summaryrefslogtreecommitdiff
path: root/results
diff options
context:
space:
mode:
authorYurenHao0426 <Blackhao0426@gmail.com>2026-07-22 15:08:36 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-07-22 15:08:36 -0500
commit82d49f4b8b741669ab39100f4719719801064f20 (patch)
tree7c7e7a1f58338508e89dab47b3bdf43eb7bf10d0 /results
parent6fb38aabad3ce33a263414ecaf4eef0474c66045 (diff)
results: record residual mirror full failure
Diffstat (limited to 'results')
-rw-r--r--results/residual_mirror_full/rrm.json3456
-rw-r--r--results/residual_mirror_full_gate.json35
2 files changed, 3491 insertions, 0 deletions
diff --git a/results/residual_mirror_full/rrm.json b/results/residual_mirror_full/rrm.json
new file mode 100644
index 0000000..0784a73
--- /dev/null
+++ b/results/residual_mirror_full/rrm.json
@@ -0,0 +1,3456 @@
+{
+ "architecture": {
+ "adaptive_apical_parameters": 0,
+ "adaptive_feedback_parameters": 267904,
+ "base_width": 16,
+ "blocks_per_stage": 3,
+ "bn_eps": 1e-05,
+ "bn_momentum": 0.1,
+ "depth": 20,
+ "family": "CIFAR 6n+2 ResNet, option-A shortcuts",
+ "fixed_feedback_parameters": 0,
+ "fixed_traffic_coefficients": 0,
+ "forward_parameters": 269722,
+ "hidden_shapes": [
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 16,
+ 32,
+ 32
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 32,
+ 16,
+ 16
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ],
+ [
+ 64,
+ 8,
+ 8
+ ]
+ ],
+ "normalization": "batchnorm",
+ "predictor_parameters": 0,
+ "residual_scale": 1.0,
+ "vectorizer_mode": null,
+ "vectorizer_parameters": 0
+ },
+ "args": {
+ "a_scale": 1.0,
+ "a_warmup_steps": 0,
+ "alignment_probe": 32,
+ "apical_calibration_mode": "unit_targets",
+ "apical_seed": null,
+ "augment_train": 1,
+ "batch_size": 128,
+ "bn_eps": 1e-05,
+ "bn_momentum": 0.1,
+ "data_dir": "/home/yurenh2/sdrn/data",
+ "depth": 20,
+ "device": "cuda",
+ "epochs": 200,
+ "eta_A": 0.01,
+ "eta_P": 0.01,
+ "eval_every": 0,
+ "eval_split": "validation",
+ "learn_P": 0,
+ "loader_seed": 0,
+ "lr": 0.1,
+ "lr_gamma": 0.1,
+ "lr_milestones": "100,150",
+ "lr_schedule": "step",
+ "max_steps": 0,
+ "mirror_batch_size": 1,
+ "mirror_eta": 0.1,
+ "mirror_every": 16,
+ "mirror_noise_std": 1.0,
+ "mirror_seed": 3000,
+ "mirror_warmup_steps": 20,
+ "mode": "rrm",
+ "momentum": 0.9,
+ "normalization": "batchnorm",
+ "nuisance_scale": 0.0,
+ "out": "results/residual_mirror_full/rrm.json",
+ "output_lr": 0.1,
+ "pert_directions": 1,
+ "pert_every": 4,
+ "pert_sigma": 0.01,
+ "perturb_seed": 1000,
+ "predictor_warmup_steps": 0,
+ "residual_scale": null,
+ "seed": 0,
+ "split_seed": 2027,
+ "train_limit": 0,
+ "use_residual": 1,
+ "val_examples": 5000,
+ "vectorizer_mode": "spatial_template",
+ "warmup_epochs": 0,
+ "weight_decay": 0.0001,
+ "weight_scale": 1.0,
+ "width": 16
+ },
+ "calibration_metric_space": "local_parent_child_response_residual",
+ "counters": {
+ "apical_warmup_examples": 0,
+ "calibration_event_examples": 0,
+ "causal_scalar_observations": 0,
+ "logical_batch_loss_queries": 0,
+ "mirror_conv_examples": 4420,
+ "mirror_events": 4420,
+ "mirror_readout_examples": 4526080,
+ "ordinary_examples": 9000000,
+ "per_example_loss_terms": 0,
+ "perturbation_events": 0,
+ "perturbation_forward_examples": 0,
+ "predictor_warmup_examples": 0
+ },
+ "diagnostics": {
+ "early_third_mean": 0.8774353464444479,
+ "feedback_forward_cosine": [
+ 1.0,
+ 1.0,
+ 1.0,
+ 1.0,
+ 1.0,
+ 1.0,
+ 1.0,
+ 1.0,
+ 0.9999998807907104,
+ 1.0,
+ 1.0,
+ 0.9999999403953552,
+ 1.0,
+ 0.9999999403953552,
+ 1.0,
+ 0.9999998807907104,
+ 0.9999998807907104,
+ 1.0,
+ 0.999961793422699
+ ],
+ "feedback_forward_norm_ratio": [
+ 1.000159502029419,
+ 1.000159740447998,
+ 1.0001599788665771,
+ 1.0001596212387085,
+ 1.0001596212387085,
+ 1.0001600980758667,
+ 1.000162959098816,
+ 1.0001602172851562,
+ 1.000161051750183,
+ 1.0001603364944458,
+ 1.0001589059829712,
+ 1.000158667564392,
+ 1.0001603364944458,
+ 1.0001589059829712,
+ 1.0001580715179443,
+ 1.0001592636108398,
+ 1.000157356262207,
+ 1.0001590251922607,
+ 1.0024465322494507
+ ],
+ "innovation_negative_gradient_cosine": [
+ 0.8722070455551147,
+ 0.8785926699638367,
+ 0.8789833784103394,
+ 0.877299964427948,
+ 0.8784912824630737,
+ 0.8790377378463745,
+ 0.8774803876876831,
+ 0.8692848086357117,
+ 0.8782165050506592,
+ 0.8673566579818726,
+ 0.8740392923355103,
+ 0.8405126929283142,
+ 0.8707835078239441,
+ 0.848376452922821,
+ 0.8770161867141724,
+ 0.8456900119781494,
+ 0.9081377387046814,
+ 0.8670427799224854,
+ 0.43746840953826904
+ ],
+ "normalization_state": "training_batch_stats_without_running_update",
+ "raw_negative_gradient_cosine": [
+ 0.8722070455551147,
+ 0.8785926699638367,
+ 0.8789833784103394,
+ 0.877299964427948,
+ 0.8784912824630737,
+ 0.8790377378463745,
+ 0.8774803876876831,
+ 0.8692848086357117,
+ 0.8782165050506592,
+ 0.8673566579818726,
+ 0.8740392923355103,
+ 0.8405126929283142,
+ 0.8707835078239441,
+ 0.848376452922821,
+ 0.8770161867141724,
+ 0.8456900119781494,
+ 0.9081377387046814,
+ 0.8670427799224854,
+ 0.43746840953826904
+ ],
+ "teaching_negative_gradient_cosine": [
+ 0.8722070455551147,
+ 0.8785926699638367,
+ 0.8789833784103394,
+ 0.877299964427948,
+ 0.8784912824630737,
+ 0.8790377378463745,
+ 0.8774803876876831,
+ 0.8692848086357117,
+ 0.8782165050506592,
+ 0.8673566579818726,
+ 0.8740392923355103,
+ 0.8405126929283142,
+ 0.8707835078239441,
+ 0.848376452922821,
+ 0.8770161867141724,
+ 0.8456900119781494,
+ 0.9081377387046814,
+ 0.8670427799224854,
+ 0.43746840953826904
+ ],
+ "wall_s": 0.12804341316223145
+ },
+ "epochs": [
+ {
+ "epoch": 1,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.21472547346632692,
+ "mirror_response_residual_rms": 0.2952180119297088,
+ "mirror_update_rms": 0.05842629268416273,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 352,
+ "train_examples": 45000,
+ "train_loss": 2.6106753037346735
+ },
+ {
+ "epoch": 2,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.15766319208710644,
+ "mirror_response_residual_rms": 0.2251705946689076,
+ "mirror_update_rms": 0.029419690545340785,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 704,
+ "train_examples": 45000,
+ "train_loss": 2.507496058061388
+ },
+ {
+ "epoch": 3,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.14360009119075642,
+ "mirror_response_residual_rms": 0.21789556492020895,
+ "mirror_update_rms": 0.024176202518473574,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 1056,
+ "train_examples": 45000,
+ "train_loss": 2.3631224157333373
+ },
+ {
+ "epoch": 4,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.13956318963644174,
+ "mirror_response_residual_rms": 0.2275245609332117,
+ "mirror_update_rms": 0.023461374725354724,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 1408,
+ "train_examples": 45000,
+ "train_loss": 2.407446045939128
+ },
+ {
+ "epoch": 5,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.14322111557358022,
+ "mirror_response_residual_rms": 0.2562621412969786,
+ "mirror_update_rms": 0.02647737383341734,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 1760,
+ "train_examples": 45000,
+ "train_loss": 3.116548478105333
+ },
+ {
+ "epoch": 6,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.14567420421636174,
+ "mirror_response_residual_rms": 0.2909153129107003,
+ "mirror_update_rms": 0.030809725691105457,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 2112,
+ "train_examples": 45000,
+ "train_loss": 3.5446029083251953
+ },
+ {
+ "epoch": 7,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1501736402592817,
+ "mirror_response_residual_rms": 0.33786408134495804,
+ "mirror_update_rms": 0.03518108381263723,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 2464,
+ "train_examples": 45000,
+ "train_loss": 4.556180107116699
+ },
+ {
+ "epoch": 8,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1575769384844244,
+ "mirror_response_residual_rms": 0.40699926289597027,
+ "mirror_update_rms": 0.04229958157085732,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 2816,
+ "train_examples": 45000,
+ "train_loss": 6.37619294535319
+ },
+ {
+ "epoch": 9,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1527819485339171,
+ "mirror_response_residual_rms": 0.4540714081553837,
+ "mirror_update_rms": 0.04667154633073083,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 3168,
+ "train_examples": 45000,
+ "train_loss": 7.500557015991211
+ },
+ {
+ "epoch": 10,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1453256332382141,
+ "mirror_response_residual_rms": 0.4906493030655051,
+ "mirror_update_rms": 0.052956356645615044,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 3520,
+ "train_examples": 45000,
+ "train_loss": 8.279763238016765
+ },
+ {
+ "epoch": 11,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.14547492011618718,
+ "mirror_response_residual_rms": 0.5564810488728783,
+ "mirror_update_rms": 0.05899267587832491,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 3872,
+ "train_examples": 45000,
+ "train_loss": 10.849900153944228
+ },
+ {
+ "epoch": 12,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.14372628437196464,
+ "mirror_response_residual_rms": 0.6242942240346081,
+ "mirror_update_rms": 0.06731443842928729,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 4224,
+ "train_examples": 45000,
+ "train_loss": 13.869815299987794
+ },
+ {
+ "epoch": 13,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.148832145293135,
+ "mirror_response_residual_rms": 0.7445651127936855,
+ "mirror_update_rms": 0.08094001692560394,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 4576,
+ "train_examples": 45000,
+ "train_loss": 19.6516478451199
+ },
+ {
+ "epoch": 14,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.14691836590168458,
+ "mirror_response_residual_rms": 0.8481962493905075,
+ "mirror_update_rms": 0.09503342386989845,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 4928,
+ "train_examples": 45000,
+ "train_loss": 25.50753713446723
+ },
+ {
+ "epoch": 15,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.14379049690829254,
+ "mirror_response_residual_rms": 0.9495757975526531,
+ "mirror_update_rms": 0.10675460737862502,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 5280,
+ "train_examples": 45000,
+ "train_loss": 30.04840303717719
+ },
+ {
+ "epoch": 16,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1507171526261422,
+ "mirror_response_residual_rms": 1.1510456359288477,
+ "mirror_update_rms": 0.12834573186914466,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 5632,
+ "train_examples": 45000,
+ "train_loss": 45.06078114624023
+ },
+ {
+ "epoch": 17,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.15367017306020433,
+ "mirror_response_residual_rms": 1.37932800198578,
+ "mirror_update_rms": 0.157787521273463,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 5984,
+ "train_examples": 45000,
+ "train_loss": 63.5289334499783
+ },
+ {
+ "epoch": 18,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.15778397220927287,
+ "mirror_response_residual_rms": 1.6670247928094992,
+ "mirror_update_rms": 0.19010092950359214,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 6336,
+ "train_examples": 45000,
+ "train_loss": 88.0200079155816
+ },
+ {
+ "epoch": 19,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.16451180865244322,
+ "mirror_response_residual_rms": 2.07706585442247,
+ "mirror_update_rms": 0.23401384275961049,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 6688,
+ "train_examples": 45000,
+ "train_loss": 137.8758198594835
+ },
+ {
+ "epoch": 20,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.16324027357678314,
+ "mirror_response_residual_rms": 2.4645421680686357,
+ "mirror_update_rms": 0.28651428026731585,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 7040,
+ "train_examples": 45000,
+ "train_loss": 195.62825753580728
+ },
+ {
+ "epoch": 21,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.16087264351439118,
+ "mirror_response_residual_rms": 2.8832505643891166,
+ "mirror_update_rms": 0.33799926118866,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 7392,
+ "train_examples": 45000,
+ "train_loss": 242.12724807400173
+ },
+ {
+ "epoch": 22,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.16066775997432384,
+ "mirror_response_residual_rms": 3.4065093210563533,
+ "mirror_update_rms": 0.40086883494305686,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 7744,
+ "train_examples": 45000,
+ "train_loss": 374.081559109158
+ },
+ {
+ "epoch": 23,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1605061240086014,
+ "mirror_response_residual_rms": 4.04260058210834,
+ "mirror_update_rms": 0.4765740674998487,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 8096,
+ "train_examples": 45000,
+ "train_loss": 482.38347734375
+ },
+ {
+ "epoch": 24,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.16148118244370566,
+ "mirror_response_residual_rms": 4.864803373614072,
+ "mirror_update_rms": 0.5765041467876094,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 8448,
+ "train_examples": 45000,
+ "train_loss": 669.3851554253472
+ },
+ {
+ "epoch": 25,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.16112621762216398,
+ "mirror_response_residual_rms": 5.7837605311443605,
+ "mirror_update_rms": 0.6935191516283535,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 8800,
+ "train_examples": 45000,
+ "train_loss": 945.77810703125
+ },
+ {
+ "epoch": 26,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.16955177432825977,
+ "mirror_response_residual_rms": 7.38037095066013,
+ "mirror_update_rms": 0.887455653630104,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 9152,
+ "train_examples": 45000,
+ "train_loss": 1498.9955378689235
+ },
+ {
+ "epoch": 27,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.165461056050357,
+ "mirror_response_residual_rms": 8.671575736742273,
+ "mirror_update_rms": 1.0559527828793684,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 9504,
+ "train_examples": 45000,
+ "train_loss": 2073.428576931424
+ },
+ {
+ "epoch": 28,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.16891245524497428,
+ "mirror_response_residual_rms": 10.776266650324944,
+ "mirror_update_rms": 1.3449962853721882,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 9856,
+ "train_examples": 45000,
+ "train_loss": 3305.028286545139
+ },
+ {
+ "epoch": 29,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1822719349967337,
+ "mirror_response_residual_rms": 14.59802131644838,
+ "mirror_update_rms": 1.7913343699511124,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 10208,
+ "train_examples": 45000,
+ "train_loss": 5879.760441753472
+ },
+ {
+ "epoch": 30,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.17733698926528618,
+ "mirror_response_residual_rms": 17.678691942838245,
+ "mirror_update_rms": 2.2343160417827197,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 10560,
+ "train_examples": 45000,
+ "train_loss": 8133.397268142361
+ },
+ {
+ "epoch": 31,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18213210933401422,
+ "mirror_response_residual_rms": 22.904314957885802,
+ "mirror_update_rms": 2.8373341960709793,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 10912,
+ "train_examples": 45000,
+ "train_loss": 13725.4761734375
+ },
+ {
+ "epoch": 32,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1789663801607258,
+ "mirror_response_residual_rms": 27.909721052714108,
+ "mirror_update_rms": 3.500229807028831,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 11264,
+ "train_examples": 45000,
+ "train_loss": 21255.801840277778
+ },
+ {
+ "epoch": 33,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1826883230505971,
+ "mirror_response_residual_rms": 36.14833313188745,
+ "mirror_update_rms": 4.585687181367318,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 11616,
+ "train_examples": 45000,
+ "train_loss": 34844.32973229167
+ },
+ {
+ "epoch": 34,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18316842271969627,
+ "mirror_response_residual_rms": 45.552103503047434,
+ "mirror_update_rms": 5.635638935034679,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 11968,
+ "train_examples": 45000,
+ "train_loss": 54909.510695833334
+ },
+ {
+ "epoch": 35,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.17648959479192375,
+ "mirror_response_residual_rms": 54.71937135242436,
+ "mirror_update_rms": 7.081058243249486,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 12320,
+ "train_examples": 45000,
+ "train_loss": 78984.31330972222
+ },
+ {
+ "epoch": 36,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18068314391799956,
+ "mirror_response_residual_rms": 70.05446728839674,
+ "mirror_update_rms": 8.812665459758465,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 12672,
+ "train_examples": 45000,
+ "train_loss": 127665.53662222222
+ },
+ {
+ "epoch": 37,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.17869210854684028,
+ "mirror_response_residual_rms": 86.35653559685802,
+ "mirror_update_rms": 10.983280710794133,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 13024,
+ "train_examples": 45000,
+ "train_loss": 201991.81146111112
+ },
+ {
+ "epoch": 38,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18076611558431824,
+ "mirror_response_residual_rms": 109.84225883439413,
+ "mirror_update_rms": 13.950523977016003,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 13376,
+ "train_examples": 45000,
+ "train_loss": 309671.7070666667
+ },
+ {
+ "epoch": 39,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.17605196837879125,
+ "mirror_response_residual_rms": 133.35982368514505,
+ "mirror_update_rms": 17.57761647720774,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 13728,
+ "train_examples": 45000,
+ "train_loss": 465965.03088888887
+ },
+ {
+ "epoch": 40,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18244029527013597,
+ "mirror_response_residual_rms": 173.67093988393012,
+ "mirror_update_rms": 22.281607999226715,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 14080,
+ "train_examples": 45000,
+ "train_loss": 811913.9667111111
+ },
+ {
+ "epoch": 41,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18349701300469448,
+ "mirror_response_residual_rms": 222.03079537354787,
+ "mirror_update_rms": 29.00421429258447,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 14432,
+ "train_examples": 45000,
+ "train_loss": 1318171.975288889
+ },
+ {
+ "epoch": 42,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1865372831351474,
+ "mirror_response_residual_rms": 287.27786676741204,
+ "mirror_update_rms": 36.48357445045527,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 14784,
+ "train_examples": 45000,
+ "train_loss": 2149740.2739333333
+ },
+ {
+ "epoch": 43,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18663987868197604,
+ "mirror_response_residual_rms": 365.9685794801296,
+ "mirror_update_rms": 46.608857436484044,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 15136,
+ "train_examples": 45000,
+ "train_loss": 3348368.5892
+ },
+ {
+ "epoch": 44,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1879507796520401,
+ "mirror_response_residual_rms": 467.21583939832925,
+ "mirror_update_rms": 58.335997671156115,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 15488,
+ "train_examples": 45000,
+ "train_loss": 5636463.313244444
+ },
+ {
+ "epoch": 45,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1744555416960315,
+ "mirror_response_residual_rms": 534.8003540964359,
+ "mirror_update_rms": 71.101584860161,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 15840,
+ "train_examples": 45000,
+ "train_loss": 6791371.261511111
+ },
+ {
+ "epoch": 46,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18611447036962508,
+ "mirror_response_residual_rms": 724.0998592595789,
+ "mirror_update_rms": 90.09689791886062,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 16192,
+ "train_examples": 45000,
+ "train_loss": 13092151.4672
+ },
+ {
+ "epoch": 47,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1746190608773175,
+ "mirror_response_residual_rms": 841.7455450074359,
+ "mirror_update_rms": 110.74197641879132,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 16544,
+ "train_examples": 45000,
+ "train_loss": 17874979.08088889
+ },
+ {
+ "epoch": 48,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18332063396202763,
+ "mirror_response_residual_rms": 1106.44388714552,
+ "mirror_update_rms": 142.67215538580754,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 16896,
+ "train_examples": 45000,
+ "train_loss": 29886619.14311111
+ },
+ {
+ "epoch": 49,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.17559674342885276,
+ "mirror_response_residual_rms": 1309.3478547752472,
+ "mirror_update_rms": 169.48276893487449,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 17248,
+ "train_examples": 45000,
+ "train_loss": 44705749.668977775
+ },
+ {
+ "epoch": 50,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.178813686974769,
+ "mirror_response_residual_rms": 1666.470702060352,
+ "mirror_update_rms": 214.71438013214353,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 17600,
+ "train_examples": 45000,
+ "train_loss": 68346633.8752
+ },
+ {
+ "epoch": 51,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18662713391866761,
+ "mirror_response_residual_rms": 2217.8449316645742,
+ "mirror_update_rms": 284.10560923075167,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 17952,
+ "train_examples": 45000,
+ "train_loss": 124116914.99235556
+ },
+ {
+ "epoch": 52,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.17934205222275518,
+ "mirror_response_residual_rms": 2659.718713499525,
+ "mirror_update_rms": 343.0783791711567,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 18304,
+ "train_examples": 45000,
+ "train_loss": 172458058.5841778
+ },
+ {
+ "epoch": 53,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1859129208889452,
+ "mirror_response_residual_rms": 3513.790284573236,
+ "mirror_update_rms": 450.09763237392434,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 18656,
+ "train_examples": 45000,
+ "train_loss": 309339393.3368889
+ },
+ {
+ "epoch": 54,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18399153254195033,
+ "mirror_response_residual_rms": 4393.667547175527,
+ "mirror_update_rms": 570.2181829209991,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 19008,
+ "train_examples": 45000,
+ "train_loss": 459414734.4497778
+ },
+ {
+ "epoch": 55,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1853021813264698,
+ "mirror_response_residual_rms": 5590.08499909042,
+ "mirror_update_rms": 718.4029199901084,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 19360,
+ "train_examples": 45000,
+ "train_loss": 793463121.351111
+ },
+ {
+ "epoch": 56,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.19489280827420655,
+ "mirror_response_residual_rms": 7560.064761557443,
+ "mirror_update_rms": 968.9969079091342,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 19712,
+ "train_examples": 45000,
+ "train_loss": 1333007938.8899555
+ },
+ {
+ "epoch": 57,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.17073401016694076,
+ "mirror_response_residual_rms": 8083.455972286784,
+ "mirror_update_rms": 1081.7724898096308,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 20064,
+ "train_examples": 45000,
+ "train_loss": 1532922301.4741333
+ },
+ {
+ "epoch": 58,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.17630603683121485,
+ "mirror_response_residual_rms": 10384.860035012036,
+ "mirror_update_rms": 1322.3898705386234,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 20416,
+ "train_examples": 45000,
+ "train_loss": 2652798095.223467
+ },
+ {
+ "epoch": 59,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18140232516945584,
+ "mirror_response_residual_rms": 13574.046510492546,
+ "mirror_update_rms": 1755.2198073305533,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 20768,
+ "train_examples": 45000,
+ "train_loss": 4811285971.672177
+ },
+ {
+ "epoch": 60,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18453846032492838,
+ "mirror_response_residual_rms": 17470.456784532664,
+ "mirror_update_rms": 2280.3137307007123,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 21120,
+ "train_examples": 45000,
+ "train_loss": 7552221584.497778
+ },
+ {
+ "epoch": 61,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18107685799981055,
+ "mirror_response_residual_rms": 21497.63299855653,
+ "mirror_update_rms": 2873.2881216182727,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 21472,
+ "train_examples": 45000,
+ "train_loss": 10946728254.21369
+ },
+ {
+ "epoch": 62,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18102814453764157,
+ "mirror_response_residual_rms": 26976.778231466178,
+ "mirror_update_rms": 3507.690709372985,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 21824,
+ "train_examples": 45000,
+ "train_loss": 17564997953.854576
+ },
+ {
+ "epoch": 63,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1783837304563061,
+ "mirror_response_residual_rms": 33000.382614263886,
+ "mirror_update_rms": 4304.0797659547425,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 22176,
+ "train_examples": 45000,
+ "train_loss": 26833638107.81867
+ },
+ {
+ "epoch": 64,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.17535460293748267,
+ "mirror_response_residual_rms": 40099.594777386184,
+ "mirror_update_rms": 5198.018456255257,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 22528,
+ "train_examples": 45000,
+ "train_loss": 41140095756.24249
+ },
+ {
+ "epoch": 65,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.17961166106353832,
+ "mirror_response_residual_rms": 51367.058565221116,
+ "mirror_update_rms": 6777.709826647028,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 22880,
+ "train_examples": 45000,
+ "train_loss": 60773717620.235374
+ },
+ {
+ "epoch": 66,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1811269145069264,
+ "mirror_response_residual_rms": 64865.691350121044,
+ "mirror_update_rms": 8338.061636316976,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 23232,
+ "train_examples": 45000,
+ "train_loss": 98383998289.32835
+ },
+ {
+ "epoch": 67,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18463290853391082,
+ "mirror_response_residual_rms": 83802.55149915033,
+ "mirror_update_rms": 10957.47010951481,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 23584,
+ "train_examples": 45000,
+ "train_loss": 176490147237.79697
+ },
+ {
+ "epoch": 68,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1794876925592518,
+ "mirror_response_residual_rms": 101696.82013722709,
+ "mirror_update_rms": 13411.347290345682,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 23936,
+ "train_examples": 45000,
+ "train_loss": 255842117496.19485
+ },
+ {
+ "epoch": 69,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.17822795020917803,
+ "mirror_response_residual_rms": 125772.15171833048,
+ "mirror_update_rms": 16511.972454146486,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 24288,
+ "train_examples": 45000,
+ "train_loss": 358484388522.6667
+ },
+ {
+ "epoch": 70,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.19554289081997547,
+ "mirror_response_residual_rms": 177640.9328548121,
+ "mirror_update_rms": 22584.679571557284,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 24640,
+ "train_examples": 45000,
+ "train_loss": 792783113077.1001
+ },
+ {
+ "epoch": 71,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1861383153455823,
+ "mirror_response_residual_rms": 213763.8259464994,
+ "mirror_update_rms": 28572.979543306457,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 24992,
+ "train_examples": 45000,
+ "train_loss": 1043875938761.2957
+ },
+ {
+ "epoch": 72,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1802558879375276,
+ "mirror_response_residual_rms": 258722.47525963813,
+ "mirror_update_rms": 34050.38042401327,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 25344,
+ "train_examples": 45000,
+ "train_loss": 1588843875908.5398
+ },
+ {
+ "epoch": 73,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18096636689451612,
+ "mirror_response_residual_rms": 324379.86535966373,
+ "mirror_update_rms": 42201.77580655228,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 25696,
+ "train_examples": 45000,
+ "train_loss": 2706677120683.213
+ },
+ {
+ "epoch": 74,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18419010067841654,
+ "mirror_response_residual_rms": 418610.1161341559,
+ "mirror_update_rms": 55279.74510038989,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 26048,
+ "train_examples": 45000,
+ "train_loss": 3922646842660.9097
+ },
+ {
+ "epoch": 75,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.17973940148357895,
+ "mirror_response_residual_rms": 508044.559060313,
+ "mirror_update_rms": 65859.1019107165,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 26400,
+ "train_examples": 45000,
+ "train_loss": 6108011498185.25
+ },
+ {
+ "epoch": 76,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18388618506857934,
+ "mirror_response_residual_rms": 657493.4999174849,
+ "mirror_update_rms": 85321.28164034746,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 26752,
+ "train_examples": 45000,
+ "train_loss": 10141217093344.006
+ },
+ {
+ "epoch": 77,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18735740182710184,
+ "mirror_response_residual_rms": 854163.0224306438,
+ "mirror_update_rms": 110091.04673989624,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 27104,
+ "train_examples": 45000,
+ "train_loss": 17790416377715.098
+ },
+ {
+ "epoch": 78,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.19003628168513673,
+ "mirror_response_residual_rms": 1119451.5912114652,
+ "mirror_update_rms": 147374.52377531424,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 27456,
+ "train_examples": 45000,
+ "train_loss": 30380973543280.55
+ },
+ {
+ "epoch": 79,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18090824787881385,
+ "mirror_response_residual_rms": 1335647.463668788,
+ "mirror_update_rms": 177988.60969112904,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 27808,
+ "train_examples": 45000,
+ "train_loss": 41709467618235.01
+ },
+ {
+ "epoch": 80,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1898431409649226,
+ "mirror_response_residual_rms": 1800206.3382607142,
+ "mirror_update_rms": 231471.48319929,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 28160,
+ "train_examples": 45000,
+ "train_loss": 79553879526628.11
+ },
+ {
+ "epoch": 81,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18858933860173666,
+ "mirror_response_residual_rms": 2290311.9855850786,
+ "mirror_update_rms": 304715.60732280766,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 28512,
+ "train_examples": 45000,
+ "train_loss": 134003902370149.53
+ },
+ {
+ "epoch": 82,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18903455431275143,
+ "mirror_response_residual_rms": 2935674.0224626358,
+ "mirror_update_rms": 380333.01479478984,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 28864,
+ "train_examples": 45000,
+ "train_loss": 195446795575323.66
+ },
+ {
+ "epoch": 83,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18552133326240253,
+ "mirror_response_residual_rms": 3649113.9615057916,
+ "mirror_update_rms": 472973.0840752212,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 29216,
+ "train_examples": 45000,
+ "train_loss": 328307573206507.7
+ },
+ {
+ "epoch": 84,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1871710235829224,
+ "mirror_response_residual_rms": 4712112.5393311195,
+ "mirror_update_rms": 625773.0681054839,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 29568,
+ "train_examples": 45000,
+ "train_loss": 540371527653689.5
+ },
+ {
+ "epoch": 85,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18686970229182326,
+ "mirror_response_residual_rms": 5959242.205373104,
+ "mirror_update_rms": 782316.5334189691,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 29920,
+ "train_examples": 45000,
+ "train_loss": 809226572376921.4
+ },
+ {
+ "epoch": 86,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18170413384572284,
+ "mirror_response_residual_rms": 7280688.028885112,
+ "mirror_update_rms": 943222.9128179882,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 30272,
+ "train_examples": 45000,
+ "train_loss": 1202605108566151.8
+ },
+ {
+ "epoch": 87,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18938218997417897,
+ "mirror_response_residual_rms": 9736101.237685226,
+ "mirror_update_rms": 1256339.8531903229,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 30624,
+ "train_examples": 45000,
+ "train_loss": 2290791576165842.0
+ },
+ {
+ "epoch": 88,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.18570973089994655,
+ "mirror_response_residual_rms": 12105269.685644234,
+ "mirror_update_rms": 1611442.535408771,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 30976,
+ "train_examples": 45000,
+ "train_loss": 3386755509415738.5
+ },
+ {
+ "epoch": 89,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1843602737209167,
+ "mirror_response_residual_rms": 15199152.999261754,
+ "mirror_update_rms": 1971571.6992519656,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 31328,
+ "train_examples": 45000,
+ "train_loss": 5208089187694965.0
+ },
+ {
+ "epoch": 90,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.21858175499831747,
+ "mirror_response_residual_rms": 23037592.17211868,
+ "mirror_update_rms": 2566309.0258844886,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 31680,
+ "train_examples": 45000,
+ "train_loss": 9531445722550406.0
+ },
+ {
+ "epoch": 91,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.20686517289704395,
+ "mirror_response_residual_rms": 26926553.356225573,
+ "mirror_update_rms": 3094218.4297929276,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 32032,
+ "train_examples": 45000,
+ "train_loss": 1.1028518796957628e+16
+ },
+ {
+ "epoch": 92,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.2184259488858253,
+ "mirror_response_residual_rms": 33706387.541730076,
+ "mirror_update_rms": 3494422.0886306763,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 32384,
+ "train_examples": 45000,
+ "train_loss": 1.5808196181353206e+16
+ },
+ {
+ "epoch": 93,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1900621536360849,
+ "mirror_response_residual_rms": 32980082.75589377,
+ "mirror_update_rms": 3963598.358970932,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 32736,
+ "train_examples": 45000,
+ "train_loss": 1.4888829304130642e+16
+ },
+ {
+ "epoch": 94,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.13379056089318841,
+ "mirror_response_residual_rms": 23828338.58614168,
+ "mirror_update_rms": 3886010.939256947,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 33088,
+ "train_examples": 45000,
+ "train_loss": 1.3880673278480904e+16
+ },
+ {
+ "epoch": 95,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.128798268991764,
+ "mirror_response_residual_rms": 23047462.405486204,
+ "mirror_update_rms": 3772978.128276217,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 33440,
+ "train_examples": 45000,
+ "train_loss": 1.3919191122053262e+16
+ },
+ {
+ "epoch": 96,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.1316850882560173,
+ "mirror_response_residual_rms": 23885031.5393649,
+ "mirror_update_rms": 3797964.952497794,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 33792,
+ "train_examples": 45000,
+ "train_loss": 1.2508984939937554e+16
+ },
+ {
+ "epoch": 97,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.11539434120659725,
+ "mirror_response_residual_rms": 20917237.293214742,
+ "mirror_update_rms": 3629201.827944914,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 34144,
+ "train_examples": 45000,
+ "train_loss": 1.2320241830166044e+16
+ },
+ {
+ "epoch": 98,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.10226171819833896,
+ "mirror_response_residual_rms": 18389204.321048595,
+ "mirror_update_rms": 3453547.717277361,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 34496,
+ "train_examples": 45000,
+ "train_loss": 1.0208179499010662e+16
+ },
+ {
+ "epoch": 99,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.10653423496776888,
+ "mirror_response_residual_rms": 19073907.00763785,
+ "mirror_update_rms": 3576712.541446859,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 34848,
+ "train_examples": 45000,
+ "train_loss": 1.1274575128102436e+16
+ },
+ {
+ "epoch": 100,
+ "lr": 0.1,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.09601334576024682,
+ "mirror_response_residual_rms": 16954939.118557964,
+ "mirror_update_rms": 3631376.9407005864,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.1,
+ "step": 35200,
+ "train_examples": 45000,
+ "train_loss": 9654927919423592.0
+ },
+ {
+ "epoch": 101,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.05007619556399978,
+ "mirror_response_residual_rms": 8678039.387749843,
+ "mirror_update_rms": 2200752.763350605,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 35552,
+ "train_examples": 45000,
+ "train_loss": 2685812866323736.0
+ },
+ {
+ "epoch": 102,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.025464442061644322,
+ "mirror_response_residual_rms": 4338527.072616534,
+ "mirror_update_rms": 831726.585555313,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 35904,
+ "train_examples": 45000,
+ "train_loss": 1542737949098170.5
+ },
+ {
+ "epoch": 103,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.017440496623211545,
+ "mirror_response_residual_rms": 2953668.1739617838,
+ "mirror_update_rms": 413629.8954984534,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 36256,
+ "train_examples": 45000,
+ "train_loss": 1183100001330467.0
+ },
+ {
+ "epoch": 104,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.013086733649498918,
+ "mirror_response_residual_rms": 2194251.548283121,
+ "mirror_update_rms": 257828.15337585015,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 36608,
+ "train_examples": 45000,
+ "train_loss": 968386359265154.4
+ },
+ {
+ "epoch": 105,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.01088335763231425,
+ "mirror_response_residual_rms": 1813165.2837789103,
+ "mirror_update_rms": 195048.0940523917,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 36960,
+ "train_examples": 45000,
+ "train_loss": 869776046322561.9
+ },
+ {
+ "epoch": 106,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.009499648803500215,
+ "mirror_response_residual_rms": 1573611.7734772088,
+ "mirror_update_rms": 162998.96583068467,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 37312,
+ "train_examples": 45000,
+ "train_loss": 768828992904786.4
+ },
+ {
+ "epoch": 107,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.008443350908718023,
+ "mirror_response_residual_rms": 1390910.5224194033,
+ "mirror_update_rms": 138976.35164619682,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 37664,
+ "train_examples": 45000,
+ "train_loss": 731888668104644.6
+ },
+ {
+ "epoch": 108,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.008011575043358851,
+ "mirror_response_residual_rms": 1312958.2721799032,
+ "mirror_update_rms": 128914.45254236949,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 38016,
+ "train_examples": 45000,
+ "train_loss": 713305250399594.5
+ },
+ {
+ "epoch": 109,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0073659721440511835,
+ "mirror_response_residual_rms": 1201779.4236550073,
+ "mirror_update_rms": 120465.23578049015,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 38368,
+ "train_examples": 45000,
+ "train_loss": 677757413458252.0
+ },
+ {
+ "epoch": 110,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.007133456253102175,
+ "mirror_response_residual_rms": 1157068.9408236998,
+ "mirror_update_rms": 112291.41033770666,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 38720,
+ "train_examples": 45000,
+ "train_loss": 625836772680904.8
+ },
+ {
+ "epoch": 111,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.007280583051060433,
+ "mirror_response_residual_rms": 1177446.0560974798,
+ "mirror_update_rms": 110508.36704757994,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 39072,
+ "train_examples": 45000,
+ "train_loss": 672107429864931.4
+ },
+ {
+ "epoch": 112,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006962275900756396,
+ "mirror_response_residual_rms": 1119853.1181717757,
+ "mirror_update_rms": 104260.1949019794,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 39424,
+ "train_examples": 45000,
+ "train_loss": 584026185917035.0
+ },
+ {
+ "epoch": 113,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.007171235033341957,
+ "mirror_response_residual_rms": 1150059.4935755366,
+ "mirror_update_rms": 103543.28291815725,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 39776,
+ "train_examples": 45000,
+ "train_loss": 655910883588786.6
+ },
+ {
+ "epoch": 114,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006791146840872226,
+ "mirror_response_residual_rms": 1085348.125182368,
+ "mirror_update_rms": 100022.97957162489,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 40128,
+ "train_examples": 45000,
+ "train_loss": 594731629461728.2
+ },
+ {
+ "epoch": 115,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0066752400037565504,
+ "mirror_response_residual_rms": 1061156.3200544603,
+ "mirror_update_rms": 97680.03463975567,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 40480,
+ "train_examples": 45000,
+ "train_loss": 585738924981922.5
+ },
+ {
+ "epoch": 116,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.00687073840358863,
+ "mirror_response_residual_rms": 1089158.2530041405,
+ "mirror_update_rms": 97449.83883362441,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 40832,
+ "train_examples": 45000,
+ "train_loss": 648997796046001.5
+ },
+ {
+ "epoch": 117,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006623191988131194,
+ "mirror_response_residual_rms": 1044907.0573297386,
+ "mirror_update_rms": 94962.5233855449,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 41184,
+ "train_examples": 45000,
+ "train_loss": 627047655602394.9
+ },
+ {
+ "epoch": 118,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006828525904102637,
+ "mirror_response_residual_rms": 1074762.5561427027,
+ "mirror_update_rms": 98280.48257698271,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 41536,
+ "train_examples": 45000,
+ "train_loss": 628574778039631.1
+ },
+ {
+ "epoch": 119,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006799931982003371,
+ "mirror_response_residual_rms": 1064404.0593299875,
+ "mirror_update_rms": 95447.1747766641,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 41888,
+ "train_examples": 45000,
+ "train_loss": 589941104878201.5
+ },
+ {
+ "epoch": 120,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0067998542391554395,
+ "mirror_response_residual_rms": 1061315.1924613614,
+ "mirror_update_rms": 94584.0734345371,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 42240,
+ "train_examples": 45000,
+ "train_loss": 573994089067536.6
+ },
+ {
+ "epoch": 121,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006642465879742914,
+ "mirror_response_residual_rms": 1032394.358680163,
+ "mirror_update_rms": 92066.28875345645,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 42592,
+ "train_examples": 45000,
+ "train_loss": 568712569978850.9
+ },
+ {
+ "epoch": 122,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006595007918939228,
+ "mirror_response_residual_rms": 1017818.1026309867,
+ "mirror_update_rms": 90729.02627546371,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 42944,
+ "train_examples": 45000,
+ "train_loss": 552122170345963.9
+ },
+ {
+ "epoch": 123,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006832428471027269,
+ "mirror_response_residual_rms": 1053073.9852018063,
+ "mirror_update_rms": 91736.27698295841,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 43296,
+ "train_examples": 45000,
+ "train_loss": 618764466178810.8
+ },
+ {
+ "epoch": 124,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006809612547507064,
+ "mirror_response_residual_rms": 1046847.8183816015,
+ "mirror_update_rms": 92294.90685002417,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 43648,
+ "train_examples": 45000,
+ "train_loss": 611452914381351.2
+ },
+ {
+ "epoch": 125,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006667132503391487,
+ "mirror_response_residual_rms": 1021494.4585219845,
+ "mirror_update_rms": 92605.79022325971,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 44000,
+ "train_examples": 45000,
+ "train_loss": 581556050629586.0
+ },
+ {
+ "epoch": 126,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006782468377429878,
+ "mirror_response_residual_rms": 1033167.6328883163,
+ "mirror_update_rms": 92334.49869874583,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 44352,
+ "train_examples": 45000,
+ "train_loss": 600776144712397.2
+ },
+ {
+ "epoch": 127,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006833546552036531,
+ "mirror_response_residual_rms": 1038288.8922962393,
+ "mirror_update_rms": 92362.97052286884,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 44704,
+ "train_examples": 45000,
+ "train_loss": 631050040659038.1
+ },
+ {
+ "epoch": 128,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006990183509284284,
+ "mirror_response_residual_rms": 1060676.5728971122,
+ "mirror_update_rms": 95248.81431576378,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 45056,
+ "train_examples": 45000,
+ "train_loss": 624655222047675.4
+ },
+ {
+ "epoch": 129,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0068044943283255745,
+ "mirror_response_residual_rms": 1025096.6113397344,
+ "mirror_update_rms": 90868.9044800425,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 45408,
+ "train_examples": 45000,
+ "train_loss": 559598045456615.2
+ },
+ {
+ "epoch": 130,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.00664731148503295,
+ "mirror_response_residual_rms": 998640.0638799268,
+ "mirror_update_rms": 88580.75029270866,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 45760,
+ "train_examples": 45000,
+ "train_loss": 553175264007314.2
+ },
+ {
+ "epoch": 131,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.00727493634617216,
+ "mirror_response_residual_rms": 1089527.24497701,
+ "mirror_update_rms": 92118.74338608036,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 46112,
+ "train_examples": 45000,
+ "train_loss": 637205817216467.0
+ },
+ {
+ "epoch": 132,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.007176356642018252,
+ "mirror_response_residual_rms": 1071260.3932451278,
+ "mirror_update_rms": 93108.29632830959,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 46464,
+ "train_examples": 45000,
+ "train_loss": 585200561449482.5
+ },
+ {
+ "epoch": 133,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006926766321691114,
+ "mirror_response_residual_rms": 1032639.9513879622,
+ "mirror_update_rms": 90711.73210164852,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 46816,
+ "train_examples": 45000,
+ "train_loss": 608497134244911.1
+ },
+ {
+ "epoch": 134,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.007031989825841695,
+ "mirror_response_residual_rms": 1041955.9011630568,
+ "mirror_update_rms": 90427.13109136443,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 47168,
+ "train_examples": 45000,
+ "train_loss": 620365679009039.1
+ },
+ {
+ "epoch": 135,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006995993190008252,
+ "mirror_response_residual_rms": 1033365.2555759613,
+ "mirror_update_rms": 90241.4221074971,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 47520,
+ "train_examples": 45000,
+ "train_loss": 594346064258473.1
+ },
+ {
+ "epoch": 136,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.007197294502746857,
+ "mirror_response_residual_rms": 1058573.849334281,
+ "mirror_update_rms": 90254.36168400788,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 47872,
+ "train_examples": 45000,
+ "train_loss": 612038576587121.9
+ },
+ {
+ "epoch": 137,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.007682614039846408,
+ "mirror_response_residual_rms": 1126129.1386334912,
+ "mirror_update_rms": 95748.24352914802,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 48224,
+ "train_examples": 45000,
+ "train_loss": 626325654461824.6
+ },
+ {
+ "epoch": 138,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.007144809275862734,
+ "mirror_response_residual_rms": 1045163.2029975861,
+ "mirror_update_rms": 94728.94677210202,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 48576,
+ "train_examples": 45000,
+ "train_loss": 590664627087404.8
+ },
+ {
+ "epoch": 139,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006923401842169676,
+ "mirror_response_residual_rms": 1009537.7472674883,
+ "mirror_update_rms": 91395.75034929103,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 48928,
+ "train_examples": 45000,
+ "train_loss": 568850763128580.0
+ },
+ {
+ "epoch": 140,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.007964083169015453,
+ "mirror_response_residual_rms": 1155621.3027283526,
+ "mirror_update_rms": 95774.40004307772,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 49280,
+ "train_examples": 45000,
+ "train_loss": 644006964805902.9
+ },
+ {
+ "epoch": 141,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0072351711936741595,
+ "mirror_response_residual_rms": 1046475.7189914059,
+ "mirror_update_rms": 92505.73905233058,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 49632,
+ "train_examples": 45000,
+ "train_loss": 590609789821858.6
+ },
+ {
+ "epoch": 142,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0071366416802181995,
+ "mirror_response_residual_rms": 1028323.5082519726,
+ "mirror_update_rms": 90241.17121400796,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 49984,
+ "train_examples": 45000,
+ "train_loss": 562891237973289.25
+ },
+ {
+ "epoch": 143,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.007187517113215339,
+ "mirror_response_residual_rms": 1032971.3788936894,
+ "mirror_update_rms": 88456.59733694022,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 50336,
+ "train_examples": 45000,
+ "train_loss": 578743017739864.6
+ },
+ {
+ "epoch": 144,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.007152436765486301,
+ "mirror_response_residual_rms": 1022168.385118116,
+ "mirror_update_rms": 88797.28812404908,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 50688,
+ "train_examples": 45000,
+ "train_loss": 566067590032616.5
+ },
+ {
+ "epoch": 145,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.006981905942004935,
+ "mirror_response_residual_rms": 995277.1459890343,
+ "mirror_update_rms": 88761.07033959444,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 51040,
+ "train_examples": 45000,
+ "train_loss": 574351047832004.2
+ },
+ {
+ "epoch": 146,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.00733955937548507,
+ "mirror_response_residual_rms": 1043803.7987524386,
+ "mirror_update_rms": 89058.0615793717,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 51392,
+ "train_examples": 45000,
+ "train_loss": 576169318693417.8
+ },
+ {
+ "epoch": 147,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.007256925117479931,
+ "mirror_response_residual_rms": 1027582.2779337709,
+ "mirror_update_rms": 88435.61686661586,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 51744,
+ "train_examples": 45000,
+ "train_loss": 547014509576824.06
+ },
+ {
+ "epoch": 148,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.007177127243177316,
+ "mirror_response_residual_rms": 1012994.2162651333,
+ "mirror_update_rms": 87382.46114962958,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 52096,
+ "train_examples": 45000,
+ "train_loss": 532413816954229.0
+ },
+ {
+ "epoch": 149,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.007089626319017847,
+ "mirror_response_residual_rms": 997003.6974855083,
+ "mirror_update_rms": 86343.38372993768,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 52448,
+ "train_examples": 45000,
+ "train_loss": 546490833460532.94
+ },
+ {
+ "epoch": 150,
+ "lr": 0.010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.007007133536513155,
+ "mirror_response_residual_rms": 980852.6251162622,
+ "mirror_update_rms": 86053.87791524969,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.010000000000000002,
+ "step": 52800,
+ "train_examples": 45000,
+ "train_loss": 536405733433724.1
+ },
+ {
+ "epoch": 151,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0032087842642215675,
+ "mirror_response_residual_rms": 447777.9449965618,
+ "mirror_update_rms": 52933.57200670927,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 53152,
+ "train_examples": 45000,
+ "train_loss": 290791142991977.94
+ },
+ {
+ "epoch": 152,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.001999295464187333,
+ "mirror_response_residual_rms": 279073.6974907134,
+ "mirror_update_rms": 23165.475315146145,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 53504,
+ "train_examples": 45000,
+ "train_loss": 255500716981762.28
+ },
+ {
+ "epoch": 153,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0017815018538181486,
+ "mirror_response_residual_rms": 248959.96729436552,
+ "mirror_update_rms": 16594.365705704,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 53856,
+ "train_examples": 45000,
+ "train_loss": 237142084347768.2
+ },
+ {
+ "epoch": 154,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0016639341173205543,
+ "mirror_response_residual_rms": 232207.99658755856,
+ "mirror_update_rms": 14970.390528111138,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 54208,
+ "train_examples": 45000,
+ "train_loss": 224787508784115.8
+ },
+ {
+ "epoch": 155,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0016099386838185669,
+ "mirror_response_residual_rms": 224474.44327205757,
+ "mirror_update_rms": 14151.976886641462,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 54560,
+ "train_examples": 45000,
+ "train_loss": 212567207284117.78
+ },
+ {
+ "epoch": 156,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0014943898185704003,
+ "mirror_response_residual_rms": 208407.78769944093,
+ "mirror_update_rms": 13113.396606462915,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 54912,
+ "train_examples": 45000,
+ "train_loss": 208400407312174.66
+ },
+ {
+ "epoch": 157,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0014775262134272362,
+ "mirror_response_residual_rms": 205385.44525231214,
+ "mirror_update_rms": 12672.589007105735,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 55264,
+ "train_examples": 45000,
+ "train_loss": 194515582748086.2
+ },
+ {
+ "epoch": 158,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0014208568165277507,
+ "mirror_response_residual_rms": 197479.6332734282,
+ "mirror_update_rms": 12243.487475586227,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 55616,
+ "train_examples": 45000,
+ "train_loss": 189595967321124.97
+ },
+ {
+ "epoch": 159,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0013475312519654994,
+ "mirror_response_residual_rms": 187505.40203064497,
+ "mirror_update_rms": 11711.669432348875,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 55968,
+ "train_examples": 45000,
+ "train_loss": 183776109209647.7
+ },
+ {
+ "epoch": 160,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0013431393270176373,
+ "mirror_response_residual_rms": 187143.39466572073,
+ "mirror_update_rms": 11320.88741566046,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 56320,
+ "train_examples": 45000,
+ "train_loss": 173374222030427.47
+ },
+ {
+ "epoch": 161,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0012856528402726945,
+ "mirror_response_residual_rms": 178642.99113782975,
+ "mirror_update_rms": 11126.734709863245,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 56672,
+ "train_examples": 45000,
+ "train_loss": 173037323713039.56
+ },
+ {
+ "epoch": 162,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0012500955155314282,
+ "mirror_response_residual_rms": 173963.05234524232,
+ "mirror_update_rms": 10750.137351449426,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 57024,
+ "train_examples": 45000,
+ "train_loss": 162943987695717.94
+ },
+ {
+ "epoch": 163,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0012274067571383946,
+ "mirror_response_residual_rms": 170544.54784321238,
+ "mirror_update_rms": 10308.406553602488,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 57376,
+ "train_examples": 45000,
+ "train_loss": 160870316729317.6
+ },
+ {
+ "epoch": 164,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0012143428054024142,
+ "mirror_response_residual_rms": 168541.9411038527,
+ "mirror_update_rms": 10026.049650677493,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 57728,
+ "train_examples": 45000,
+ "train_loss": 152615502997403.16
+ },
+ {
+ "epoch": 165,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0011618848960382778,
+ "mirror_response_residual_rms": 161249.47841337245,
+ "mirror_update_rms": 9877.76319917752,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 58080,
+ "train_examples": 45000,
+ "train_loss": 147715078304539.9
+ },
+ {
+ "epoch": 166,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0011709939764778443,
+ "mirror_response_residual_rms": 162409.74849408612,
+ "mirror_update_rms": 9581.047165424463,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 58432,
+ "train_examples": 45000,
+ "train_loss": 149022314113729.97
+ },
+ {
+ "epoch": 167,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.00114368928852084,
+ "mirror_response_residual_rms": 158723.66304442205,
+ "mirror_update_rms": 9274.600017548708,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 58784,
+ "train_examples": 45000,
+ "train_loss": 145975274601662.97
+ },
+ {
+ "epoch": 168,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0011113454636964505,
+ "mirror_response_residual_rms": 153535.55047773395,
+ "mirror_update_rms": 9169.623612582436,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 59136,
+ "train_examples": 45000,
+ "train_loss": 140674355640815.53
+ },
+ {
+ "epoch": 169,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0010955640187658362,
+ "mirror_response_residual_rms": 151636.68171368883,
+ "mirror_update_rms": 9028.461506247086,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 59488,
+ "train_examples": 45000,
+ "train_loss": 138681999363460.3
+ },
+ {
+ "epoch": 170,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0011083108631044982,
+ "mirror_response_residual_rms": 153273.4338426599,
+ "mirror_update_rms": 8847.45158370748,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 59840,
+ "train_examples": 45000,
+ "train_loss": 134086743509958.66
+ },
+ {
+ "epoch": 171,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.001059070866597855,
+ "mirror_response_residual_rms": 146400.78252848756,
+ "mirror_update_rms": 8638.841519859418,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 60192,
+ "train_examples": 45000,
+ "train_loss": 130867960700690.61
+ },
+ {
+ "epoch": 172,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0010782376483572434,
+ "mirror_response_residual_rms": 148982.80637432565,
+ "mirror_update_rms": 8500.595883124372,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 60544,
+ "train_examples": 45000,
+ "train_loss": 131899575170941.3
+ },
+ {
+ "epoch": 173,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.001025326273471645,
+ "mirror_response_residual_rms": 141895.38581659968,
+ "mirror_update_rms": 8448.631889640494,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 60896,
+ "train_examples": 45000,
+ "train_loss": 126561423696354.05
+ },
+ {
+ "epoch": 174,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0010562072572070209,
+ "mirror_response_residual_rms": 145845.37717105175,
+ "mirror_update_rms": 8471.085631430662,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 61248,
+ "train_examples": 45000,
+ "train_loss": 124120458756020.27
+ },
+ {
+ "epoch": 175,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0010165783017837598,
+ "mirror_response_residual_rms": 140287.6153044427,
+ "mirror_update_rms": 8216.515302120677,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 61600,
+ "train_examples": 45000,
+ "train_loss": 122149353463835.67
+ },
+ {
+ "epoch": 176,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0009861995894133544,
+ "mirror_response_residual_rms": 135997.74408898997,
+ "mirror_update_rms": 7994.437876091781,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 61952,
+ "train_examples": 45000,
+ "train_loss": 119131704066991.72
+ },
+ {
+ "epoch": 177,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0010089913501434918,
+ "mirror_response_residual_rms": 139091.17556596536,
+ "mirror_update_rms": 8007.664973720693,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 62304,
+ "train_examples": 45000,
+ "train_loss": 118752039003476.61
+ },
+ {
+ "epoch": 178,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0009991471698646422,
+ "mirror_response_residual_rms": 137830.24079490898,
+ "mirror_update_rms": 7845.982322296591,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 62656,
+ "train_examples": 45000,
+ "train_loss": 116937039180207.81
+ },
+ {
+ "epoch": 179,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0009777638864413196,
+ "mirror_response_residual_rms": 134920.04129773405,
+ "mirror_update_rms": 7699.635825450148,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 63008,
+ "train_examples": 45000,
+ "train_loss": 115498679129004.08
+ },
+ {
+ "epoch": 180,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0009629198876278138,
+ "mirror_response_residual_rms": 132860.51200841728,
+ "mirror_update_rms": 7640.070607115113,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 63360,
+ "train_examples": 45000,
+ "train_loss": 110589073182978.5
+ },
+ {
+ "epoch": 181,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0009544134332446694,
+ "mirror_response_residual_rms": 131206.3883222477,
+ "mirror_update_rms": 7493.416145239424,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 63712,
+ "train_examples": 45000,
+ "train_loss": 107961896251995.66
+ },
+ {
+ "epoch": 182,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0009379672638411429,
+ "mirror_response_residual_rms": 129260.96492484286,
+ "mirror_update_rms": 7425.527523645123,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 64064,
+ "train_examples": 45000,
+ "train_loss": 105197935579714.9
+ },
+ {
+ "epoch": 183,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.000977036531632824,
+ "mirror_response_residual_rms": 134436.5471177028,
+ "mirror_update_rms": 7443.531530709466,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 64416,
+ "train_examples": 45000,
+ "train_loss": 108604489967261.73
+ },
+ {
+ "epoch": 184,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0009384160472791108,
+ "mirror_response_residual_rms": 129188.49014012153,
+ "mirror_update_rms": 7296.443772341943,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 64768,
+ "train_examples": 45000,
+ "train_loss": 109384364098019.52
+ },
+ {
+ "epoch": 185,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0009414905730334572,
+ "mirror_response_residual_rms": 129269.97882887031,
+ "mirror_update_rms": 7243.7012446729705,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 65120,
+ "train_examples": 45000,
+ "train_loss": 103255089672082.05
+ },
+ {
+ "epoch": 186,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.000932192632579979,
+ "mirror_response_residual_rms": 128013.12664497542,
+ "mirror_update_rms": 7146.149532650844,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 65472,
+ "train_examples": 45000,
+ "train_loss": 102638880865526.31
+ },
+ {
+ "epoch": 187,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0009103720910796426,
+ "mirror_response_residual_rms": 124976.02616910689,
+ "mirror_update_rms": 7148.405145932297,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 65824,
+ "train_examples": 45000,
+ "train_loss": 98623481536018.3
+ },
+ {
+ "epoch": 188,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0009235896524995814,
+ "mirror_response_residual_rms": 126771.72839843947,
+ "mirror_update_rms": 7089.127334086657,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 66176,
+ "train_examples": 45000,
+ "train_loss": 97190608395013.69
+ },
+ {
+ "epoch": 189,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.000918707577524986,
+ "mirror_response_residual_rms": 126163.4560925949,
+ "mirror_update_rms": 7040.906495507836,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 66528,
+ "train_examples": 45000,
+ "train_loss": 100718257142543.89
+ },
+ {
+ "epoch": 190,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0009150105731567869,
+ "mirror_response_residual_rms": 125399.70188986123,
+ "mirror_update_rms": 7085.229258096326,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 66880,
+ "train_examples": 45000,
+ "train_loss": 100124271651050.11
+ },
+ {
+ "epoch": 191,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0009168686247955499,
+ "mirror_response_residual_rms": 125690.86517330584,
+ "mirror_update_rms": 6912.006706956782,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 67232,
+ "train_examples": 45000,
+ "train_loss": 96021660878026.25
+ },
+ {
+ "epoch": 192,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0008978633099696281,
+ "mirror_response_residual_rms": 123156.36110672857,
+ "mirror_update_rms": 6793.551535886159,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 67584,
+ "train_examples": 45000,
+ "train_loss": 96242815941150.12
+ },
+ {
+ "epoch": 193,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0008827945562784333,
+ "mirror_response_residual_rms": 121085.07525103634,
+ "mirror_update_rms": 6824.396519630675,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 67936,
+ "train_examples": 45000,
+ "train_loss": 90978474028346.03
+ },
+ {
+ "epoch": 194,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0009324719244620326,
+ "mirror_response_residual_rms": 127985.53551857443,
+ "mirror_update_rms": 6947.703788473882,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 68288,
+ "train_examples": 45000,
+ "train_loss": 96810687187403.84
+ },
+ {
+ "epoch": 195,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0009198801757618173,
+ "mirror_response_residual_rms": 125902.66336070251,
+ "mirror_update_rms": 6847.628727216657,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 68640,
+ "train_examples": 45000,
+ "train_loss": 94776781496344.77
+ },
+ {
+ "epoch": 196,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0008748863621404889,
+ "mirror_response_residual_rms": 119901.70220166737,
+ "mirror_update_rms": 6681.125528773386,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 68992,
+ "train_examples": 45000,
+ "train_loss": 94696944802481.22
+ },
+ {
+ "epoch": 197,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0008890893212298624,
+ "mirror_response_residual_rms": 121926.22679854333,
+ "mirror_update_rms": 6669.037733824636,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 69344,
+ "train_examples": 45000,
+ "train_loss": 91934331761194.14
+ },
+ {
+ "epoch": 198,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0008945555896561919,
+ "mirror_response_residual_rms": 122263.97020262144,
+ "mirror_update_rms": 6600.694677847766,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 69696,
+ "train_examples": 45000,
+ "train_loss": 91486208920160.39
+ },
+ {
+ "epoch": 199,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0008649277129327108,
+ "mirror_response_residual_rms": 118035.00068733803,
+ "mirror_update_rms": 6560.013784059727,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 70048,
+ "train_examples": 45000,
+ "train_loss": 87027075818455.05
+ },
+ {
+ "epoch": 200,
+ "lr": 0.0010000000000000002,
+ "mirror": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.0008524223930613697,
+ "mirror_response_residual_rms": 116590.40100360393,
+ "mirror_update_rms": 6515.713952715815,
+ "readout_batch_size": 1024.0
+ },
+ "output_lr": 0.0010000000000000002,
+ "step": 70400,
+ "train_examples": 45000,
+ "train_loss": 89503349143584.4
+ }
+ ],
+ "evaluation_protocol": {
+ "test_evaluations": 0,
+ "test_used_for_selection": false,
+ "validation_evaluations": 1
+ },
+ "final": {
+ "accuracy": 0.1,
+ "epoch": 200,
+ "evaluation_split": "validation",
+ "finite": false,
+ "loss": NaN,
+ "step": 70400
+ },
+ "hardware": {
+ "cuda_device_name": "NVIDIA GeForce GTX 1080",
+ "cuda_visible_devices": "5",
+ "device": "cuda",
+ "device_total_memory_bytes": 8507949056,
+ "peak_memory_allocated_bytes": 2161716736,
+ "peak_memory_reserved_bytes": 2883584000,
+ "torch_version": "2.3.1+cu118"
+ },
+ "mirror_warmup": {
+ "first": {
+ "conv_batch_size": 1,
+ "mirror_response_residual_fraction": 1.4124661316345333,
+ "mirror_response_residual_rms": 1.90927576279183,
+ "mirror_update_rms": 0.25520769706611623,
+ "readout_batch_size": 1024
+ },
+ "last": {
+ "conv_batch_size": 1,
+ "mirror_response_residual_fraction": 0.26271250078043745,
+ "mirror_response_residual_rms": 0.3557588547676734,
+ "mirror_update_rms": 0.0907495165488641,
+ "readout_batch_size": 1024
+ },
+ "mean": {
+ "conv_batch_size": 1.0,
+ "mirror_response_residual_fraction": 0.6719071790962137,
+ "mirror_response_residual_rms": 0.9100978838204868,
+ "mirror_update_rms": 0.15685383656211757,
+ "readout_batch_size": 1024.0
+ },
+ "steps": 20
+ },
+ "protocol_family": "oral_a_cifar_local_resnet_development",
+ "provenance": {
+ "git_commit": "8a5c1045a43b1f91fd46b2fcc044b032cb14718c",
+ "git_tracked_dirty": false
+ },
+ "schema_version": 1,
+ "split": {
+ "cifar_source_files": [
+ {
+ "bytes": 31035704,
+ "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/data_batch_1",
+ "sha256": "54636561a3ce25bd3e19253c6b0d8538147b0ae398331ac4a2d86c6d987368cd"
+ },
+ {
+ "bytes": 31035320,
+ "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/data_batch_2",
+ "sha256": "766b2cef9fbc745cf056b3152224f7cf77163b330ea9a15f9392beb8b89bc5a8"
+ },
+ {
+ "bytes": 31035999,
+ "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/data_batch_3",
+ "sha256": "0f00d98ebfb30b3ec0ad19f9756dc2630b89003e10525f5e148445e82aa6a1f9"
+ },
+ {
+ "bytes": 31035696,
+ "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/data_batch_4",
+ "sha256": "3f7bb240661948b8f4d53e36ec720d8306f5668bd0071dcb4e6c947f78e9682b"
+ },
+ {
+ "bytes": 31035623,
+ "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/data_batch_5",
+ "sha256": "d91802434d8376bbaeeadf58a737e3a1b12ac839077e931237e0dcd43adcb154"
+ },
+ {
+ "bytes": 31035526,
+ "path": "/home/yurenh2/sdrn/data/cifar-10-batches-py/test_batch",
+ "sha256": "f53d8d457504f7cff4ea9e021afcf0e0ad8e24a91f3fc42091b8adef61157831"
+ }
+ ],
+ "dataset": "cifar10",
+ "evaluation_split": "validation",
+ "input_layout": "NCHW",
+ "input_shape": [
+ 3,
+ 32,
+ 32
+ ],
+ "loader_seed": 0,
+ "normalization_mean": [
+ 0.49140000343322754,
+ 0.4821999967098236,
+ 0.4465000033378601
+ ],
+ "normalization_std": [
+ 0.24699999392032623,
+ 0.2434999942779541,
+ 0.26159998774528503
+ ],
+ "split_from_training_only": true,
+ "split_seed": 2027,
+ "test_examples": 10000,
+ "train_examples": 45000,
+ "training_augmentation": "random_crop_32_padding_4_zero_then_horizontal_flip_p0.5",
+ "validation_class_counts": {
+ "0": 500,
+ "1": 500,
+ "2": 500,
+ "3": 500,
+ "4": 500,
+ "5": 500,
+ "6": 500,
+ "7": 500,
+ "8": 500,
+ "9": 500
+ },
+ "validation_examples": 5000,
+ "validation_index_sha256": "8328b206a97c420e49e54e3eca4abe3274c4756b084355784ea3fb8059e4515b"
+ },
+ "timing": {
+ "apical_warmup_wall_s": 0.0,
+ "evaluation_wall_s": 0.3643169403076172,
+ "mirror_warmup_wall_s": 0.564356803894043,
+ "predictor_warmup_wall_s": 0.0,
+ "timing_excludes_data_loading_hashing_and_model_construction": true,
+ "total_timed_wall_s": 4057.1195838451385,
+ "train_wall_s": 4056.162163734436
+ },
+ "work": {
+ "apical_macs_per_example": 40108672,
+ "causal_scalar_observations": 0,
+ "components": {
+ "apical_projection_macs": 360978048000000,
+ "apical_regression_macs": 0,
+ "bp_reverse_macs_estimate": 0,
+ "local_weight_correlation_macs": 364959360000000,
+ "mirror_feedback_prediction_macs": 180174192640,
+ "mirror_local_correlation_macs": 180174192640,
+ "mirror_response_macs": 180174192640,
+ "ordinary_forward_macs": 364959360000000,
+ "perturbation_forward_macs": 0,
+ "warmup_clean_forward_macs": 0
+ },
+ "definition": "multiply-accumulates in conv/linear maps; one local weight correlation equals one forward-weight MAC count; BP reverse is estimated as one weight-gradient plus one activation-gradient convolution per forward convolution; elementwise nonlinearities and optimizer arithmetic excluded",
+ "forward_macs_per_example": 40551040,
+ "logical_batch_loss_queries": 0,
+ "mirror_probe_examples": 4420,
+ "mirror_readout_probe_examples": 4526080,
+ "per_example_cross_entropy_terms": 0,
+ "total_clean_forward_examples": 9000000,
+ "total_forward_equivalent_examples": 9000000,
+ "total_macs_estimate": 1091437290577920
+ }
+}
diff --git a/results/residual_mirror_full_gate.json b/results/residual_mirror_full_gate.json
new file mode 100644
index 0000000..a515042
--- /dev/null
+++ b/results/residual_mirror_full_gate.json
@@ -0,0 +1,35 @@
+{
+ "checks": {
+ "accuracy_at_least_0.88": false,
+ "early_alignment_at_least_0.50": true,
+ "finite": false,
+ "macs_at_most_1.15x_bp": true,
+ "zero_task_loss_queries": true
+ },
+ "confirmation_test_seeds_touched": false,
+ "innovation_experiment_opened": false,
+ "metrics": {
+ "accuracy": 0.1,
+ "all_layer_alignment": 0.8487377637311032,
+ "bp_accuracy": 0.9162,
+ "bp_total_macs": 1094878080000000,
+ "early_third_alignment": 0.8774353464444479,
+ "finite": false,
+ "logical_batch_loss_queries": 0,
+ "loss": NaN,
+ "mac_ratio_to_bp": 0.9968573766477451,
+ "max_feedback_forward_norm_ratio": 1.0024465322494507,
+ "mean_feedback_forward_cosine": 0.999997964030818,
+ "min_feedback_forward_norm_ratio": 1.000157356262207,
+ "mirror_events": 4420,
+ "peak_memory_allocated_bytes": 2161716736,
+ "source_commit": "8a5c1045a43b1f91fd46b2fcc044b032cb14718c",
+ "total_macs": 1091437290577920,
+ "wall_s": 4057.1195838451385
+ },
+ "protocol": "residual_response_mirror_full_v1",
+ "review_score_after": 5,
+ "review_score_before": 5,
+ "score_change_rule": "inherited full baseline cannot raise score",
+ "status": "failed"
+}