summaryrefslogtreecommitdiff
path: root/results/resnet_crossover/r2/resnet-r2-pepita-d32-lr0p003.json
diff options
context:
space:
mode:
Diffstat (limited to 'results/resnet_crossover/r2/resnet-r2-pepita-d32-lr0p003.json')
-rw-r--r--results/resnet_crossover/r2/resnet-r2-pepita-d32-lr0p003.json1565
1 files changed, 1565 insertions, 0 deletions
diff --git a/results/resnet_crossover/r2/resnet-r2-pepita-d32-lr0p003.json b/results/resnet_crossover/r2/resnet-r2-pepita-d32-lr0p003.json
new file mode 100644
index 0000000..4a0e2d3
--- /dev/null
+++ b/results/resnet_crossover/r2/resnet-r2-pepita-d32-lr0p003.json
@@ -0,0 +1,1565 @@
+{
+ "architecture": {
+ "base_width": 16,
+ "depth": 32,
+ "family": "CIFAR 6n+2 ResNet, option-A shortcuts",
+ "forward_parameter_count": 464154,
+ "normalization": "batchnorm",
+ "residual_scale": 1.0
+ },
+ "args": {
+ "augment_train": 1,
+ "batch_size": 128,
+ "data_dir": "/orion/u/oscarwan/scratch/sdil-data",
+ "depth": 32,
+ "device": "cuda",
+ "dp_alpha": 0.0,
+ "dp_beta": 0.1,
+ "dp_inference_passes": 16,
+ "ep_beta": 0.5,
+ "ep_dt": 0.5,
+ "ep_free_steps": 20,
+ "ep_nudge_steps": 4,
+ "epochs": 100,
+ "eval_every": 1,
+ "eval_split": "validation",
+ "feedback_seed": 1729,
+ "ff_score_from_layer": 1,
+ "ff_threshold": 2.0,
+ "loader_seed": 0,
+ "lr": 0.003,
+ "lr_gamma": 0.1,
+ "lr_milestones": "60,90",
+ "lr_schedule": "pepita",
+ "max_steps": 0,
+ "method": "pepita",
+ "momentum": 0.9,
+ "out": "/orion/u/oscarwan/scratch/sdil-work/sdil-a6000-full-rerun/results/resnet_crossover/r2/resnet-r2-pepita-d32-lr0p003.json",
+ "output_lr": 0.003,
+ "pepita_projection_scale": 0.05,
+ "seed": 0,
+ "split_seed": 2027,
+ "train_limit": 0,
+ "val_examples": 5000,
+ "weight_decay": 0.0001,
+ "width": 16
+ },
+ "epochs": [
+ {
+ "epoch": 1,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.2907867482503255,
+ "train_seconds": 9.360012769699097,
+ "validation": {
+ "accuracy": 0.181,
+ "examples": 5000,
+ "loss": 2.190810546875
+ },
+ "validation_seconds": 0.9673621654510498
+ },
+ {
+ "epoch": 2,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.1893652502695717,
+ "train_seconds": 8.754016399383545,
+ "validation": {
+ "accuracy": 0.1966,
+ "examples": 5000,
+ "loss": 2.148013818359375
+ },
+ "validation_seconds": 0.169417142868042
+ },
+ {
+ "epoch": 3,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.161732895490858,
+ "train_seconds": 8.748339891433716,
+ "validation": {
+ "accuracy": 0.204,
+ "examples": 5000,
+ "loss": 2.12567041015625
+ },
+ "validation_seconds": 0.1697547435760498
+ },
+ {
+ "epoch": 4,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.146513925764296,
+ "train_seconds": 8.752492904663086,
+ "validation": {
+ "accuracy": 0.2226,
+ "examples": 5000,
+ "loss": 2.121567333984375
+ },
+ "validation_seconds": 0.17016267776489258
+ },
+ {
+ "epoch": 5,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.1360204981486004,
+ "train_seconds": 8.763130903244019,
+ "validation": {
+ "accuracy": 0.235,
+ "examples": 5000,
+ "loss": 2.091363623046875
+ },
+ "validation_seconds": 0.1700141429901123
+ },
+ {
+ "epoch": 6,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.1298021606021456,
+ "train_seconds": 8.769134998321533,
+ "validation": {
+ "accuracy": 0.2434,
+ "examples": 5000,
+ "loss": 2.0821609375
+ },
+ "validation_seconds": 0.17003583908081055
+ },
+ {
+ "epoch": 7,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.123042589187622,
+ "train_seconds": 8.775540590286255,
+ "validation": {
+ "accuracy": 0.2244,
+ "examples": 5000,
+ "loss": 2.086983447265625
+ },
+ "validation_seconds": 0.16979694366455078
+ },
+ {
+ "epoch": 8,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.118494323179457,
+ "train_seconds": 8.769744873046875,
+ "validation": {
+ "accuracy": 0.2466,
+ "examples": 5000,
+ "loss": 2.068868017578125
+ },
+ "validation_seconds": 0.17055869102478027
+ },
+ {
+ "epoch": 9,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.1129601199256047,
+ "train_seconds": 8.778553485870361,
+ "validation": {
+ "accuracy": 0.2376,
+ "examples": 5000,
+ "loss": 2.071684130859375
+ },
+ "validation_seconds": 0.17051935195922852
+ },
+ {
+ "epoch": 10,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.1110865395439995,
+ "train_seconds": 8.786123275756836,
+ "validation": {
+ "accuracy": 0.2464,
+ "examples": 5000,
+ "loss": 2.063233203125
+ },
+ "validation_seconds": 0.17072343826293945
+ },
+ {
+ "epoch": 11,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.1061982627020943,
+ "train_seconds": 8.78468656539917,
+ "validation": {
+ "accuracy": 0.2348,
+ "examples": 5000,
+ "loss": 2.0644167724609375
+ },
+ "validation_seconds": 0.17047452926635742
+ },
+ {
+ "epoch": 12,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.107127010981242,
+ "train_seconds": 8.783576250076294,
+ "validation": {
+ "accuracy": 0.25,
+ "examples": 5000,
+ "loss": 2.0543634765625
+ },
+ "validation_seconds": 0.17060136795043945
+ },
+ {
+ "epoch": 13,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.1037176490783693,
+ "train_seconds": 8.785626411437988,
+ "validation": {
+ "accuracy": 0.231,
+ "examples": 5000,
+ "loss": 2.064813330078125
+ },
+ "validation_seconds": 0.17042326927185059
+ },
+ {
+ "epoch": 14,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.099651092529297,
+ "train_seconds": 8.749484539031982,
+ "validation": {
+ "accuracy": 0.2542,
+ "examples": 5000,
+ "loss": 2.048787548828125
+ },
+ "validation_seconds": 0.17104148864746094
+ },
+ {
+ "epoch": 15,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.1024867318047415,
+ "train_seconds": 8.785282135009766,
+ "validation": {
+ "accuracy": 0.263,
+ "examples": 5000,
+ "loss": 2.0486366455078127
+ },
+ "validation_seconds": 0.17087507247924805
+ },
+ {
+ "epoch": 16,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.096451896031698,
+ "train_seconds": 8.786890745162964,
+ "validation": {
+ "accuracy": 0.2558,
+ "examples": 5000,
+ "loss": 2.0489378662109377
+ },
+ "validation_seconds": 0.17048311233520508
+ },
+ {
+ "epoch": 17,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0968072445339625,
+ "train_seconds": 8.784305572509766,
+ "validation": {
+ "accuracy": 0.2578,
+ "examples": 5000,
+ "loss": 2.034791357421875
+ },
+ "validation_seconds": 0.17049431800842285
+ },
+ {
+ "epoch": 18,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0995056786007353,
+ "train_seconds": 8.785536050796509,
+ "validation": {
+ "accuracy": 0.2574,
+ "examples": 5000,
+ "loss": 2.04157490234375
+ },
+ "validation_seconds": 0.17114782333374023
+ },
+ {
+ "epoch": 19,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0956084409925673,
+ "train_seconds": 8.790813207626343,
+ "validation": {
+ "accuracy": 0.256,
+ "examples": 5000,
+ "loss": 2.0414225830078125
+ },
+ "validation_seconds": 0.17094159126281738
+ },
+ {
+ "epoch": 20,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.093731904051039,
+ "train_seconds": 8.78307318687439,
+ "validation": {
+ "accuracy": 0.2562,
+ "examples": 5000,
+ "loss": 2.0405240966796874
+ },
+ "validation_seconds": 0.17032456398010254
+ },
+ {
+ "epoch": 21,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0907077075534395,
+ "train_seconds": 8.78516411781311,
+ "validation": {
+ "accuracy": 0.252,
+ "examples": 5000,
+ "loss": 2.054002294921875
+ },
+ "validation_seconds": 0.17098021507263184
+ },
+ {
+ "epoch": 22,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0961777904086643,
+ "train_seconds": 8.780037879943848,
+ "validation": {
+ "accuracy": 0.264,
+ "examples": 5000,
+ "loss": 2.04380771484375
+ },
+ "validation_seconds": 0.17042255401611328
+ },
+ {
+ "epoch": 23,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.093424896197849,
+ "train_seconds": 8.782354831695557,
+ "validation": {
+ "accuracy": 0.2602,
+ "examples": 5000,
+ "loss": 2.0328253173828124
+ },
+ "validation_seconds": 0.17090868949890137
+ },
+ {
+ "epoch": 24,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.089472702874078,
+ "train_seconds": 8.781430721282959,
+ "validation": {
+ "accuracy": 0.2324,
+ "examples": 5000,
+ "loss": 2.0593703125
+ },
+ "validation_seconds": 0.17047786712646484
+ },
+ {
+ "epoch": 25,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0928057125091555,
+ "train_seconds": 8.784738302230835,
+ "validation": {
+ "accuracy": 0.2614,
+ "examples": 5000,
+ "loss": 2.0374564697265627
+ },
+ "validation_seconds": 0.17136812210083008
+ },
+ {
+ "epoch": 26,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0903255541059704,
+ "train_seconds": 8.7819344997406,
+ "validation": {
+ "accuracy": 0.2682,
+ "examples": 5000,
+ "loss": 2.030443994140625
+ },
+ "validation_seconds": 0.17069506645202637
+ },
+ {
+ "epoch": 27,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0905855367448596,
+ "train_seconds": 8.782570362091064,
+ "validation": {
+ "accuracy": 0.2552,
+ "examples": 5000,
+ "loss": 2.038783154296875
+ },
+ "validation_seconds": 0.17075705528259277
+ },
+ {
+ "epoch": 28,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0896595900429618,
+ "train_seconds": 8.781562089920044,
+ "validation": {
+ "accuracy": 0.24,
+ "examples": 5000,
+ "loss": 2.05001591796875
+ },
+ "validation_seconds": 0.17116379737854004
+ },
+ {
+ "epoch": 29,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.088815062628852,
+ "train_seconds": 8.783803462982178,
+ "validation": {
+ "accuracy": 0.2532,
+ "examples": 5000,
+ "loss": 2.038257421875
+ },
+ "validation_seconds": 0.17058849334716797
+ },
+ {
+ "epoch": 30,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0916393721262616,
+ "train_seconds": 8.789171695709229,
+ "validation": {
+ "accuracy": 0.2564,
+ "examples": 5000,
+ "loss": 2.0344188232421874
+ },
+ "validation_seconds": 0.1707472801208496
+ },
+ {
+ "epoch": 31,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0937151625739205,
+ "train_seconds": 8.783771753311157,
+ "validation": {
+ "accuracy": 0.264,
+ "examples": 5000,
+ "loss": 2.0369871826171875
+ },
+ "validation_seconds": 0.1707751750946045
+ },
+ {
+ "epoch": 32,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0915020135243734,
+ "train_seconds": 8.784525871276855,
+ "validation": {
+ "accuracy": 0.2614,
+ "examples": 5000,
+ "loss": 2.0325482177734373
+ },
+ "validation_seconds": 0.1706712245941162
+ },
+ {
+ "epoch": 33,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.089619413333469,
+ "train_seconds": 8.782733917236328,
+ "validation": {
+ "accuracy": 0.2568,
+ "examples": 5000,
+ "loss": 2.0395154541015623
+ },
+ "validation_seconds": 0.1710975170135498
+ },
+ {
+ "epoch": 34,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.09081546113756,
+ "train_seconds": 8.780365705490112,
+ "validation": {
+ "accuracy": 0.248,
+ "examples": 5000,
+ "loss": 2.03733984375
+ },
+ "validation_seconds": 0.17079472541809082
+ },
+ {
+ "epoch": 35,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.088437536536323,
+ "train_seconds": 8.78589916229248,
+ "validation": {
+ "accuracy": 0.258,
+ "examples": 5000,
+ "loss": 2.0394189697265626
+ },
+ "validation_seconds": 0.17055249214172363
+ },
+ {
+ "epoch": 36,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0895603517744274,
+ "train_seconds": 8.778956413269043,
+ "validation": {
+ "accuracy": 0.2592,
+ "examples": 5000,
+ "loss": 2.0462224609375
+ },
+ "validation_seconds": 0.17077350616455078
+ },
+ {
+ "epoch": 37,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.091470686488681,
+ "train_seconds": 8.784783363342285,
+ "validation": {
+ "accuracy": 0.2478,
+ "examples": 5000,
+ "loss": 2.0410172119140624
+ },
+ "validation_seconds": 0.1713721752166748
+ },
+ {
+ "epoch": 38,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.088535167863634,
+ "train_seconds": 8.789288759231567,
+ "validation": {
+ "accuracy": 0.256,
+ "examples": 5000,
+ "loss": 2.0440474853515624
+ },
+ "validation_seconds": 0.17089271545410156
+ },
+ {
+ "epoch": 39,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.088415269978841,
+ "train_seconds": 8.792225360870361,
+ "validation": {
+ "accuracy": 0.2636,
+ "examples": 5000,
+ "loss": 2.0371565673828127
+ },
+ "validation_seconds": 0.17076539993286133
+ },
+ {
+ "epoch": 40,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0889872140248618,
+ "train_seconds": 8.789459705352783,
+ "validation": {
+ "accuracy": 0.2554,
+ "examples": 5000,
+ "loss": 2.0380864013671873
+ },
+ "validation_seconds": 0.17058658599853516
+ },
+ {
+ "epoch": 41,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0890390762329103,
+ "train_seconds": 8.786790609359741,
+ "validation": {
+ "accuracy": 0.231,
+ "examples": 5000,
+ "loss": 2.0498098876953126
+ },
+ "validation_seconds": 0.17036080360412598
+ },
+ {
+ "epoch": 42,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.08899807349311,
+ "train_seconds": 8.78852891921997,
+ "validation": {
+ "accuracy": 0.2488,
+ "examples": 5000,
+ "loss": 2.037922509765625
+ },
+ "validation_seconds": 0.17090797424316406
+ },
+ {
+ "epoch": 43,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0921546830071343,
+ "train_seconds": 8.785106897354126,
+ "validation": {
+ "accuracy": 0.2548,
+ "examples": 5000,
+ "loss": 2.02869716796875
+ },
+ "validation_seconds": 0.17080354690551758
+ },
+ {
+ "epoch": 44,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.092005069584317,
+ "train_seconds": 8.787235975265503,
+ "validation": {
+ "accuracy": 0.2488,
+ "examples": 5000,
+ "loss": 2.049959033203125
+ },
+ "validation_seconds": 0.17099785804748535
+ },
+ {
+ "epoch": 45,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0909548716227215,
+ "train_seconds": 8.785946130752563,
+ "validation": {
+ "accuracy": 0.2476,
+ "examples": 5000,
+ "loss": 2.048082666015625
+ },
+ "validation_seconds": 0.1708078384399414
+ },
+ {
+ "epoch": 46,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0915795023176407,
+ "train_seconds": 8.780594825744629,
+ "validation": {
+ "accuracy": 0.2412,
+ "examples": 5000,
+ "loss": 2.0391725341796874
+ },
+ "validation_seconds": 0.17049098014831543
+ },
+ {
+ "epoch": 47,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0890224663416546,
+ "train_seconds": 8.786250352859497,
+ "validation": {
+ "accuracy": 0.2608,
+ "examples": 5000,
+ "loss": 2.0262034912109375
+ },
+ "validation_seconds": 0.17060184478759766
+ },
+ {
+ "epoch": 48,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0947676996866864,
+ "train_seconds": 8.783189058303833,
+ "validation": {
+ "accuracy": 0.2566,
+ "examples": 5000,
+ "loss": 2.039441650390625
+ },
+ "validation_seconds": 0.17084026336669922
+ },
+ {
+ "epoch": 49,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.095011107550727,
+ "train_seconds": 8.784818172454834,
+ "validation": {
+ "accuracy": 0.2562,
+ "examples": 5000,
+ "loss": 2.0363927734375
+ },
+ "validation_seconds": 0.17116999626159668
+ },
+ {
+ "epoch": 50,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0891846113416883,
+ "train_seconds": 8.784857749938965,
+ "validation": {
+ "accuracy": 0.2578,
+ "examples": 5000,
+ "loss": 2.0316771484375
+ },
+ "validation_seconds": 0.17063379287719727
+ },
+ {
+ "epoch": 51,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0929476915359495,
+ "train_seconds": 8.783042430877686,
+ "validation": {
+ "accuracy": 0.2558,
+ "examples": 5000,
+ "loss": 2.035330224609375
+ },
+ "validation_seconds": 0.17069602012634277
+ },
+ {
+ "epoch": 52,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.088564098273383,
+ "train_seconds": 8.782349824905396,
+ "validation": {
+ "accuracy": 0.2532,
+ "examples": 5000,
+ "loss": 2.04925380859375
+ },
+ "validation_seconds": 0.17074131965637207
+ },
+ {
+ "epoch": 53,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0938075734880237,
+ "train_seconds": 8.777364492416382,
+ "validation": {
+ "accuracy": 0.2616,
+ "examples": 5000,
+ "loss": 2.029446142578125
+ },
+ "validation_seconds": 0.1706075668334961
+ },
+ {
+ "epoch": 54,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0936699249479505,
+ "train_seconds": 8.779646873474121,
+ "validation": {
+ "accuracy": 0.2338,
+ "examples": 5000,
+ "loss": 2.0565670166015626
+ },
+ "validation_seconds": 0.1709299087524414
+ },
+ {
+ "epoch": 55,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.094998370022244,
+ "train_seconds": 8.779564380645752,
+ "validation": {
+ "accuracy": 0.2512,
+ "examples": 5000,
+ "loss": 2.0400283447265624
+ },
+ "validation_seconds": 0.1704554557800293
+ },
+ {
+ "epoch": 56,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0949601395924886,
+ "train_seconds": 8.783570289611816,
+ "validation": {
+ "accuracy": 0.2318,
+ "examples": 5000,
+ "loss": 2.05338671875
+ },
+ "validation_seconds": 0.17037272453308105
+ },
+ {
+ "epoch": 57,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0950200890858968,
+ "train_seconds": 8.780302047729492,
+ "validation": {
+ "accuracy": 0.238,
+ "examples": 5000,
+ "loss": 2.0578427001953123
+ },
+ "validation_seconds": 0.17057228088378906
+ },
+ {
+ "epoch": 58,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0979971645143296,
+ "train_seconds": 8.781599044799805,
+ "validation": {
+ "accuracy": 0.2442,
+ "examples": 5000,
+ "loss": 2.053140576171875
+ },
+ "validation_seconds": 0.17058086395263672
+ },
+ {
+ "epoch": 59,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0933812481774225,
+ "train_seconds": 8.783581972122192,
+ "validation": {
+ "accuracy": 0.2446,
+ "examples": 5000,
+ "loss": 2.039527001953125
+ },
+ "validation_seconds": 0.17032074928283691
+ },
+ {
+ "epoch": 60,
+ "lr": 0.003,
+ "output_lr": 0.003,
+ "train_examples": 45000,
+ "train_loss": 2.0970389923095705,
+ "train_seconds": 8.782969951629639,
+ "validation": {
+ "accuracy": 0.2502,
+ "examples": 5000,
+ "loss": 2.035926953125
+ },
+ "validation_seconds": 0.17087292671203613
+ },
+ {
+ "epoch": 61,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.082931641260783,
+ "train_seconds": 8.786428213119507,
+ "validation": {
+ "accuracy": 0.2638,
+ "examples": 5000,
+ "loss": 2.027929052734375
+ },
+ "validation_seconds": 0.17071866989135742
+ },
+ {
+ "epoch": 62,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.0817930608537463,
+ "train_seconds": 8.783912420272827,
+ "validation": {
+ "accuracy": 0.261,
+ "examples": 5000,
+ "loss": 2.02908349609375
+ },
+ "validation_seconds": 0.17039942741394043
+ },
+ {
+ "epoch": 63,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.082688669925266,
+ "train_seconds": 8.776290655136108,
+ "validation": {
+ "accuracy": 0.2552,
+ "examples": 5000,
+ "loss": 2.0279300537109375
+ },
+ "validation_seconds": 0.17133569717407227
+ },
+ {
+ "epoch": 64,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.079216177495321,
+ "train_seconds": 8.777651309967041,
+ "validation": {
+ "accuracy": 0.256,
+ "examples": 5000,
+ "loss": 2.03120791015625
+ },
+ "validation_seconds": 0.17051076889038086
+ },
+ {
+ "epoch": 65,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.080554505962796,
+ "train_seconds": 8.78281545639038,
+ "validation": {
+ "accuracy": 0.2608,
+ "examples": 5000,
+ "loss": 2.02845283203125
+ },
+ "validation_seconds": 0.1705918312072754
+ },
+ {
+ "epoch": 66,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.082145662413703,
+ "train_seconds": 8.77703309059143,
+ "validation": {
+ "accuracy": 0.2616,
+ "examples": 5000,
+ "loss": 2.034113623046875
+ },
+ "validation_seconds": 0.17079496383666992
+ },
+ {
+ "epoch": 67,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.085471007792155,
+ "train_seconds": 8.780488729476929,
+ "validation": {
+ "accuracy": 0.2596,
+ "examples": 5000,
+ "loss": 2.02885205078125
+ },
+ "validation_seconds": 0.17075657844543457
+ },
+ {
+ "epoch": 68,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.082207935248481,
+ "train_seconds": 8.777437210083008,
+ "validation": {
+ "accuracy": 0.2646,
+ "examples": 5000,
+ "loss": 2.02878359375
+ },
+ "validation_seconds": 0.17030858993530273
+ },
+ {
+ "epoch": 69,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.0829909870147705,
+ "train_seconds": 8.775349855422974,
+ "validation": {
+ "accuracy": 0.2608,
+ "examples": 5000,
+ "loss": 2.0296310302734377
+ },
+ "validation_seconds": 0.17086458206176758
+ },
+ {
+ "epoch": 70,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.087993453131782,
+ "train_seconds": 8.779688596725464,
+ "validation": {
+ "accuracy": 0.2556,
+ "examples": 5000,
+ "loss": 2.0325456298828124
+ },
+ "validation_seconds": 0.1709308624267578
+ },
+ {
+ "epoch": 71,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.0826953997717963,
+ "train_seconds": 8.779837608337402,
+ "validation": {
+ "accuracy": 0.2628,
+ "examples": 5000,
+ "loss": 2.03113203125
+ },
+ "validation_seconds": 0.17030596733093262
+ },
+ {
+ "epoch": 72,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.0797708891126843,
+ "train_seconds": 8.777223110198975,
+ "validation": {
+ "accuracy": 0.2604,
+ "examples": 5000,
+ "loss": 2.028413623046875
+ },
+ "validation_seconds": 0.17042040824890137
+ },
+ {
+ "epoch": 73,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.082765061314901,
+ "train_seconds": 8.776772260665894,
+ "validation": {
+ "accuracy": 0.262,
+ "examples": 5000,
+ "loss": 2.0308223388671873
+ },
+ "validation_seconds": 0.17062807083129883
+ },
+ {
+ "epoch": 74,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.0817778525034587,
+ "train_seconds": 8.77632451057434,
+ "validation": {
+ "accuracy": 0.2552,
+ "examples": 5000,
+ "loss": 2.030654541015625
+ },
+ "validation_seconds": 0.17026042938232422
+ },
+ {
+ "epoch": 75,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.0830021292792424,
+ "train_seconds": 8.779340982437134,
+ "validation": {
+ "accuracy": 0.261,
+ "examples": 5000,
+ "loss": 2.0272352783203127
+ },
+ "validation_seconds": 0.17082738876342773
+ },
+ {
+ "epoch": 76,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.0825558311886256,
+ "train_seconds": 8.77163314819336,
+ "validation": {
+ "accuracy": 0.2564,
+ "examples": 5000,
+ "loss": 2.027567041015625
+ },
+ "validation_seconds": 0.17051172256469727
+ },
+ {
+ "epoch": 77,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.0800666684468587,
+ "train_seconds": 8.77224326133728,
+ "validation": {
+ "accuracy": 0.2624,
+ "examples": 5000,
+ "loss": 2.0338967041015623
+ },
+ "validation_seconds": 0.17057394981384277
+ },
+ {
+ "epoch": 78,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.0857824336157904,
+ "train_seconds": 8.738943576812744,
+ "validation": {
+ "accuracy": 0.2544,
+ "examples": 5000,
+ "loss": 2.028851806640625
+ },
+ "validation_seconds": 0.17060256004333496
+ },
+ {
+ "epoch": 79,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.084057655037774,
+ "train_seconds": 8.777712106704712,
+ "validation": {
+ "accuracy": 0.2604,
+ "examples": 5000,
+ "loss": 2.0281642822265624
+ },
+ "validation_seconds": 0.17107605934143066
+ },
+ {
+ "epoch": 80,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.0811874683803984,
+ "train_seconds": 8.779063940048218,
+ "validation": {
+ "accuracy": 0.253,
+ "examples": 5000,
+ "loss": 2.0347160400390627
+ },
+ "validation_seconds": 0.17075872421264648
+ },
+ {
+ "epoch": 81,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.0836294103834363,
+ "train_seconds": 8.772765398025513,
+ "validation": {
+ "accuracy": 0.2602,
+ "examples": 5000,
+ "loss": 2.0277829833984375
+ },
+ "validation_seconds": 0.1703035831451416
+ },
+ {
+ "epoch": 82,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.0816474262237548,
+ "train_seconds": 8.77937364578247,
+ "validation": {
+ "accuracy": 0.2562,
+ "examples": 5000,
+ "loss": 2.032101416015625
+ },
+ "validation_seconds": 0.17008304595947266
+ },
+ {
+ "epoch": 83,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.079528014585707,
+ "train_seconds": 8.772222995758057,
+ "validation": {
+ "accuracy": 0.2612,
+ "examples": 5000,
+ "loss": 2.0306248291015625
+ },
+ "validation_seconds": 0.17063570022583008
+ },
+ {
+ "epoch": 84,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.086056492869059,
+ "train_seconds": 8.776498079299927,
+ "validation": {
+ "accuracy": 0.2606,
+ "examples": 5000,
+ "loss": 2.02940244140625
+ },
+ "validation_seconds": 0.17087340354919434
+ },
+ {
+ "epoch": 85,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.084182815806071,
+ "train_seconds": 8.77548599243164,
+ "validation": {
+ "accuracy": 0.2572,
+ "examples": 5000,
+ "loss": 2.033000146484375
+ },
+ "validation_seconds": 0.1705179214477539
+ },
+ {
+ "epoch": 86,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.082096115875244,
+ "train_seconds": 8.770426034927368,
+ "validation": {
+ "accuracy": 0.2636,
+ "examples": 5000,
+ "loss": 2.0297025390625
+ },
+ "validation_seconds": 0.17105412483215332
+ },
+ {
+ "epoch": 87,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.079115822007921,
+ "train_seconds": 8.773576021194458,
+ "validation": {
+ "accuracy": 0.2562,
+ "examples": 5000,
+ "loss": 2.03552451171875
+ },
+ "validation_seconds": 0.1705305576324463
+ },
+ {
+ "epoch": 88,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.0829235925462513,
+ "train_seconds": 8.77567744255066,
+ "validation": {
+ "accuracy": 0.2576,
+ "examples": 5000,
+ "loss": 2.0320380126953124
+ },
+ "validation_seconds": 0.17091631889343262
+ },
+ {
+ "epoch": 89,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.0760149488237167,
+ "train_seconds": 8.781469583511353,
+ "validation": {
+ "accuracy": 0.2592,
+ "examples": 5000,
+ "loss": 2.0298075439453127
+ },
+ "validation_seconds": 0.17047929763793945
+ },
+ {
+ "epoch": 90,
+ "lr": 0.00030000000000000003,
+ "output_lr": 0.00030000000000000003,
+ "train_examples": 45000,
+ "train_loss": 2.081927407285902,
+ "train_seconds": 8.773695468902588,
+ "validation": {
+ "accuracy": 0.2602,
+ "examples": 5000,
+ "loss": 2.0261443359375
+ },
+ "validation_seconds": 0.17052292823791504
+ },
+ {
+ "epoch": 91,
+ "lr": 3.0000000000000004e-05,
+ "output_lr": 3.0000000000000004e-05,
+ "train_examples": 45000,
+ "train_loss": 2.0803893885294595,
+ "train_seconds": 8.772611379623413,
+ "validation": {
+ "accuracy": 0.258,
+ "examples": 5000,
+ "loss": 2.0315213623046877
+ },
+ "validation_seconds": 0.1705324649810791
+ },
+ {
+ "epoch": 92,
+ "lr": 3.0000000000000004e-05,
+ "output_lr": 3.0000000000000004e-05,
+ "train_examples": 45000,
+ "train_loss": 2.082957981236776,
+ "train_seconds": 8.775248765945435,
+ "validation": {
+ "accuracy": 0.2594,
+ "examples": 5000,
+ "loss": 2.03054775390625
+ },
+ "validation_seconds": 0.17024850845336914
+ },
+ {
+ "epoch": 93,
+ "lr": 3.0000000000000004e-05,
+ "output_lr": 3.0000000000000004e-05,
+ "train_examples": 45000,
+ "train_loss": 2.0807154247283934,
+ "train_seconds": 8.77206015586853,
+ "validation": {
+ "accuracy": 0.2604,
+ "examples": 5000,
+ "loss": 2.029746728515625
+ },
+ "validation_seconds": 0.17039227485656738
+ },
+ {
+ "epoch": 94,
+ "lr": 3.0000000000000004e-05,
+ "output_lr": 3.0000000000000004e-05,
+ "train_examples": 45000,
+ "train_loss": 2.08182001953125,
+ "train_seconds": 8.77450442314148,
+ "validation": {
+ "accuracy": 0.2586,
+ "examples": 5000,
+ "loss": 2.0316868408203126
+ },
+ "validation_seconds": 0.1709284782409668
+ },
+ {
+ "epoch": 95,
+ "lr": 3.0000000000000004e-05,
+ "output_lr": 3.0000000000000004e-05,
+ "train_examples": 45000,
+ "train_loss": 2.077259977383084,
+ "train_seconds": 8.733667135238647,
+ "validation": {
+ "accuracy": 0.2606,
+ "examples": 5000,
+ "loss": 2.028377978515625
+ },
+ "validation_seconds": 0.17060089111328125
+ },
+ {
+ "epoch": 96,
+ "lr": 3.0000000000000004e-05,
+ "output_lr": 3.0000000000000004e-05,
+ "train_examples": 45000,
+ "train_loss": 2.0803276078542075,
+ "train_seconds": 8.77278447151184,
+ "validation": {
+ "accuracy": 0.2576,
+ "examples": 5000,
+ "loss": 2.0310527099609375
+ },
+ "validation_seconds": 0.17107558250427246
+ },
+ {
+ "epoch": 97,
+ "lr": 3.0000000000000004e-05,
+ "output_lr": 3.0000000000000004e-05,
+ "train_examples": 45000,
+ "train_loss": 2.0836526218838163,
+ "train_seconds": 8.760288715362549,
+ "validation": {
+ "accuracy": 0.257,
+ "examples": 5000,
+ "loss": 2.0310808349609375
+ },
+ "validation_seconds": 0.17074060440063477
+ },
+ {
+ "epoch": 98,
+ "lr": 3.0000000000000004e-05,
+ "output_lr": 3.0000000000000004e-05,
+ "train_examples": 45000,
+ "train_loss": 2.0804748294406465,
+ "train_seconds": 8.81708836555481,
+ "validation": {
+ "accuracy": 0.2586,
+ "examples": 5000,
+ "loss": 2.0306814208984374
+ },
+ "validation_seconds": 0.17048335075378418
+ },
+ {
+ "epoch": 99,
+ "lr": 3.0000000000000004e-05,
+ "output_lr": 3.0000000000000004e-05,
+ "train_examples": 45000,
+ "train_loss": 2.0814546067555746,
+ "train_seconds": 8.773549795150757,
+ "validation": {
+ "accuracy": 0.2598,
+ "examples": 5000,
+ "loss": 2.028793017578125
+ },
+ "validation_seconds": 0.17067503929138184
+ },
+ {
+ "epoch": 100,
+ "lr": 3.0000000000000004e-05,
+ "output_lr": 3.0000000000000004e-05,
+ "train_examples": 45000,
+ "train_loss": 2.081185230784946,
+ "train_seconds": 8.774254560470581,
+ "validation": {
+ "accuracy": 0.2618,
+ "examples": 5000,
+ "loss": 2.029934326171875
+ },
+ "validation_seconds": 0.17056846618652344
+ }
+ ],
+ "evaluation_protocol": {
+ "split": "validation",
+ "test_evaluations": 0,
+ "test_used_for_selection": false
+ },
+ "final": {
+ "accuracy": 0.2618,
+ "evaluation_seconds": 0.17047953605651855,
+ "examples": 5000,
+ "finite": true,
+ "loss": 2.029934326171875
+ },
+ "first_nonfinite_step": null,
+ "hardware": {
+ "cuda_device_name": "NVIDIA RTX A6000",
+ "cuda_visible_devices": "0",
+ "device": "cuda",
+ "device_total_memory_bytes": 50896568320,
+ "peak_memory_allocated_bytes": 2322423808,
+ "peak_memory_reserved_bytes": 3162505216,
+ "torch_version": "2.3.1+cu118"
+ },
+ "layers": [],
+ "protocol_family": "resnet_local_learning_crossover",
+ "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",
+ "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"
+ },
+ "total_wall_seconds": 896.4814369678497,
+ "work": {
+ "candidate_label_evaluation_presentations": 0,
+ "completed_global_epochs": 100,
+ "feedforward_example_passes": 14005000,
+ "forward_macs_per_example": 68862592,
+ "forward_parameter_count": 464154,
+ "local_target_backward_example_evaluations": 0,
+ "local_vjp_example_evaluations": 0,
+ "logical_task_loss_queries": 0,
+ "num_trainable_layers": 32,
+ "ordinary_training_examples": 4500000,
+ "ordinary_validation_examples": 505000,
+ "relaxation_example_passes": 0,
+ "training_example_presentations": 9000000
+ }
+}