135095477104187, 0.8963901996612549, 0.9183286428451538, 0.9015354514122009, 0.9177113771438599, 0.9407275915145874, 0.9454699754714966, 0.9456664323806763, 0.9667372107505798, 0.9770752787590027, 0.9845573902130127 ], "mean_feedback_forward_cosine": 0.9010338814635026, "mean_feedback_forward_relative_error": 0.44480918269408376, "normalization_state": "training_batch_stats_without_running_update", "raw_negative_gradient_cosine": [ 0.8906962275505066, 0.8764338493347168, 0.8894688487052917, 0.8657850027084351, 0.8935482501983643, 0.8975630402565002, 0.9018489122390747, 0.9003725051879883, 0.9135095477104187, 0.8963901996612549, 0.9183286428451538, 0.9015354514122009, 0.9177113771438599, 0.9407275915145874, 0.9454699754714966, 0.9456664323806763, 0.9667372107505798, 0.9770752787590027, 0.9845573902130127 ], "teaching_negative_gradient_cosine": [ 0.8906962275505066, 0.8764338493347168, 0.8894688487052917, 0.8657850027084351, 0.8935482501983643, 0.8975630402565002, 0.9018489122390747, 0.9003725051879883, 0.9135095477104187, 0.8963901996612549, 0.9183286428451538, 0.9015354514122009, 0.9177113771438599, 0.9407275915145874, 0.9454699754714966, 0.9456664323806763, 0.9667372107505798, 0.9770752787590027, 0.9845573902130127 ], "wall_s": 0.1368110179901123 }, "epochs": [ { "epoch": 1, "feedback_tracking": { "max_feedback_forward_relative_error": 1.319318175315857, "mean_feedback_forward_cosine": 0.26153333798835154, "mean_feedback_forward_relative_error": 1.2144870224751925, "min_feedback_forward_cosine": 0.1322619915008545 }, "lr": 0.1, "output_lr": 0.1, "step": 352, "train_examples": 45000, "train_loss": 1.831467347378201 }, { "epoch": 2, "feedback_tracking": { "max_feedback_forward_relative_error": 1.2504557371139526, "mean_feedback_forward_cosine": 0.40932882773248774, "mean_feedback_forward_relative_error": 1.0874902041334855, "min_feedback_forward_cosine": 0.22793743014335632 }, "lr": 0.1, "output_lr": 0.1, "step": 704, "train_examples": 45000, "train_loss": 1.366863529311286 }, { "epoch": 3, "feedback_tracking": { "max_feedback_forward_relative_error": 1.19105064868927, "mean_feedback_forward_cosine": 0.5041392759272927, "mean_feedback_forward_relative_error": 0.9971762236795927, "min_feedback_forward_cosine": 0.30597037076950073 }, "lr": 0.1, "output_lr": 0.1, "step": 1056, "train_examples": 45000, "train_loss": 1.066310328886244 }, { "epoch": 4, "feedback_tracking": { "max_feedback_forward_relative_error": 1.1481163501739502, "mean_feedback_forward_cosine": 0.5715355308432328, "mean_feedback_forward_relative_error": 0.9270231566931072, "min_feedback_forward_cosine": 0.3590141832828522 }, "lr": 0.1, "output_lr": 0.1, "step": 1408, "train_examples": 45000, "train_loss": 0.8910715007040235 }, { "epoch": 5, "feedback_tracking": { "max_feedback_forward_relative_error": 1.1075339317321777, "mean_feedback_forward_cosine": 0.62295485170264, "mean_feedback_forward_relative_error": 0.8701311349868774, "min_feedback_forward_cosine": 0.40619510412216187 }, "lr": 0.1, "output_lr": 0.1, "step": 1760, "train_examples": 45000, "train_loss": 0.7831426847881741 }, { "epoch": 6, "feedback_tracking": { "max_feedback_forward_relative_error": 1.0683236122131348, "mean_feedback_forward_cosine": 0.6647130376414249, "mean_feedback_forward_relative_error": 0.8211206464391005, "min_feedback_forward_cosine": 0.44973599910736084 }, "lr": 0.1, "output_lr": 0.1, "step": 2112, "train_examples": 45000, "train_loss": 0.7067856804741753 }, { "epoch": 7, "feedback_tracking": { "max_feedback_forward_relative_error": 1.0321979522705078, "mean_feedback_forward_cosine": 0.6994027605182246, "mean_feedback_forward_relative_error": 0.7776816581424913, "min_feedback_forward_cosine": 0.487300843000412 }, "lr": 0.1, "output_lr": 0.1, "step": 2464, "train_examples": 45000, "train_loss": 0.6526998540454441 }, { "epoch": 8, "feedback_tracking": { "max_feedback_forward_relative_error": 0.9973180890083313, "mean_feedback_forward_cosine": 0.7283705755283958, "mean_feedback_forward_relative_error": 0.7394031474464818, "min_feedback_forward_cosine": 0.5232464075088501 }, "lr": 0.1, "output_lr": 0.1, "step": 2816, "train_examples": 45000, "train_loss": 0.6056941405296326 }, { "epoch": 9, "feedback_tracking": { "max_feedback_forward_relative_error": 0.9644169211387634, "mean_feedback_forward_cosine": 0.7529234384235582, "mean_feedback_forward_relative_error": 0.705177787103151, "min_feedback_forward_cosine": 0.5548381805419922 }, "lr": 0.1, "output_lr": 0.1, "step": 3168, "train_examples": 45000, "train_loss": 0.5672190690252517 }, { "epoch": 10, "feedback_tracking": { "max_feedback_forward_relative_error": 0.9325018525123596, "mean_feedback_forward_cosine": 0.7752530323831659, "mean_feedback_forward_relative_error": 0.6724935864147387, "min_feedback_forward_cosine": 0.5845517516136169 }, "lr": 0.1, "output_lr": 0.1, "step": 3520, "train_examples": 45000, "train_loss": 0.5412863729900784 }, { "epoch": 11, "feedback_tracking": { "max_feedback_forward_relative_error": 0.9008499383926392, "mean_feedback_forward_cosine": 0.7944865289487337, "mean_feedback_forward_relative_error": 0.6431144601420352, "min_feedback_forward_cosine": 0.6125654578208923 }, "lr": 0.1, "output_lr": 0.1, "step": 3872, "train_examples": 45000, "train_loss": 0.5144231326527066 }, { "epoch": 12, "feedback_tracking": { "max_feedback_forward_relative_error": 0.870076596736908, "mean_feedback_forward_cosine": 0.8117237467514841, "mean_feedback_forward_relative_error": 0.6155103241142473, "min_feedback_forward_cosine": 0.6389982104301453 }, "lr": 0.1, "output_lr": 0.1, "step": 4224, "train_examples": 45000, "train_loss": 0.4893017247200012 }, { "epoch": 13, "feedback_tracking": { "max_feedback_forward_relative_error": 0.8421436548233032, "mean_feedback_forward_cosine": 0.8270191926705209, "mean_feedback_forward_relative_error": 0.5898554764295879, "min_feedback_forward_cosine": 0.662228524684906 }, "lr": 0.1, "output_lr": 0.1, "step": 4576, "train_examples": 45000, "train_loss": 0.4666704408009847 }, { "epoch": 14, "feedback_tracking": { "max_feedback_forward_relative_error": 0.8131178021430969, "mean_feedback_forward_cosine": 0.8408146061395344, "mean_feedback_forward_relative_error": 0.5656935533410624, "min_feedback_forward_cosine": 0.6854491233825684 }, "lr": 0.1, "output_lr": 0.1, "step": 4928, "train_examples": 45000, "train_loss": 0.4554117670377096 }, { "epoch": 15, "feedback_tracking": { "max_feedback_forward_relative_error": 0.7860043048858643, "mean_feedback_forward_cosine": 0.8532820532196447, "mean_feedback_forward_relative_error": 0.5429034452689322, "min_feedback_forward_cosine": 0.7059769034385681 }, "lr": 0.1, "output_lr": 0.1, "step": 5280, "train_examples": 45000, "train_loss": 0.437559742252032 }, { "epoch": 16, "feedback_tracking": { "max_feedback_forward_relative_error": 0.7597430944442749, "mean_feedback_forward_cosine": 0.8647166176846153, "mean_feedback_forward_relative_error": 0.5210003123471612, "min_feedback_forward_cosine": 0.7249040603637695 }, "lr": 0.1, "output_lr": 0.1, "step": 5632, "train_examples": 45000, "train_loss": 0.4244806206067403 }, { "epoch": 17, "feedback_tracking": { "max_feedback_forward_relative_error": 0.7334027886390686, "mean_feedback_forward_cosine": 0.8751521863435444, "mean_feedback_forward_relative_error": 0.5003075152635574, "min_feedback_forward_cosine": 0.7437110543251038 }, "lr": 0.1, "output_lr": 0.1, "step": 5984, "train_examples": 45000, "train_loss": 0.4090740834448073 }, { "epoch": 18, "feedback_tracking": { "max_feedback_forward_relative_error": 0.7081427574157715, "mean_feedback_forward_cosine": 0.8844657948142604, "mean_feedback_forward_relative_error": 0.4810000712934293, "min_feedback_forward_cosine": 0.7609646320343018 }, "lr": 0.1, "output_lr": 0.1, "step": 6336, "train_examples": 45000, "train_loss": 0.39670369214481777 }, { "epoch": 19, "feedback_tracking": { "max_feedback_forward_relative_error": 0.6829538345336914, "mean_feedback_forward_cosine": 0.8932415654784754, "mean_feedback_forward_relative_error": 0.4622263304497066, "min_feedback_forward_cosine": 0.7776626348495483 }, "lr": 0.1, "output_lr": 0.1, "step": 6688, "train_examples": 45000, "train_loss": 0.3911194394800398 }, { "epoch": 20, "feedback_tracking": { "max_feedback_forward_relative_error": 0.6598381400108337, "mean_feedback_forward_cosine": 0.9010338814635026, "mean_feedback_forward_relative_error": 0.44480918269408376, "min_feedback_forward_cosine": 0.7925058007240295 }, "lr": 0.1, "output_lr": 0.1, "step": 7040, "train_examples": 45000, "train_loss": 0.3764604419231415 } ], "evaluation_protocol": { "test_evaluations": 0, "test_used_for_selection": false, "validation_evaluations": 1 }, "final": { "accuracy": 0.8266, "epoch": 20, "evaluation_split": "validation", "finite": true, "loss": 0.5224007934570313, "step": 7040 }, "hardware": { "cuda_device_name": "NVIDIA GeForce GTX 1080", "cuda_visible_devices": "7", "device": "cuda", "device_total_memory_bytes": 8507949056, "peak_memory_allocated_bytes": 2162790400, "peak_memory_reserved_bytes": 2866806784, "torch_version": "2.3.1+cu118" }, "protocol_family": "oral_a_cifar_local_resnet_development", "provenance": { "git_commit": "8f420f256aef160d79e3a9620a92ae156f06ef74", "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": "validation", "input_layout": "NCHW", "input_shape": [ 3, 32, 32 ], "loader_seed": 0, "normalization_mean": [ 0.49140000343322754, 0.4821999967098236, 0.4465000033378601 ], "normalization_std": [ 0.24699999392032623, 0.2434999942779541, 0.26159998774528503 ], "split_from_training_only": true, "split_seed": 2027, "test_examples": 10000, "train_examples": 45000, "training_augmentation": "random_crop_32_padding_4_zero_then_horizontal_flip_p0.5", "validation_class_counts": { "0": 500, "1": 500, "2": 500, "3": 500, "4": 500, "5": 500, "6": 500, "7": 500, "8": 500, "9": 500 }, "validation_examples": 5000, "validation_index_sha256": "8328b206a97c420e49e54e3eca4abe3274c4756b084355784ea3fb8059e4515b" }, "timing": { "apical_warmup_wall_s": 0.0, "evaluation_wall_s": 0.36439943313598633, "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": 558.1345100402832, "train_wall_s": 557.5914545059204 }, "work": { "apical_macs_per_example": 40108672, "causal_scalar_observations": 0, "components": { "apical_projection_macs": 36097804800000, "apical_regression_macs": 0, "bp_reverse_macs_estimate": 0, "kp_reciprocal_correlation_macs": 36097804800000, "local_weight_correlation_macs": 36495936000000, "mirror_feedback_prediction_macs": 0, "mirror_local_correlation_macs": 0, "mirror_response_macs": 0, "ordinary_forward_macs": 36495936000000, "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; elementwise nonlinearities and optimizer arithmetic excluded", "forward_macs_per_example": 40551040, "logical_batch_loss_queries": 0, "mirror_probe_examples": 0, "mirror_readout_probe_examples": 0, "per_example_cross_entropy_terms": 0, "total_clean_forward_examples": 900000, "total_forward_equivalent_examples": 900000, "total_macs_estimate": 145187481600000 } }