{ "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": 100, "eval_every": 1, "eval_split": "validation", "feedback_seed": 1729, "ff_score_from_layer": 1, "ff_threshold": 2.0, "loader_seed": 0, "lr": 0.003, "lr_gamma": 0.1, "lr_milestones": "60,90", "lr_schedule": "pepita", "max_steps": 0, "method": "pepita", "momentum": 0.9, "out": "/orion/u/oscarwan/scratch/sdil-work/sdil-a6000-full-rerun/results/resnet_crossover/r2/resnet-r2-pepita-d20-lr0p003.json", "output_lr": 0.003, "pepita_projection_scale": 0.05, "seed": 0, "split_seed": 2027, "train_limit": 0, "val_examples": 5000, "weight_decay": 0.0001, "width": 16 }, "epochs": [ { "epoch": 1, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.2540517320844864, "train_seconds": 5.846177339553833, "validation": { "accuracy": 0.2154, "examples": 5000, "loss": 2.17969853515625 }, "validation_seconds": 0.12939953804016113 }, { "epoch": 2, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.170380486128065, "train_seconds": 5.499620676040649, "validation": { "accuracy": 0.2038, "examples": 5000, "loss": 2.134754833984375 }, "validation_seconds": 0.10496997833251953 }, { "epoch": 3, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.1359980241563585, "train_seconds": 5.497474431991577, "validation": { "accuracy": 0.225, "examples": 5000, "loss": 2.09927607421875 }, "validation_seconds": 0.10551118850708008 }, { "epoch": 4, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.1131656904008653, "train_seconds": 5.495712995529175, "validation": { "accuracy": 0.2192, "examples": 5000, "loss": 2.096121337890625 }, "validation_seconds": 0.10497379302978516 }, { "epoch": 5, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.096841954845852, "train_seconds": 5.500979900360107, "validation": { "accuracy": 0.2506, "examples": 5000, "loss": 2.0687662109375 }, "validation_seconds": 0.10506653785705566 }, { "epoch": 6, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.08288049314287, "train_seconds": 5.502379894256592, "validation": { "accuracy": 0.2552, "examples": 5000, "loss": 2.0530152099609373 }, "validation_seconds": 0.10521101951599121 }, { "epoch": 7, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.073017496617635, "train_seconds": 5.497807741165161, "validation": { "accuracy": 0.2366, "examples": 5000, "loss": 2.05641904296875 }, "validation_seconds": 0.10515880584716797 }, { "epoch": 8, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0659207894643146, "train_seconds": 5.5049827098846436, "validation": { "accuracy": 0.257, "examples": 5000, "loss": 2.03794013671875 }, "validation_seconds": 0.10519862174987793 }, { "epoch": 9, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0593762793223065, "train_seconds": 5.4969775676727295, "validation": { "accuracy": 0.259, "examples": 5000, "loss": 2.0241550048828123 }, "validation_seconds": 0.10501766204833984 }, { "epoch": 10, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0526318064371747, "train_seconds": 5.5005998611450195, "validation": { "accuracy": 0.2634, "examples": 5000, "loss": 2.0274732177734376 }, "validation_seconds": 0.10511279106140137 }, { "epoch": 11, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.047295862748888, "train_seconds": 5.514113903045654, "validation": { "accuracy": 0.2494, "examples": 5000, "loss": 2.034632568359375 }, "validation_seconds": 0.10521459579467773 }, { "epoch": 12, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.046622137429979, "train_seconds": 5.512402534484863, "validation": { "accuracy": 0.2686, "examples": 5000, "loss": 2.011696142578125 }, "validation_seconds": 0.10520362854003906 }, { "epoch": 13, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0403066360897486, "train_seconds": 5.509901523590088, "validation": { "accuracy": 0.258, "examples": 5000, "loss": 2.012770654296875 }, "validation_seconds": 0.10524630546569824 }, { "epoch": 14, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0382033768547907, "train_seconds": 5.508563995361328, "validation": { "accuracy": 0.2696, "examples": 5000, "loss": 2.0040715087890626 }, "validation_seconds": 0.10525345802307129 }, { "epoch": 15, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0371743593004017, "train_seconds": 5.505054712295532, "validation": { "accuracy": 0.2662, "examples": 5000, "loss": 2.0049404296875 }, "validation_seconds": 0.1051628589630127 }, { "epoch": 16, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0296005568610296, "train_seconds": 5.501487493515015, "validation": { "accuracy": 0.2676, "examples": 5000, "loss": 1.9989622802734375 }, "validation_seconds": 0.10553455352783203 }, { "epoch": 17, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.028386363093058, "train_seconds": 5.505746603012085, "validation": { "accuracy": 0.2682, "examples": 5000, "loss": 2.0050867919921873 }, "validation_seconds": 0.10517692565917969 }, { "epoch": 18, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0280178286234536, "train_seconds": 5.502475023269653, "validation": { "accuracy": 0.2634, "examples": 5000, "loss": 2.004136962890625 }, "validation_seconds": 0.10525631904602051 }, { "epoch": 19, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.022250784280565, "train_seconds": 5.5056681632995605, "validation": { "accuracy": 0.2744, "examples": 5000, "loss": 1.9959945556640626 }, "validation_seconds": 0.10529446601867676 }, { "epoch": 20, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0207669247521296, "train_seconds": 5.503343820571899, "validation": { "accuracy": 0.272, "examples": 5000, "loss": 1.990040185546875 }, "validation_seconds": 0.10525321960449219 }, { "epoch": 21, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0204448586357966, "train_seconds": 5.503366708755493, "validation": { "accuracy": 0.2566, "examples": 5000, "loss": 2.01042177734375 }, "validation_seconds": 0.10516881942749023 }, { "epoch": 22, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0200392368740507, "train_seconds": 5.5079567432403564, "validation": { "accuracy": 0.2672, "examples": 5000, "loss": 1.998391650390625 }, "validation_seconds": 0.10535097122192383 }, { "epoch": 23, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0179887710571287, "train_seconds": 5.508881568908691, "validation": { "accuracy": 0.2746, "examples": 5000, "loss": 1.9914981689453124 }, "validation_seconds": 0.1053166389465332 }, { "epoch": 24, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.012541169950697, "train_seconds": 5.511257648468018, "validation": { "accuracy": 0.2688, "examples": 5000, "loss": 1.9919697998046875 }, "validation_seconds": 0.10536813735961914 }, { "epoch": 25, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0146305094189114, "train_seconds": 5.506036281585693, "validation": { "accuracy": 0.2658, "examples": 5000, "loss": 1.9949030029296875 }, "validation_seconds": 0.10530686378479004 }, { "epoch": 26, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.010540577167935, "train_seconds": 5.503469944000244, "validation": { "accuracy": 0.2656, "examples": 5000, "loss": 1.995817578125 }, "validation_seconds": 0.10513448715209961 }, { "epoch": 27, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.011019580438402, "train_seconds": 5.504186153411865, "validation": { "accuracy": 0.2672, "examples": 5000, "loss": 1.9920932861328124 }, "validation_seconds": 0.10550999641418457 }, { "epoch": 28, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0107565660264757, "train_seconds": 5.501965761184692, "validation": { "accuracy": 0.2562, "examples": 5000, "loss": 2.00138916015625 }, "validation_seconds": 0.10556864738464355 }, { "epoch": 29, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0093017225901284, "train_seconds": 5.500823736190796, "validation": { "accuracy": 0.2646, "examples": 5000, "loss": 1.9926986083984375 }, "validation_seconds": 0.1052248477935791 }, { "epoch": 30, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0063924302630953, "train_seconds": 5.504383563995361, "validation": { "accuracy": 0.2624, "examples": 5000, "loss": 1.9840763671875 }, "validation_seconds": 0.10538268089294434 }, { "epoch": 31, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.005855017513699, "train_seconds": 5.50493311882019, "validation": { "accuracy": 0.266, "examples": 5000, "loss": 1.9905255859375 }, "validation_seconds": 0.1052553653717041 }, { "epoch": 32, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0042439441257054, "train_seconds": 5.5027971267700195, "validation": { "accuracy": 0.2678, "examples": 5000, "loss": 1.970855615234375 }, "validation_seconds": 0.10536980628967285 }, { "epoch": 33, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0055182597054375, "train_seconds": 5.503118991851807, "validation": { "accuracy": 0.2644, "examples": 5000, "loss": 1.999814013671875 }, "validation_seconds": 0.1053767204284668 }, { "epoch": 34, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0039610786014133, "train_seconds": 5.502718448638916, "validation": { "accuracy": 0.2558, "examples": 5000, "loss": 1.9934460693359375 }, "validation_seconds": 0.10529065132141113 }, { "epoch": 35, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.002173393376668, "train_seconds": 5.504491090774536, "validation": { "accuracy": 0.2718, "examples": 5000, "loss": 1.983355615234375 }, "validation_seconds": 0.10515451431274414 }, { "epoch": 36, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.999710160975986, "train_seconds": 5.503596782684326, "validation": { "accuracy": 0.2654, "examples": 5000, "loss": 1.9914493896484375 }, "validation_seconds": 0.10546326637268066 }, { "epoch": 37, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.002970977168613, "train_seconds": 5.50464129447937, "validation": { "accuracy": 0.2574, "examples": 5000, "loss": 1.9867867919921876 }, "validation_seconds": 0.10530948638916016 }, { "epoch": 38, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0020395337846546, "train_seconds": 5.5078301429748535, "validation": { "accuracy": 0.2706, "examples": 5000, "loss": 1.9826528076171874 }, "validation_seconds": 0.10545110702514648 }, { "epoch": 39, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.9987340057584975, "train_seconds": 5.504313707351685, "validation": { "accuracy": 0.2714, "examples": 5000, "loss": 1.9860088134765626 }, "validation_seconds": 0.10541486740112305 }, { "epoch": 40, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.9994566903856066, "train_seconds": 5.507040977478027, "validation": { "accuracy": 0.2682, "examples": 5000, "loss": 1.9782498291015624 }, "validation_seconds": 0.10532188415527344 }, { "epoch": 41, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0013496548334757, "train_seconds": 5.507043361663818, "validation": { "accuracy": 0.2496, "examples": 5000, "loss": 1.9953440185546876 }, "validation_seconds": 0.10550904273986816 }, { "epoch": 42, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.9970213481055366, "train_seconds": 5.501050710678101, "validation": { "accuracy": 0.2582, "examples": 5000, "loss": 1.980520703125 }, "validation_seconds": 0.10538554191589355 }, { "epoch": 43, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0023596636454264, "train_seconds": 5.504518508911133, "validation": { "accuracy": 0.276, "examples": 5000, "loss": 1.9724589599609375 }, "validation_seconds": 0.1053304672241211 }, { "epoch": 44, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.9987859845691256, "train_seconds": 5.504904270172119, "validation": { "accuracy": 0.267, "examples": 5000, "loss": 1.991623046875 }, "validation_seconds": 0.10524177551269531 }, { "epoch": 45, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0013457901000975, "train_seconds": 5.505333662033081, "validation": { "accuracy": 0.2622, "examples": 5000, "loss": 1.987554638671875 }, "validation_seconds": 0.10548973083496094 }, { "epoch": 46, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.9991893960740832, "train_seconds": 5.507464647293091, "validation": { "accuracy": 0.2706, "examples": 5000, "loss": 1.9903315673828126 }, "validation_seconds": 0.10526585578918457 }, { "epoch": 47, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0000709929996066, "train_seconds": 5.5044050216674805, "validation": { "accuracy": 0.2728, "examples": 5000, "loss": 1.9653149658203124 }, "validation_seconds": 0.10531759262084961 }, { "epoch": 48, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.0002532496558296, "train_seconds": 5.506645917892456, "validation": { "accuracy": 0.2778, "examples": 5000, "loss": 1.9617325439453126 }, "validation_seconds": 0.10522890090942383 }, { "epoch": 49, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 2.000072623655531, "train_seconds": 5.511117935180664, "validation": { "accuracy": 0.2652, "examples": 5000, "loss": 1.982528076171875 }, "validation_seconds": 0.10529708862304688 }, { "epoch": 50, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.9980969663831922, "train_seconds": 5.5062291622161865, "validation": { "accuracy": 0.2728, "examples": 5000, "loss": 1.97162822265625 }, "validation_seconds": 0.1052713394165039 }, { "epoch": 51, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.994790125126309, "train_seconds": 5.508324146270752, "validation": { "accuracy": 0.2596, "examples": 5000, "loss": 1.9888105224609376 }, "validation_seconds": 0.10519123077392578 }, { "epoch": 52, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.9956360507965087, "train_seconds": 5.5053040981292725, "validation": { "accuracy": 0.2598, "examples": 5000, "loss": 1.987352001953125 }, "validation_seconds": 0.10519528388977051 }, { "epoch": 53, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.999503876071506, "train_seconds": 5.503100395202637, "validation": { "accuracy": 0.2622, "examples": 5000, "loss": 1.9869154541015626 }, "validation_seconds": 0.10521578788757324 }, { "epoch": 54, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.9960996131049262, "train_seconds": 5.509793996810913, "validation": { "accuracy": 0.2582, "examples": 5000, "loss": 1.99108720703125 }, "validation_seconds": 0.10523152351379395 }, { "epoch": 55, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.9974913773854575, "train_seconds": 5.506419658660889, "validation": { "accuracy": 0.2644, "examples": 5000, "loss": 1.9845252685546875 }, "validation_seconds": 0.10523486137390137 }, { "epoch": 56, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.9962633374955918, "train_seconds": 5.5040602684021, "validation": { "accuracy": 0.263, "examples": 5000, "loss": 1.9842421875 }, "validation_seconds": 0.10512018203735352 }, { "epoch": 57, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.9980382384406197, "train_seconds": 5.508415460586548, "validation": { "accuracy": 0.2684, "examples": 5000, "loss": 1.9884821533203125 }, "validation_seconds": 0.10535335540771484 }, { "epoch": 58, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.9994783101823594, "train_seconds": 5.509284257888794, "validation": { "accuracy": 0.2598, "examples": 5000, "loss": 1.9920580078125 }, "validation_seconds": 0.10525155067443848 }, { "epoch": 59, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.994873679860433, "train_seconds": 5.507220506668091, "validation": { "accuracy": 0.2646, "examples": 5000, "loss": 1.984413818359375 }, "validation_seconds": 0.10529899597167969 }, { "epoch": 60, "lr": 0.003, "output_lr": 0.003, "train_examples": 45000, "train_loss": 1.9963021400875516, "train_seconds": 5.505999326705933, "validation": { "accuracy": 0.2654, "examples": 5000, "loss": 1.97801142578125 }, "validation_seconds": 0.10530734062194824 }, { "epoch": 61, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9900015704684788, "train_seconds": 5.507628679275513, "validation": { "accuracy": 0.2764, "examples": 5000, "loss": 1.9735885986328126 }, "validation_seconds": 0.10532093048095703 }, { "epoch": 62, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9889358832465278, "train_seconds": 5.505821466445923, "validation": { "accuracy": 0.2746, "examples": 5000, "loss": 1.9731400634765626 }, "validation_seconds": 0.10542631149291992 }, { "epoch": 63, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9910470107184517, "train_seconds": 5.504168510437012, "validation": { "accuracy": 0.2706, "examples": 5000, "loss": 1.9786871826171875 }, "validation_seconds": 0.10542702674865723 }, { "epoch": 64, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9888048695670233, "train_seconds": 5.503101110458374, "validation": { "accuracy": 0.2722, "examples": 5000, "loss": 1.9800283447265625 }, "validation_seconds": 0.10519576072692871 }, { "epoch": 65, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9899456718656752, "train_seconds": 5.503441572189331, "validation": { "accuracy": 0.2718, "examples": 5000, "loss": 1.9744058837890626 }, "validation_seconds": 0.10547184944152832 }, { "epoch": 66, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9914917253070408, "train_seconds": 5.5037009716033936, "validation": { "accuracy": 0.2768, "examples": 5000, "loss": 1.970571484375 }, "validation_seconds": 0.10534429550170898 }, { "epoch": 67, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9919023951212564, "train_seconds": 5.503073453903198, "validation": { "accuracy": 0.2702, "examples": 5000, "loss": 1.9756346435546874 }, "validation_seconds": 0.10526371002197266 }, { "epoch": 68, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9882253373675876, "train_seconds": 5.506524085998535, "validation": { "accuracy": 0.2782, "examples": 5000, "loss": 1.9718321044921876 }, "validation_seconds": 0.10534501075744629 }, { "epoch": 69, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9925236448076036, "train_seconds": 5.504960536956787, "validation": { "accuracy": 0.2716, "examples": 5000, "loss": 1.9783636962890625 }, "validation_seconds": 0.10545825958251953 }, { "epoch": 70, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9897801370620727, "train_seconds": 5.505310773849487, "validation": { "accuracy": 0.269, "examples": 5000, "loss": 1.9767344482421876 }, "validation_seconds": 0.10528755187988281 }, { "epoch": 71, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9880535870022245, "train_seconds": 5.503842830657959, "validation": { "accuracy": 0.2676, "examples": 5000, "loss": 1.9813978271484376 }, "validation_seconds": 0.10532116889953613 }, { "epoch": 72, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9871454840554132, "train_seconds": 5.511318206787109, "validation": { "accuracy": 0.2758, "examples": 5000, "loss": 1.97433564453125 }, "validation_seconds": 0.10527610778808594 }, { "epoch": 73, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9925464500427246, "train_seconds": 5.5087480545043945, "validation": { "accuracy": 0.2724, "examples": 5000, "loss": 1.978366552734375 }, "validation_seconds": 0.10521245002746582 }, { "epoch": 74, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9864715037875704, "train_seconds": 5.508193492889404, "validation": { "accuracy": 0.2686, "examples": 5000, "loss": 1.9754033935546875 }, "validation_seconds": 0.10522222518920898 }, { "epoch": 75, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9897771712409125, "train_seconds": 5.50649881362915, "validation": { "accuracy": 0.2734, "examples": 5000, "loss": 1.974899462890625 }, "validation_seconds": 0.10533857345581055 }, { "epoch": 76, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9886419744915433, "train_seconds": 5.505634069442749, "validation": { "accuracy": 0.2692, "examples": 5000, "loss": 1.977445703125 }, "validation_seconds": 0.10537195205688477 }, { "epoch": 77, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9885343943066067, "train_seconds": 5.503732204437256, "validation": { "accuracy": 0.2682, "examples": 5000, "loss": 1.9802877685546876 }, "validation_seconds": 0.10513567924499512 }, { "epoch": 78, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.993202943250868, "train_seconds": 5.506843566894531, "validation": { "accuracy": 0.2686, "examples": 5000, "loss": 1.9763575439453125 }, "validation_seconds": 0.10518097877502441 }, { "epoch": 79, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9885233533859252, "train_seconds": 5.502397775650024, "validation": { "accuracy": 0.2736, "examples": 5000, "loss": 1.971972607421875 }, "validation_seconds": 0.10559296607971191 }, { "epoch": 80, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9916276458104452, "train_seconds": 5.503775358200073, "validation": { "accuracy": 0.2702, "examples": 5000, "loss": 1.983391943359375 }, "validation_seconds": 0.10515046119689941 }, { "epoch": 81, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9912612048678928, "train_seconds": 5.502410888671875, "validation": { "accuracy": 0.2722, "examples": 5000, "loss": 1.9768909912109376 }, "validation_seconds": 0.10518693923950195 }, { "epoch": 82, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9933317521413167, "train_seconds": 5.505985498428345, "validation": { "accuracy": 0.2738, "examples": 5000, "loss": 1.975612646484375 }, "validation_seconds": 0.10521507263183594 }, { "epoch": 83, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.992124314159817, "train_seconds": 5.503434896469116, "validation": { "accuracy": 0.2694, "examples": 5000, "loss": 1.9838414794921875 }, "validation_seconds": 0.10535001754760742 }, { "epoch": 84, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9881560234917535, "train_seconds": 5.5040600299835205, "validation": { "accuracy": 0.2718, "examples": 5000, "loss": 1.981240087890625 }, "validation_seconds": 0.10520529747009277 }, { "epoch": 85, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9894730068630642, "train_seconds": 5.501953840255737, "validation": { "accuracy": 0.2672, "examples": 5000, "loss": 1.9822439208984375 }, "validation_seconds": 0.10531735420227051 }, { "epoch": 86, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9889087203979492, "train_seconds": 5.50821590423584, "validation": { "accuracy": 0.2714, "examples": 5000, "loss": 1.9796527099609376 }, "validation_seconds": 0.10519123077392578 }, { "epoch": 87, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9899914241366916, "train_seconds": 5.50803017616272, "validation": { "accuracy": 0.27, "examples": 5000, "loss": 1.981403369140625 }, "validation_seconds": 0.1051938533782959 }, { "epoch": 88, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.989610216055976, "train_seconds": 5.505961179733276, "validation": { "accuracy": 0.2696, "examples": 5000, "loss": 1.976666259765625 }, "validation_seconds": 0.10532689094543457 }, { "epoch": 89, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.9914015740712483, "train_seconds": 5.505902290344238, "validation": { "accuracy": 0.2742, "examples": 5000, "loss": 1.968590283203125 }, "validation_seconds": 0.10518217086791992 }, { "epoch": 90, "lr": 0.00030000000000000003, "output_lr": 0.00030000000000000003, "train_examples": 45000, "train_loss": 1.991297045856052, "train_seconds": 5.503058910369873, "validation": { "accuracy": 0.2686, "examples": 5000, "loss": 1.97153271484375 }, "validation_seconds": 0.10520219802856445 }, { "epoch": 91, "lr": 3.0000000000000004e-05, "output_lr": 3.0000000000000004e-05, "train_examples": 45000, "train_loss": 1.9905024444156223, "train_seconds": 5.507503986358643, "validation": { "accuracy": 0.2682, "examples": 5000, "loss": 1.9812239013671875 }, "validation_seconds": 0.10525727272033691 }, { "epoch": 92, "lr": 3.0000000000000004e-05, "output_lr": 3.0000000000000004e-05, "train_examples": 45000, "train_loss": 1.9875384762658013, "train_seconds": 5.504276514053345, "validation": { "accuracy": 0.271, "examples": 5000, "loss": 1.9784233642578124 }, "validation_seconds": 0.10520076751708984 }, { "epoch": 93, "lr": 3.0000000000000004e-05, "output_lr": 3.0000000000000004e-05, "train_examples": 45000, "train_loss": 1.9886907052993774, "train_seconds": 5.507157325744629, "validation": { "accuracy": 0.2704, "examples": 5000, "loss": 1.9788807373046875 }, "validation_seconds": 0.10531425476074219 }, { "epoch": 94, "lr": 3.0000000000000004e-05, "output_lr": 3.0000000000000004e-05, "train_examples": 45000, "train_loss": 1.9844931491851807, "train_seconds": 5.5087127685546875, "validation": { "accuracy": 0.2722, "examples": 5000, "loss": 1.9788918701171876 }, "validation_seconds": 0.10535192489624023 }, { "epoch": 95, "lr": 3.0000000000000004e-05, "output_lr": 3.0000000000000004e-05, "train_examples": 45000, "train_loss": 1.9873190053304037, "train_seconds": 5.506003379821777, "validation": { "accuracy": 0.2748, "examples": 5000, "loss": 1.9743620849609376 }, "validation_seconds": 0.10539937019348145 }, { "epoch": 96, "lr": 3.0000000000000004e-05, "output_lr": 3.0000000000000004e-05, "train_examples": 45000, "train_loss": 1.984961536640591, "train_seconds": 5.514376163482666, "validation": { "accuracy": 0.2724, "examples": 5000, "loss": 1.9778021240234376 }, "validation_seconds": 0.10521578788757324 }, { "epoch": 97, "lr": 3.0000000000000004e-05, "output_lr": 3.0000000000000004e-05, "train_examples": 45000, "train_loss": 1.9883242013295492, "train_seconds": 5.5068089962005615, "validation": { "accuracy": 0.2696, "examples": 5000, "loss": 1.9805218017578126 }, "validation_seconds": 0.10537600517272949 }, { "epoch": 98, "lr": 3.0000000000000004e-05, "output_lr": 3.0000000000000004e-05, "train_examples": 45000, "train_loss": 1.9905134502834745, "train_seconds": 5.501478672027588, "validation": { "accuracy": 0.272, "examples": 5000, "loss": 1.977109130859375 }, "validation_seconds": 0.10539984703063965 }, { "epoch": 99, "lr": 3.0000000000000004e-05, "output_lr": 3.0000000000000004e-05, "train_examples": 45000, "train_loss": 1.9883133581373427, "train_seconds": 5.503832578659058, "validation": { "accuracy": 0.2712, "examples": 5000, "loss": 1.97808974609375 }, "validation_seconds": 0.10522580146789551 }, { "epoch": 100, "lr": 3.0000000000000004e-05, "output_lr": 3.0000000000000004e-05, "train_examples": 45000, "train_loss": 1.9903361009385852, "train_seconds": 5.5033111572265625, "validation": { "accuracy": 0.2726, "examples": 5000, "loss": 1.9752171875 }, "validation_seconds": 0.10524916648864746 } ], "evaluation_protocol": { "split": "validation", "test_evaluations": 0, "test_used_for_selection": false }, "final": { "accuracy": 0.2726, "evaluation_seconds": 0.10563945770263672, "examples": 5000, "finite": true, "loss": 1.9752171875 }, "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": 2008731648, "peak_memory_reserved_bytes": 2543845376, "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": 561.5238916873932, "work": { "candidate_label_evaluation_presentations": 0, "completed_global_epochs": 100, "feedforward_example_passes": 14005000, "forward_macs_per_example": 40551040, "forward_parameter_count": 269722, "local_target_backward_example_evaluations": 0, "local_vjp_example_evaluations": 0, "logical_task_loss_queries": 0, "num_trainable_layers": 20, "ordinary_training_examples": 4500000, "ordinary_validation_examples": 505000, "relaxation_example_passes": 0, "training_example_presentations": 9000000 } }