experiment: add completed A6000 crossover resultsa6000-x1-results

1 files changed, 2892 insertions, 0 deletions

diff --git a/results/resnet_crossover/r2/resnet-r2-dfa-d56-lr0p01.json b/results/resnet_crossover/r2/resnet-r2-dfa-d56-lr0p01.json
new file mode 100644
index 0000000..fa08611
--- /dev/null
+++ b/results/resnet_crossover/r2/resnet-r2-dfa-d56-lr0p01.json
@@ -0,0 +1,2892 @@
+{
+  "architecture": {
+    "adaptive_apical_parameters": 6389760,
+    "adaptive_feedback_parameters": 0,
+    "base_width": 16,
+    "blocks_per_stage": 9,
+    "bn_eps": 1e-05,
+    "bn_momentum": 0.1,
+    "depth": 56,
+    "family": "CIFAR 6n+2 ResNet, option-A shortcuts",
+    "fixed_feedback_parameters": 0,
+    "fixed_traffic_coefficients": 532480,
+    "forward_parameters": 853018,
+    "hidden_shapes": [
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        16,
+        32,
+        32
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        32,
+        16,
+        16
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ],
+      [
+        64,
+        8,
+        8
+      ]
+    ],
+    "normalization": "batchnorm",
+    "predictor_parameters": 1064960,
+    "residual_scale": 1.0,
+    "vectorizer_mode": "spatial_template",
+    "vectorizer_parameters": 5324800
+  },
+  "args": {
+    "a_scale": 1.0,
+    "a_warmup_steps": 0,
+    "alignment_probe": 32,
+    "apical_calibration_mode": "unit_targets",
+    "apical_seed": null,
+    "augment_train": 1,
+    "batch_size": 128,
+    "bn_eps": 1e-05,
+    "bn_momentum": 0.1,
+    "data_dir": "/orion/u/oscarwan/scratch/sdil-data",
+    "depth": 56,
+    "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": 0.01,
+    "lr_gamma": 0.1,
+    "lr_milestones": "100,150",
+    "lr_schedule": "step",
+    "max_steps": 0,
+    "mirror_batch_size": 1,
+    "mirror_eta": 0.1,
+    "mirror_every": 16,
+    "mirror_noise_std": 1.0,
+    "mirror_seed": 3000,
+    "mirror_warmup_steps": 0,
+    "mode": "dfa",
+    "momentum": 0.9,
+    "neutral_projection": 0,
+    "normalization": "batchnorm",
+    "nuisance_scale": 0.0,
+    "out": "/orion/u/oscarwan/scratch/sdil-work/sdil-a6000-full-rerun/results/resnet_crossover/r2/resnet-r2-dfa-d56-lr0p01.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": "full_hidden_field",
+  "counters": {
+    "apical_warmup_examples": 0,
+    "calibration_event_examples": 0,
+    "causal_scalar_observations": 0,
+    "logical_batch_loss_queries": 0,
+    "mirror_conv_examples": 0,
+    "mirror_events": 0,
+    "mirror_readout_examples": 0,
+    "neutral_projection_examples": 0,
+    "ordinary_examples": 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": {
+    "early_third_mean": 0.00035024905325068784,
+    "innovation_negative_gradient_cosine": [
+      -0.0008385714027099311,
+      0.002124390099197626,
+      -0.0008659408194944263,
+      -0.00014567584730684757,
+      -0.0005021363031119108,
+      0.001265335944481194,
+      0.004038718529045582,
+      0.0005503536085598171,
+      0.0014425356639549136,
+      -0.0012388156028464437,
+      0.0004629977629519999,
+      -0.0005257049342617393,
+      0.0005172170931473374,
+      0.0012648290721699595,
+      -0.0009433561353944242,
+      0.00048206010251306,
+      -0.00037864106707274914,
+      -0.00040511280531063676,
+      -0.0019009984098374844,
+      0.002641211496666074,
+      0.000786549411714077,
+      -0.0003178365295752883,
+      0.0014189683133736253,
+      0.00026458967477083206,
+      0.0013584874104708433,
+      8.317664469359443e-05,
+      0.0022656084038317204,
+      0.0007815274875611067,
+      -0.0014294714201241732,
+      0.003384759183973074,
+      0.0010553388856351376,
+      0.0004074107273481786,
+      -0.0002539380802772939,
+      7.720990106463432e-05,
+      -0.0019574719481170177,
+      0.0013086958788335323,
+      -0.001038939692080021,
+      0.009168915450572968,
+      0.007564560975879431,
+      0.005770865827798843,
+      0.008899712935090065,
+      0.007965256460011005,
+      0.01344345323741436,
+      0.009990139864385128,
+      0.012594806961715221,
+      0.009420137852430344,
+      0.007213872857391834,
+      0.003913925029337406,
+      0.006504267454147339,
+      0.006452905014157295,
+      0.017092103138566017,
+      0.006244623102247715,
+      0.013663386926054955,
+      0.01786511018872261,
+      0.02073792740702629
+    ],
+    "normalization_state": "training_batch_stats_without_running_update",
+    "raw_negative_gradient_cosine": [
+      -0.0008385714027099311,
+      0.002124390099197626,
+      -0.0008659408194944263,
+      -0.00014567584730684757,
+      -0.0005021363031119108,
+      0.001265335944481194,
+      0.004038718529045582,
+      0.0005503536085598171,
+      0.0014425356639549136,
+      -0.0012388156028464437,
+      0.0004629977629519999,
+      -0.0005257049342617393,
+      0.0005172170931473374,
+      0.0012648290721699595,
+      -0.0009433561353944242,
+      0.00048206010251306,
+      -0.00037864106707274914,
+      -0.00040511280531063676,
+      -0.0019009984098374844,
+      0.002641211496666074,
+      0.000786549411714077,
+      -0.0003178365295752883,
+      0.0014189683133736253,
+      0.00026458967477083206,
+      0.0013584874104708433,
+      8.317664469359443e-05,
+      0.0022656084038317204,
+      0.0007815274875611067,
+      -0.0014294714201241732,
+      0.003384759183973074,
+      0.0010553388856351376,
+      0.0004074107273481786,
+      -0.0002539380802772939,
+      7.720990106463432e-05,
+      -0.0019574719481170177,
+      0.0013086958788335323,
+      -0.001038939692080021,
+      0.009168915450572968,
+      0.007564560975879431,
+      0.005770865827798843,
+      0.008899712935090065,
+      0.007965256460011005,
+      0.01344345323741436,
+      0.009990139864385128,
+      0.012594806961715221,
+      0.009420137852430344,
+      0.007213872857391834,
+      0.003913925029337406,
+      0.006504267454147339,
+      0.006452905014157295,
+      0.017092103138566017,
+      0.006244623102247715,
+      0.013663386926054955,
+      0.01786511018872261,
+      0.02073792740702629
+    ],
+    "teaching_negative_gradient_cosine": [
+      -0.0008385714027099311,
+      0.002124390099197626,
+      -0.0008659408194944263,
+      -0.00014567584730684757,
+      -0.0005021363031119108,
+      0.001265335944481194,
+      0.004038718529045582,
+      0.0005503536085598171,
+      0.0014425356639549136,
+      -0.0012388156028464437,
+      0.0004629977629519999,
+      -0.0005257049342617393,
+      0.0005172170931473374,
+      0.0012648290721699595,
+      -0.0009433561353944242,
+      0.00048206010251306,
+      -0.00037864106707274914,
+      -0.00040511280531063676,
+      -0.0019009984098374844,
+      0.002641211496666074,
+      0.000786549411714077,
+      -0.0003178365295752883,
+      0.0014189683133736253,
+      0.00026458967477083206,
+      0.0013584874104708433,
+      8.317664469359443e-05,
+      0.0022656084038317204,
+      0.0007815274875611067,
+      -0.0014294714201241732,
+      0.003384759183973074,
+      0.0010553388856351376,
+      0.0004074107273481786,
+      -0.0002539380802772939,
+      7.720990106463432e-05,
+      -0.0019574719481170177,
+      0.0013086958788335323,
+      -0.001038939692080021,
+      0.009168915450572968,
+      0.007564560975879431,
+      0.005770865827798843,
+      0.008899712935090065,
+      0.007965256460011005,
+      0.01344345323741436,
+      0.009990139864385128,
+      0.012594806961715221,
+      0.009420137852430344,
+      0.007213872857391834,
+      0.003913925029337406,
+      0.006504267454147339,
+      0.006452905014157295,
+      0.017092103138566017,
+      0.006244623102247715,
+      0.013663386926054955,
+      0.01786511018872261,
+      0.02073792740702629
+    ],
+    "wall_s": 0.17446684837341309
+  },
+  "epochs": [
+    {
+      "epoch": 1,
+      "eval_accuracy": 0.1736,
+      "eval_loss": 2.3541751953125,
+      "eval_split": "validation",
+      "lr": 0.002,
+      "output_lr": 0.02,
+      "step": 352,
+      "train_examples": 45000,
+      "train_loss": 2.479923766793145
+    },
+    {
+      "epoch": 2,
+      "eval_accuracy": 0.171,
+      "eval_loss": 9.3748625,
+      "eval_split": "validation",
+      "lr": 0.004,
+      "output_lr": 0.04,
+      "step": 704,
+      "train_examples": 45000,
+      "train_loss": 9.503815193684895
+    },
+    {
+      "epoch": 3,
+      "eval_accuracy": 0.1162,
+      "eval_loss": 15.8507943359375,
+      "eval_split": "validation",
+      "lr": 0.006,
+      "output_lr": 0.06000000000000001,
+      "step": 1056,
+      "train_examples": 45000,
+      "train_loss": 17.57388380262587
+    },
+    {
+      "epoch": 4,
+      "eval_accuracy": 0.1476,
+      "eval_loss": 18.62470546875,
+      "eval_split": "validation",
+      "lr": 0.008,
+      "output_lr": 0.08,
+      "step": 1408,
+      "train_examples": 45000,
+      "train_loss": 20.294757021755643
+    },
+    {
+      "epoch": 5,
+      "eval_accuracy": 0.2192,
+      "eval_loss": 17.0168251953125,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 1760,
+      "train_examples": 45000,
+      "train_loss": 22.494775368584527
+    },
+    {
+      "epoch": 6,
+      "eval_accuracy": 0.2456,
+      "eval_loss": 12.4064818359375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 2112,
+      "train_examples": 45000,
+      "train_loss": 18.441068319702147
+    },
+    {
+      "epoch": 7,
+      "eval_accuracy": 0.2018,
+      "eval_loss": 13.71370859375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 2464,
+      "train_examples": 45000,
+      "train_loss": 18.688175535922582
+    },
+    {
+      "epoch": 8,
+      "eval_accuracy": 0.1932,
+      "eval_loss": 24.330255078125,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 2816,
+      "train_examples": 45000,
+      "train_loss": 20.849487725830077
+    },
+    {
+      "epoch": 9,
+      "eval_accuracy": 0.2196,
+      "eval_loss": 15.015166796875,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 3168,
+      "train_examples": 45000,
+      "train_loss": 20.860968447875976
+    },
+    {
+      "epoch": 10,
+      "eval_accuracy": 0.2212,
+      "eval_loss": 22.310587890625,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 3520,
+      "train_examples": 45000,
+      "train_loss": 22.45043119913737
+    },
+    {
+      "epoch": 11,
+      "eval_accuracy": 0.1606,
+      "eval_loss": 24.616283203125,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 3872,
+      "train_examples": 45000,
+      "train_loss": 21.248531058417427
+    },
+    {
+      "epoch": 12,
+      "eval_accuracy": 0.1408,
+      "eval_loss": 38.6989578125,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 4224,
+      "train_examples": 45000,
+      "train_loss": 23.867157828097874
+    },
+    {
+      "epoch": 13,
+      "eval_accuracy": 0.1746,
+      "eval_loss": 33.787591796875,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 4576,
+      "train_examples": 45000,
+      "train_loss": 25.00604586452908
+    },
+    {
+      "epoch": 14,
+      "eval_accuracy": 0.1706,
+      "eval_loss": 35.00100546875,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 4928,
+      "train_examples": 45000,
+      "train_loss": 29.429117143419052
+    },
+    {
+      "epoch": 15,
+      "eval_accuracy": 0.1468,
+      "eval_loss": 49.8456734375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 5280,
+      "train_examples": 45000,
+      "train_loss": 35.39160467122396
+    },
+    {
+      "epoch": 16,
+      "eval_accuracy": 0.1636,
+      "eval_loss": 35.58575703125,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 5632,
+      "train_examples": 45000,
+      "train_loss": 31.424257394070096
+    },
+    {
+      "epoch": 17,
+      "eval_accuracy": 0.2082,
+      "eval_loss": 38.31974375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 5984,
+      "train_examples": 45000,
+      "train_loss": 41.756677141655814
+    },
+    {
+      "epoch": 18,
+      "eval_accuracy": 0.1674,
+      "eval_loss": 55.60708984375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 6336,
+      "train_examples": 45000,
+      "train_loss": 41.471936461046006
+    },
+    {
+      "epoch": 19,
+      "eval_accuracy": 0.2752,
+      "eval_loss": 26.146371484375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 6688,
+      "train_examples": 45000,
+      "train_loss": 47.22188578592936
+    },
+    {
+      "epoch": 20,
+      "eval_accuracy": 0.246,
+      "eval_loss": 49.61728359375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 7040,
+      "train_examples": 45000,
+      "train_loss": 48.96045647583008
+    },
+    {
+      "epoch": 21,
+      "eval_accuracy": 0.3108,
+      "eval_loss": 28.35482109375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 7392,
+      "train_examples": 45000,
+      "train_loss": 54.232426001315645
+    },
+    {
+      "epoch": 22,
+      "eval_accuracy": 0.193,
+      "eval_loss": 78.530896875,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 7744,
+      "train_examples": 45000,
+      "train_loss": 56.057253458658856
+    },
+    {
+      "epoch": 23,
+      "eval_accuracy": 0.239,
+      "eval_loss": 56.023084375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 8096,
+      "train_examples": 45000,
+      "train_loss": 61.60340079481337
+    },
+    {
+      "epoch": 24,
+      "eval_accuracy": 0.2034,
+      "eval_loss": 140.8517625,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 8448,
+      "train_examples": 45000,
+      "train_loss": 68.93976577148437
+    },
+    {
+      "epoch": 25,
+      "eval_accuracy": 0.2146,
+      "eval_loss": 98.26845,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 8800,
+      "train_examples": 45000,
+      "train_loss": 65.16236778971354
+    },
+    {
+      "epoch": 26,
+      "eval_accuracy": 0.1006,
+      "eval_loss": 183.918659375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 9152,
+      "train_examples": 45000,
+      "train_loss": 83.24809537217882
+    },
+    {
+      "epoch": 27,
+      "eval_accuracy": 0.2808,
+      "eval_loss": 129.1784984375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 9504,
+      "train_examples": 45000,
+      "train_loss": 84.530659375
+    },
+    {
+      "epoch": 28,
+      "eval_accuracy": 0.2766,
+      "eval_loss": 76.771484375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 9856,
+      "train_examples": 45000,
+      "train_loss": 95.1158966044108
+    },
+    {
+      "epoch": 29,
+      "eval_accuracy": 0.2638,
+      "eval_loss": 93.3139046875,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 10208,
+      "train_examples": 45000,
+      "train_loss": 95.88311271023221
+    },
+    {
+      "epoch": 30,
+      "eval_accuracy": 0.2536,
+      "eval_loss": 129.6387484375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 10560,
+      "train_examples": 45000,
+      "train_loss": 109.07512716064453
+    },
+    {
+      "epoch": 31,
+      "eval_accuracy": 0.1254,
+      "eval_loss": 210.85293125,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 10912,
+      "train_examples": 45000,
+      "train_loss": 115.62372081434462
+    },
+    {
+      "epoch": 32,
+      "eval_accuracy": 0.2206,
+      "eval_loss": 185.76780625,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 11264,
+      "train_examples": 45000,
+      "train_loss": 133.46289936523436
+    },
+    {
+      "epoch": 33,
+      "eval_accuracy": 0.225,
+      "eval_loss": 185.7995,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 11616,
+      "train_examples": 45000,
+      "train_loss": 137.48025703667534
+    },
+    {
+      "epoch": 34,
+      "eval_accuracy": 0.1878,
+      "eval_loss": 260.351153125,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 11968,
+      "train_examples": 45000,
+      "train_loss": 157.19087931043836
+    },
+    {
+      "epoch": 35,
+      "eval_accuracy": 0.1858,
+      "eval_loss": 387.71186875,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 12320,
+      "train_examples": 45000,
+      "train_loss": 155.11019038628473
+    },
+    {
+      "epoch": 36,
+      "eval_accuracy": 0.1748,
+      "eval_loss": 393.25378125,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 12672,
+      "train_examples": 45000,
+      "train_loss": 170.66294742838542
+    },
+    {
+      "epoch": 37,
+      "eval_accuracy": 0.3108,
+      "eval_loss": 177.023921875,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 13024,
+      "train_examples": 45000,
+      "train_loss": 191.58247672254774
+    },
+    {
+      "epoch": 38,
+      "eval_accuracy": 0.2834,
+      "eval_loss": 254.260515625,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 13376,
+      "train_examples": 45000,
+      "train_loss": 209.28699675835503
+    },
+    {
+      "epoch": 39,
+      "eval_accuracy": 0.2852,
+      "eval_loss": 224.945253125,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 13728,
+      "train_examples": 45000,
+      "train_loss": 235.84405463324651
+    },
+    {
+      "epoch": 40,
+      "eval_accuracy": 0.1732,
+      "eval_loss": 513.14443125,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 14080,
+      "train_examples": 45000,
+      "train_loss": 239.26524459092883
+    },
+    {
+      "epoch": 41,
+      "eval_accuracy": 0.231,
+      "eval_loss": 222.885778125,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 14432,
+      "train_examples": 45000,
+      "train_loss": 254.86575007052951
+    },
+    {
+      "epoch": 42,
+      "eval_accuracy": 0.2524,
+      "eval_loss": 229.431778125,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 14784,
+      "train_examples": 45000,
+      "train_loss": 261.95233366970484
+    },
+    {
+      "epoch": 43,
+      "eval_accuracy": 0.3022,
+      "eval_loss": 391.91845625,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 15136,
+      "train_examples": 45000,
+      "train_loss": 324.3291342556424
+    },
+    {
+      "epoch": 44,
+      "eval_accuracy": 0.2278,
+      "eval_loss": 556.278825,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 15488,
+      "train_examples": 45000,
+      "train_loss": 312.7284970106337
+    },
+    {
+      "epoch": 45,
+      "eval_accuracy": 0.1716,
+      "eval_loss": 764.924875,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 15840,
+      "train_examples": 45000,
+      "train_loss": 358.8140581542969
+    },
+    {
+      "epoch": 46,
+      "eval_accuracy": 0.1858,
+      "eval_loss": 484.53405,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 16192,
+      "train_examples": 45000,
+      "train_loss": 334.96564144422746
+    },
+    {
+      "epoch": 47,
+      "eval_accuracy": 0.1762,
+      "eval_loss": 656.2453375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 16544,
+      "train_examples": 45000,
+      "train_loss": 390.17689079318575
+    },
+    {
+      "epoch": 48,
+      "eval_accuracy": 0.2056,
+      "eval_loss": 441.7227625,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 16896,
+      "train_examples": 45000,
+      "train_loss": 406.4874663411458
+    },
+    {
+      "epoch": 49,
+      "eval_accuracy": 0.2152,
+      "eval_loss": 727.2657625,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 17248,
+      "train_examples": 45000,
+      "train_loss": 465.0384421766493
+    },
+    {
+      "epoch": 50,
+      "eval_accuracy": 0.2126,
+      "eval_loss": 541.7233875,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 17600,
+      "train_examples": 45000,
+      "train_loss": 481.0208101074219
+    },
+    {
+      "epoch": 51,
+      "eval_accuracy": 0.1636,
+      "eval_loss": 1147.0993,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 17952,
+      "train_examples": 45000,
+      "train_loss": 481.1614602701823
+    },
+    {
+      "epoch": 52,
+      "eval_accuracy": 0.132,
+      "eval_loss": 840.8927625,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 18304,
+      "train_examples": 45000,
+      "train_loss": 548.6089418836806
+    },
+    {
+      "epoch": 53,
+      "eval_accuracy": 0.2612,
+      "eval_loss": 661.988025,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 18656,
+      "train_examples": 45000,
+      "train_loss": 678.038278624132
+    },
+    {
+      "epoch": 54,
+      "eval_accuracy": 0.1514,
+      "eval_loss": 2164.9526,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 19008,
+      "train_examples": 45000,
+      "train_loss": 609.5724734592014
+    },
+    {
+      "epoch": 55,
+      "eval_accuracy": 0.2108,
+      "eval_loss": 1088.262275,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 19360,
+      "train_examples": 45000,
+      "train_loss": 725.6776028862847
+    },
+    {
+      "epoch": 56,
+      "eval_accuracy": 0.331,
+      "eval_loss": 319.69473125,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 19712,
+      "train_examples": 45000,
+      "train_loss": 736.4521655978733
+    },
+    {
+      "epoch": 57,
+      "eval_accuracy": 0.2552,
+      "eval_loss": 764.159225,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 20064,
+      "train_examples": 45000,
+      "train_loss": 651.7272706271701
+    },
+    {
+      "epoch": 58,
+      "eval_accuracy": 0.2334,
+      "eval_loss": 1569.883025,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 20416,
+      "train_examples": 45000,
+      "train_loss": 754.1738535807292
+    },
+    {
+      "epoch": 59,
+      "eval_accuracy": 0.2296,
+      "eval_loss": 1001.5583875,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 20768,
+      "train_examples": 45000,
+      "train_loss": 898.3274509548611
+    },
+    {
+      "epoch": 60,
+      "eval_accuracy": 0.2058,
+      "eval_loss": 942.179375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 21120,
+      "train_examples": 45000,
+      "train_loss": 842.5285305989584
+    },
+    {
+      "epoch": 61,
+      "eval_accuracy": 0.2784,
+      "eval_loss": 641.63215,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 21472,
+      "train_examples": 45000,
+      "train_loss": 922.3867413628473
+    },
+    {
+      "epoch": 62,
+      "eval_accuracy": 0.2018,
+      "eval_loss": 1669.65185,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 21824,
+      "train_examples": 45000,
+      "train_loss": 936.2655243923612
+    },
+    {
+      "epoch": 63,
+      "eval_accuracy": 0.1514,
+      "eval_loss": 2189.349025,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 22176,
+      "train_examples": 45000,
+      "train_loss": 1097.9668812065972
+    },
+    {
+      "epoch": 64,
+      "eval_accuracy": 0.1242,
+      "eval_loss": 1848.996975,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 22528,
+      "train_examples": 45000,
+      "train_loss": 904.8054986979166
+    },
+    {
+      "epoch": 65,
+      "eval_accuracy": 0.2676,
+      "eval_loss": 945.107175,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 22880,
+      "train_examples": 45000,
+      "train_loss": 1117.1221231336806
+    },
+    {
+      "epoch": 66,
+      "eval_accuracy": 0.2208,
+      "eval_loss": 877.7712375,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 23232,
+      "train_examples": 45000,
+      "train_loss": 1260.3183142415364
+    },
+    {
+      "epoch": 67,
+      "eval_accuracy": 0.1668,
+      "eval_loss": 1989.77125,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 23584,
+      "train_examples": 45000,
+      "train_loss": 1177.6693628472221
+    },
+    {
+      "epoch": 68,
+      "eval_accuracy": 0.2552,
+      "eval_loss": 2615.7875,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 23936,
+      "train_examples": 45000,
+      "train_loss": 1239.7195300347223
+    },
+    {
+      "epoch": 69,
+      "eval_accuracy": 0.2904,
+      "eval_loss": 1145.899225,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 24288,
+      "train_examples": 45000,
+      "train_loss": 1413.3063585828993
+    },
+    {
+      "epoch": 70,
+      "eval_accuracy": 0.1982,
+      "eval_loss": 1340.564725,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 24640,
+      "train_examples": 45000,
+      "train_loss": 1432.3528199001737
+    },
+    {
+      "epoch": 71,
+      "eval_accuracy": 0.2026,
+      "eval_loss": 2114.94005,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 24992,
+      "train_examples": 45000,
+      "train_loss": 1649.5298797743055
+    },
+    {
+      "epoch": 72,
+      "eval_accuracy": 0.2952,
+      "eval_loss": 817.0742125,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 25344,
+      "train_examples": 45000,
+      "train_loss": 1511.4559931857639
+    },
+    {
+      "epoch": 73,
+      "eval_accuracy": 0.1986,
+      "eval_loss": 5055.5722,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 25696,
+      "train_examples": 45000,
+      "train_loss": 1597.8940986979167
+    },
+    {
+      "epoch": 74,
+      "eval_accuracy": 0.2644,
+      "eval_loss": 1979.6754,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 26048,
+      "train_examples": 45000,
+      "train_loss": 1545.4152473090278
+    },
+    {
+      "epoch": 75,
+      "eval_accuracy": 0.2184,
+      "eval_loss": 1628.492025,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 26400,
+      "train_examples": 45000,
+      "train_loss": 1909.3885863715277
+    },
+    {
+      "epoch": 76,
+      "eval_accuracy": 0.115,
+      "eval_loss": 3524.5311,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 26752,
+      "train_examples": 45000,
+      "train_loss": 1744.735998372396
+    },
+    {
+      "epoch": 77,
+      "eval_accuracy": 0.2232,
+      "eval_loss": 1634.16325,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 27104,
+      "train_examples": 45000,
+      "train_loss": 1917.358931282552
+    },
+    {
+      "epoch": 78,
+      "eval_accuracy": 0.2678,
+      "eval_loss": 1975.21855,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 27456,
+      "train_examples": 45000,
+      "train_loss": 1775.3661026584202
+    },
+    {
+      "epoch": 79,
+      "eval_accuracy": 0.12,
+      "eval_loss": 5105.1117,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 27808,
+      "train_examples": 45000,
+      "train_loss": 2197.024656922743
+    },
+    {
+      "epoch": 80,
+      "eval_accuracy": 0.2726,
+      "eval_loss": 1750.003225,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 28160,
+      "train_examples": 45000,
+      "train_loss": 2032.038926204427
+    },
+    {
+      "epoch": 81,
+      "eval_accuracy": 0.1904,
+      "eval_loss": 2697.03705,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 28512,
+      "train_examples": 45000,
+      "train_loss": 2351.129897764757
+    },
+    {
+      "epoch": 82,
+      "eval_accuracy": 0.1592,
+      "eval_loss": 3450.82265,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 28864,
+      "train_examples": 45000,
+      "train_loss": 2180.3887864583335
+    },
+    {
+      "epoch": 83,
+      "eval_accuracy": 0.3354,
+      "eval_loss": 1321.29855,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 29216,
+      "train_examples": 45000,
+      "train_loss": 2424.0763131944445
+    },
+    {
+      "epoch": 84,
+      "eval_accuracy": 0.2848,
+      "eval_loss": 3661.75795,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 29568,
+      "train_examples": 45000,
+      "train_loss": 2325.0078926649308
+    },
+    {
+      "epoch": 85,
+      "eval_accuracy": 0.2994,
+      "eval_loss": 1387.98565,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 29920,
+      "train_examples": 45000,
+      "train_loss": 2394.1546099826387
+    },
+    {
+      "epoch": 86,
+      "eval_accuracy": 0.2162,
+      "eval_loss": 5530.6169,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 30272,
+      "train_examples": 45000,
+      "train_loss": 2654.00433984375
+    },
+    {
+      "epoch": 87,
+      "eval_accuracy": 0.1348,
+      "eval_loss": 4538.7721,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 30624,
+      "train_examples": 45000,
+      "train_loss": 2801.9152317708335
+    },
+    {
+      "epoch": 88,
+      "eval_accuracy": 0.2436,
+      "eval_loss": 3880.88055,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 30976,
+      "train_examples": 45000,
+      "train_loss": 2592.33646875
+    },
+    {
+      "epoch": 89,
+      "eval_accuracy": 0.2474,
+      "eval_loss": 3858.4386,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 31328,
+      "train_examples": 45000,
+      "train_loss": 2924.044119314236
+    },
+    {
+      "epoch": 90,
+      "eval_accuracy": 0.1872,
+      "eval_loss": 4376.7555,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 31680,
+      "train_examples": 45000,
+      "train_loss": 2877.3811128689235
+    },
+    {
+      "epoch": 91,
+      "eval_accuracy": 0.227,
+      "eval_loss": 3983.18415,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 32032,
+      "train_examples": 45000,
+      "train_loss": 3019.5719048611113
+    },
+    {
+      "epoch": 92,
+      "eval_accuracy": 0.1876,
+      "eval_loss": 4822.9704,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 32384,
+      "train_examples": 45000,
+      "train_loss": 3324.442807378472
+    },
+    {
+      "epoch": 93,
+      "eval_accuracy": 0.1002,
+      "eval_loss": 8843.1426,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 32736,
+      "train_examples": 45000,
+      "train_loss": 3076.9131136284723
+    },
+    {
+      "epoch": 94,
+      "eval_accuracy": 0.2588,
+      "eval_loss": 2395.90985,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 33088,
+      "train_examples": 45000,
+      "train_loss": 3655.9118378038193
+    },
+    {
+      "epoch": 95,
+      "eval_accuracy": 0.3154,
+      "eval_loss": 2502.6303,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 33440,
+      "train_examples": 45000,
+      "train_loss": 3351.3480279513888
+    },
+    {
+      "epoch": 96,
+      "eval_accuracy": 0.2102,
+      "eval_loss": 2872.629,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 33792,
+      "train_examples": 45000,
+      "train_loss": 3646.8260487413195
+    },
+    {
+      "epoch": 97,
+      "eval_accuracy": 0.2226,
+      "eval_loss": 3102.1834,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 34144,
+      "train_examples": 45000,
+      "train_loss": 3670.6937383246527
+    },
+    {
+      "epoch": 98,
+      "eval_accuracy": 0.204,
+      "eval_loss": 5511.3655,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 34496,
+      "train_examples": 45000,
+      "train_loss": 3852.314850607639
+    },
+    {
+      "epoch": 99,
+      "eval_accuracy": 0.2012,
+      "eval_loss": 3771.54135,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 34848,
+      "train_examples": 45000,
+      "train_loss": 3782.515890190972
+    },
+    {
+      "epoch": 100,
+      "eval_accuracy": 0.224,
+      "eval_loss": 5541.5195,
+      "eval_split": "validation",
+      "lr": 0.01,
+      "output_lr": 0.1,
+      "step": 35200,
+      "train_examples": 45000,
+      "train_loss": 4224.866707638889
+    },
+    {
+      "epoch": 101,
+      "eval_accuracy": 0.3192,
+      "eval_loss": 954.1664625,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 35552,
+      "train_examples": 45000,
+      "train_loss": 1023.3584813802083
+    },
+    {
+      "epoch": 102,
+      "eval_accuracy": 0.3176,
+      "eval_loss": 666.8220625,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 35904,
+      "train_examples": 45000,
+      "train_loss": 674.6085620225695
+    },
+    {
+      "epoch": 103,
+      "eval_accuracy": 0.3044,
+      "eval_loss": 627.003725,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 36256,
+      "train_examples": 45000,
+      "train_loss": 585.7811496582032
+    },
+    {
+      "epoch": 104,
+      "eval_accuracy": 0.3124,
+      "eval_loss": 584.7140875,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 36608,
+      "train_examples": 45000,
+      "train_loss": 545.9971641438802
+    },
+    {
+      "epoch": 105,
+      "eval_accuracy": 0.3118,
+      "eval_loss": 552.403825,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 36960,
+      "train_examples": 45000,
+      "train_loss": 524.543052484809
+    },
+    {
+      "epoch": 106,
+      "eval_accuracy": 0.32,
+      "eval_loss": 489.4699125,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 37312,
+      "train_examples": 45000,
+      "train_loss": 491.8761935221354
+    },
+    {
+      "epoch": 107,
+      "eval_accuracy": 0.3254,
+      "eval_loss": 419.153225,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 37664,
+      "train_examples": 45000,
+      "train_loss": 467.915876936849
+    },
+    {
+      "epoch": 108,
+      "eval_accuracy": 0.3148,
+      "eval_loss": 416.48076875,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 38016,
+      "train_examples": 45000,
+      "train_loss": 445.60208774414065
+    },
+    {
+      "epoch": 109,
+      "eval_accuracy": 0.3162,
+      "eval_loss": 417.7529375,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 38368,
+      "train_examples": 45000,
+      "train_loss": 418.3163262369792
+    },
+    {
+      "epoch": 110,
+      "eval_accuracy": 0.3118,
+      "eval_loss": 381.2394,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 38720,
+      "train_examples": 45000,
+      "train_loss": 394.4938233561198
+    },
+    {
+      "epoch": 111,
+      "eval_accuracy": 0.2974,
+      "eval_loss": 393.32450625,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 39072,
+      "train_examples": 45000,
+      "train_loss": 393.7556446126302
+    },
+    {
+      "epoch": 112,
+      "eval_accuracy": 0.3308,
+      "eval_loss": 316.0081375,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 39424,
+      "train_examples": 45000,
+      "train_loss": 375.48029161783853
+    },
+    {
+      "epoch": 113,
+      "eval_accuracy": 0.33,
+      "eval_loss": 293.41238125,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 39776,
+      "train_examples": 45000,
+      "train_loss": 355.54808799913195
+    },
+    {
+      "epoch": 114,
+      "eval_accuracy": 0.3242,
+      "eval_loss": 295.97705625,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 40128,
+      "train_examples": 45000,
+      "train_loss": 340.8098280056424
+    },
+    {
+      "epoch": 115,
+      "eval_accuracy": 0.272,
+      "eval_loss": 356.230325,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 40480,
+      "train_examples": 45000,
+      "train_loss": 324.02832730577256
+    },
+    {
+      "epoch": 116,
+      "eval_accuracy": 0.2806,
+      "eval_loss": 388.42944375,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 40832,
+      "train_examples": 45000,
+      "train_loss": 317.93263887261287
+    },
+    {
+      "epoch": 117,
+      "eval_accuracy": 0.2912,
+      "eval_loss": 320.12799375,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 41184,
+      "train_examples": 45000,
+      "train_loss": 328.08235987413195
+    },
+    {
+      "epoch": 118,
+      "eval_accuracy": 0.2682,
+      "eval_loss": 365.60305,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 41536,
+      "train_examples": 45000,
+      "train_loss": 316.4193104817708
+    },
+    {
+      "epoch": 119,
+      "eval_accuracy": 0.3076,
+      "eval_loss": 293.89094375,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 41888,
+      "train_examples": 45000,
+      "train_loss": 315.2604624891493
+    },
+    {
+      "epoch": 120,
+      "eval_accuracy": 0.2916,
+      "eval_loss": 338.8138,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 42240,
+      "train_examples": 45000,
+      "train_loss": 311.2781292751736
+    },
+    {
+      "epoch": 121,
+      "eval_accuracy": 0.2784,
+      "eval_loss": 359.22824375,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 42592,
+      "train_examples": 45000,
+      "train_loss": 308.00667970920136
+    },
+    {
+      "epoch": 122,
+      "eval_accuracy": 0.3256,
+      "eval_loss": 303.96686875,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 42944,
+      "train_examples": 45000,
+      "train_loss": 306.2332032118056
+    },
+    {
+      "epoch": 123,
+      "eval_accuracy": 0.246,
+      "eval_loss": 472.69735625,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 43296,
+      "train_examples": 45000,
+      "train_loss": 326.6572144422743
+    },
+    {
+      "epoch": 124,
+      "eval_accuracy": 0.3092,
+      "eval_loss": 303.3160625,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 43648,
+      "train_examples": 45000,
+      "train_loss": 327.3754111029731
+    },
+    {
+      "epoch": 125,
+      "eval_accuracy": 0.3476,
+      "eval_loss": 250.8448625,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 44000,
+      "train_examples": 45000,
+      "train_loss": 333.8108040581597
+    },
+    {
+      "epoch": 126,
+      "eval_accuracy": 0.3196,
+      "eval_loss": 226.150090625,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 44352,
+      "train_examples": 45000,
+      "train_loss": 308.0572482096354
+    },
+    {
+      "epoch": 127,
+      "eval_accuracy": 0.3436,
+      "eval_loss": 242.99584375,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 44704,
+      "train_examples": 45000,
+      "train_loss": 302.3140259521484
+    },
+    {
+      "epoch": 128,
+      "eval_accuracy": 0.3344,
+      "eval_loss": 201.0353,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 45056,
+      "train_examples": 45000,
+      "train_loss": 297.69994912923175
+    },
+    {
+      "epoch": 129,
+      "eval_accuracy": 0.2382,
+      "eval_loss": 500.881875,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 45408,
+      "train_examples": 45000,
+      "train_loss": 310.16952446831596
+    },
+    {
+      "epoch": 130,
+      "eval_accuracy": 0.2756,
+      "eval_loss": 516.33688125,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 45760,
+      "train_examples": 45000,
+      "train_loss": 327.5882095594618
+    },
+    {
+      "epoch": 131,
+      "eval_accuracy": 0.3174,
+      "eval_loss": 267.765934375,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 46112,
+      "train_examples": 45000,
+      "train_loss": 350.485053257921
+    },
+    {
+      "epoch": 132,
+      "eval_accuracy": 0.2736,
+      "eval_loss": 290.18941875,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 46464,
+      "train_examples": 45000,
+      "train_loss": 317.8272129801432
+    },
+    {
+      "epoch": 133,
+      "eval_accuracy": 0.3064,
+      "eval_loss": 302.160225,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 46816,
+      "train_examples": 45000,
+      "train_loss": 305.53068083767363
+    },
+    {
+      "epoch": 134,
+      "eval_accuracy": 0.3088,
+      "eval_loss": 261.52979375,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 47168,
+      "train_examples": 45000,
+      "train_loss": 303.8541805284288
+    },
+    {
+      "epoch": 135,
+      "eval_accuracy": 0.3396,
+      "eval_loss": 214.982534375,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 47520,
+      "train_examples": 45000,
+      "train_loss": 330.44600800238715
+    },
+    {
+      "epoch": 136,
+      "eval_accuracy": 0.3392,
+      "eval_loss": 236.768690625,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 47872,
+      "train_examples": 45000,
+      "train_loss": 304.66661754014757
+    },
+    {
+      "epoch": 137,
+      "eval_accuracy": 0.3212,
+      "eval_loss": 232.519890625,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 48224,
+      "train_examples": 45000,
+      "train_loss": 349.3437628499349
+    },
+    {
+      "epoch": 138,
+      "eval_accuracy": 0.2252,
+      "eval_loss": 339.20315,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 48576,
+      "train_examples": 45000,
+      "train_loss": 296.8857865234375
+    },
+    {
+      "epoch": 139,
+      "eval_accuracy": 0.3216,
+      "eval_loss": 316.37996875,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 48928,
+      "train_examples": 45000,
+      "train_loss": 366.07723196614586
+    },
+    {
+      "epoch": 140,
+      "eval_accuracy": 0.2446,
+      "eval_loss": 391.34220625,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 49280,
+      "train_examples": 45000,
+      "train_loss": 324.58141136610243
+    },
+    {
+      "epoch": 141,
+      "eval_accuracy": 0.2642,
+      "eval_loss": 596.2132,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 49632,
+      "train_examples": 45000,
+      "train_loss": 298.179056000434
+    },
+    {
+      "epoch": 142,
+      "eval_accuracy": 0.2394,
+      "eval_loss": 403.21318125,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 49984,
+      "train_examples": 45000,
+      "train_loss": 344.9279659396701
+    },
+    {
+      "epoch": 143,
+      "eval_accuracy": 0.2662,
+      "eval_loss": 385.6030375,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 50336,
+      "train_examples": 45000,
+      "train_loss": 337.4383267252604
+    },
+    {
+      "epoch": 144,
+      "eval_accuracy": 0.3,
+      "eval_loss": 316.413725,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 50688,
+      "train_examples": 45000,
+      "train_loss": 322.35182532552085
+    },
+    {
+      "epoch": 145,
+      "eval_accuracy": 0.2924,
+      "eval_loss": 302.7712375,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 51040,
+      "train_examples": 45000,
+      "train_loss": 328.3091288248698
+    },
+    {
+      "epoch": 146,
+      "eval_accuracy": 0.3518,
+      "eval_loss": 263.23478125,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 51392,
+      "train_examples": 45000,
+      "train_loss": 357.0935332411024
+    },
+    {
+      "epoch": 147,
+      "eval_accuracy": 0.2666,
+      "eval_loss": 348.51591875,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 51744,
+      "train_examples": 45000,
+      "train_loss": 302.8438815375434
+    },
+    {
+      "epoch": 148,
+      "eval_accuracy": 0.3322,
+      "eval_loss": 237.38480625,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 52096,
+      "train_examples": 45000,
+      "train_loss": 351.8545443223741
+    },
+    {
+      "epoch": 149,
+      "eval_accuracy": 0.2848,
+      "eval_loss": 410.83615,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 52448,
+      "train_examples": 45000,
+      "train_loss": 337.79270292426213
+    },
+    {
+      "epoch": 150,
+      "eval_accuracy": 0.3464,
+      "eval_loss": 277.364209375,
+      "eval_split": "validation",
+      "lr": 0.001,
+      "output_lr": 0.010000000000000002,
+      "step": 52800,
+      "train_examples": 45000,
+      "train_loss": 314.32726003689237
+    },
+    {
+      "epoch": 151,
+      "eval_accuracy": 0.4056,
+      "eval_loss": 109.8672171875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 53152,
+      "train_examples": 45000,
+      "train_loss": 116.31430750325521
+    },
+    {
+      "epoch": 152,
+      "eval_accuracy": 0.388,
+      "eval_loss": 104.958153125,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 53504,
+      "train_examples": 45000,
+      "train_loss": 105.8084699001736
+    },
+    {
+      "epoch": 153,
+      "eval_accuracy": 0.3916,
+      "eval_loss": 96.0502734375,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 53856,
+      "train_examples": 45000,
+      "train_loss": 100.08656565348308
+    },
+    {
+      "epoch": 154,
+      "eval_accuracy": 0.3864,
+      "eval_loss": 92.389784375,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 54208,
+      "train_examples": 45000,
+      "train_loss": 93.1440177951389
+    },
+    {
+      "epoch": 155,
+      "eval_accuracy": 0.3882,
+      "eval_loss": 86.4438921875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 54560,
+      "train_examples": 45000,
+      "train_loss": 88.13311031901041
+    },
+    {
+      "epoch": 156,
+      "eval_accuracy": 0.3774,
+      "eval_loss": 84.1961578125,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 54912,
+      "train_examples": 45000,
+      "train_loss": 84.23837499864366
+    },
+    {
+      "epoch": 157,
+      "eval_accuracy": 0.378,
+      "eval_loss": 76.8194421875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 55264,
+      "train_examples": 45000,
+      "train_loss": 81.50850522867839
+    },
+    {
+      "epoch": 158,
+      "eval_accuracy": 0.3542,
+      "eval_loss": 76.5250671875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 55616,
+      "train_examples": 45000,
+      "train_loss": 77.57814040527344
+    },
+    {
+      "epoch": 159,
+      "eval_accuracy": 0.3394,
+      "eval_loss": 79.1525265625,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 55968,
+      "train_examples": 45000,
+      "train_loss": 76.05412509901258
+    },
+    {
+      "epoch": 160,
+      "eval_accuracy": 0.351,
+      "eval_loss": 73.306775,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 56320,
+      "train_examples": 45000,
+      "train_loss": 72.83907199164497
+    },
+    {
+      "epoch": 161,
+      "eval_accuracy": 0.3548,
+      "eval_loss": 67.07043828125,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 56672,
+      "train_examples": 45000,
+      "train_loss": 71.70867970987956
+    },
+    {
+      "epoch": 162,
+      "eval_accuracy": 0.3582,
+      "eval_loss": 63.2703171875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 57024,
+      "train_examples": 45000,
+      "train_loss": 68.49551196695964
+    },
+    {
+      "epoch": 163,
+      "eval_accuracy": 0.3382,
+      "eval_loss": 64.855196875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 57376,
+      "train_examples": 45000,
+      "train_loss": 67.76478578287761
+    },
+    {
+      "epoch": 164,
+      "eval_accuracy": 0.3164,
+      "eval_loss": 68.83066171875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 57728,
+      "train_examples": 45000,
+      "train_loss": 66.98758099500868
+    },
+    {
+      "epoch": 165,
+      "eval_accuracy": 0.3122,
+      "eval_loss": 76.994125,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 58080,
+      "train_examples": 45000,
+      "train_loss": 65.67458069729275
+    },
+    {
+      "epoch": 166,
+      "eval_accuracy": 0.3226,
+      "eval_loss": 64.54301171875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 58432,
+      "train_examples": 45000,
+      "train_loss": 66.97706856689453
+    },
+    {
+      "epoch": 167,
+      "eval_accuracy": 0.345,
+      "eval_loss": 66.2377984375,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 58784,
+      "train_examples": 45000,
+      "train_loss": 65.27456371934679
+    },
+    {
+      "epoch": 168,
+      "eval_accuracy": 0.3366,
+      "eval_loss": 58.94499375,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 59136,
+      "train_examples": 45000,
+      "train_loss": 64.11031446533202
+    },
+    {
+      "epoch": 169,
+      "eval_accuracy": 0.3396,
+      "eval_loss": 63.12518359375,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 59488,
+      "train_examples": 45000,
+      "train_loss": 64.05919189724392
+    },
+    {
+      "epoch": 170,
+      "eval_accuracy": 0.3254,
+      "eval_loss": 60.609440625,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 59840,
+      "train_examples": 45000,
+      "train_loss": 61.94588626302083
+    },
+    {
+      "epoch": 171,
+      "eval_accuracy": 0.3226,
+      "eval_loss": 63.21683515625,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 60192,
+      "train_examples": 45000,
+      "train_loss": 61.45856361355252
+    },
+    {
+      "epoch": 172,
+      "eval_accuracy": 0.3216,
+      "eval_loss": 61.59688359375,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 60544,
+      "train_examples": 45000,
+      "train_loss": 62.51791443006727
+    },
+    {
+      "epoch": 173,
+      "eval_accuracy": 0.3212,
+      "eval_loss": 60.5227796875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 60896,
+      "train_examples": 45000,
+      "train_loss": 61.21382712944879
+    },
+    {
+      "epoch": 174,
+      "eval_accuracy": 0.3418,
+      "eval_loss": 56.33953046875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 61248,
+      "train_examples": 45000,
+      "train_loss": 60.35559227159288
+    },
+    {
+      "epoch": 175,
+      "eval_accuracy": 0.3166,
+      "eval_loss": 66.64052890625,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 61600,
+      "train_examples": 45000,
+      "train_loss": 59.094696812608504
+    },
+    {
+      "epoch": 176,
+      "eval_accuracy": 0.33,
+      "eval_loss": 58.2246609375,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 61952,
+      "train_examples": 45000,
+      "train_loss": 59.71331578233507
+    },
+    {
+      "epoch": 177,
+      "eval_accuracy": 0.3022,
+      "eval_loss": 60.79954296875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 62304,
+      "train_examples": 45000,
+      "train_loss": 59.35683131239149
+    },
+    {
+      "epoch": 178,
+      "eval_accuracy": 0.3458,
+      "eval_loss": 53.1319875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 62656,
+      "train_examples": 45000,
+      "train_loss": 57.96395812988281
+    },
+    {
+      "epoch": 179,
+      "eval_accuracy": 0.3396,
+      "eval_loss": 51.00816796875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 63008,
+      "train_examples": 45000,
+      "train_loss": 58.248469355604385
+    },
+    {
+      "epoch": 180,
+      "eval_accuracy": 0.3052,
+      "eval_loss": 56.26803671875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 63360,
+      "train_examples": 45000,
+      "train_loss": 58.54176217244466
+    },
+    {
+      "epoch": 181,
+      "eval_accuracy": 0.3184,
+      "eval_loss": 54.643240625,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 63712,
+      "train_examples": 45000,
+      "train_loss": 57.55351157226563
+    },
+    {
+      "epoch": 182,
+      "eval_accuracy": 0.2988,
+      "eval_loss": 57.60181640625,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 64064,
+      "train_examples": 45000,
+      "train_loss": 57.566943718804254
+    },
+    {
+      "epoch": 183,
+      "eval_accuracy": 0.301,
+      "eval_loss": 56.3104078125,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 64416,
+      "train_examples": 45000,
+      "train_loss": 57.762457067192926
+    },
+    {
+      "epoch": 184,
+      "eval_accuracy": 0.3196,
+      "eval_loss": 56.75072109375,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 64768,
+      "train_examples": 45000,
+      "train_loss": 59.09771092393663
+    },
+    {
+      "epoch": 185,
+      "eval_accuracy": 0.3478,
+      "eval_loss": 49.8344,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 65120,
+      "train_examples": 45000,
+      "train_loss": 56.15469523654514
+    },
+    {
+      "epoch": 186,
+      "eval_accuracy": 0.2954,
+      "eval_loss": 53.380528125,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 65472,
+      "train_examples": 45000,
+      "train_loss": 57.07655614352756
+    },
+    {
+      "epoch": 187,
+      "eval_accuracy": 0.3048,
+      "eval_loss": 59.88317734375,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 65824,
+      "train_examples": 45000,
+      "train_loss": 56.7686597418891
+    },
+    {
+      "epoch": 188,
+      "eval_accuracy": 0.3098,
+      "eval_loss": 53.8027515625,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 66176,
+      "train_examples": 45000,
+      "train_loss": 56.743705487060545
+    },
+    {
+      "epoch": 189,
+      "eval_accuracy": 0.3278,
+      "eval_loss": 49.3894125,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 66528,
+      "train_examples": 45000,
+      "train_loss": 56.37033995768229
+    },
+    {
+      "epoch": 190,
+      "eval_accuracy": 0.2882,
+      "eval_loss": 57.20807890625,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 66880,
+      "train_examples": 45000,
+      "train_loss": 56.76239995727539
+    },
+    {
+      "epoch": 191,
+      "eval_accuracy": 0.3118,
+      "eval_loss": 52.07348515625,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 67232,
+      "train_examples": 45000,
+      "train_loss": 56.76262446221246
+    },
+    {
+      "epoch": 192,
+      "eval_accuracy": 0.3122,
+      "eval_loss": 51.81205,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 67584,
+      "train_examples": 45000,
+      "train_loss": 55.770336328125
+    },
+    {
+      "epoch": 193,
+      "eval_accuracy": 0.2786,
+      "eval_loss": 55.8960453125,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 67936,
+      "train_examples": 45000,
+      "train_loss": 55.33157925279406
+    },
+    {
+      "epoch": 194,
+      "eval_accuracy": 0.2784,
+      "eval_loss": 69.81824453125,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 68288,
+      "train_examples": 45000,
+      "train_loss": 55.13422055121528
+    },
+    {
+      "epoch": 195,
+      "eval_accuracy": 0.3014,
+      "eval_loss": 52.612559375,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 68640,
+      "train_examples": 45000,
+      "train_loss": 56.69760437011719
+    },
+    {
+      "epoch": 196,
+      "eval_accuracy": 0.2598,
+      "eval_loss": 55.4450078125,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 68992,
+      "train_examples": 45000,
+      "train_loss": 54.42104867485894
+    },
+    {
+      "epoch": 197,
+      "eval_accuracy": 0.2926,
+      "eval_loss": 61.0219375,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 69344,
+      "train_examples": 45000,
+      "train_loss": 55.378040165201824
+    },
+    {
+      "epoch": 198,
+      "eval_accuracy": 0.277,
+      "eval_loss": 58.84813046875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 69696,
+      "train_examples": 45000,
+      "train_loss": 56.909702324761284
+    },
+    {
+      "epoch": 199,
+      "eval_accuracy": 0.2776,
+      "eval_loss": 59.28854296875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 70048,
+      "train_examples": 45000,
+      "train_loss": 57.713160746934676
+    },
+    {
+      "epoch": 200,
+      "eval_accuracy": 0.284,
+      "eval_loss": 56.89802421875,
+      "eval_split": "validation",
+      "lr": 0.00010000000000000002,
+      "output_lr": 0.0010000000000000002,
+      "step": 70400,
+      "train_examples": 45000,
+      "train_loss": 56.61742428792318
+    }
+  ],
+  "evaluation_protocol": {
+    "test_evaluations": 0,
+    "test_used_for_selection": false,
+    "validation_evaluations": 201
+  },
+  "final": {
+    "accuracy": 0.284,
+    "epoch": 200,
+    "evaluation_split": "validation",
+    "finite": true,
+    "loss": 56.89802421875,
+    "step": 70400
+  },
+  "hardware": {
+    "cuda_device_name": "NVIDIA RTX A6000",
+    "cuda_visible_devices": "0",
+    "device": "cuda",
+    "device_total_memory_bytes": 50896568320,
+    "peak_memory_allocated_bytes": 3276921856,
+    "peak_memory_reserved_bytes": 4416602112,
+    "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": 60.47297954559326,
+    "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": 3241.7450346946716,
+    "train_wall_s": 3181.2487540245056
+  },
+  "work": {
+    "apical_macs_per_example": 5324800,
+    "causal_scalar_observations": 0,
+    "components": {
+      "apical_projection_macs": 47923200000000,
+      "apical_regression_macs": 0,
+      "bp_reverse_macs_estimate": 0,
+      "kp_reciprocal_correlation_macs": 0,
+      "local_weight_correlation_macs": 1129371264000000,
+      "mirror_feedback_prediction_macs": 0,
+      "mirror_local_correlation_macs": 0,
+      "mirror_response_macs": 0,
+      "ordinary_forward_macs": 1129371264000000,
+      "perturbation_forward_macs": 0,
+      "warmup_clean_forward_macs": 0
+    },
+    "definition": "multiply-accumulates in conv/linear maps; one local weight correlation equals one forward-weight MAC count; BP reverse is estimated as one weight-gradient plus one activation-gradient convolution per forward convolution; mixed-traffic/predictor elementwise arithmetic is reported as a conservative operation estimate separately and is not folded into MACs",
+    "elementwise_operations_estimate": 0,
+    "forward_macs_per_example": 125485696,
+    "logical_batch_loss_queries": 0,
+    "mirror_probe_examples": 0,
+    "mirror_readout_probe_examples": 0,
+    "neutral_projection_observations": 0,
+    "per_example_cross_entropy_terms": 0,
+    "total_clean_forward_examples": 9000000,
+    "total_forward_equivalent_examples": 9000000,
+    "total_macs_estimate": 2306665728000000
+  }
+}