{"args": {"method": "fa", "dataset": "cifar10", "depth": 5, "width": 64, "epochs": 5, "batch_size": 128, "train_examples": 0, "max_batches": 0, "eta": 0.05, "momentum": 0.9, "act": "tanh", "residual": 1, "feedback_scale": 1.0, "pepita_f_scale": 0.05, "pepita_decay_epochs": null, "keep_prob": 0.9, "ff_threshold": 2.0, "ep_beta": null, "ep_dt": 0.5, "ep_free_steps": null, "ep_nudge_steps": null, "ep_persistent": 1, "canonical_preprocess": 1, "probe_bs": 512, "seed": 2, "device": "cuda", "outdir": "results", "tag": "fa_scale_v2_cifar10_fa_w64_d5_s2"}, "resolved_protocol": {"eta": 0.05, "feedback_scale": 1.0}, "method_source": {"paper": "https://www.nature.com/articles/ncomms13276", "protocol": "fixed random sequential feedback matrices"}, "provenance": {"git_commit": "d4aef1a571c21e6e4e4125c90aa58da7f14e62e3", "git_dirty": false}, "steps": [{"epoch_end": 0, "test_acc": 0.35, "test_loss": 1.8485661254882813, "train_loss": 1.7809041738510132, "cos_fa_negg": [0.5003088712692261, 0.4290813207626343, 0.42592334747314453, 0.4071369767189026, 0.3943166732788086]}, {"epoch_end": 1, "test_acc": 0.3696, "test_loss": 1.8221701782226563, "train_loss": 1.7759193181991577, "cos_fa_negg": [0.5801876187324524, 0.5407299995422363, 0.518625020980835, 0.5206900238990784, 0.5240465402603149]}, {"epoch_end": 2, "test_acc": 0.3683, "test_loss": 1.7903447998046875, "train_loss": 1.9284851551055908, "cos_fa_negg": [0.5644102096557617, 0.5431579351425171, 0.521202802658081, 0.5358625054359436, 0.5256015062332153]}, {"epoch_end": 3, "test_acc": 0.3846, "test_loss": 1.775379638671875, "train_loss": 1.6301519870758057, "cos_fa_negg": [0.5978825092315674, 0.6017820239067078, 0.5876339673995972, 0.5997786521911621, 0.603117823600769]}, {"epoch_end": 4, "test_acc": 0.3815, "test_loss": 1.782540966796875, "train_loss": 1.965369462966919, "cos_fa_negg": [0.5979705452919006, 0.6346088647842407, 0.631994366645813, 0.6486667394638062, 0.6477499008178711]}], "final": {"test_acc": 0.3815, "test_loss": 1.782540966796875, "wall_s": 5.3620686531066895, "cos_fa_negg": [0.5979705452919006, 0.6346088647842407, 0.631994366645813, 0.6486667394638062, 0.6477499008178711], "loss": 1.8114303350448608}}