{
  "architecture": {
    "adaptive_apical_parameters": 0,
    "adaptive_feedback_parameters": 0,
    "base_width": 16,
    "blocks_per_stage": 5,
    "bn_eps": 1e-05,
    "bn_momentum": 0.1,
    "depth": 32,
    "family": "CIFAR 6n+2 ResNet, option-A shortcuts",
    "fixed_feedback_parameters": 0,
    "fixed_traffic_coefficients": 0,
    "forward_parameters": 464154,
    "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
      ],
      [
        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
      ]
    ],
    "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": "/orion/u/oscarwan/scratch/sdil-data",
    "depth": 32,
    "device": "cuda",
    "epochs": 200,
    "eta_A": 0.01,
    "eta_P": 0.01,
    "eval_every": 1,
    "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": "bp",
    "momentum": 0.9,
    "neutral_projection": 0,
    "normalization": "batchnorm",
    "nuisance_scale": 0.0,
    "out": "/orion/u/oscarwan/scratch/sdil-work/sdil-a6000-full-rerun/results/resnet_crossover/r2/resnet-r2-bp-d32-lr0p1.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": 0,
    "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": 5000,
    "vectorizer_mode": "spatial_template",
    "warmup_epochs": 5,
    "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": 9000000,
    "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,
      "eval_accuracy": 0.4654,
      "eval_loss": 1.4851486328125,
      "eval_split": "validation",
      "lr": 0.02,
      "output_lr": 0.02,
      "step": 352,
      "train_examples": 45000,
      "train_loss": 1.7367673873901368
    },
    {
      "epoch": 2,
      "eval_accuracy": 0.4898,
      "eval_loss": 1.725862939453125,
      "eval_split": "validation",
      "lr": 0.04,
      "output_lr": 0.04,
      "step": 704,
      "train_examples": 45000,
      "train_loss": 1.3518918582280477
    },
    {
      "epoch": 3,
      "eval_accuracy": 0.5918,
      "eval_loss": 1.3513257568359376,
      "eval_split": "validation",
      "lr": 0.06000000000000001,
      "output_lr": 0.06000000000000001,
      "step": 1056,
      "train_examples": 45000,
      "train_loss": 1.0766678378211127
    },
    {
      "epoch": 4,
      "eval_accuracy": 0.6896,
      "eval_loss": 0.9191304931640625,
      "eval_split": "validation",
      "lr": 0.08,
      "output_lr": 0.08,
      "step": 1408,
      "train_examples": 45000,
      "train_loss": 0.8923857101016575
    },
    {
      "epoch": 5,
      "eval_accuracy": 0.7498,
      "eval_loss": 0.7415965698242187,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 1760,
      "train_examples": 45000,
      "train_loss": 0.767474871105618
    },
    {
      "epoch": 6,
      "eval_accuracy": 0.7114,
      "eval_loss": 0.9565532348632813,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 2112,
      "train_examples": 45000,
      "train_loss": 0.6632765820503235
    },
    {
      "epoch": 7,
      "eval_accuracy": 0.7736,
      "eval_loss": 0.671961181640625,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 2464,
      "train_examples": 45000,
      "train_loss": 0.6028720584339565
    },
    {
      "epoch": 8,
      "eval_accuracy": 0.7782,
      "eval_loss": 0.70337177734375,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 2816,
      "train_examples": 45000,
      "train_loss": 0.5587517645835877
    },
    {
      "epoch": 9,
      "eval_accuracy": 0.7972,
      "eval_loss": 0.6166611938476563,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 3168,
      "train_examples": 45000,
      "train_loss": 0.516674728096856
    },
    {
      "epoch": 10,
      "eval_accuracy": 0.7304,
      "eval_loss": 0.9077167846679688,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 3520,
      "train_examples": 45000,
      "train_loss": 0.4872661090373993
    },
    {
      "epoch": 11,
      "eval_accuracy": 0.7792,
      "eval_loss": 0.687501904296875,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 3872,
      "train_examples": 45000,
      "train_loss": 0.46315930485195583
    },
    {
      "epoch": 12,
      "eval_accuracy": 0.8068,
      "eval_loss": 0.602014111328125,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 4224,
      "train_examples": 45000,
      "train_loss": 0.4376789878103468
    },
    {
      "epoch": 13,
      "eval_accuracy": 0.7708,
      "eval_loss": 0.7402918701171874,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 4576,
      "train_examples": 45000,
      "train_loss": 0.4173557227876451
    },
    {
      "epoch": 14,
      "eval_accuracy": 0.8168,
      "eval_loss": 0.5883634521484375,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 4928,
      "train_examples": 45000,
      "train_loss": 0.4026338017993503
    },
    {
      "epoch": 15,
      "eval_accuracy": 0.836,
      "eval_loss": 0.5093399963378906,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 5280,
      "train_examples": 45000,
      "train_loss": 0.38672829824553595
    },
    {
      "epoch": 16,
      "eval_accuracy": 0.826,
      "eval_loss": 0.5640574462890625,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 5632,
      "train_examples": 45000,
      "train_loss": 0.37543256346384685
    },
    {
      "epoch": 17,
      "eval_accuracy": 0.8372,
      "eval_loss": 0.48900656127929687,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 5984,
      "train_examples": 45000,
      "train_loss": 0.3632183216094971
    },
    {
      "epoch": 18,
      "eval_accuracy": 0.8556,
      "eval_loss": 0.4457982177734375,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 6336,
      "train_examples": 45000,
      "train_loss": 0.35278323027822706
    },
    {
      "epoch": 19,
      "eval_accuracy": 0.8474,
      "eval_loss": 0.462450390625,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 6688,
      "train_examples": 45000,
      "train_loss": 0.344698157954216
    },
    {
      "epoch": 20,
      "eval_accuracy": 0.8326,
      "eval_loss": 0.5396587097167969,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 7040,
      "train_examples": 45000,
      "train_loss": 0.33207386435932584
    },
    {
      "epoch": 21,
      "eval_accuracy": 0.8402,
      "eval_loss": 0.5037933044433593,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 7392,
      "train_examples": 45000,
      "train_loss": 0.3211999874644809
    },
    {
      "epoch": 22,
      "eval_accuracy": 0.8164,
      "eval_loss": 0.5877996826171875,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 7744,
      "train_examples": 45000,
      "train_loss": 0.3155520805676778
    },
    {
      "epoch": 23,
      "eval_accuracy": 0.8612,
      "eval_loss": 0.45332628173828127,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 8096,
      "train_examples": 45000,
      "train_loss": 0.30989496260748967
    },
    {
      "epoch": 24,
      "eval_accuracy": 0.8544,
      "eval_loss": 0.455251806640625,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 8448,
      "train_examples": 45000,
      "train_loss": 0.29552004895475176
    },
    {
      "epoch": 25,
      "eval_accuracy": 0.8598,
      "eval_loss": 0.4580159118652344,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 8800,
      "train_examples": 45000,
      "train_loss": 0.29108409735891555
    },
    {
      "epoch": 26,
      "eval_accuracy": 0.8516,
      "eval_loss": 0.45268468017578123,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 9152,
      "train_examples": 45000,
      "train_loss": 0.290835695192549
    },
    {
      "epoch": 27,
      "eval_accuracy": 0.8604,
      "eval_loss": 0.4285613464355469,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 9504,
      "train_examples": 45000,
      "train_loss": 0.2841388143777847
    },
    {
      "epoch": 28,
      "eval_accuracy": 0.8634,
      "eval_loss": 0.4222153564453125,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 9856,
      "train_examples": 45000,
      "train_loss": 0.2743539887905121
    },
    {
      "epoch": 29,
      "eval_accuracy": 0.8402,
      "eval_loss": 0.5224630859375,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 10208,
      "train_examples": 45000,
      "train_loss": 0.27201610174179075
    },
    {
      "epoch": 30,
      "eval_accuracy": 0.8474,
      "eval_loss": 0.4655813903808594,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 10560,
      "train_examples": 45000,
      "train_loss": 0.26682973040474783
    },
    {
      "epoch": 31,
      "eval_accuracy": 0.8522,
      "eval_loss": 0.4705499938964844,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 10912,
      "train_examples": 45000,
      "train_loss": 0.26481335138214956
    },
    {
      "epoch": 32,
      "eval_accuracy": 0.8432,
      "eval_loss": 0.5508898071289062,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 11264,
      "train_examples": 45000,
      "train_loss": 0.26295674863391455
    },
    {
      "epoch": 33,
      "eval_accuracy": 0.868,
      "eval_loss": 0.4072789001464844,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 11616,
      "train_examples": 45000,
      "train_loss": 0.25482014421357047
    },
    {
      "epoch": 34,
      "eval_accuracy": 0.8502,
      "eval_loss": 0.4737674072265625,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 11968,
      "train_examples": 45000,
      "train_loss": 0.25594374244478013
    },
    {
      "epoch": 35,
      "eval_accuracy": 0.8636,
      "eval_loss": 0.43671715698242186,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 12320,
      "train_examples": 45000,
      "train_loss": 0.24550499177773794
    },
    {
      "epoch": 36,
      "eval_accuracy": 0.8504,
      "eval_loss": 0.5042031433105468,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 12672,
      "train_examples": 45000,
      "train_loss": 0.24113377828068203
    },
    {
      "epoch": 37,
      "eval_accuracy": 0.8564,
      "eval_loss": 0.456636279296875,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 13024,
      "train_examples": 45000,
      "train_loss": 0.24051628319422405
    },
    {
      "epoch": 38,
      "eval_accuracy": 0.8644,
      "eval_loss": 0.455577294921875,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 13376,
      "train_examples": 45000,
      "train_loss": 0.23370062657992044
    },
    {
      "epoch": 39,
      "eval_accuracy": 0.8668,
      "eval_loss": 0.4439416625976563,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 13728,
      "train_examples": 45000,
      "train_loss": 0.2288697966337204
    },
    {
      "epoch": 40,
      "eval_accuracy": 0.876,
      "eval_loss": 0.40666158447265627,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 14080,
      "train_examples": 45000,
      "train_loss": 0.2292720184326172
    },
    {
      "epoch": 41,
      "eval_accuracy": 0.874,
      "eval_loss": 0.439620068359375,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 14432,
      "train_examples": 45000,
      "train_loss": 0.2260119872940911
    },
    {
      "epoch": 42,
      "eval_accuracy": 0.8744,
      "eval_loss": 0.410631787109375,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 14784,
      "train_examples": 45000,
      "train_loss": 0.22043352348274656
    },
    {
      "epoch": 43,
      "eval_accuracy": 0.8492,
      "eval_loss": 0.5022360961914063,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 15136,
      "train_examples": 45000,
      "train_loss": 0.2215538299176428
    },
    {
      "epoch": 44,
      "eval_accuracy": 0.861,
      "eval_loss": 0.4755216369628906,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 15488,
      "train_examples": 45000,
      "train_loss": 0.22306056750350528
    },
    {
      "epoch": 45,
      "eval_accuracy": 0.8722,
      "eval_loss": 0.43333682250976563,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 15840,
      "train_examples": 45000,
      "train_loss": 0.2135424311319987
    },
    {
      "epoch": 46,
      "eval_accuracy": 0.8742,
      "eval_loss": 0.44612857666015626,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 16192,
      "train_examples": 45000,
      "train_loss": 0.21563978569772507
    },
    {
      "epoch": 47,
      "eval_accuracy": 0.8712,
      "eval_loss": 0.4285671081542969,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 16544,
      "train_examples": 45000,
      "train_loss": 0.21078225373162163
    },
    {
      "epoch": 48,
      "eval_accuracy": 0.88,
      "eval_loss": 0.3932395385742187,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 16896,
      "train_examples": 45000,
      "train_loss": 0.21454219284587436
    },
    {
      "epoch": 49,
      "eval_accuracy": 0.848,
      "eval_loss": 0.5626197265625,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 17248,
      "train_examples": 45000,
      "train_loss": 0.21450545298788282
    },
    {
      "epoch": 50,
      "eval_accuracy": 0.8706,
      "eval_loss": 0.4620752685546875,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 17600,
      "train_examples": 45000,
      "train_loss": 0.20769385964075723
    },
    {
      "epoch": 51,
      "eval_accuracy": 0.8528,
      "eval_loss": 0.49712684326171874,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 17952,
      "train_examples": 45000,
      "train_loss": 0.21213035280969408
    },
    {
      "epoch": 52,
      "eval_accuracy": 0.8806,
      "eval_loss": 0.4304973815917969,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 18304,
      "train_examples": 45000,
      "train_loss": 0.2030811865568161
    },
    {
      "epoch": 53,
      "eval_accuracy": 0.8882,
      "eval_loss": 0.36722509765625,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 18656,
      "train_examples": 45000,
      "train_loss": 0.2000371700392829
    },
    {
      "epoch": 54,
      "eval_accuracy": 0.8664,
      "eval_loss": 0.4356230651855469,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 19008,
      "train_examples": 45000,
      "train_loss": 0.19917343689335718
    },
    {
      "epoch": 55,
      "eval_accuracy": 0.8716,
      "eval_loss": 0.43104464721679686,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 19360,
      "train_examples": 45000,
      "train_loss": 0.19837952054871452
    },
    {
      "epoch": 56,
      "eval_accuracy": 0.8512,
      "eval_loss": 0.49728991088867186,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 19712,
      "train_examples": 45000,
      "train_loss": 0.19955373254352146
    },
    {
      "epoch": 57,
      "eval_accuracy": 0.851,
      "eval_loss": 0.5140265563964844,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 20064,
      "train_examples": 45000,
      "train_loss": 0.19353483844863043
    },
    {
      "epoch": 58,
      "eval_accuracy": 0.8788,
      "eval_loss": 0.41481446533203126,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 20416,
      "train_examples": 45000,
      "train_loss": 0.19488789674705928
    },
    {
      "epoch": 59,
      "eval_accuracy": 0.8672,
      "eval_loss": 0.4865489929199219,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 20768,
      "train_examples": 45000,
      "train_loss": 0.1920552120367686
    },
    {
      "epoch": 60,
      "eval_accuracy": 0.8594,
      "eval_loss": 0.5026045593261719,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 21120,
      "train_examples": 45000,
      "train_loss": 0.18388274129231771
    },
    {
      "epoch": 61,
      "eval_accuracy": 0.8774,
      "eval_loss": 0.421068212890625,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 21472,
      "train_examples": 45000,
      "train_loss": 0.18769480295181273
    },
    {
      "epoch": 62,
      "eval_accuracy": 0.8728,
      "eval_loss": 0.406421240234375,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 21824,
      "train_examples": 45000,
      "train_loss": 0.193258737399843
    },
    {
      "epoch": 63,
      "eval_accuracy": 0.858,
      "eval_loss": 0.5191707092285156,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 22176,
      "train_examples": 45000,
      "train_loss": 0.1826606490029229
    },
    {
      "epoch": 64,
      "eval_accuracy": 0.8816,
      "eval_loss": 0.41435826416015625,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 22528,
      "train_examples": 45000,
      "train_loss": 0.18747838848696816
    },
    {
      "epoch": 65,
      "eval_accuracy": 0.8784,
      "eval_loss": 0.40977137451171874,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 22880,
      "train_examples": 45000,
      "train_loss": 0.18679874833689797
    },
    {
      "epoch": 66,
      "eval_accuracy": 0.8744,
      "eval_loss": 0.4389544189453125,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 23232,
      "train_examples": 45000,
      "train_loss": 0.18423253170251846
    },
    {
      "epoch": 67,
      "eval_accuracy": 0.878,
      "eval_loss": 0.43681519775390626,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 23584,
      "train_examples": 45000,
      "train_loss": 0.18141219682428572
    },
    {
      "epoch": 68,
      "eval_accuracy": 0.8818,
      "eval_loss": 0.3969242736816406,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 23936,
      "train_examples": 45000,
      "train_loss": 0.1803228695180681
    },
    {
      "epoch": 69,
      "eval_accuracy": 0.8846,
      "eval_loss": 0.40659450073242187,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 24288,
      "train_examples": 45000,
      "train_loss": 0.1756576668156518
    },
    {
      "epoch": 70,
      "eval_accuracy": 0.8704,
      "eval_loss": 0.4603804931640625,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 24640,
      "train_examples": 45000,
      "train_loss": 0.18106614275773367
    },
    {
      "epoch": 71,
      "eval_accuracy": 0.8642,
      "eval_loss": 0.4872785766601562,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 24992,
      "train_examples": 45000,
      "train_loss": 0.17989884740511577
    },
    {
      "epoch": 72,
      "eval_accuracy": 0.872,
      "eval_loss": 0.41939688110351564,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 25344,
      "train_examples": 45000,
      "train_loss": 0.17623830699788198
    },
    {
      "epoch": 73,
      "eval_accuracy": 0.8822,
      "eval_loss": 0.4099404174804688,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 25696,
      "train_examples": 45000,
      "train_loss": 0.17245613755914901
    },
    {
      "epoch": 74,
      "eval_accuracy": 0.8872,
      "eval_loss": 0.37339692993164064,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 26048,
      "train_examples": 45000,
      "train_loss": 0.17451896119647556
    },
    {
      "epoch": 75,
      "eval_accuracy": 0.878,
      "eval_loss": 0.4249140869140625,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 26400,
      "train_examples": 45000,
      "train_loss": 0.17885927769872878
    },
    {
      "epoch": 76,
      "eval_accuracy": 0.8756,
      "eval_loss": 0.41772691650390625,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 26752,
      "train_examples": 45000,
      "train_loss": 0.16925643913613425
    },
    {
      "epoch": 77,
      "eval_accuracy": 0.8868,
      "eval_loss": 0.40187772216796874,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 27104,
      "train_examples": 45000,
      "train_loss": 0.16989823605219523
    },
    {
      "epoch": 78,
      "eval_accuracy": 0.8786,
      "eval_loss": 0.4158897705078125,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 27456,
      "train_examples": 45000,
      "train_loss": 0.17419387707710265
    },
    {
      "epoch": 79,
      "eval_accuracy": 0.8718,
      "eval_loss": 0.4515111572265625,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 27808,
      "train_examples": 45000,
      "train_loss": 0.1669309623559316
    },
    {
      "epoch": 80,
      "eval_accuracy": 0.8772,
      "eval_loss": 0.4646386657714844,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 28160,
      "train_examples": 45000,
      "train_loss": 0.1685080126285553
    },
    {
      "epoch": 81,
      "eval_accuracy": 0.8792,
      "eval_loss": 0.4025916625976563,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 28512,
      "train_examples": 45000,
      "train_loss": 0.1665036998987198
    },
    {
      "epoch": 82,
      "eval_accuracy": 0.856,
      "eval_loss": 0.49355731201171876,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 28864,
      "train_examples": 45000,
      "train_loss": 0.16681153111457825
    },
    {
      "epoch": 83,
      "eval_accuracy": 0.8674,
      "eval_loss": 0.4592894470214844,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 29216,
      "train_examples": 45000,
      "train_loss": 0.17225918037626478
    },
    {
      "epoch": 84,
      "eval_accuracy": 0.8668,
      "eval_loss": 0.49534368896484376,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 29568,
      "train_examples": 45000,
      "train_loss": 0.1667035684797499
    },
    {
      "epoch": 85,
      "eval_accuracy": 0.8798,
      "eval_loss": 0.44453221435546875,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 29920,
      "train_examples": 45000,
      "train_loss": 0.16662992577022975
    },
    {
      "epoch": 86,
      "eval_accuracy": 0.8926,
      "eval_loss": 0.3840708984375,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 30272,
      "train_examples": 45000,
      "train_loss": 0.1652555229081048
    },
    {
      "epoch": 87,
      "eval_accuracy": 0.891,
      "eval_loss": 0.382837548828125,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 30624,
      "train_examples": 45000,
      "train_loss": 0.16847461541493733
    },
    {
      "epoch": 88,
      "eval_accuracy": 0.886,
      "eval_loss": 0.4266284973144531,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 30976,
      "train_examples": 45000,
      "train_loss": 0.16859921624395582
    },
    {
      "epoch": 89,
      "eval_accuracy": 0.8776,
      "eval_loss": 0.4573221496582031,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 31328,
      "train_examples": 45000,
      "train_loss": 0.16235651333332063
    },
    {
      "epoch": 90,
      "eval_accuracy": 0.8702,
      "eval_loss": 0.46487689819335937,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 31680,
      "train_examples": 45000,
      "train_loss": 0.16057908042801752
    },
    {
      "epoch": 91,
      "eval_accuracy": 0.8654,
      "eval_loss": 0.4855129089355469,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 32032,
      "train_examples": 45000,
      "train_loss": 0.16279987126191456
    },
    {
      "epoch": 92,
      "eval_accuracy": 0.881,
      "eval_loss": 0.43439296875,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 32384,
      "train_examples": 45000,
      "train_loss": 0.16621251893308428
    },
    {
      "epoch": 93,
      "eval_accuracy": 0.8926,
      "eval_loss": 0.3748136779785156,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 32736,
      "train_examples": 45000,
      "train_loss": 0.1611718230115043
    },
    {
      "epoch": 94,
      "eval_accuracy": 0.871,
      "eval_loss": 0.4397787536621094,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 33088,
      "train_examples": 45000,
      "train_loss": 0.16647623745997747
    },
    {
      "epoch": 95,
      "eval_accuracy": 0.8814,
      "eval_loss": 0.4218956359863281,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 33440,
      "train_examples": 45000,
      "train_loss": 0.16139989402559068
    },
    {
      "epoch": 96,
      "eval_accuracy": 0.887,
      "eval_loss": 0.4029042053222656,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 33792,
      "train_examples": 45000,
      "train_loss": 0.15817028217315673
    },
    {
      "epoch": 97,
      "eval_accuracy": 0.8846,
      "eval_loss": 0.426631787109375,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 34144,
      "train_examples": 45000,
      "train_loss": 0.15957610891660054
    },
    {
      "epoch": 98,
      "eval_accuracy": 0.8962,
      "eval_loss": 0.35802305908203125,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 34496,
      "train_examples": 45000,
      "train_loss": 0.15509013244311015
    },
    {
      "epoch": 99,
      "eval_accuracy": 0.8836,
      "eval_loss": 0.4078686767578125,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 34848,
      "train_examples": 45000,
      "train_loss": 0.16025661662419638
    },
    {
      "epoch": 100,
      "eval_accuracy": 0.8698,
      "eval_loss": 0.4947103332519531,
      "eval_split": "validation",
      "lr": 0.1,
      "output_lr": 0.1,
      "step": 35200,
      "train_examples": 45000,
      "train_loss": 0.15619702618320783
    },
    {
      "epoch": 101,
      "eval_accuracy": 0.9172,
      "eval_loss": 0.283290478515625,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 35552,
      "train_examples": 45000,
      "train_loss": 0.0919350504954656
    },
    {
      "epoch": 102,
      "eval_accuracy": 0.916,
      "eval_loss": 0.2839746948242188,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 35904,
      "train_examples": 45000,
      "train_loss": 0.06293851057622168
    },
    {
      "epoch": 103,
      "eval_accuracy": 0.9204,
      "eval_loss": 0.28171181640625,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 36256,
      "train_examples": 45000,
      "train_loss": 0.053611354100538626
    },
    {
      "epoch": 104,
      "eval_accuracy": 0.9216,
      "eval_loss": 0.2781740661621094,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 36608,
      "train_examples": 45000,
      "train_loss": 0.04668084240456422
    },
    {
      "epoch": 105,
      "eval_accuracy": 0.9226,
      "eval_loss": 0.2879105224609375,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 36960,
      "train_examples": 45000,
      "train_loss": 0.04359266593654951
    },
    {
      "epoch": 106,
      "eval_accuracy": 0.9234,
      "eval_loss": 0.29206656494140626,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 37312,
      "train_examples": 45000,
      "train_loss": 0.038716788862148924
    },
    {
      "epoch": 107,
      "eval_accuracy": 0.9246,
      "eval_loss": 0.29641119384765624,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 37664,
      "train_examples": 45000,
      "train_loss": 0.036085647984345756
    },
    {
      "epoch": 108,
      "eval_accuracy": 0.9232,
      "eval_loss": 0.30074464111328125,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 38016,
      "train_examples": 45000,
      "train_loss": 0.03377311499449942
    },
    {
      "epoch": 109,
      "eval_accuracy": 0.9242,
      "eval_loss": 0.30086492919921876,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 38368,
      "train_examples": 45000,
      "train_loss": 0.03104732546210289
    },
    {
      "epoch": 110,
      "eval_accuracy": 0.924,
      "eval_loss": 0.3048627014160156,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 38720,
      "train_examples": 45000,
      "train_loss": 0.030359695131911172
    },
    {
      "epoch": 111,
      "eval_accuracy": 0.924,
      "eval_loss": 0.3087982421875,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 39072,
      "train_examples": 45000,
      "train_loss": 0.027889062374830246
    },
    {
      "epoch": 112,
      "eval_accuracy": 0.924,
      "eval_loss": 0.3089269226074219,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 39424,
      "train_examples": 45000,
      "train_loss": 0.027552290483315787
    },
    {
      "epoch": 113,
      "eval_accuracy": 0.9266,
      "eval_loss": 0.3071017822265625,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 39776,
      "train_examples": 45000,
      "train_loss": 0.025298097997903824
    },
    {
      "epoch": 114,
      "eval_accuracy": 0.9212,
      "eval_loss": 0.3117630615234375,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 40128,
      "train_examples": 45000,
      "train_loss": 0.02453123506307602
    },
    {
      "epoch": 115,
      "eval_accuracy": 0.9254,
      "eval_loss": 0.31803255615234377,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 40480,
      "train_examples": 45000,
      "train_loss": 0.022481246304677592
    },
    {
      "epoch": 116,
      "eval_accuracy": 0.923,
      "eval_loss": 0.3159791198730469,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 40832,
      "train_examples": 45000,
      "train_loss": 0.022579287205139797
    },
    {
      "epoch": 117,
      "eval_accuracy": 0.9256,
      "eval_loss": 0.3194157165527344,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 41184,
      "train_examples": 45000,
      "train_loss": 0.021970157868001196
    },
    {
      "epoch": 118,
      "eval_accuracy": 0.924,
      "eval_loss": 0.3299554748535156,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 41536,
      "train_examples": 45000,
      "train_loss": 0.020222671439912583
    },
    {
      "epoch": 119,
      "eval_accuracy": 0.9256,
      "eval_loss": 0.3334829528808594,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 41888,
      "train_examples": 45000,
      "train_loss": 0.019925816707147492
    },
    {
      "epoch": 120,
      "eval_accuracy": 0.9262,
      "eval_loss": 0.3268382507324219,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 42240,
      "train_examples": 45000,
      "train_loss": 0.017402058001400697
    },
    {
      "epoch": 121,
      "eval_accuracy": 0.925,
      "eval_loss": 0.3368515625,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 42592,
      "train_examples": 45000,
      "train_loss": 0.01769845224486457
    },
    {
      "epoch": 122,
      "eval_accuracy": 0.9274,
      "eval_loss": 0.3335461181640625,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 42944,
      "train_examples": 45000,
      "train_loss": 0.017841399673289723
    },
    {
      "epoch": 123,
      "eval_accuracy": 0.927,
      "eval_loss": 0.33780157470703126,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 43296,
      "train_examples": 45000,
      "train_loss": 0.016299792051646445
    },
    {
      "epoch": 124,
      "eval_accuracy": 0.9268,
      "eval_loss": 0.34122034301757814,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 43648,
      "train_examples": 45000,
      "train_loss": 0.015568790648380916
    },
    {
      "epoch": 125,
      "eval_accuracy": 0.9256,
      "eval_loss": 0.34111203002929685,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 44000,
      "train_examples": 45000,
      "train_loss": 0.016821574689199526
    },
    {
      "epoch": 126,
      "eval_accuracy": 0.9244,
      "eval_loss": 0.34721368408203124,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 44352,
      "train_examples": 45000,
      "train_loss": 0.015542411519090334
    },
    {
      "epoch": 127,
      "eval_accuracy": 0.9256,
      "eval_loss": 0.34593865356445314,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 44704,
      "train_examples": 45000,
      "train_loss": 0.015203730338811875
    },
    {
      "epoch": 128,
      "eval_accuracy": 0.9262,
      "eval_loss": 0.3516455078125,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 45056,
      "train_examples": 45000,
      "train_loss": 0.013415788523107767
    },
    {
      "epoch": 129,
      "eval_accuracy": 0.9264,
      "eval_loss": 0.35247120971679685,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 45408,
      "train_examples": 45000,
      "train_loss": 0.013082009490993288
    },
    {
      "epoch": 130,
      "eval_accuracy": 0.9238,
      "eval_loss": 0.3506563232421875,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 45760,
      "train_examples": 45000,
      "train_loss": 0.012456533164613776
    },
    {
      "epoch": 131,
      "eval_accuracy": 0.9248,
      "eval_loss": 0.3509290588378906,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 46112,
      "train_examples": 45000,
      "train_loss": 0.013791085198024909
    },
    {
      "epoch": 132,
      "eval_accuracy": 0.9244,
      "eval_loss": 0.3555397583007813,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 46464,
      "train_examples": 45000,
      "train_loss": 0.012909759015010463
    },
    {
      "epoch": 133,
      "eval_accuracy": 0.9258,
      "eval_loss": 0.3627603454589844,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 46816,
      "train_examples": 45000,
      "train_loss": 0.012380503948198424
    },
    {
      "epoch": 134,
      "eval_accuracy": 0.9258,
      "eval_loss": 0.36262833251953125,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 47168,
      "train_examples": 45000,
      "train_loss": 0.011786968642969926
    },
    {
      "epoch": 135,
      "eval_accuracy": 0.9268,
      "eval_loss": 0.3640386047363281,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 47520,
      "train_examples": 45000,
      "train_loss": 0.012401803022126357
    },
    {
      "epoch": 136,
      "eval_accuracy": 0.925,
      "eval_loss": 0.36981715087890626,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 47872,
      "train_examples": 45000,
      "train_loss": 0.01138345877594418
    },
    {
      "epoch": 137,
      "eval_accuracy": 0.9254,
      "eval_loss": 0.36221641845703123,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 48224,
      "train_examples": 45000,
      "train_loss": 0.01095986443956693
    },
    {
      "epoch": 138,
      "eval_accuracy": 0.9254,
      "eval_loss": 0.37304404296875,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 48576,
      "train_examples": 45000,
      "train_loss": 0.011773464465969139
    },
    {
      "epoch": 139,
      "eval_accuracy": 0.9246,
      "eval_loss": 0.37177071533203127,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 48928,
      "train_examples": 45000,
      "train_loss": 0.010575827517815762
    },
    {
      "epoch": 140,
      "eval_accuracy": 0.9246,
      "eval_loss": 0.37671232299804686,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 49280,
      "train_examples": 45000,
      "train_loss": 0.01054492362919781
    },
    {
      "epoch": 141,
      "eval_accuracy": 0.9246,
      "eval_loss": 0.3732326416015625,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 49632,
      "train_examples": 45000,
      "train_loss": 0.011174578830599784
    },
    {
      "epoch": 142,
      "eval_accuracy": 0.925,
      "eval_loss": 0.373262890625,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 49984,
      "train_examples": 45000,
      "train_loss": 0.009631121079499523
    },
    {
      "epoch": 143,
      "eval_accuracy": 0.9266,
      "eval_loss": 0.3794520751953125,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 50336,
      "train_examples": 45000,
      "train_loss": 0.010214703265577555
    },
    {
      "epoch": 144,
      "eval_accuracy": 0.925,
      "eval_loss": 0.3776400390625,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 50688,
      "train_examples": 45000,
      "train_loss": 0.009037613876826233
    },
    {
      "epoch": 145,
      "eval_accuracy": 0.9218,
      "eval_loss": 0.3810528930664063,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 51040,
      "train_examples": 45000,
      "train_loss": 0.009570675100634496
    },
    {
      "epoch": 146,
      "eval_accuracy": 0.9242,
      "eval_loss": 0.3810512023925781,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 51392,
      "train_examples": 45000,
      "train_loss": 0.009632527514712679
    },
    {
      "epoch": 147,
      "eval_accuracy": 0.924,
      "eval_loss": 0.3873039978027344,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 51744,
      "train_examples": 45000,
      "train_loss": 0.009912042107847002
    },
    {
      "epoch": 148,
      "eval_accuracy": 0.9258,
      "eval_loss": 0.3850289794921875,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 52096,
      "train_examples": 45000,
      "train_loss": 0.009672875482009517
    },
    {
      "epoch": 149,
      "eval_accuracy": 0.9262,
      "eval_loss": 0.3870732299804687,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 52448,
      "train_examples": 45000,
      "train_loss": 0.008430721307463116
    },
    {
      "epoch": 150,
      "eval_accuracy": 0.925,
      "eval_loss": 0.3842845153808594,
      "eval_split": "validation",
      "lr": 0.010000000000000002,
      "output_lr": 0.010000000000000002,
      "step": 52800,
      "train_examples": 45000,
      "train_loss": 0.00836476296401686
    },
    {
      "epoch": 151,
      "eval_accuracy": 0.9248,
      "eval_loss": 0.3796745849609375,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 53152,
      "train_examples": 45000,
      "train_loss": 0.007752285371720791
    },
    {
      "epoch": 152,
      "eval_accuracy": 0.926,
      "eval_loss": 0.3802146240234375,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 53504,
      "train_examples": 45000,
      "train_loss": 0.008240172734318508
    },
    {
      "epoch": 153,
      "eval_accuracy": 0.9252,
      "eval_loss": 0.38012276000976564,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 53856,
      "train_examples": 45000,
      "train_loss": 0.006998140365506212
    },
    {
      "epoch": 154,
      "eval_accuracy": 0.9266,
      "eval_loss": 0.3791354736328125,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 54208,
      "train_examples": 45000,
      "train_loss": 0.006879981412159072
    },
    {
      "epoch": 155,
      "eval_accuracy": 0.9258,
      "eval_loss": 0.37881537475585936,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 54560,
      "train_examples": 45000,
      "train_loss": 0.006742739064494769
    },
    {
      "epoch": 156,
      "eval_accuracy": 0.9264,
      "eval_loss": 0.38017742919921876,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 54912,
      "train_examples": 45000,
      "train_loss": 0.006501108894248804
    },
    {
      "epoch": 157,
      "eval_accuracy": 0.9254,
      "eval_loss": 0.3797306640625,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 55264,
      "train_examples": 45000,
      "train_loss": 0.006946949698196517
    },
    {
      "epoch": 158,
      "eval_accuracy": 0.9252,
      "eval_loss": 0.3788091552734375,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 55616,
      "train_examples": 45000,
      "train_loss": 0.0069799597129432695
    },
    {
      "epoch": 159,
      "eval_accuracy": 0.9256,
      "eval_loss": 0.378277099609375,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 55968,
      "train_examples": 45000,
      "train_loss": 0.006285468248588343
    },
    {
      "epoch": 160,
      "eval_accuracy": 0.927,
      "eval_loss": 0.37642570190429686,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 56320,
      "train_examples": 45000,
      "train_loss": 0.006426012566747765
    },
    {
      "epoch": 161,
      "eval_accuracy": 0.925,
      "eval_loss": 0.37553992919921875,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 56672,
      "train_examples": 45000,
      "train_loss": 0.005865842514650689
    },
    {
      "epoch": 162,
      "eval_accuracy": 0.9256,
      "eval_loss": 0.38009876708984375,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 57024,
      "train_examples": 45000,
      "train_loss": 0.006607880344159074
    },
    {
      "epoch": 163,
      "eval_accuracy": 0.9254,
      "eval_loss": 0.3770572082519531,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 57376,
      "train_examples": 45000,
      "train_loss": 0.006660557381560405
    },
    {
      "epoch": 164,
      "eval_accuracy": 0.9266,
      "eval_loss": 0.38073275146484375,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 57728,
      "train_examples": 45000,
      "train_loss": 0.006553415514073438
    },
    {
      "epoch": 165,
      "eval_accuracy": 0.9262,
      "eval_loss": 0.3793877258300781,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 58080,
      "train_examples": 45000,
      "train_loss": 0.005639047432028585
    },
    {
      "epoch": 166,
      "eval_accuracy": 0.928,
      "eval_loss": 0.3806024658203125,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 58432,
      "train_examples": 45000,
      "train_loss": 0.006318632692760891
    },
    {
      "epoch": 167,
      "eval_accuracy": 0.9256,
      "eval_loss": 0.3804926208496094,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 58784,
      "train_examples": 45000,
      "train_loss": 0.005757771301083267
    },
    {
      "epoch": 168,
      "eval_accuracy": 0.9266,
      "eval_loss": 0.3818713256835938,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 59136,
      "train_examples": 45000,
      "train_loss": 0.005887672925574912
    },
    {
      "epoch": 169,
      "eval_accuracy": 0.9256,
      "eval_loss": 0.38314972534179687,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 59488,
      "train_examples": 45000,
      "train_loss": 0.0062801586909840505
    },
    {
      "epoch": 170,
      "eval_accuracy": 0.9266,
      "eval_loss": 0.3803857055664063,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 59840,
      "train_examples": 45000,
      "train_loss": 0.005388368136166699
    },
    {
      "epoch": 171,
      "eval_accuracy": 0.9274,
      "eval_loss": 0.38005389404296874,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 60192,
      "train_examples": 45000,
      "train_loss": 0.005335355056242811
    },
    {
      "epoch": 172,
      "eval_accuracy": 0.926,
      "eval_loss": 0.3798578369140625,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 60544,
      "train_examples": 45000,
      "train_loss": 0.005680962507923444
    },
    {
      "epoch": 173,
      "eval_accuracy": 0.9268,
      "eval_loss": 0.37983125610351565,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 60896,
      "train_examples": 45000,
      "train_loss": 0.005903353605791926
    },
    {
      "epoch": 174,
      "eval_accuracy": 0.927,
      "eval_loss": 0.3794900756835938,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 61248,
      "train_examples": 45000,
      "train_loss": 0.005541315438598394
    },
    {
      "epoch": 175,
      "eval_accuracy": 0.9274,
      "eval_loss": 0.37762247924804687,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 61600,
      "train_examples": 45000,
      "train_loss": 0.006261111334876882
    },
    {
      "epoch": 176,
      "eval_accuracy": 0.9266,
      "eval_loss": 0.37954530029296873,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 61952,
      "train_examples": 45000,
      "train_loss": 0.0054626991358068255
    },
    {
      "epoch": 177,
      "eval_accuracy": 0.926,
      "eval_loss": 0.37930660400390626,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 62304,
      "train_examples": 45000,
      "train_loss": 0.0054296861392756305
    },
    {
      "epoch": 178,
      "eval_accuracy": 0.9274,
      "eval_loss": 0.3783561584472656,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 62656,
      "train_examples": 45000,
      "train_loss": 0.005808477004700237
    },
    {
      "epoch": 179,
      "eval_accuracy": 0.9254,
      "eval_loss": 0.3786826538085937,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 63008,
      "train_examples": 45000,
      "train_loss": 0.005417727620734109
    },
    {
      "epoch": 180,
      "eval_accuracy": 0.9268,
      "eval_loss": 0.37825419921875,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 63360,
      "train_examples": 45000,
      "train_loss": 0.005960534370400839
    },
    {
      "epoch": 181,
      "eval_accuracy": 0.9276,
      "eval_loss": 0.37896533203125,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 63712,
      "train_examples": 45000,
      "train_loss": 0.005777932195696566
    },
    {
      "epoch": 182,
      "eval_accuracy": 0.9258,
      "eval_loss": 0.3841477783203125,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 64064,
      "train_examples": 45000,
      "train_loss": 0.00565131838483115
    },
    {
      "epoch": 183,
      "eval_accuracy": 0.926,
      "eval_loss": 0.37931566162109376,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 64416,
      "train_examples": 45000,
      "train_loss": 0.006461898795018593
    },
    {
      "epoch": 184,
      "eval_accuracy": 0.9268,
      "eval_loss": 0.3812836486816406,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 64768,
      "train_examples": 45000,
      "train_loss": 0.005682292328650753
    },
    {
      "epoch": 185,
      "eval_accuracy": 0.9268,
      "eval_loss": 0.3813713623046875,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 65120,
      "train_examples": 45000,
      "train_loss": 0.005426007693178124
    },
    {
      "epoch": 186,
      "eval_accuracy": 0.9268,
      "eval_loss": 0.3784933288574219,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 65472,
      "train_examples": 45000,
      "train_loss": 0.005445328628644347
    },
    {
      "epoch": 187,
      "eval_accuracy": 0.925,
      "eval_loss": 0.3797018127441406,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 65824,
      "train_examples": 45000,
      "train_loss": 0.0051834056191146375
    },
    {
      "epoch": 188,
      "eval_accuracy": 0.9268,
      "eval_loss": 0.3820699096679688,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 66176,
      "train_examples": 45000,
      "train_loss": 0.005792698964145448
    },
    {
      "epoch": 189,
      "eval_accuracy": 0.9248,
      "eval_loss": 0.3816817443847656,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 66528,
      "train_examples": 45000,
      "train_loss": 0.00558649147922794
    },
    {
      "epoch": 190,
      "eval_accuracy": 0.9264,
      "eval_loss": 0.3805133972167969,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 66880,
      "train_examples": 45000,
      "train_loss": 0.005222728777097331
    },
    {
      "epoch": 191,
      "eval_accuracy": 0.9264,
      "eval_loss": 0.38058997192382815,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 67232,
      "train_examples": 45000,
      "train_loss": 0.004994279914928807
    },
    {
      "epoch": 192,
      "eval_accuracy": 0.9268,
      "eval_loss": 0.3790363037109375,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 67584,
      "train_examples": 45000,
      "train_loss": 0.005501532499823305
    },
    {
      "epoch": 193,
      "eval_accuracy": 0.927,
      "eval_loss": 0.3807512573242188,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 67936,
      "train_examples": 45000,
      "train_loss": 0.005647506911224789
    },
    {
      "epoch": 194,
      "eval_accuracy": 0.9254,
      "eval_loss": 0.37857630004882814,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 68288,
      "train_examples": 45000,
      "train_loss": 0.005686942210959064
    },
    {
      "epoch": 195,
      "eval_accuracy": 0.928,
      "eval_loss": 0.3788825134277344,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 68640,
      "train_examples": 45000,
      "train_loss": 0.005199345403330193
    },
    {
      "epoch": 196,
      "eval_accuracy": 0.9272,
      "eval_loss": 0.3805579833984375,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 68992,
      "train_examples": 45000,
      "train_loss": 0.005200389449753695
    },
    {
      "epoch": 197,
      "eval_accuracy": 0.9274,
      "eval_loss": 0.38221766967773435,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 69344,
      "train_examples": 45000,
      "train_loss": 0.005538683751142687
    },
    {
      "epoch": 198,
      "eval_accuracy": 0.927,
      "eval_loss": 0.38246532592773436,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 69696,
      "train_examples": 45000,
      "train_loss": 0.005221181215594212
    },
    {
      "epoch": 199,
      "eval_accuracy": 0.9274,
      "eval_loss": 0.37890045166015623,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 70048,
      "train_examples": 45000,
      "train_loss": 0.005684674559947517
    },
    {
      "epoch": 200,
      "eval_accuracy": 0.928,
      "eval_loss": 0.38430252685546873,
      "eval_split": "validation",
      "lr": 0.0010000000000000002,
      "output_lr": 0.0010000000000000002,
      "step": 70400,
      "train_examples": 45000,
      "train_loss": 0.005607284581330087
    }
  ],
  "evaluation_protocol": {
    "test_evaluations": 0,
    "test_used_for_selection": false,
    "validation_evaluations": 201
  },
  "final": {
    "accuracy": 0.928,
    "epoch": 200,
    "evaluation_split": "validation",
    "finite": true,
    "loss": 0.38430252685546873,
    "step": 70400
  },
  "hardware": {
    "cuda_device_name": "NVIDIA RTX A6000",
    "cuda_visible_devices": "0",
    "device": "cuda",
    "device_total_memory_bytes": 50896568320,
    "peak_memory_allocated_bytes": 2330820608,
    "peak_memory_reserved_bytes": 3049259008,
    "torch_version": "2.3.1+cu118"
  },
  "protocol_family": "oral_a_cifar_local_resnet_development",
  "provenance": {
    "git_commit": "f55872beaee658ff76ac15fd421b73017820c320",
    "git_tracked_dirty": false
  },
  "schema_version": 1,
  "split": {
    "cifar_source_files": [
      {
        "bytes": 31035704,
        "path": "/orion/u/oscarwan/scratch/sdil-data/cifar-10-batches-py/data_batch_1",
        "sha256": "54636561a3ce25bd3e19253c6b0d8538147b0ae398331ac4a2d86c6d987368cd"
      },
      {
        "bytes": 31035320,
        "path": "/orion/u/oscarwan/scratch/sdil-data/cifar-10-batches-py/data_batch_2",
        "sha256": "766b2cef9fbc745cf056b3152224f7cf77163b330ea9a15f9392beb8b89bc5a8"
      },
      {
        "bytes": 31035999,
        "path": "/orion/u/oscarwan/scratch/sdil-data/cifar-10-batches-py/data_batch_3",
        "sha256": "0f00d98ebfb30b3ec0ad19f9756dc2630b89003e10525f5e148445e82aa6a1f9"
      },
      {
        "bytes": 31035696,
        "path": "/orion/u/oscarwan/scratch/sdil-data/cifar-10-batches-py/data_batch_4",
        "sha256": "3f7bb240661948b8f4d53e36ec720d8306f5668bd0071dcb4e6c947f78e9682b"
      },
      {
        "bytes": 31035623,
        "path": "/orion/u/oscarwan/scratch/sdil-data/cifar-10-batches-py/data_batch_5",
        "sha256": "d91802434d8376bbaeeadf58a737e3a1b12ac839077e931237e0dcd43adcb154"
      },
      {
        "bytes": 31035526,
        "path": "/orion/u/oscarwan/scratch/sdil-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": 33.98609757423401,
    "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": 1926.7095592021942,
    "train_wall_s": 1892.7023992538452
  },
  "work": {
    "apical_macs_per_example": 0,
    "causal_scalar_observations": 0,
    "components": {
      "apical_projection_macs": 0,
      "apical_regression_macs": 0,
      "bp_reverse_macs_estimate": 1239526656000000,
      "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": 619763328000000,
      "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": 68862592,
    "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": 9000000,
    "total_forward_equivalent_examples": 9000000,
    "total_macs_estimate": 1859289984000000
  }
}