summaryrefslogtreecommitdiff
path: root/results/resnet_crossover/r2/resnet-r2-dualprop-d20-lr0p05.json
diff options
context:
space:
mode:
Diffstat (limited to 'results/resnet_crossover/r2/resnet-r2-dualprop-d20-lr0p05.json')
-rw-r--r--results/resnet_crossover/r2/resnet-r2-dualprop-d20-lr0p05.json2965
1 files changed, 2965 insertions, 0 deletions
diff --git a/results/resnet_crossover/r2/resnet-r2-dualprop-d20-lr0p05.json b/results/resnet_crossover/r2/resnet-r2-dualprop-d20-lr0p05.json
new file mode 100644
index 0000000..1d1bf92
--- /dev/null
+++ b/results/resnet_crossover/r2/resnet-r2-dualprop-d20-lr0p05.json
@@ -0,0 +1,2965 @@
+{
+ "architecture": {
+ "base_width": 16,
+ "depth": 20,
+ "family": "CIFAR 6n+2 ResNet, option-A shortcuts",
+ "forward_parameter_count": 269722,
+ "normalization": "batchnorm",
+ "residual_scale": 1.0
+ },
+ "args": {
+ "augment_train": 1,
+ "batch_size": 128,
+ "data_dir": "/orion/u/oscarwan/scratch/sdil-data",
+ "depth": 20,
+ "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": 200,
+ "eval_every": 1,
+ "eval_split": "validation",
+ "feedback_seed": 1729,
+ "ff_score_from_layer": 1,
+ "ff_threshold": 2.0,
+ "loader_seed": 0,
+ "lr": 0.05,
+ "lr_gamma": 0.1,
+ "lr_milestones": "100,150",
+ "lr_schedule": "step",
+ "max_steps": 0,
+ "method": "dualprop",
+ "momentum": 0.9,
+ "out": "/orion/u/oscarwan/scratch/sdil-work/sdil-a6000-full-rerun/results/resnet_crossover/r2/resnet-r2-dualprop-d20-lr0p05.json",
+ "output_lr": 0.05,
+ "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": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 1.6441188268873426,
+ "train_seconds": 245.87645721435547,
+ "validation": {
+ "accuracy": 0.4738,
+ "examples": 5000,
+ "loss": 1.4967913818359375
+ },
+ "validation_seconds": 0.12893104553222656
+ },
+ {
+ "epoch": 2,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 1.1635693959765965,
+ "train_seconds": 245.52287817001343,
+ "validation": {
+ "accuracy": 0.6026,
+ "examples": 5000,
+ "loss": 1.153321435546875
+ },
+ "validation_seconds": 0.10486650466918945
+ },
+ {
+ "epoch": 3,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.9352410600874159,
+ "train_seconds": 245.50975513458252,
+ "validation": {
+ "accuracy": 0.6018,
+ "examples": 5000,
+ "loss": 1.329039013671875
+ },
+ "validation_seconds": 0.10483121871948242
+ },
+ {
+ "epoch": 4,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.7935926506890191,
+ "train_seconds": 245.52499318122864,
+ "validation": {
+ "accuracy": 0.7,
+ "examples": 5000,
+ "loss": 0.8777848876953125
+ },
+ "validation_seconds": 0.10486555099487305
+ },
+ {
+ "epoch": 5,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.7077589258935716,
+ "train_seconds": 245.52429103851318,
+ "validation": {
+ "accuracy": 0.7442,
+ "examples": 5000,
+ "loss": 0.7581129028320313
+ },
+ "validation_seconds": 0.1048576831817627
+ },
+ {
+ "epoch": 6,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.6486876674969991,
+ "train_seconds": 245.51856327056885,
+ "validation": {
+ "accuracy": 0.7254,
+ "examples": 5000,
+ "loss": 0.8741846923828125
+ },
+ "validation_seconds": 0.10486769676208496
+ },
+ {
+ "epoch": 7,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.6074715187284682,
+ "train_seconds": 245.71568083763123,
+ "validation": {
+ "accuracy": 0.7682,
+ "examples": 5000,
+ "loss": 0.6674996459960938
+ },
+ "validation_seconds": 0.10516047477722168
+ },
+ {
+ "epoch": 8,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.5710463250690037,
+ "train_seconds": 245.7029790878296,
+ "validation": {
+ "accuracy": 0.7782,
+ "examples": 5000,
+ "loss": 0.6623569702148437
+ },
+ "validation_seconds": 0.10492897033691406
+ },
+ {
+ "epoch": 9,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.5336540970166525,
+ "train_seconds": 245.72987985610962,
+ "validation": {
+ "accuracy": 0.786,
+ "examples": 5000,
+ "loss": 0.640069384765625
+ },
+ "validation_seconds": 0.10491442680358887
+ },
+ {
+ "epoch": 10,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.5106024785730574,
+ "train_seconds": 245.71102261543274,
+ "validation": {
+ "accuracy": 0.7826,
+ "examples": 5000,
+ "loss": 0.6581781616210938
+ },
+ "validation_seconds": 0.104949951171875
+ },
+ {
+ "epoch": 11,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.488464806482527,
+ "train_seconds": 245.70360898971558,
+ "validation": {
+ "accuracy": 0.7776,
+ "examples": 5000,
+ "loss": 0.6763726928710937
+ },
+ "validation_seconds": 0.10500192642211914
+ },
+ {
+ "epoch": 12,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.4659737181398604,
+ "train_seconds": 245.7096302509308,
+ "validation": {
+ "accuracy": 0.8018,
+ "examples": 5000,
+ "loss": 0.603849560546875
+ },
+ "validation_seconds": 0.10489654541015625
+ },
+ {
+ "epoch": 13,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.4473519527753194,
+ "train_seconds": 245.70638012886047,
+ "validation": {
+ "accuracy": 0.7406,
+ "examples": 5000,
+ "loss": 0.8407753784179688
+ },
+ "validation_seconds": 0.10495471954345703
+ },
+ {
+ "epoch": 14,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.4388091464042664,
+ "train_seconds": 245.70655918121338,
+ "validation": {
+ "accuracy": 0.8338,
+ "examples": 5000,
+ "loss": 0.48709592895507814
+ },
+ "validation_seconds": 0.10503792762756348
+ },
+ {
+ "epoch": 15,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.42087091799841986,
+ "train_seconds": 245.71817874908447,
+ "validation": {
+ "accuracy": 0.7902,
+ "examples": 5000,
+ "loss": 0.6748830810546875
+ },
+ "validation_seconds": 0.1049962043762207
+ },
+ {
+ "epoch": 16,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.4085377493328518,
+ "train_seconds": 245.71288919448853,
+ "validation": {
+ "accuracy": 0.8178,
+ "examples": 5000,
+ "loss": 0.5664857482910156
+ },
+ "validation_seconds": 0.10489010810852051
+ },
+ {
+ "epoch": 17,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.39353587019178604,
+ "train_seconds": 245.71254181861877,
+ "validation": {
+ "accuracy": 0.8128,
+ "examples": 5000,
+ "loss": 0.5877752197265625
+ },
+ "validation_seconds": 0.1049199104309082
+ },
+ {
+ "epoch": 18,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.38593393679724797,
+ "train_seconds": 245.7317178249359,
+ "validation": {
+ "accuracy": 0.8052,
+ "examples": 5000,
+ "loss": 0.5994394897460937
+ },
+ "validation_seconds": 0.1049954891204834
+ },
+ {
+ "epoch": 19,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.37112634809547,
+ "train_seconds": 245.7781913280487,
+ "validation": {
+ "accuracy": 0.8426,
+ "examples": 5000,
+ "loss": 0.4838470458984375
+ },
+ "validation_seconds": 0.10508608818054199
+ },
+ {
+ "epoch": 20,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.3595076397365994,
+ "train_seconds": 246.36518168449402,
+ "validation": {
+ "accuracy": 0.8094,
+ "examples": 5000,
+ "loss": 0.6470749267578125
+ },
+ "validation_seconds": 0.10510373115539551
+ },
+ {
+ "epoch": 21,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.3523521614180671,
+ "train_seconds": 246.52931666374207,
+ "validation": {
+ "accuracy": 0.8242,
+ "examples": 5000,
+ "loss": 0.5845088745117187
+ },
+ "validation_seconds": 0.10520172119140625
+ },
+ {
+ "epoch": 22,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.34563857612080046,
+ "train_seconds": 246.01910829544067,
+ "validation": {
+ "accuracy": 0.8096,
+ "examples": 5000,
+ "loss": 0.62537509765625
+ },
+ "validation_seconds": 0.10520815849304199
+ },
+ {
+ "epoch": 23,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.33976192728678384,
+ "train_seconds": 245.8921320438385,
+ "validation": {
+ "accuracy": 0.8444,
+ "examples": 5000,
+ "loss": 0.484679150390625
+ },
+ "validation_seconds": 0.1049337387084961
+ },
+ {
+ "epoch": 24,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.3225088294665019,
+ "train_seconds": 245.83658075332642,
+ "validation": {
+ "accuracy": 0.8396,
+ "examples": 5000,
+ "loss": 0.50716240234375
+ },
+ "validation_seconds": 0.1049196720123291
+ },
+ {
+ "epoch": 25,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.32271037464141844,
+ "train_seconds": 245.84278297424316,
+ "validation": {
+ "accuracy": 0.8406,
+ "examples": 5000,
+ "loss": 0.493395458984375
+ },
+ "validation_seconds": 0.10499238967895508
+ },
+ {
+ "epoch": 26,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.3157399925496843,
+ "train_seconds": 245.84543251991272,
+ "validation": {
+ "accuracy": 0.858,
+ "examples": 5000,
+ "loss": 0.44974503173828123
+ },
+ "validation_seconds": 0.10491776466369629
+ },
+ {
+ "epoch": 27,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.30543111317952476,
+ "train_seconds": 245.86448335647583,
+ "validation": {
+ "accuracy": 0.8416,
+ "examples": 5000,
+ "loss": 0.5209959777832032
+ },
+ "validation_seconds": 0.10499191284179688
+ },
+ {
+ "epoch": 28,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.301433762105306,
+ "train_seconds": 245.840149641037,
+ "validation": {
+ "accuracy": 0.8244,
+ "examples": 5000,
+ "loss": 0.5745289489746094
+ },
+ "validation_seconds": 0.10509037971496582
+ },
+ {
+ "epoch": 29,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.29656535551018187,
+ "train_seconds": 245.8558783531189,
+ "validation": {
+ "accuracy": 0.8144,
+ "examples": 5000,
+ "loss": 0.6412824096679688
+ },
+ "validation_seconds": 0.10495448112487793
+ },
+ {
+ "epoch": 30,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.29441430922614203,
+ "train_seconds": 245.80975580215454,
+ "validation": {
+ "accuracy": 0.8356,
+ "examples": 5000,
+ "loss": 0.5149374877929688
+ },
+ "validation_seconds": 0.10511445999145508
+ },
+ {
+ "epoch": 31,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.28566161390410527,
+ "train_seconds": 245.73937225341797,
+ "validation": {
+ "accuracy": 0.842,
+ "examples": 5000,
+ "loss": 0.5199394226074219
+ },
+ "validation_seconds": 0.10500478744506836
+ },
+ {
+ "epoch": 32,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.2805537829717,
+ "train_seconds": 245.7104251384735,
+ "validation": {
+ "accuracy": 0.8688,
+ "examples": 5000,
+ "loss": 0.4206529296875
+ },
+ "validation_seconds": 0.10506677627563477
+ },
+ {
+ "epoch": 33,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.2817669762743844,
+ "train_seconds": 245.7130422592163,
+ "validation": {
+ "accuracy": 0.8566,
+ "examples": 5000,
+ "loss": 0.43376856689453125
+ },
+ "validation_seconds": 0.1049799919128418
+ },
+ {
+ "epoch": 34,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.27807320489618514,
+ "train_seconds": 245.71902012825012,
+ "validation": {
+ "accuracy": 0.8558,
+ "examples": 5000,
+ "loss": 0.46831655883789064
+ },
+ "validation_seconds": 0.10493636131286621
+ },
+ {
+ "epoch": 35,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.263952144712872,
+ "train_seconds": 245.93091106414795,
+ "validation": {
+ "accuracy": 0.8554,
+ "examples": 5000,
+ "loss": 0.4892894958496094
+ },
+ "validation_seconds": 0.10500526428222656
+ },
+ {
+ "epoch": 36,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.2642927113586002,
+ "train_seconds": 246.30246591567993,
+ "validation": {
+ "accuracy": 0.8482,
+ "examples": 5000,
+ "loss": 0.47789179077148436
+ },
+ "validation_seconds": 0.10546326637268066
+ },
+ {
+ "epoch": 37,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.2638369460807906,
+ "train_seconds": 246.64353728294373,
+ "validation": {
+ "accuracy": 0.8326,
+ "examples": 5000,
+ "loss": 0.5493978393554687
+ },
+ "validation_seconds": 0.10544991493225098
+ },
+ {
+ "epoch": 38,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.25538891750971476,
+ "train_seconds": 246.44886422157288,
+ "validation": {
+ "accuracy": 0.8574,
+ "examples": 5000,
+ "loss": 0.451583837890625
+ },
+ "validation_seconds": 0.10479283332824707
+ },
+ {
+ "epoch": 39,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.25059934278064305,
+ "train_seconds": 246.8432900905609,
+ "validation": {
+ "accuracy": 0.8636,
+ "examples": 5000,
+ "loss": 0.44829965209960937
+ },
+ "validation_seconds": 0.10497689247131348
+ },
+ {
+ "epoch": 40,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.24968606785933176,
+ "train_seconds": 246.86512732505798,
+ "validation": {
+ "accuracy": 0.857,
+ "examples": 5000,
+ "loss": 0.47868128662109377
+ },
+ "validation_seconds": 0.10499143600463867
+ },
+ {
+ "epoch": 41,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.24340666038990022,
+ "train_seconds": 246.9741039276123,
+ "validation": {
+ "accuracy": 0.863,
+ "examples": 5000,
+ "loss": 0.43970326538085935
+ },
+ "validation_seconds": 0.10489535331726074
+ },
+ {
+ "epoch": 42,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.2426151712603039,
+ "train_seconds": 246.62085914611816,
+ "validation": {
+ "accuracy": 0.8678,
+ "examples": 5000,
+ "loss": 0.43893058471679686
+ },
+ "validation_seconds": 0.10530686378479004
+ },
+ {
+ "epoch": 43,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.23919208281305102,
+ "train_seconds": 246.47220969200134,
+ "validation": {
+ "accuracy": 0.8564,
+ "examples": 5000,
+ "loss": 0.4502086669921875
+ },
+ "validation_seconds": 0.1048734188079834
+ },
+ {
+ "epoch": 44,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.2358168052620358,
+ "train_seconds": 246.44223856925964,
+ "validation": {
+ "accuracy": 0.8584,
+ "examples": 5000,
+ "loss": 0.4598034118652344
+ },
+ "validation_seconds": 0.10493111610412598
+ },
+ {
+ "epoch": 45,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.23206949197981092,
+ "train_seconds": 245.91084361076355,
+ "validation": {
+ "accuracy": 0.8434,
+ "examples": 5000,
+ "loss": 0.5504330444335938
+ },
+ "validation_seconds": 0.10497212409973145
+ },
+ {
+ "epoch": 46,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.23059860911899144,
+ "train_seconds": 246.39553570747375,
+ "validation": {
+ "accuracy": 0.8514,
+ "examples": 5000,
+ "loss": 0.4961731567382813
+ },
+ "validation_seconds": 0.10496854782104492
+ },
+ {
+ "epoch": 47,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.2259720978895823,
+ "train_seconds": 246.28038716316223,
+ "validation": {
+ "accuracy": 0.8612,
+ "examples": 5000,
+ "loss": 0.4870090087890625
+ },
+ "validation_seconds": 0.10482335090637207
+ },
+ {
+ "epoch": 48,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.2301974679734972,
+ "train_seconds": 245.90750241279602,
+ "validation": {
+ "accuracy": 0.8584,
+ "examples": 5000,
+ "loss": 0.4882284912109375
+ },
+ "validation_seconds": 0.10474634170532227
+ },
+ {
+ "epoch": 49,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.22358488881323071,
+ "train_seconds": 245.81437158584595,
+ "validation": {
+ "accuracy": 0.8672,
+ "examples": 5000,
+ "loss": 0.46109835205078126
+ },
+ "validation_seconds": 0.10482645034790039
+ },
+ {
+ "epoch": 50,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.2217408281246821,
+ "train_seconds": 245.80533456802368,
+ "validation": {
+ "accuracy": 0.8702,
+ "examples": 5000,
+ "loss": 0.42463759765625
+ },
+ "validation_seconds": 0.10474348068237305
+ },
+ {
+ "epoch": 51,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.21557051228152382,
+ "train_seconds": 245.94883275032043,
+ "validation": {
+ "accuracy": 0.8518,
+ "examples": 5000,
+ "loss": 0.48058946533203123
+ },
+ "validation_seconds": 0.10477089881896973
+ },
+ {
+ "epoch": 52,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.2120681472301483,
+ "train_seconds": 245.94964838027954,
+ "validation": {
+ "accuracy": 0.865,
+ "examples": 5000,
+ "loss": 0.44984417114257813
+ },
+ "validation_seconds": 0.10477733612060547
+ },
+ {
+ "epoch": 53,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.20977391286161212,
+ "train_seconds": 245.92657470703125,
+ "validation": {
+ "accuracy": 0.8518,
+ "examples": 5000,
+ "loss": 0.53985625
+ },
+ "validation_seconds": 0.10475325584411621
+ },
+ {
+ "epoch": 54,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.2089330201546351,
+ "train_seconds": 245.93967461585999,
+ "validation": {
+ "accuracy": 0.856,
+ "examples": 5000,
+ "loss": 0.4909478576660156
+ },
+ "validation_seconds": 0.10521721839904785
+ },
+ {
+ "epoch": 55,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.21272749128341675,
+ "train_seconds": 246.59948468208313,
+ "validation": {
+ "accuracy": 0.8546,
+ "examples": 5000,
+ "loss": 0.4906638977050781
+ },
+ "validation_seconds": 0.10508394241333008
+ },
+ {
+ "epoch": 56,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.20717158926592932,
+ "train_seconds": 246.48116064071655,
+ "validation": {
+ "accuracy": 0.8504,
+ "examples": 5000,
+ "loss": 0.5430794372558594
+ },
+ "validation_seconds": 0.10493278503417969
+ },
+ {
+ "epoch": 57,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.20313986417717403,
+ "train_seconds": 246.57427525520325,
+ "validation": {
+ "accuracy": 0.842,
+ "examples": 5000,
+ "loss": 0.5557522338867188
+ },
+ "validation_seconds": 0.1049644947052002
+ },
+ {
+ "epoch": 58,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.2027928885936737,
+ "train_seconds": 246.51094436645508,
+ "validation": {
+ "accuracy": 0.8666,
+ "examples": 5000,
+ "loss": 0.4270877563476563
+ },
+ "validation_seconds": 0.1048426628112793
+ },
+ {
+ "epoch": 59,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.20086540544033052,
+ "train_seconds": 245.954576253891,
+ "validation": {
+ "accuracy": 0.8526,
+ "examples": 5000,
+ "loss": 0.4917937927246094
+ },
+ "validation_seconds": 0.10494685173034668
+ },
+ {
+ "epoch": 60,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.19744458295504252,
+ "train_seconds": 246.04650807380676,
+ "validation": {
+ "accuracy": 0.8634,
+ "examples": 5000,
+ "loss": 0.4751939880371094
+ },
+ "validation_seconds": 0.10476160049438477
+ },
+ {
+ "epoch": 61,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.19625209110842812,
+ "train_seconds": 246.03907656669617,
+ "validation": {
+ "accuracy": 0.855,
+ "examples": 5000,
+ "loss": 0.5089188537597656
+ },
+ "validation_seconds": 0.10500311851501465
+ },
+ {
+ "epoch": 62,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.19375401494238112,
+ "train_seconds": 245.91973066329956,
+ "validation": {
+ "accuracy": 0.8516,
+ "examples": 5000,
+ "loss": 0.5393552185058593
+ },
+ "validation_seconds": 0.10500383377075195
+ },
+ {
+ "epoch": 63,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.1935203471104304,
+ "train_seconds": 245.89782786369324,
+ "validation": {
+ "accuracy": 0.861,
+ "examples": 5000,
+ "loss": 0.4727430725097656
+ },
+ "validation_seconds": 0.1048274040222168
+ },
+ {
+ "epoch": 64,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.18534126149018607,
+ "train_seconds": 245.9205825328827,
+ "validation": {
+ "accuracy": 0.8472,
+ "examples": 5000,
+ "loss": 0.5769324584960938
+ },
+ "validation_seconds": 0.10484862327575684
+ },
+ {
+ "epoch": 65,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.19316486716535355,
+ "train_seconds": 245.91525053977966,
+ "validation": {
+ "accuracy": 0.8758,
+ "examples": 5000,
+ "loss": 0.4404202941894531
+ },
+ "validation_seconds": 0.10477232933044434
+ },
+ {
+ "epoch": 66,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.18819561854203543,
+ "train_seconds": 245.94995212554932,
+ "validation": {
+ "accuracy": 0.8632,
+ "examples": 5000,
+ "loss": 0.4956598876953125
+ },
+ "validation_seconds": 0.10492324829101562
+ },
+ {
+ "epoch": 67,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.1861683264070087,
+ "train_seconds": 245.92055249214172,
+ "validation": {
+ "accuracy": 0.8396,
+ "examples": 5000,
+ "loss": 0.564496875
+ },
+ "validation_seconds": 0.10488319396972656
+ },
+ {
+ "epoch": 68,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.18245379467010497,
+ "train_seconds": 245.90807962417603,
+ "validation": {
+ "accuracy": 0.855,
+ "examples": 5000,
+ "loss": 0.516592431640625
+ },
+ "validation_seconds": 0.10478520393371582
+ },
+ {
+ "epoch": 69,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.18739715305169424,
+ "train_seconds": 245.9303948879242,
+ "validation": {
+ "accuracy": 0.8826,
+ "examples": 5000,
+ "loss": 0.4084698120117187
+ },
+ "validation_seconds": 0.10473227500915527
+ },
+ {
+ "epoch": 70,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.18380963235431247,
+ "train_seconds": 245.92044949531555,
+ "validation": {
+ "accuracy": 0.8758,
+ "examples": 5000,
+ "loss": 0.43710973510742185
+ },
+ "validation_seconds": 0.1049046516418457
+ },
+ {
+ "epoch": 71,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.18311760312716166,
+ "train_seconds": 245.96293902397156,
+ "validation": {
+ "accuracy": 0.8716,
+ "examples": 5000,
+ "loss": 0.4604240112304688
+ },
+ "validation_seconds": 0.1050562858581543
+ },
+ {
+ "epoch": 72,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.17762095175319248,
+ "train_seconds": 245.93334341049194,
+ "validation": {
+ "accuracy": 0.8606,
+ "examples": 5000,
+ "loss": 0.5003765075683594
+ },
+ "validation_seconds": 0.10496139526367188
+ },
+ {
+ "epoch": 73,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.1763817933294508,
+ "train_seconds": 245.9250099658966,
+ "validation": {
+ "accuracy": 0.882,
+ "examples": 5000,
+ "loss": 0.41763900756835937
+ },
+ "validation_seconds": 0.10477662086486816
+ },
+ {
+ "epoch": 74,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.17314121738274893,
+ "train_seconds": 245.8988173007965,
+ "validation": {
+ "accuracy": 0.8886,
+ "examples": 5000,
+ "loss": 0.37928946533203123
+ },
+ "validation_seconds": 0.10474419593811035
+ },
+ {
+ "epoch": 75,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.17797526009877523,
+ "train_seconds": 246.13520216941833,
+ "validation": {
+ "accuracy": 0.8752,
+ "examples": 5000,
+ "loss": 0.4501698974609375
+ },
+ "validation_seconds": 0.10515260696411133
+ },
+ {
+ "epoch": 76,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.17506222959889306,
+ "train_seconds": 246.67396068572998,
+ "validation": {
+ "accuracy": 0.8754,
+ "examples": 5000,
+ "loss": 0.4668177490234375
+ },
+ "validation_seconds": 0.10496044158935547
+ },
+ {
+ "epoch": 77,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.1717323899322086,
+ "train_seconds": 246.7168323993683,
+ "validation": {
+ "accuracy": 0.8626,
+ "examples": 5000,
+ "loss": 0.5042861206054687
+ },
+ "validation_seconds": 0.10485363006591797
+ },
+ {
+ "epoch": 78,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.17638354170189963,
+ "train_seconds": 246.71074175834656,
+ "validation": {
+ "accuracy": 0.8708,
+ "examples": 5000,
+ "loss": 0.478639453125
+ },
+ "validation_seconds": 0.10538220405578613
+ },
+ {
+ "epoch": 79,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.1677387358956867,
+ "train_seconds": 246.7130355834961,
+ "validation": {
+ "accuracy": 0.8472,
+ "examples": 5000,
+ "loss": 0.5276833251953125
+ },
+ "validation_seconds": 0.10472655296325684
+ },
+ {
+ "epoch": 80,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.16351781239774493,
+ "train_seconds": 246.68999099731445,
+ "validation": {
+ "accuracy": 0.8682,
+ "examples": 5000,
+ "loss": 0.48907069091796873
+ },
+ "validation_seconds": 0.10485410690307617
+ },
+ {
+ "epoch": 81,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.17571784110599095,
+ "train_seconds": 246.70585751533508,
+ "validation": {
+ "accuracy": 0.868,
+ "examples": 5000,
+ "loss": 0.4847575805664063
+ },
+ "validation_seconds": 0.10532069206237793
+ },
+ {
+ "epoch": 82,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.1694504910853174,
+ "train_seconds": 246.70015454292297,
+ "validation": {
+ "accuracy": 0.8556,
+ "examples": 5000,
+ "loss": 0.488367724609375
+ },
+ "validation_seconds": 0.10495138168334961
+ },
+ {
+ "epoch": 83,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.16532643840048047,
+ "train_seconds": 246.68881845474243,
+ "validation": {
+ "accuracy": 0.8416,
+ "examples": 5000,
+ "loss": 0.5911368530273438
+ },
+ "validation_seconds": 0.10479950904846191
+ },
+ {
+ "epoch": 84,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.1684850957579083,
+ "train_seconds": 246.71207571029663,
+ "validation": {
+ "accuracy": 0.8732,
+ "examples": 5000,
+ "loss": 0.46909482421875
+ },
+ "validation_seconds": 0.1052088737487793
+ },
+ {
+ "epoch": 85,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.1677253027809991,
+ "train_seconds": 246.69193530082703,
+ "validation": {
+ "accuracy": 0.8696,
+ "examples": 5000,
+ "loss": 0.4961885070800781
+ },
+ "validation_seconds": 0.10480213165283203
+ },
+ {
+ "epoch": 86,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.16023339446915522,
+ "train_seconds": 246.63249588012695,
+ "validation": {
+ "accuracy": 0.8818,
+ "examples": 5000,
+ "loss": 0.4365656616210937
+ },
+ "validation_seconds": 0.1050879955291748
+ },
+ {
+ "epoch": 87,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.1696844631936815,
+ "train_seconds": 246.65419721603394,
+ "validation": {
+ "accuracy": 0.8864,
+ "examples": 5000,
+ "loss": 0.394526025390625
+ },
+ "validation_seconds": 0.10512447357177734
+ },
+ {
+ "epoch": 88,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.16108827577696908,
+ "train_seconds": 246.70431089401245,
+ "validation": {
+ "accuracy": 0.8798,
+ "examples": 5000,
+ "loss": 0.45328688354492186
+ },
+ "validation_seconds": 0.10512113571166992
+ },
+ {
+ "epoch": 89,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.16032158904737898,
+ "train_seconds": 246.6812767982483,
+ "validation": {
+ "accuracy": 0.8816,
+ "examples": 5000,
+ "loss": 0.44019458618164065
+ },
+ "validation_seconds": 0.10508894920349121
+ },
+ {
+ "epoch": 90,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.16225236432817247,
+ "train_seconds": 246.68167066574097,
+ "validation": {
+ "accuracy": 0.8624,
+ "examples": 5000,
+ "loss": 0.4962203369140625
+ },
+ "validation_seconds": 0.10485458374023438
+ },
+ {
+ "epoch": 91,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.16403424759838317,
+ "train_seconds": 246.61265230178833,
+ "validation": {
+ "accuracy": 0.8774,
+ "examples": 5000,
+ "loss": 0.43822531127929687
+ },
+ "validation_seconds": 0.10491776466369629
+ },
+ {
+ "epoch": 92,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.1596482249458631,
+ "train_seconds": 246.5586667060852,
+ "validation": {
+ "accuracy": 0.8592,
+ "examples": 5000,
+ "loss": 0.5626332885742188
+ },
+ "validation_seconds": 0.10481786727905273
+ },
+ {
+ "epoch": 93,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.15875176428423987,
+ "train_seconds": 246.6671712398529,
+ "validation": {
+ "accuracy": 0.8762,
+ "examples": 5000,
+ "loss": 0.45965128173828124
+ },
+ "validation_seconds": 0.10487985610961914
+ },
+ {
+ "epoch": 94,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.16234073853757647,
+ "train_seconds": 246.63065123558044,
+ "validation": {
+ "accuracy": 0.868,
+ "examples": 5000,
+ "loss": 0.46680614624023437
+ },
+ "validation_seconds": 0.10476207733154297
+ },
+ {
+ "epoch": 95,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.1534736484448115,
+ "train_seconds": 246.65962553024292,
+ "validation": {
+ "accuracy": 0.8672,
+ "examples": 5000,
+ "loss": 0.46624967041015625
+ },
+ "validation_seconds": 0.10492587089538574
+ },
+ {
+ "epoch": 96,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.15440344122515784,
+ "train_seconds": 246.66373991966248,
+ "validation": {
+ "accuracy": 0.8628,
+ "examples": 5000,
+ "loss": 0.4870942626953125
+ },
+ "validation_seconds": 0.10490155220031738
+ },
+ {
+ "epoch": 97,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.15565202848911286,
+ "train_seconds": 246.66854810714722,
+ "validation": {
+ "accuracy": 0.8712,
+ "examples": 5000,
+ "loss": 0.4484557861328125
+ },
+ "validation_seconds": 0.10535168647766113
+ },
+ {
+ "epoch": 98,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.15759743853674996,
+ "train_seconds": 246.67762279510498,
+ "validation": {
+ "accuracy": 0.8688,
+ "examples": 5000,
+ "loss": 0.49867626953125
+ },
+ "validation_seconds": 0.10507059097290039
+ },
+ {
+ "epoch": 99,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.1574016169892417,
+ "train_seconds": 246.6524622440338,
+ "validation": {
+ "accuracy": 0.8764,
+ "examples": 5000,
+ "loss": 0.4572004699707031
+ },
+ "validation_seconds": 0.1049041748046875
+ },
+ {
+ "epoch": 100,
+ "lr": 0.05,
+ "output_lr": 0.05,
+ "train_examples": 45000,
+ "train_loss": 0.14737063789367677,
+ "train_seconds": 246.63342666625977,
+ "validation": {
+ "accuracy": 0.8754,
+ "examples": 5000,
+ "loss": 0.4618093322753906
+ },
+ "validation_seconds": 0.10494613647460938
+ },
+ {
+ "epoch": 101,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.09404547926055061,
+ "train_seconds": 246.65588760375977,
+ "validation": {
+ "accuracy": 0.906,
+ "examples": 5000,
+ "loss": 0.3335665466308594
+ },
+ "validation_seconds": 0.10500240325927734
+ },
+ {
+ "epoch": 102,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.07055688915782504,
+ "train_seconds": 246.65637946128845,
+ "validation": {
+ "accuracy": 0.9094,
+ "examples": 5000,
+ "loss": 0.3303562255859375
+ },
+ "validation_seconds": 0.10512924194335938
+ },
+ {
+ "epoch": 103,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.06393063375221358,
+ "train_seconds": 246.56659412384033,
+ "validation": {
+ "accuracy": 0.9106,
+ "examples": 5000,
+ "loss": 0.33267850341796873
+ },
+ "validation_seconds": 0.10535550117492676
+ },
+ {
+ "epoch": 104,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.056251141385237374,
+ "train_seconds": 246.58122849464417,
+ "validation": {
+ "accuracy": 0.9086,
+ "examples": 5000,
+ "loss": 0.34011267700195313
+ },
+ "validation_seconds": 0.10490632057189941
+ },
+ {
+ "epoch": 105,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.056818765364752874,
+ "train_seconds": 246.65290474891663,
+ "validation": {
+ "accuracy": 0.906,
+ "examples": 5000,
+ "loss": 0.3483814758300781
+ },
+ "validation_seconds": 0.10506415367126465
+ },
+ {
+ "epoch": 106,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.052452130284574294,
+ "train_seconds": 246.61904573440552,
+ "validation": {
+ "accuracy": 0.9094,
+ "examples": 5000,
+ "loss": 0.345201025390625
+ },
+ "validation_seconds": 0.10527157783508301
+ },
+ {
+ "epoch": 107,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.05003148424790965,
+ "train_seconds": 246.64277410507202,
+ "validation": {
+ "accuracy": 0.9102,
+ "examples": 5000,
+ "loss": 0.3456508056640625
+ },
+ "validation_seconds": 0.10487556457519531
+ },
+ {
+ "epoch": 108,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.04837106784184774,
+ "train_seconds": 246.62830758094788,
+ "validation": {
+ "accuracy": 0.9082,
+ "examples": 5000,
+ "loss": 0.3555091491699219
+ },
+ "validation_seconds": 0.10479950904846191
+ },
+ {
+ "epoch": 109,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.046110330545239976,
+ "train_seconds": 246.64310789108276,
+ "validation": {
+ "accuracy": 0.9074,
+ "examples": 5000,
+ "loss": 0.36177589721679687
+ },
+ "validation_seconds": 0.10510897636413574
+ },
+ {
+ "epoch": 110,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.04422715940343009,
+ "train_seconds": 246.65255451202393,
+ "validation": {
+ "accuracy": 0.9092,
+ "examples": 5000,
+ "loss": 0.35412333984375
+ },
+ "validation_seconds": 0.10495305061340332
+ },
+ {
+ "epoch": 111,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.04302270753913456,
+ "train_seconds": 246.68583822250366,
+ "validation": {
+ "accuracy": 0.9104,
+ "examples": 5000,
+ "loss": 0.36001808471679686
+ },
+ "validation_seconds": 0.10499882698059082
+ },
+ {
+ "epoch": 112,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.04221789358986749,
+ "train_seconds": 246.63890480995178,
+ "validation": {
+ "accuracy": 0.9104,
+ "examples": 5000,
+ "loss": 0.3641726318359375
+ },
+ "validation_seconds": 0.10499691963195801
+ },
+ {
+ "epoch": 113,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.04019610329998864,
+ "train_seconds": 246.6600148677826,
+ "validation": {
+ "accuracy": 0.9112,
+ "examples": 5000,
+ "loss": 0.3682267639160156
+ },
+ "validation_seconds": 0.10518097877502441
+ },
+ {
+ "epoch": 114,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.038186527136299345,
+ "train_seconds": 246.6488721370697,
+ "validation": {
+ "accuracy": 0.907,
+ "examples": 5000,
+ "loss": 0.37181755981445314
+ },
+ "validation_seconds": 0.10516762733459473
+ },
+ {
+ "epoch": 115,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.03772044310834673,
+ "train_seconds": 246.58393955230713,
+ "validation": {
+ "accuracy": 0.908,
+ "examples": 5000,
+ "loss": 0.37084036865234377
+ },
+ "validation_seconds": 0.10496854782104492
+ },
+ {
+ "epoch": 116,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.03771770534714063,
+ "train_seconds": 246.46069836616516,
+ "validation": {
+ "accuracy": 0.9084,
+ "examples": 5000,
+ "loss": 0.3673696716308594
+ },
+ "validation_seconds": 0.10475349426269531
+ },
+ {
+ "epoch": 117,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.03610480902194977,
+ "train_seconds": 246.45283031463623,
+ "validation": {
+ "accuracy": 0.9076,
+ "examples": 5000,
+ "loss": 0.3759578430175781
+ },
+ "validation_seconds": 0.10521340370178223
+ },
+ {
+ "epoch": 118,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.03562721369995011,
+ "train_seconds": 246.5085368156433,
+ "validation": {
+ "accuracy": 0.9092,
+ "examples": 5000,
+ "loss": 0.377801953125
+ },
+ "validation_seconds": 0.10504674911499023
+ },
+ {
+ "epoch": 119,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.0351684531306227,
+ "train_seconds": 246.4897859096527,
+ "validation": {
+ "accuracy": 0.9078,
+ "examples": 5000,
+ "loss": 0.3793407165527344
+ },
+ "validation_seconds": 0.1051180362701416
+ },
+ {
+ "epoch": 120,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.03166843252413803,
+ "train_seconds": 246.504944562912,
+ "validation": {
+ "accuracy": 0.9092,
+ "examples": 5000,
+ "loss": 0.3807004577636719
+ },
+ "validation_seconds": 0.10520434379577637
+ },
+ {
+ "epoch": 121,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.032848191968599956,
+ "train_seconds": 246.5223376750946,
+ "validation": {
+ "accuracy": 0.9096,
+ "examples": 5000,
+ "loss": 0.3911223388671875
+ },
+ "validation_seconds": 0.10503935813903809
+ },
+ {
+ "epoch": 122,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.032460003905495007,
+ "train_seconds": 246.50015473365784,
+ "validation": {
+ "accuracy": 0.9088,
+ "examples": 5000,
+ "loss": 0.3859025024414062
+ },
+ "validation_seconds": 0.10502910614013672
+ },
+ {
+ "epoch": 123,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.03331895860698488,
+ "train_seconds": 246.51648592948914,
+ "validation": {
+ "accuracy": 0.9092,
+ "examples": 5000,
+ "loss": 0.3818461975097656
+ },
+ "validation_seconds": 0.10492110252380371
+ },
+ {
+ "epoch": 124,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.030804785005582702,
+ "train_seconds": 246.51632118225098,
+ "validation": {
+ "accuracy": 0.9082,
+ "examples": 5000,
+ "loss": 0.384043212890625
+ },
+ "validation_seconds": 0.10508346557617188
+ },
+ {
+ "epoch": 125,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.03100608646472295,
+ "train_seconds": 246.48151516914368,
+ "validation": {
+ "accuracy": 0.9068,
+ "examples": 5000,
+ "loss": 0.3950748840332031
+ },
+ "validation_seconds": 0.10526251792907715
+ },
+ {
+ "epoch": 126,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.030607278982798258,
+ "train_seconds": 246.49509143829346,
+ "validation": {
+ "accuracy": 0.9076,
+ "examples": 5000,
+ "loss": 0.38821942749023436
+ },
+ "validation_seconds": 0.1049349308013916
+ },
+ {
+ "epoch": 127,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.02984628584285577,
+ "train_seconds": 246.48997020721436,
+ "validation": {
+ "accuracy": 0.9084,
+ "examples": 5000,
+ "loss": 0.39522205810546873
+ },
+ "validation_seconds": 0.1047677993774414
+ },
+ {
+ "epoch": 128,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.028140256262818974,
+ "train_seconds": 246.5008955001831,
+ "validation": {
+ "accuracy": 0.9058,
+ "examples": 5000,
+ "loss": 0.3940588623046875
+ },
+ "validation_seconds": 0.10520315170288086
+ },
+ {
+ "epoch": 129,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.029524326505263647,
+ "train_seconds": 246.49133825302124,
+ "validation": {
+ "accuracy": 0.906,
+ "examples": 5000,
+ "loss": 0.40357665405273435
+ },
+ "validation_seconds": 0.10487580299377441
+ },
+ {
+ "epoch": 130,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.027381085895167457,
+ "train_seconds": 246.53742814064026,
+ "validation": {
+ "accuracy": 0.9058,
+ "examples": 5000,
+ "loss": 0.40291564331054686
+ },
+ "validation_seconds": 0.10510921478271484
+ },
+ {
+ "epoch": 131,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.02712565425733725,
+ "train_seconds": 246.5171241760254,
+ "validation": {
+ "accuracy": 0.9066,
+ "examples": 5000,
+ "loss": 0.39782152099609375
+ },
+ "validation_seconds": 0.10495710372924805
+ },
+ {
+ "epoch": 132,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.027452782110704316,
+ "train_seconds": 246.53909969329834,
+ "validation": {
+ "accuracy": 0.9072,
+ "examples": 5000,
+ "loss": 0.40547529907226565
+ },
+ "validation_seconds": 0.1050260066986084
+ },
+ {
+ "epoch": 133,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.02682856381237507,
+ "train_seconds": 246.52162146568298,
+ "validation": {
+ "accuracy": 0.9092,
+ "examples": 5000,
+ "loss": 0.400748779296875
+ },
+ "validation_seconds": 0.10499382019042969
+ },
+ {
+ "epoch": 134,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.02624693241649204,
+ "train_seconds": 246.5282382965088,
+ "validation": {
+ "accuracy": 0.9084,
+ "examples": 5000,
+ "loss": 0.4016249328613281
+ },
+ "validation_seconds": 0.10514974594116211
+ },
+ {
+ "epoch": 135,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.02609049816512399,
+ "train_seconds": 246.50827550888062,
+ "validation": {
+ "accuracy": 0.9096,
+ "examples": 5000,
+ "loss": 0.40999682006835936
+ },
+ "validation_seconds": 0.10509872436523438
+ },
+ {
+ "epoch": 136,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.02532903560532464,
+ "train_seconds": 246.4754238128662,
+ "validation": {
+ "accuracy": 0.9094,
+ "examples": 5000,
+ "loss": 0.40476075439453124
+ },
+ "validation_seconds": 0.10525250434875488
+ },
+ {
+ "epoch": 137,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.025431149927112793,
+ "train_seconds": 246.53441071510315,
+ "validation": {
+ "accuracy": 0.9102,
+ "examples": 5000,
+ "loss": 0.40455454711914063
+ },
+ "validation_seconds": 0.10527610778808594
+ },
+ {
+ "epoch": 138,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.02547713861929046,
+ "train_seconds": 246.49636459350586,
+ "validation": {
+ "accuracy": 0.9076,
+ "examples": 5000,
+ "loss": 0.4073498596191406
+ },
+ "validation_seconds": 0.10490679740905762
+ },
+ {
+ "epoch": 139,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.02374524391161071,
+ "train_seconds": 246.48351001739502,
+ "validation": {
+ "accuracy": 0.9084,
+ "examples": 5000,
+ "loss": 0.4119003784179687
+ },
+ "validation_seconds": 0.1051790714263916
+ },
+ {
+ "epoch": 140,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.023575902736849254,
+ "train_seconds": 246.4875295162201,
+ "validation": {
+ "accuracy": 0.9086,
+ "examples": 5000,
+ "loss": 0.4121861877441406
+ },
+ "validation_seconds": 0.10484886169433594
+ },
+ {
+ "epoch": 141,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.025533000514242385,
+ "train_seconds": 246.53514981269836,
+ "validation": {
+ "accuracy": 0.911,
+ "examples": 5000,
+ "loss": 0.40740313720703125
+ },
+ "validation_seconds": 0.1048581600189209
+ },
+ {
+ "epoch": 142,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.023307849234673713,
+ "train_seconds": 246.49939465522766,
+ "validation": {
+ "accuracy": 0.9084,
+ "examples": 5000,
+ "loss": 0.4205747985839844
+ },
+ "validation_seconds": 0.10505390167236328
+ },
+ {
+ "epoch": 143,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.024081955377260843,
+ "train_seconds": 246.50040888786316,
+ "validation": {
+ "accuracy": 0.9104,
+ "examples": 5000,
+ "loss": 0.42347489013671874
+ },
+ "validation_seconds": 0.10478520393371582
+ },
+ {
+ "epoch": 144,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.02217308875951502,
+ "train_seconds": 246.50287771224976,
+ "validation": {
+ "accuracy": 0.9094,
+ "examples": 5000,
+ "loss": 0.4230736328125
+ },
+ "validation_seconds": 0.1047658920288086
+ },
+ {
+ "epoch": 145,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.021583292372690306,
+ "train_seconds": 246.49319005012512,
+ "validation": {
+ "accuracy": 0.9068,
+ "examples": 5000,
+ "loss": 0.4246301025390625
+ },
+ "validation_seconds": 0.10511493682861328
+ },
+ {
+ "epoch": 146,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.024299849601421092,
+ "train_seconds": 246.4877734184265,
+ "validation": {
+ "accuracy": 0.9064,
+ "examples": 5000,
+ "loss": 0.4284990051269531
+ },
+ "validation_seconds": 0.10503721237182617
+ },
+ {
+ "epoch": 147,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.02203905286722713,
+ "train_seconds": 246.4707317352295,
+ "validation": {
+ "accuracy": 0.9056,
+ "examples": 5000,
+ "loss": 0.43494686279296874
+ },
+ "validation_seconds": 0.10479950904846191
+ },
+ {
+ "epoch": 148,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.0230322131584088,
+ "train_seconds": 246.5043556690216,
+ "validation": {
+ "accuracy": 0.9086,
+ "examples": 5000,
+ "loss": 0.4222664306640625
+ },
+ "validation_seconds": 0.1047523021697998
+ },
+ {
+ "epoch": 149,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.021366101835833654,
+ "train_seconds": 246.5034623146057,
+ "validation": {
+ "accuracy": 0.9076,
+ "examples": 5000,
+ "loss": 0.4292074523925781
+ },
+ "validation_seconds": 0.10499930381774902
+ },
+ {
+ "epoch": 150,
+ "lr": 0.005000000000000001,
+ "output_lr": 0.005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.021379361391067504,
+ "train_seconds": 246.49155592918396,
+ "validation": {
+ "accuracy": 0.9062,
+ "examples": 5000,
+ "loss": 0.4323758117675781
+ },
+ "validation_seconds": 0.10504913330078125
+ },
+ {
+ "epoch": 151,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.019433662343025206,
+ "train_seconds": 246.48384475708008,
+ "validation": {
+ "accuracy": 0.9076,
+ "examples": 5000,
+ "loss": 0.4278642761230469
+ },
+ "validation_seconds": 0.10531210899353027
+ },
+ {
+ "epoch": 152,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.019419856379098363,
+ "train_seconds": 246.4657862186432,
+ "validation": {
+ "accuracy": 0.908,
+ "examples": 5000,
+ "loss": 0.4250206359863281
+ },
+ "validation_seconds": 0.10491490364074707
+ },
+ {
+ "epoch": 153,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.01779731034901407,
+ "train_seconds": 246.51931881904602,
+ "validation": {
+ "accuracy": 0.907,
+ "examples": 5000,
+ "loss": 0.4278398681640625
+ },
+ "validation_seconds": 0.10487937927246094
+ },
+ {
+ "epoch": 154,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.01879941195083989,
+ "train_seconds": 246.67745804786682,
+ "validation": {
+ "accuracy": 0.9066,
+ "examples": 5000,
+ "loss": 0.42561909790039065
+ },
+ "validation_seconds": 0.10490798950195312
+ },
+ {
+ "epoch": 155,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.017670769177211654,
+ "train_seconds": 246.60387182235718,
+ "validation": {
+ "accuracy": 0.9078,
+ "examples": 5000,
+ "loss": 0.42608068237304686
+ },
+ "validation_seconds": 0.10499191284179688
+ },
+ {
+ "epoch": 156,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.01898041370842192,
+ "train_seconds": 246.49284768104553,
+ "validation": {
+ "accuracy": 0.9078,
+ "examples": 5000,
+ "loss": 0.42472913818359376
+ },
+ "validation_seconds": 0.10478997230529785
+ },
+ {
+ "epoch": 157,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.01866564043296708,
+ "train_seconds": 246.5001609325409,
+ "validation": {
+ "accuracy": 0.9086,
+ "examples": 5000,
+ "loss": 0.42693660888671875
+ },
+ "validation_seconds": 0.10493803024291992
+ },
+ {
+ "epoch": 158,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.018088148384003175,
+ "train_seconds": 246.44772601127625,
+ "validation": {
+ "accuracy": 0.9088,
+ "examples": 5000,
+ "loss": 0.424379541015625
+ },
+ "validation_seconds": 0.1050882339477539
+ },
+ {
+ "epoch": 159,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.01760909207902021,
+ "train_seconds": 246.48644709587097,
+ "validation": {
+ "accuracy": 0.909,
+ "examples": 5000,
+ "loss": 0.4213317810058594
+ },
+ "validation_seconds": 0.10483264923095703
+ },
+ {
+ "epoch": 160,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.01838235599050919,
+ "train_seconds": 246.49702405929565,
+ "validation": {
+ "accuracy": 0.9086,
+ "examples": 5000,
+ "loss": 0.4235311767578125
+ },
+ "validation_seconds": 0.10515522956848145
+ },
+ {
+ "epoch": 161,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.017624795015901328,
+ "train_seconds": 246.47225213050842,
+ "validation": {
+ "accuracy": 0.9086,
+ "examples": 5000,
+ "loss": 0.42268819580078126
+ },
+ "validation_seconds": 0.10508155822753906
+ },
+ {
+ "epoch": 162,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.016919317315518857,
+ "train_seconds": 246.48047471046448,
+ "validation": {
+ "accuracy": 0.9084,
+ "examples": 5000,
+ "loss": 0.42747427368164065
+ },
+ "validation_seconds": 0.10546684265136719
+ },
+ {
+ "epoch": 163,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.018289856963025198,
+ "train_seconds": 246.46548342704773,
+ "validation": {
+ "accuracy": 0.9088,
+ "examples": 5000,
+ "loss": 0.424314111328125
+ },
+ "validation_seconds": 0.10488176345825195
+ },
+ {
+ "epoch": 164,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.01622216137184037,
+ "train_seconds": 246.47679567337036,
+ "validation": {
+ "accuracy": 0.9094,
+ "examples": 5000,
+ "loss": 0.42815198974609375
+ },
+ "validation_seconds": 0.10511016845703125
+ },
+ {
+ "epoch": 165,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.01683462748808993,
+ "train_seconds": 246.48844981193542,
+ "validation": {
+ "accuracy": 0.9082,
+ "examples": 5000,
+ "loss": 0.42897827758789064
+ },
+ "validation_seconds": 0.10507750511169434
+ },
+ {
+ "epoch": 166,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.01676006626519892,
+ "train_seconds": 246.48650288581848,
+ "validation": {
+ "accuracy": 0.9078,
+ "examples": 5000,
+ "loss": 0.4275100830078125
+ },
+ "validation_seconds": 0.1049661636352539
+ },
+ {
+ "epoch": 167,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.016608415773842068,
+ "train_seconds": 246.47876834869385,
+ "validation": {
+ "accuracy": 0.908,
+ "examples": 5000,
+ "loss": 0.4286995666503906
+ },
+ "validation_seconds": 0.10474586486816406
+ },
+ {
+ "epoch": 168,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.017247727344764603,
+ "train_seconds": 246.4671652317047,
+ "validation": {
+ "accuracy": 0.909,
+ "examples": 5000,
+ "loss": 0.4272683166503906
+ },
+ "validation_seconds": 0.10498309135437012
+ },
+ {
+ "epoch": 169,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.016528946716917885,
+ "train_seconds": 246.58322262763977,
+ "validation": {
+ "accuracy": 0.9106,
+ "examples": 5000,
+ "loss": 0.4269004150390625
+ },
+ "validation_seconds": 0.10540938377380371
+ },
+ {
+ "epoch": 170,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.016474853175216252,
+ "train_seconds": 246.69525337219238,
+ "validation": {
+ "accuracy": 0.909,
+ "examples": 5000,
+ "loss": 0.42872039794921873
+ },
+ "validation_seconds": 0.10507774353027344
+ },
+ {
+ "epoch": 171,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.016024321196476617,
+ "train_seconds": 246.60345554351807,
+ "validation": {
+ "accuracy": 0.9084,
+ "examples": 5000,
+ "loss": 0.4304836059570312
+ },
+ "validation_seconds": 0.10527491569519043
+ },
+ {
+ "epoch": 172,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.017347405864298344,
+ "train_seconds": 246.6121952533722,
+ "validation": {
+ "accuracy": 0.9078,
+ "examples": 5000,
+ "loss": 0.42888103637695313
+ },
+ "validation_seconds": 0.10518264770507812
+ },
+ {
+ "epoch": 173,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.016893391016125678,
+ "train_seconds": 246.6187880039215,
+ "validation": {
+ "accuracy": 0.9098,
+ "examples": 5000,
+ "loss": 0.4287686279296875
+ },
+ "validation_seconds": 0.1053009033203125
+ },
+ {
+ "epoch": 174,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.016590854315045808,
+ "train_seconds": 246.58989000320435,
+ "validation": {
+ "accuracy": 0.9092,
+ "examples": 5000,
+ "loss": 0.42554988403320315
+ },
+ "validation_seconds": 0.10519289970397949
+ },
+ {
+ "epoch": 175,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.01584643976688385,
+ "train_seconds": 246.5360791683197,
+ "validation": {
+ "accuracy": 0.9096,
+ "examples": 5000,
+ "loss": 0.425059716796875
+ },
+ "validation_seconds": 0.10481643676757812
+ },
+ {
+ "epoch": 176,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.016978252725137605,
+ "train_seconds": 246.5840287208557,
+ "validation": {
+ "accuracy": 0.9094,
+ "examples": 5000,
+ "loss": 0.4239813842773438
+ },
+ "validation_seconds": 0.1047203540802002
+ },
+ {
+ "epoch": 177,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.015669997653530703,
+ "train_seconds": 246.60086369514465,
+ "validation": {
+ "accuracy": 0.9088,
+ "examples": 5000,
+ "loss": 0.4284854431152344
+ },
+ "validation_seconds": 0.10500645637512207
+ },
+ {
+ "epoch": 178,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.017344997499841783,
+ "train_seconds": 246.62754106521606,
+ "validation": {
+ "accuracy": 0.9084,
+ "examples": 5000,
+ "loss": 0.4284616516113281
+ },
+ "validation_seconds": 0.10516667366027832
+ },
+ {
+ "epoch": 179,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.016015476820866268,
+ "train_seconds": 246.58459210395813,
+ "validation": {
+ "accuracy": 0.9096,
+ "examples": 5000,
+ "loss": 0.4248768615722656
+ },
+ "validation_seconds": 0.1052248477935791
+ },
+ {
+ "epoch": 180,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.016324492257336776,
+ "train_seconds": 246.54819989204407,
+ "validation": {
+ "accuracy": 0.9108,
+ "examples": 5000,
+ "loss": 0.42777464599609377
+ },
+ "validation_seconds": 0.10559630393981934
+ },
+ {
+ "epoch": 181,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.01666753611365954,
+ "train_seconds": 246.57083463668823,
+ "validation": {
+ "accuracy": 0.9084,
+ "examples": 5000,
+ "loss": 0.42751864013671875
+ },
+ "validation_seconds": 0.10503649711608887
+ },
+ {
+ "epoch": 182,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.016868565215335952,
+ "train_seconds": 246.51821660995483,
+ "validation": {
+ "accuracy": 0.91,
+ "examples": 5000,
+ "loss": 0.43049243774414064
+ },
+ "validation_seconds": 0.1048879623413086
+ },
+ {
+ "epoch": 183,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.017401854633788266,
+ "train_seconds": 246.54656767845154,
+ "validation": {
+ "accuracy": 0.9104,
+ "examples": 5000,
+ "loss": 0.43035255126953126
+ },
+ "validation_seconds": 0.10518288612365723
+ },
+ {
+ "epoch": 184,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.01609395571152369,
+ "train_seconds": 246.47771430015564,
+ "validation": {
+ "accuracy": 0.9088,
+ "examples": 5000,
+ "loss": 0.43076982421875
+ },
+ "validation_seconds": 0.10487246513366699
+ },
+ {
+ "epoch": 185,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.015626564153035483,
+ "train_seconds": 246.0274088382721,
+ "validation": {
+ "accuracy": 0.9092,
+ "examples": 5000,
+ "loss": 0.43607783813476564
+ },
+ "validation_seconds": 0.10477232933044434
+ },
+ {
+ "epoch": 186,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.016511785845789644,
+ "train_seconds": 246.0552146434784,
+ "validation": {
+ "accuracy": 0.9102,
+ "examples": 5000,
+ "loss": 0.43122318115234376
+ },
+ "validation_seconds": 0.10496950149536133
+ },
+ {
+ "epoch": 187,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.016176714078916445,
+ "train_seconds": 246.01906418800354,
+ "validation": {
+ "accuracy": 0.9092,
+ "examples": 5000,
+ "loss": 0.43309248046875
+ },
+ "validation_seconds": 0.10488486289978027
+ },
+ {
+ "epoch": 188,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.017060648574762874,
+ "train_seconds": 246.00013732910156,
+ "validation": {
+ "accuracy": 0.9078,
+ "examples": 5000,
+ "loss": 0.43197459106445313
+ },
+ "validation_seconds": 0.1047358512878418
+ },
+ {
+ "epoch": 189,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.015920067586998144,
+ "train_seconds": 246.03866243362427,
+ "validation": {
+ "accuracy": 0.9104,
+ "examples": 5000,
+ "loss": 0.42890040283203124
+ },
+ "validation_seconds": 0.10486721992492676
+ },
+ {
+ "epoch": 190,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.015953422194719315,
+ "train_seconds": 246.05727362632751,
+ "validation": {
+ "accuracy": 0.9086,
+ "examples": 5000,
+ "loss": 0.42850841064453127
+ },
+ "validation_seconds": 0.1049807071685791
+ },
+ {
+ "epoch": 191,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.015881843958629502,
+ "train_seconds": 246.0005452632904,
+ "validation": {
+ "accuracy": 0.9084,
+ "examples": 5000,
+ "loss": 0.4348256774902344
+ },
+ "validation_seconds": 0.10516357421875
+ },
+ {
+ "epoch": 192,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.014872584097584088,
+ "train_seconds": 246.02225160598755,
+ "validation": {
+ "accuracy": 0.9092,
+ "examples": 5000,
+ "loss": 0.43110437622070313
+ },
+ "validation_seconds": 0.10500121116638184
+ },
+ {
+ "epoch": 193,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.016930411442783143,
+ "train_seconds": 246.41416931152344,
+ "validation": {
+ "accuracy": 0.909,
+ "examples": 5000,
+ "loss": 0.4323291320800781
+ },
+ "validation_seconds": 0.1049497127532959
+ },
+ {
+ "epoch": 194,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.015967371432648765,
+ "train_seconds": 246.44947600364685,
+ "validation": {
+ "accuracy": 0.9086,
+ "examples": 5000,
+ "loss": 0.4302525146484375
+ },
+ "validation_seconds": 0.10496187210083008
+ },
+ {
+ "epoch": 195,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.015971045525537596,
+ "train_seconds": 246.44577145576477,
+ "validation": {
+ "accuracy": 0.9086,
+ "examples": 5000,
+ "loss": 0.42978770141601563
+ },
+ "validation_seconds": 0.10512423515319824
+ },
+ {
+ "epoch": 196,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.015177000864677959,
+ "train_seconds": 246.432710647583,
+ "validation": {
+ "accuracy": 0.909,
+ "examples": 5000,
+ "loss": 0.432722900390625
+ },
+ "validation_seconds": 0.10512948036193848
+ },
+ {
+ "epoch": 197,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.017064794731885196,
+ "train_seconds": 246.43957209587097,
+ "validation": {
+ "accuracy": 0.9098,
+ "examples": 5000,
+ "loss": 0.43294736938476563
+ },
+ "validation_seconds": 0.10485196113586426
+ },
+ {
+ "epoch": 198,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.015426826933191883,
+ "train_seconds": 246.46257519721985,
+ "validation": {
+ "accuracy": 0.9102,
+ "examples": 5000,
+ "loss": 0.4334692504882813
+ },
+ "validation_seconds": 0.10505104064941406
+ },
+ {
+ "epoch": 199,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.016626012229753864,
+ "train_seconds": 246.4922273159027,
+ "validation": {
+ "accuracy": 0.9096,
+ "examples": 5000,
+ "loss": 0.430858544921875
+ },
+ "validation_seconds": 0.10512781143188477
+ },
+ {
+ "epoch": 200,
+ "lr": 0.0005000000000000001,
+ "output_lr": 0.0005000000000000001,
+ "train_examples": 45000,
+ "train_loss": 0.015557368935479057,
+ "train_seconds": 246.5367796421051,
+ "validation": {
+ "accuracy": 0.9104,
+ "examples": 5000,
+ "loss": 0.43468799438476563
+ },
+ "validation_seconds": 0.10501646995544434
+ }
+ ],
+ "evaluation_protocol": {
+ "split": "validation",
+ "test_evaluations": 0,
+ "test_used_for_selection": false
+ },
+ "final": {
+ "accuracy": 0.9104,
+ "evaluation_seconds": 0.10538721084594727,
+ "examples": 5000,
+ "finite": true,
+ "loss": 0.43468799438476563
+ },
+ "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": 2008608768,
+ "peak_memory_reserved_bytes": 2808086528,
+ "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": 49286.44217157364,
+ "work": {
+ "candidate_label_evaluation_presentations": 0,
+ "completed_global_epochs": 200,
+ "feedforward_example_passes": 10005000,
+ "forward_macs_per_example": 40551040,
+ "forward_parameter_count": 269722,
+ "local_target_backward_example_evaluations": 0,
+ "local_vjp_example_evaluations": 144000000,
+ "logical_task_loss_queries": 0,
+ "num_trainable_layers": 20,
+ "ordinary_training_examples": 9000000,
+ "ordinary_validation_examples": 1005000,
+ "relaxation_example_passes": 144000000,
+ "training_example_presentations": 9000000
+ }
+}