{ "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": 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-d32-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": 1.8004995579401653, "train_seconds": 563.7639303207397, "validation": { "accuracy": 0.4328, "examples": 5000, "loss": 1.557549609375 }, "validation_seconds": 0.19327449798583984 }, { "epoch": 2, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 1.4176780060662164, "train_seconds": 558.1841831207275, "validation": { "accuracy": 0.4978, "examples": 5000, "loss": 1.464878515625 }, "validation_seconds": 0.17017483711242676 }, { "epoch": 3, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 1.2581868873596191, "train_seconds": 558.1408138275146, "validation": { "accuracy": 0.5734, "examples": 5000, "loss": 1.216384326171875 }, "validation_seconds": 0.17085552215576172 }, { "epoch": 4, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 1.1536001446617974, "train_seconds": 558.4430482387543, "validation": { "accuracy": 0.605, "examples": 5000, "loss": 1.1569667236328125 }, "validation_seconds": 0.17072129249572754 }, { "epoch": 5, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 1.0694282343122694, "train_seconds": 558.2857687473297, "validation": { "accuracy": 0.5586, "examples": 5000, "loss": 1.3289294189453125 }, "validation_seconds": 0.1704881191253662 }, { "epoch": 6, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.9969480787065294, "train_seconds": 558.2259268760681, "validation": { "accuracy": 0.6168, "examples": 5000, "loss": 1.1593406494140626 }, "validation_seconds": 0.17039990425109863 }, { "epoch": 7, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.9467010908550686, "train_seconds": 558.310210943222, "validation": { "accuracy": 0.672, "examples": 5000, "loss": 0.9539438110351562 }, "validation_seconds": 0.17075109481811523 }, { "epoch": 8, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.9019010075887044, "train_seconds": 558.3344357013702, "validation": { "accuracy": 0.6492, "examples": 5000, "loss": 0.9964987182617188 }, "validation_seconds": 0.1706087589263916 }, { "epoch": 9, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.8510134382459852, "train_seconds": 558.2307453155518, "validation": { "accuracy": 0.6824, "examples": 5000, "loss": 0.8969764892578125 }, "validation_seconds": 0.17046070098876953 }, { "epoch": 10, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.8201242864820693, "train_seconds": 558.233719587326, "validation": { "accuracy": 0.6836, "examples": 5000, "loss": 0.9454015991210938 }, "validation_seconds": 0.170670747756958 }, { "epoch": 11, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.7837703473091125, "train_seconds": 558.2044539451599, "validation": { "accuracy": 0.7118, "examples": 5000, "loss": 0.86032119140625 }, "validation_seconds": 0.17042040824890137 }, { "epoch": 12, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.7580736145867242, "train_seconds": 557.9444570541382, "validation": { "accuracy": 0.7284, "examples": 5000, "loss": 0.7895968017578125 }, "validation_seconds": 0.1704864501953125 }, { "epoch": 13, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.7373642958958944, "train_seconds": 557.9286274909973, "validation": { "accuracy": 0.679, "examples": 5000, "loss": 0.9507829223632812 }, "validation_seconds": 0.17061734199523926 }, { "epoch": 14, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.7064299224853515, "train_seconds": 557.9418158531189, "validation": { "accuracy": 0.7248, "examples": 5000, "loss": 0.7915084350585937 }, "validation_seconds": 0.17058253288269043 }, { "epoch": 15, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.6900307644420199, "train_seconds": 557.9299385547638, "validation": { "accuracy": 0.7308, "examples": 5000, "loss": 0.8004146240234375 }, "validation_seconds": 0.1706540584564209 }, { "epoch": 16, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.673870362080468, "train_seconds": 557.9290549755096, "validation": { "accuracy": 0.715, "examples": 5000, "loss": 0.8556584228515625 }, "validation_seconds": 0.17044925689697266 }, { "epoch": 17, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.6590127436743842, "train_seconds": 557.9305055141449, "validation": { "accuracy": 0.7504, "examples": 5000, "loss": 0.7366830810546875 }, "validation_seconds": 0.17050766944885254 }, { "epoch": 18, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.6435344869931539, "train_seconds": 557.9347696304321, "validation": { "accuracy": 0.736, "examples": 5000, "loss": 0.7978809814453125 }, "validation_seconds": 0.17049336433410645 }, { "epoch": 19, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.6259501564449734, "train_seconds": 557.9711971282959, "validation": { "accuracy": 0.761, "examples": 5000, "loss": 0.7134017700195312 }, "validation_seconds": 0.1704099178314209 }, { "epoch": 20, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.6067184276686775, "train_seconds": 557.9173040390015, "validation": { "accuracy": 0.7484, "examples": 5000, "loss": 0.754651025390625 }, "validation_seconds": 0.17058968544006348 }, { "epoch": 21, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.5990790719456143, "train_seconds": 557.9328565597534, "validation": { "accuracy": 0.7502, "examples": 5000, "loss": 0.7732291381835937 }, "validation_seconds": 0.17064690589904785 }, { "epoch": 22, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.5874932703706953, "train_seconds": 558.1986618041992, "validation": { "accuracy": 0.7624, "examples": 5000, "loss": 0.7070720458984375 }, "validation_seconds": 0.17105531692504883 }, { "epoch": 23, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.5748521372265286, "train_seconds": 558.8032100200653, "validation": { "accuracy": 0.7744, "examples": 5000, "loss": 0.6826259155273438 }, "validation_seconds": 0.1711256504058838 }, { "epoch": 24, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.5692189562638601, "train_seconds": 559.0503284931183, "validation": { "accuracy": 0.7674, "examples": 5000, "loss": 0.7043788940429687 }, "validation_seconds": 0.17097234725952148 }, { "epoch": 25, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.5517877299308777, "train_seconds": 558.8799324035645, "validation": { "accuracy": 0.7764, "examples": 5000, "loss": 0.6821715209960938 }, "validation_seconds": 0.17085647583007812 }, { "epoch": 26, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.5391471517350939, "train_seconds": 558.8605720996857, "validation": { "accuracy": 0.7406, "examples": 5000, "loss": 0.8436376220703125 }, "validation_seconds": 0.17091798782348633 }, { "epoch": 27, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.5402941966957516, "train_seconds": 558.9005839824677, "validation": { "accuracy": 0.7802, "examples": 5000, "loss": 0.6626584350585938 }, "validation_seconds": 0.17087268829345703 }, { "epoch": 28, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.5282208977381389, "train_seconds": 558.775890827179, "validation": { "accuracy": 0.7828, "examples": 5000, "loss": 0.6616478881835938 }, "validation_seconds": 0.1705186367034912 }, { "epoch": 29, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.5246573151694404, "train_seconds": 558.2551503181458, "validation": { "accuracy": 0.7682, "examples": 5000, "loss": 0.7028174072265625 }, "validation_seconds": 0.17051959037780762 }, { "epoch": 30, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.5210510110855102, "train_seconds": 558.6386096477509, "validation": { "accuracy": 0.7812, "examples": 5000, "loss": 0.6577355712890625 }, "validation_seconds": 0.1710948944091797 }, { "epoch": 31, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.5098838945123885, "train_seconds": 558.713506937027, "validation": { "accuracy": 0.7962, "examples": 5000, "loss": 0.6501040649414063 }, "validation_seconds": 0.17058014869689941 }, { "epoch": 32, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.5057243042204115, "train_seconds": 558.045622587204, "validation": { "accuracy": 0.7628, "examples": 5000, "loss": 0.725605029296875 }, "validation_seconds": 0.17093896865844727 }, { "epoch": 33, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.49384519081115724, "train_seconds": 558.0422115325928, "validation": { "accuracy": 0.795, "examples": 5000, "loss": 0.6151902099609375 }, "validation_seconds": 0.17077398300170898 }, { "epoch": 34, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.4975082278781467, "train_seconds": 558.0692346096039, "validation": { "accuracy": 0.7904, "examples": 5000, "loss": 0.6437848266601562 }, "validation_seconds": 0.17070817947387695 }, { "epoch": 35, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.4914001432524787, "train_seconds": 558.0532667636871, "validation": { "accuracy": 0.7844, "examples": 5000, "loss": 0.6282599609375 }, "validation_seconds": 0.1710524559020996 }, { "epoch": 36, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.48799099100960625, "train_seconds": 558.0403628349304, "validation": { "accuracy": 0.7858, "examples": 5000, "loss": 0.664295068359375 }, "validation_seconds": 0.17072486877441406 }, { "epoch": 37, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.48119476664861044, "train_seconds": 558.0373411178589, "validation": { "accuracy": 0.7984, "examples": 5000, "loss": 0.6241986450195313 }, "validation_seconds": 0.17064595222473145 }, { "epoch": 38, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.4726532228257921, "train_seconds": 558.2699501514435, "validation": { "accuracy": 0.755, "examples": 5000, "loss": 0.750040283203125 }, "validation_seconds": 0.17100858688354492 }, { "epoch": 39, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.45894244771533543, "train_seconds": 558.2855563163757, "validation": { "accuracy": 0.8098, "examples": 5000, "loss": 0.5754578002929688 }, "validation_seconds": 0.1708691120147705 }, { "epoch": 40, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.4561460572242737, "train_seconds": 558.2716417312622, "validation": { "accuracy": 0.7994, "examples": 5000, "loss": 0.6093698974609375 }, "validation_seconds": 0.17070937156677246 }, { "epoch": 41, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.45154505163828534, "train_seconds": 558.3074398040771, "validation": { "accuracy": 0.8016, "examples": 5000, "loss": 0.58370234375 }, "validation_seconds": 0.17050838470458984 }, { "epoch": 42, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.44932130374908447, "train_seconds": 558.3013200759888, "validation": { "accuracy": 0.7796, "examples": 5000, "loss": 0.6969513793945312 }, "validation_seconds": 0.17067265510559082 }, { "epoch": 43, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.4478407272444831, "train_seconds": 558.3348424434662, "validation": { "accuracy": 0.794, "examples": 5000, "loss": 0.6354197021484375 }, "validation_seconds": 0.1706705093383789 }, { "epoch": 44, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.4487147048632304, "train_seconds": 558.3120241165161, "validation": { "accuracy": 0.7848, "examples": 5000, "loss": 0.6651848510742188 }, "validation_seconds": 0.17068982124328613 }, { "epoch": 45, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.44171588740878637, "train_seconds": 558.7507667541504, "validation": { "accuracy": 0.7996, "examples": 5000, "loss": 0.6317643798828125 }, "validation_seconds": 0.17115306854248047 }, { "epoch": 46, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.44115461015701296, "train_seconds": 558.9619481563568, "validation": { "accuracy": 0.8178, "examples": 5000, "loss": 0.5661478759765625 }, "validation_seconds": 0.17086172103881836 }, { "epoch": 47, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.42366895433531865, "train_seconds": 558.5156924724579, "validation": { "accuracy": 0.8084, "examples": 5000, "loss": 0.6045284912109375 }, "validation_seconds": 0.17072129249572754 }, { "epoch": 48, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.4294327813837263, "train_seconds": 558.0816631317139, "validation": { "accuracy": 0.8078, "examples": 5000, "loss": 0.6047329711914062 }, "validation_seconds": 0.17075610160827637 }, { "epoch": 49, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.42285685943497553, "train_seconds": 558.0882160663605, "validation": { "accuracy": 0.7926, "examples": 5000, "loss": 0.6357721313476562 }, "validation_seconds": 0.17081046104431152 }, { "epoch": 50, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.42114123702579076, "train_seconds": 558.0787107944489, "validation": { "accuracy": 0.7966, "examples": 5000, "loss": 0.62530205078125 }, "validation_seconds": 0.17049264907836914 }, { "epoch": 51, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.4282205765194363, "train_seconds": 558.0904269218445, "validation": { "accuracy": 0.7872, "examples": 5000, "loss": 0.6708918823242187 }, "validation_seconds": 0.17061495780944824 }, { "epoch": 52, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.4141006850772434, "train_seconds": 558.082554101944, "validation": { "accuracy": 0.8066, "examples": 5000, "loss": 0.5993174438476563 }, "validation_seconds": 0.17061448097229004 }, { "epoch": 53, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.4119393820762634, "train_seconds": 558.0787973403931, "validation": { "accuracy": 0.8058, "examples": 5000, "loss": 0.6037708984375 }, "validation_seconds": 0.1706247329711914 }, { "epoch": 54, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.4145192951838175, "train_seconds": 558.0709445476532, "validation": { "accuracy": 0.7988, "examples": 5000, "loss": 0.6170823974609375 }, "validation_seconds": 0.17055344581604004 }, { "epoch": 55, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.4110671861436632, "train_seconds": 558.0375108718872, "validation": { "accuracy": 0.7954, "examples": 5000, "loss": 0.64954423828125 }, "validation_seconds": 0.17034626007080078 }, { "epoch": 56, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.4194034888267517, "train_seconds": 558.2900795936584, "validation": { "accuracy": 0.7774, "examples": 5000, "loss": 0.6947837890625 }, "validation_seconds": 0.17063689231872559 }, { "epoch": 57, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.40363140162361993, "train_seconds": 558.2407958507538, "validation": { "accuracy": 0.7928, "examples": 5000, "loss": 0.6374149169921876 }, "validation_seconds": 0.17067933082580566 }, { "epoch": 58, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.4071178272035387, "train_seconds": 558.2327244281769, "validation": { "accuracy": 0.8138, "examples": 5000, "loss": 0.5728923095703125 }, "validation_seconds": 0.17045927047729492 }, { "epoch": 59, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.40012233917978074, "train_seconds": 558.2001922130585, "validation": { "accuracy": 0.7878, "examples": 5000, "loss": 0.6841786987304688 }, "validation_seconds": 0.17034292221069336 }, { "epoch": 60, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.3900605029688941, "train_seconds": 558.22704911232, "validation": { "accuracy": 0.8002, "examples": 5000, "loss": 0.6395064331054687 }, "validation_seconds": 0.17066001892089844 }, { "epoch": 61, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.38680489319165545, "train_seconds": 558.1992979049683, "validation": { "accuracy": 0.7962, "examples": 5000, "loss": 0.6516251831054688 }, "validation_seconds": 0.1707756519317627 }, { "epoch": 62, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.37478828299310474, "train_seconds": 558.2286744117737, "validation": { "accuracy": 0.813, "examples": 5000, "loss": 0.5861128295898438 }, "validation_seconds": 0.17053627967834473 }, { "epoch": 63, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.3731063287470076, "train_seconds": 558.2254464626312, "validation": { "accuracy": 0.8112, "examples": 5000, "loss": 0.6001865600585937 }, "validation_seconds": 0.17064380645751953 }, { "epoch": 64, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.3759114433394538, "train_seconds": 558.2426578998566, "validation": { "accuracy": 0.8086, "examples": 5000, "loss": 0.6028027587890625 }, "validation_seconds": 0.1704556941986084 }, { "epoch": 65, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.37589247471491494, "train_seconds": 558.2081379890442, "validation": { "accuracy": 0.8192, "examples": 5000, "loss": 0.573157470703125 }, "validation_seconds": 0.17031216621398926 }, { "epoch": 66, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.37520403162903254, "train_seconds": 557.9686496257782, "validation": { "accuracy": 0.807, "examples": 5000, "loss": 0.6031291137695313 }, "validation_seconds": 0.17033934593200684 }, { "epoch": 67, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.37030814722379046, "train_seconds": 557.9458205699921, "validation": { "accuracy": 0.8084, "examples": 5000, "loss": 0.61266845703125 }, "validation_seconds": 0.17030119895935059 }, { "epoch": 68, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.3623477321412828, "train_seconds": 558.0508515834808, "validation": { "accuracy": 0.8238, "examples": 5000, "loss": 0.541462060546875 }, "validation_seconds": 0.17065834999084473 }, { "epoch": 69, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.3633347564008501, "train_seconds": 558.0455734729767, "validation": { "accuracy": 0.8018, "examples": 5000, "loss": 0.6289015258789062 }, "validation_seconds": 0.17070508003234863 }, { "epoch": 70, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.35279572947820026, "train_seconds": 558.0403199195862, "validation": { "accuracy": 0.8192, "examples": 5000, "loss": 0.5510507446289062 }, "validation_seconds": 0.1707603931427002 }, { "epoch": 71, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.35029824435975815, "train_seconds": 558.0362615585327, "validation": { "accuracy": 0.8078, "examples": 5000, "loss": 0.6152504028320313 }, "validation_seconds": 0.17045378684997559 }, { "epoch": 72, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.36111382049984403, "train_seconds": 558.0379478931427, "validation": { "accuracy": 0.7906, "examples": 5000, "loss": 0.6859040771484375 }, "validation_seconds": 0.17042279243469238 }, { "epoch": 73, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.3539845959769355, "train_seconds": 558.021562576294, "validation": { "accuracy": 0.8212, "examples": 5000, "loss": 0.5775150268554687 }, "validation_seconds": 0.1705188751220703 }, { "epoch": 74, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.3474092450671726, "train_seconds": 558.0308134555817, "validation": { "accuracy": 0.8092, "examples": 5000, "loss": 0.6013641967773438 }, "validation_seconds": 0.17047381401062012 }, { "epoch": 75, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.35469483111169603, "train_seconds": 558.0403017997742, "validation": { "accuracy": 0.8254, "examples": 5000, "loss": 0.54343388671875 }, "validation_seconds": 0.17022395133972168 }, { "epoch": 76, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.3471669368902842, "train_seconds": 558.0478513240814, "validation": { "accuracy": 0.807, "examples": 5000, "loss": 0.631876904296875 }, "validation_seconds": 0.1706843376159668 }, { "epoch": 77, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.3457748140070174, "train_seconds": 557.9572274684906, "validation": { "accuracy": 0.8212, "examples": 5000, "loss": 0.5879268798828124 }, "validation_seconds": 0.17055583000183105 }, { "epoch": 78, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.33029527435302736, "train_seconds": 557.9223172664642, "validation": { "accuracy": 0.828, "examples": 5000, "loss": 0.5529513061523438 }, "validation_seconds": 0.1705477237701416 }, { "epoch": 79, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.33166916541523406, "train_seconds": 557.9095616340637, "validation": { "accuracy": 0.7824, "examples": 5000, "loss": 0.6858224365234376 }, "validation_seconds": 0.17069387435913086 }, { "epoch": 80, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.33432486742072637, "train_seconds": 557.9043171405792, "validation": { "accuracy": 0.8154, "examples": 5000, "loss": 0.5964239135742188 }, "validation_seconds": 0.1705014705657959 }, { "epoch": 81, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.32564821405410765, "train_seconds": 557.9098527431488, "validation": { "accuracy": 0.8184, "examples": 5000, "loss": 0.564143408203125 }, "validation_seconds": 0.1705763339996338 }, { "epoch": 82, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.31590132386419506, "train_seconds": 557.9197072982788, "validation": { "accuracy": 0.8242, "examples": 5000, "loss": 0.5693760864257813 }, "validation_seconds": 0.17065834999084473 }, { "epoch": 83, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.3159837660683526, "train_seconds": 557.9388198852539, "validation": { "accuracy": 0.8126, "examples": 5000, "loss": 0.6296174926757813 }, "validation_seconds": 0.17052793502807617 }, { "epoch": 84, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.32203944091796877, "train_seconds": 557.9468953609467, "validation": { "accuracy": 0.806, "examples": 5000, "loss": 0.6376169067382812 }, "validation_seconds": 0.17077326774597168 }, { "epoch": 85, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.32088813879224987, "train_seconds": 557.9684026241302, "validation": { "accuracy": 0.8202, "examples": 5000, "loss": 0.5882717407226562 }, "validation_seconds": 0.17091774940490723 }, { "epoch": 86, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.315234685060713, "train_seconds": 557.9197709560394, "validation": { "accuracy": 0.829, "examples": 5000, "loss": 0.5767408813476562 }, "validation_seconds": 0.17058467864990234 }, { "epoch": 87, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.3200781061384413, "train_seconds": 557.932461977005, "validation": { "accuracy": 0.8266, "examples": 5000, "loss": 0.5719342407226562 }, "validation_seconds": 0.17056751251220703 }, { "epoch": 88, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.32161954258812797, "train_seconds": 557.9289646148682, "validation": { "accuracy": 0.8242, "examples": 5000, "loss": 0.5660660522460937 }, "validation_seconds": 0.17087936401367188 }, { "epoch": 89, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.31135784103075664, "train_seconds": 557.9694781303406, "validation": { "accuracy": 0.7986, "examples": 5000, "loss": 0.6810950317382812 }, "validation_seconds": 0.17078852653503418 }, { "epoch": 90, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.31059243212805854, "train_seconds": 557.9276149272919, "validation": { "accuracy": 0.8162, "examples": 5000, "loss": 0.6226161254882813 }, "validation_seconds": 0.17064809799194336 }, { "epoch": 91, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.303583119614919, "train_seconds": 557.93887758255, "validation": { "accuracy": 0.8278, "examples": 5000, "loss": 0.575564697265625 }, "validation_seconds": 0.17057085037231445 }, { "epoch": 92, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.2989853093253242, "train_seconds": 557.9392566680908, "validation": { "accuracy": 0.8348, "examples": 5000, "loss": 0.5497850830078125 }, "validation_seconds": 0.17045283317565918 }, { "epoch": 93, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.30290545211368136, "train_seconds": 558.1350507736206, "validation": { "accuracy": 0.829, "examples": 5000, "loss": 0.564298681640625 }, "validation_seconds": 0.17111921310424805 }, { "epoch": 94, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.31313663847181533, "train_seconds": 559.4218375682831, "validation": { "accuracy": 0.8368, "examples": 5000, "loss": 0.5624496704101563 }, "validation_seconds": 0.17076325416564941 }, { "epoch": 95, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.29203504636817507, "train_seconds": 558.3938927650452, "validation": { "accuracy": 0.8092, "examples": 5000, "loss": 0.6693233520507812 }, "validation_seconds": 0.17063307762145996 }, { "epoch": 96, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.3094335092279646, "train_seconds": 558.233589887619, "validation": { "accuracy": 0.8352, "examples": 5000, "loss": 0.5715654907226563 }, "validation_seconds": 0.1705608367919922 }, { "epoch": 97, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.3069044820573595, "train_seconds": 558.2597603797913, "validation": { "accuracy": 0.8294, "examples": 5000, "loss": 0.5501206298828125 }, "validation_seconds": 0.1707000732421875 }, { "epoch": 98, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.30671100243462457, "train_seconds": 558.1544392108917, "validation": { "accuracy": 0.8368, "examples": 5000, "loss": 0.5354385192871094 }, "validation_seconds": 0.17098045349121094 }, { "epoch": 99, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.30218536727163525, "train_seconds": 557.9338235855103, "validation": { "accuracy": 0.8324, "examples": 5000, "loss": 0.5434078918457032 }, "validation_seconds": 0.17069149017333984 }, { "epoch": 100, "lr": 0.05, "output_lr": 0.05, "train_examples": 45000, "train_loss": 0.28684145905971525, "train_seconds": 558.2469670772552, "validation": { "accuracy": 0.8372, "examples": 5000, "loss": 0.5330762023925781 }, "validation_seconds": 0.17123103141784668 }, { "epoch": 101, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.20102937622732586, "train_seconds": 560.1686954498291, "validation": { "accuracy": 0.8634, "examples": 5000, "loss": 0.4263051818847656 }, "validation_seconds": 0.1707172393798828 }, { "epoch": 102, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.1707019625398848, "train_seconds": 560.6133296489716, "validation": { "accuracy": 0.8636, "examples": 5000, "loss": 0.42772237548828124 }, "validation_seconds": 0.17063069343566895 }, { "epoch": 103, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.16009664902024798, "train_seconds": 560.8625993728638, "validation": { "accuracy": 0.8652, "examples": 5000, "loss": 0.4311399169921875 }, "validation_seconds": 0.17083454132080078 }, { "epoch": 104, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.1511841663281123, "train_seconds": 559.8500211238861, "validation": { "accuracy": 0.8654, "examples": 5000, "loss": 0.42962298583984376 }, "validation_seconds": 0.1706254482269287 }, { "epoch": 105, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.1450319301393297, "train_seconds": 559.5080921649933, "validation": { "accuracy": 0.8668, "examples": 5000, "loss": 0.43597459716796877 }, "validation_seconds": 0.17025041580200195 }, { "epoch": 106, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.1385588534726037, "train_seconds": 558.8428866863251, "validation": { "accuracy": 0.8688, "examples": 5000, "loss": 0.44206187744140624 }, "validation_seconds": 0.17053508758544922 }, { "epoch": 107, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.1349012790547477, "train_seconds": 558.7124433517456, "validation": { "accuracy": 0.8644, "examples": 5000, "loss": 0.44303953857421874 }, "validation_seconds": 0.1705188751220703 }, { "epoch": 108, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.13633077380127376, "train_seconds": 558.8155248165131, "validation": { "accuracy": 0.866, "examples": 5000, "loss": 0.4498537658691406 }, "validation_seconds": 0.17037415504455566 }, { "epoch": 109, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.12727142566045124, "train_seconds": 559.8420617580414, "validation": { "accuracy": 0.8666, "examples": 5000, "loss": 0.4562872497558594 }, "validation_seconds": 0.17095494270324707 }, { "epoch": 110, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.12273772934277852, "train_seconds": 560.2172212600708, "validation": { "accuracy": 0.869, "examples": 5000, "loss": 0.46257111206054685 }, "validation_seconds": 0.1706855297088623 }, { "epoch": 111, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.1186966257651647, "train_seconds": 559.0523889064789, "validation": { "accuracy": 0.8694, "examples": 5000, "loss": 0.46149122924804686 }, "validation_seconds": 0.1704082489013672 }, { "epoch": 112, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.1151852872159746, "train_seconds": 558.8536169528961, "validation": { "accuracy": 0.8686, "examples": 5000, "loss": 0.468364404296875 }, "validation_seconds": 0.17055869102478027 }, { "epoch": 113, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.11532456085681915, "train_seconds": 558.7769916057587, "validation": { "accuracy": 0.871, "examples": 5000, "loss": 0.46807992553710936 }, "validation_seconds": 0.17038846015930176 }, { "epoch": 114, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.11298640092081494, "train_seconds": 558.7878985404968, "validation": { "accuracy": 0.8696, "examples": 5000, "loss": 0.4718349487304688 }, "validation_seconds": 0.1701805591583252 }, { "epoch": 115, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.11400147623750899, "train_seconds": 558.6093730926514, "validation": { "accuracy": 0.8706, "examples": 5000, "loss": 0.4778865234375 }, "validation_seconds": 0.1703321933746338 }, { "epoch": 116, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.10852504232459598, "train_seconds": 558.69162774086, "validation": { "accuracy": 0.8702, "examples": 5000, "loss": 0.48102982788085935 }, "validation_seconds": 0.16998052597045898 }, { "epoch": 117, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.10526954917377895, "train_seconds": 558.6054136753082, "validation": { "accuracy": 0.8664, "examples": 5000, "loss": 0.48121639404296873 }, "validation_seconds": 0.17051982879638672 }, { "epoch": 118, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.10441256948245896, "train_seconds": 559.6752879619598, "validation": { "accuracy": 0.8698, "examples": 5000, "loss": 0.4906882080078125 }, "validation_seconds": 0.17052960395812988 }, { "epoch": 119, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.10324348965088527, "train_seconds": 560.4540963172913, "validation": { "accuracy": 0.8706, "examples": 5000, "loss": 0.49455729370117185 }, "validation_seconds": 0.1706228256225586 }, { "epoch": 120, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.10344991790453593, "train_seconds": 560.4171199798584, "validation": { "accuracy": 0.8678, "examples": 5000, "loss": 0.4905825256347656 }, "validation_seconds": 0.17073750495910645 }, { "epoch": 121, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.09832412128316032, "train_seconds": 560.4106814861298, "validation": { "accuracy": 0.871, "examples": 5000, "loss": 0.498076904296875 }, "validation_seconds": 0.1704578399658203 }, { "epoch": 122, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.09772718087302314, "train_seconds": 560.4327030181885, "validation": { "accuracy": 0.8688, "examples": 5000, "loss": 0.5086375427246094 }, "validation_seconds": 0.17103815078735352 }, { "epoch": 123, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.10162255337900586, "train_seconds": 560.3050816059113, "validation": { "accuracy": 0.8672, "examples": 5000, "loss": 0.5079470642089844 }, "validation_seconds": 0.17122697830200195 }, { "epoch": 124, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.09721829018063015, "train_seconds": 560.3977375030518, "validation": { "accuracy": 0.8696, "examples": 5000, "loss": 0.5183314514160157 }, "validation_seconds": 0.1710338592529297 }, { "epoch": 125, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.093445472296079, "train_seconds": 560.1785962581635, "validation": { "accuracy": 0.8664, "examples": 5000, "loss": 0.5179838073730468 }, "validation_seconds": 0.17027044296264648 }, { "epoch": 126, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.09554820556905534, "train_seconds": 560.3105957508087, "validation": { "accuracy": 0.8654, "examples": 5000, "loss": 0.5202593566894531 }, "validation_seconds": 0.1709599494934082 }, { "epoch": 127, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.0952698231961992, "train_seconds": 560.3248987197876, "validation": { "accuracy": 0.8676, "examples": 5000, "loss": 0.5269124206542969 }, "validation_seconds": 0.17055344581604004 }, { "epoch": 128, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.08956516365210215, "train_seconds": 560.349618434906, "validation": { "accuracy": 0.8654, "examples": 5000, "loss": 0.5317488220214843 }, "validation_seconds": 0.17071056365966797 }, { "epoch": 129, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.09056334316995408, "train_seconds": 560.2911763191223, "validation": { "accuracy": 0.866, "examples": 5000, "loss": 0.5350216003417969 }, "validation_seconds": 0.1710660457611084 }, { "epoch": 130, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.08700342583258946, "train_seconds": 560.1963536739349, "validation": { "accuracy": 0.8686, "examples": 5000, "loss": 0.5305935913085937 }, "validation_seconds": 0.17052793502807617 }, { "epoch": 131, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.08819638755056593, "train_seconds": 560.2379078865051, "validation": { "accuracy": 0.8654, "examples": 5000, "loss": 0.5385918884277344 }, "validation_seconds": 0.1703329086303711 }, { "epoch": 132, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.0854943878531456, "train_seconds": 560.2816424369812, "validation": { "accuracy": 0.8658, "examples": 5000, "loss": 0.5405256225585937 }, "validation_seconds": 0.17044830322265625 }, { "epoch": 133, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.08349375572767523, "train_seconds": 560.3219213485718, "validation": { "accuracy": 0.8636, "examples": 5000, "loss": 0.5356781799316406 }, "validation_seconds": 0.17093181610107422 }, { "epoch": 134, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.08320598353147507, "train_seconds": 560.3251914978027, "validation": { "accuracy": 0.8656, "examples": 5000, "loss": 0.5479776062011719 }, "validation_seconds": 0.17060375213623047 }, { "epoch": 135, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.08140208751625484, "train_seconds": 560.2988884449005, "validation": { "accuracy": 0.8656, "examples": 5000, "loss": 0.5495034912109374 }, "validation_seconds": 0.1703953742980957 }, { "epoch": 136, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.08287404755486383, "train_seconds": 559.8910458087921, "validation": { "accuracy": 0.8678, "examples": 5000, "loss": 0.5502274353027343 }, "validation_seconds": 0.17048001289367676 }, { "epoch": 137, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.08143085203435686, "train_seconds": 559.9673924446106, "validation": { "accuracy": 0.8664, "examples": 5000, "loss": 0.5595277648925782 }, "validation_seconds": 0.17099213600158691 }, { "epoch": 138, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.08175256986684269, "train_seconds": 559.9922814369202, "validation": { "accuracy": 0.865, "examples": 5000, "loss": 0.5596325988769532 }, "validation_seconds": 0.17058587074279785 }, { "epoch": 139, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.0801470733165741, "train_seconds": 560.0086665153503, "validation": { "accuracy": 0.865, "examples": 5000, "loss": 0.5506817626953125 }, "validation_seconds": 0.17049789428710938 }, { "epoch": 140, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.07910232688056099, "train_seconds": 559.9355964660645, "validation": { "accuracy": 0.8666, "examples": 5000, "loss": 0.5706710083007812 }, "validation_seconds": 0.1705949306488037 }, { "epoch": 141, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.07886751850545407, "train_seconds": 559.9587299823761, "validation": { "accuracy": 0.8652, "examples": 5000, "loss": 0.5789751953125 }, "validation_seconds": 0.17045021057128906 }, { "epoch": 142, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.07730617905788952, "train_seconds": 560.0075674057007, "validation": { "accuracy": 0.8618, "examples": 5000, "loss": 0.5797901489257813 }, "validation_seconds": 0.170365571975708 }, { "epoch": 143, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.07442515372832616, "train_seconds": 560.0367701053619, "validation": { "accuracy": 0.8684, "examples": 5000, "loss": 0.5737571044921875 }, "validation_seconds": 0.17035984992980957 }, { "epoch": 144, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.07612440371645822, "train_seconds": 559.9988217353821, "validation": { "accuracy": 0.8664, "examples": 5000, "loss": 0.5886032470703125 }, "validation_seconds": 0.17034530639648438 }, { "epoch": 145, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.0729590860320462, "train_seconds": 559.9792611598969, "validation": { "accuracy": 0.8696, "examples": 5000, "loss": 0.5738935424804688 }, "validation_seconds": 0.17038536071777344 }, { "epoch": 146, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.07158674071364933, "train_seconds": 559.9309771060944, "validation": { "accuracy": 0.87, "examples": 5000, "loss": 0.5678085327148438 }, "validation_seconds": 0.17050409317016602 }, { "epoch": 147, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.07183046047290166, "train_seconds": 559.9765605926514, "validation": { "accuracy": 0.8648, "examples": 5000, "loss": 0.57717275390625 }, "validation_seconds": 0.17051148414611816 }, { "epoch": 148, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.07182821125984191, "train_seconds": 559.96338057518, "validation": { "accuracy": 0.8672, "examples": 5000, "loss": 0.5847402465820313 }, "validation_seconds": 0.1704258918762207 }, { "epoch": 149, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.0710466639969084, "train_seconds": 559.9064841270447, "validation": { "accuracy": 0.864, "examples": 5000, "loss": 0.58584228515625 }, "validation_seconds": 0.17047476768493652 }, { "epoch": 150, "lr": 0.005000000000000001, "output_lr": 0.005000000000000001, "train_examples": 45000, "train_loss": 0.07163201610512204, "train_seconds": 559.985518693924, "validation": { "accuracy": 0.862, "examples": 5000, "loss": 0.60404404296875 }, "validation_seconds": 0.1704697608947754 }, { "epoch": 151, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.06554258665839831, "train_seconds": 559.9303710460663, "validation": { "accuracy": 0.8634, "examples": 5000, "loss": 0.59264501953125 }, "validation_seconds": 0.17035746574401855 }, { "epoch": 152, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.06308317802614635, "train_seconds": 560.0243787765503, "validation": { "accuracy": 0.8654, "examples": 5000, "loss": 0.5929781616210937 }, "validation_seconds": 0.17056035995483398 }, { "epoch": 153, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.0585381213956409, "train_seconds": 560.1924431324005, "validation": { "accuracy": 0.8636, "examples": 5000, "loss": 0.58992890625 }, "validation_seconds": 0.17081665992736816 }, { "epoch": 154, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.057798803909619646, "train_seconds": 559.9080834388733, "validation": { "accuracy": 0.8642, "examples": 5000, "loss": 0.58432783203125 }, "validation_seconds": 0.17063117027282715 }, { "epoch": 155, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05727993083530002, "train_seconds": 559.9425733089447, "validation": { "accuracy": 0.8654, "examples": 5000, "loss": 0.5870113159179687 }, "validation_seconds": 0.17041635513305664 }, { "epoch": 156, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.058408254322740764, "train_seconds": 559.9141864776611, "validation": { "accuracy": 0.866, "examples": 5000, "loss": 0.5888887939453125 }, "validation_seconds": 0.17054033279418945 }, { "epoch": 157, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05870731733375126, "train_seconds": 559.904869556427, "validation": { "accuracy": 0.8642, "examples": 5000, "loss": 0.5919999145507813 }, "validation_seconds": 0.1707630157470703 }, { "epoch": 158, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.056921730032894344, "train_seconds": 559.9407722949982, "validation": { "accuracy": 0.8642, "examples": 5000, "loss": 0.592196240234375 }, "validation_seconds": 0.17051410675048828 }, { "epoch": 159, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.057444885372453264, "train_seconds": 560.0611102581024, "validation": { "accuracy": 0.866, "examples": 5000, "loss": 0.58419599609375 }, "validation_seconds": 0.1703627109527588 }, { "epoch": 160, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05547764422363705, "train_seconds": 560.2958824634552, "validation": { "accuracy": 0.8638, "examples": 5000, "loss": 0.5911913940429687 }, "validation_seconds": 0.17037415504455566 }, { "epoch": 161, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.055644365504052905, "train_seconds": 560.2289936542511, "validation": { "accuracy": 0.8638, "examples": 5000, "loss": 0.578126025390625 }, "validation_seconds": 0.1710362434387207 }, { "epoch": 162, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05510484569966793, "train_seconds": 560.129026889801, "validation": { "accuracy": 0.8656, "examples": 5000, "loss": 0.5924788818359376 }, "validation_seconds": 0.17116570472717285 }, { "epoch": 163, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05579974476231469, "train_seconds": 560.2356305122375, "validation": { "accuracy": 0.865, "examples": 5000, "loss": 0.5858259155273438 }, "validation_seconds": 0.1709749698638916 }, { "epoch": 164, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05521068836980396, "train_seconds": 560.1183788776398, "validation": { "accuracy": 0.8666, "examples": 5000, "loss": 0.5908378173828125 }, "validation_seconds": 0.17043590545654297 }, { "epoch": 165, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05445151421162817, "train_seconds": 560.0445311069489, "validation": { "accuracy": 0.8652, "examples": 5000, "loss": 0.586676708984375 }, "validation_seconds": 0.17090559005737305 }, { "epoch": 166, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.055989591648843554, "train_seconds": 559.4602563381195, "validation": { "accuracy": 0.8666, "examples": 5000, "loss": 0.5927463989257813 }, "validation_seconds": 0.17037081718444824 }, { "epoch": 167, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05388901816672749, "train_seconds": 558.9057474136353, "validation": { "accuracy": 0.8634, "examples": 5000, "loss": 0.5915533813476562 }, "validation_seconds": 0.17028379440307617 }, { "epoch": 168, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.054578808952702416, "train_seconds": 558.9692997932434, "validation": { "accuracy": 0.8652, "examples": 5000, "loss": 0.5952635986328125 }, "validation_seconds": 0.17091751098632812 }, { "epoch": 169, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.054068607613775466, "train_seconds": 558.840797662735, "validation": { "accuracy": 0.8646, "examples": 5000, "loss": 0.589640966796875 }, "validation_seconds": 0.1702558994293213 }, { "epoch": 170, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.053210495739512975, "train_seconds": 559.8298916816711, "validation": { "accuracy": 0.8664, "examples": 5000, "loss": 0.5905986572265625 }, "validation_seconds": 0.17023777961730957 }, { "epoch": 171, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.052864870564805135, "train_seconds": 559.8400263786316, "validation": { "accuracy": 0.8632, "examples": 5000, "loss": 0.5897403686523438 }, "validation_seconds": 0.17044568061828613 }, { "epoch": 172, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.052678663874997034, "train_seconds": 559.9006729125977, "validation": { "accuracy": 0.8634, "examples": 5000, "loss": 0.5942950317382812 }, "validation_seconds": 0.17066121101379395 }, { "epoch": 173, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05529955416785346, "train_seconds": 560.0638835430145, "validation": { "accuracy": 0.8628, "examples": 5000, "loss": 0.5956375244140625 }, "validation_seconds": 0.17058396339416504 }, { "epoch": 174, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.053033065217733384, "train_seconds": 560.1647348403931, "validation": { "accuracy": 0.864, "examples": 5000, "loss": 0.5948213745117188 }, "validation_seconds": 0.17058897018432617 }, { "epoch": 175, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05241316869656245, "train_seconds": 560.0912938117981, "validation": { "accuracy": 0.8656, "examples": 5000, "loss": 0.5923770812988282 }, "validation_seconds": 0.17046594619750977 }, { "epoch": 176, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05160712323255009, "train_seconds": 560.2796442508698, "validation": { "accuracy": 0.8624, "examples": 5000, "loss": 0.5936520629882812 }, "validation_seconds": 0.17072343826293945 }, { "epoch": 177, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.051562978375620315, "train_seconds": 560.2672243118286, "validation": { "accuracy": 0.8648, "examples": 5000, "loss": 0.5952009033203125 }, "validation_seconds": 0.17060518264770508 }, { "epoch": 178, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.053683729785018494, "train_seconds": 560.2481393814087, "validation": { "accuracy": 0.8644, "examples": 5000, "loss": 0.5962612548828125 }, "validation_seconds": 0.1711122989654541 }, { "epoch": 179, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05219864928192563, "train_seconds": 560.473662853241, "validation": { "accuracy": 0.8634, "examples": 5000, "loss": 0.5932921630859375 }, "validation_seconds": 0.1708521842956543 }, { "epoch": 180, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.053021824158562554, "train_seconds": 560.7065186500549, "validation": { "accuracy": 0.8632, "examples": 5000, "loss": 0.5973969970703125 }, "validation_seconds": 0.17085528373718262 }, { "epoch": 181, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05194481589926614, "train_seconds": 560.7485203742981, "validation": { "accuracy": 0.8646, "examples": 5000, "loss": 0.597285546875 }, "validation_seconds": 0.17076420783996582 }, { "epoch": 182, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.0498733964893553, "train_seconds": 560.4968025684357, "validation": { "accuracy": 0.8638, "examples": 5000, "loss": 0.5942079223632812 }, "validation_seconds": 0.1707749366760254 }, { "epoch": 183, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05121098554680745, "train_seconds": 560.602189540863, "validation": { "accuracy": 0.8654, "examples": 5000, "loss": 0.5904847534179688 }, "validation_seconds": 0.17096948623657227 }, { "epoch": 184, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.0532610271414121, "train_seconds": 560.6874899864197, "validation": { "accuracy": 0.8646, "examples": 5000, "loss": 0.5949594970703125 }, "validation_seconds": 0.17095732688903809 }, { "epoch": 185, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05066566181447771, "train_seconds": 560.6240856647491, "validation": { "accuracy": 0.866, "examples": 5000, "loss": 0.598093505859375 }, "validation_seconds": 0.1707146167755127 }, { "epoch": 186, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.050586108859380086, "train_seconds": 560.5915801525116, "validation": { "accuracy": 0.8656, "examples": 5000, "loss": 0.5995073974609375 }, "validation_seconds": 0.17087697982788086 }, { "epoch": 187, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.04926515153249105, "train_seconds": 560.5769941806793, "validation": { "accuracy": 0.8646, "examples": 5000, "loss": 0.6008431518554688 }, "validation_seconds": 0.1711268424987793 }, { "epoch": 188, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05084701956609885, "train_seconds": 560.4484589099884, "validation": { "accuracy": 0.8644, "examples": 5000, "loss": 0.5961071411132812 }, "validation_seconds": 0.1709892749786377 }, { "epoch": 189, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05086444434059991, "train_seconds": 560.4446725845337, "validation": { "accuracy": 0.8664, "examples": 5000, "loss": 0.595338525390625 }, "validation_seconds": 0.17079830169677734 }, { "epoch": 190, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05069162193536758, "train_seconds": 560.5038962364197, "validation": { "accuracy": 0.8638, "examples": 5000, "loss": 0.5992982055664062 }, "validation_seconds": 0.17066144943237305 }, { "epoch": 191, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05099646294448111, "train_seconds": 560.6068978309631, "validation": { "accuracy": 0.8638, "examples": 5000, "loss": 0.6020646362304688 }, "validation_seconds": 0.17072200775146484 }, { "epoch": 192, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05033617229064306, "train_seconds": 560.5441524982452, "validation": { "accuracy": 0.865, "examples": 5000, "loss": 0.6090272827148437 }, "validation_seconds": 0.1708674430847168 }, { "epoch": 193, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.05045138215753767, "train_seconds": 560.5373227596283, "validation": { "accuracy": 0.862, "examples": 5000, "loss": 0.6072682006835938 }, "validation_seconds": 0.17099285125732422 }, { "epoch": 194, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.049500737303495405, "train_seconds": 560.6162390708923, "validation": { "accuracy": 0.8644, "examples": 5000, "loss": 0.597724462890625 }, "validation_seconds": 0.17102837562561035 }, { "epoch": 195, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.04977997776005003, "train_seconds": 560.5924124717712, "validation": { "accuracy": 0.8648, "examples": 5000, "loss": 0.6030875610351563 }, "validation_seconds": 0.17075753211975098 }, { "epoch": 196, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.04957166252202458, "train_seconds": 560.5982604026794, "validation": { "accuracy": 0.8652, "examples": 5000, "loss": 0.604028369140625 }, "validation_seconds": 0.17163372039794922 }, { "epoch": 197, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.050121073783106276, "train_seconds": 560.0612788200378, "validation": { "accuracy": 0.864, "examples": 5000, "loss": 0.6068662475585938 }, "validation_seconds": 0.17065048217773438 }, { "epoch": 198, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.04878396252923541, "train_seconds": 559.8991024494171, "validation": { "accuracy": 0.8662, "examples": 5000, "loss": 0.6060625732421875 }, "validation_seconds": 0.1706082820892334 }, { "epoch": 199, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.0506157725599077, "train_seconds": 559.9076845645905, "validation": { "accuracy": 0.8642, "examples": 5000, "loss": 0.6069480834960937 }, "validation_seconds": 0.17104268074035645 }, { "epoch": 200, "lr": 0.0005000000000000001, "output_lr": 0.0005000000000000001, "train_examples": 45000, "train_loss": 0.050066802283128105, "train_seconds": 559.9151027202606, "validation": { "accuracy": 0.8654, "examples": 5000, "loss": 0.6110852416992187 }, "validation_seconds": 0.1712048053741455 } ], "evaluation_protocol": { "split": "validation", "test_evaluations": 0, "test_used_for_selection": false }, "final": { "accuracy": 0.8654, "evaluation_seconds": 0.1711885929107666, "examples": 5000, "finite": true, "loss": 0.6110852416992187 }, "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": 2322300928, "peak_memory_reserved_bytes": 3586129920, "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": 111860.19822311401, "work": { "candidate_label_evaluation_presentations": 0, "completed_global_epochs": 200, "feedforward_example_passes": 10005000, "forward_macs_per_example": 68862592, "forward_parameter_count": 464154, "local_target_backward_example_evaluations": 0, "local_vjp_example_evaluations": 144000000, "logical_task_loss_queries": 0, "num_trainable_layers": 32, "ordinary_training_examples": 9000000, "ordinary_validation_examples": 1005000, "relaxation_example_passes": 144000000, "training_example_presentations": 9000000 } }