{"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": 0, "device": "cuda", "outdir": "results", "tag": "fa_scale_v2_cifar10_fa_w64_d5_s0"}, "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": 0.3538, "test_loss": 1.8589729370117187, "train_loss": 1.883563756942749, "cos_fa_negg": [0.5036278963088989, 0.4566531777381897, 0.4201866090297699, 0.3730124831199646, 0.3668400049209595]}, {"epoch_end": 1, "test_acc": 0.3714, "test_loss": 1.8177722290039062, "train_loss": 1.7791827917099, "cos_fa_negg": [0.5570530891418457, 0.539949893951416, 0.5284518599510193, 0.4887537360191345, 0.4849775433540344]}, {"epoch_end": 2, "test_acc": 0.3722, "test_loss": 1.8125533325195313, "train_loss": 1.8780012130737305, "cos_fa_negg": [0.5820482969284058, 0.5748956203460693, 0.5698109865188599, 0.5625144243240356, 0.5535287261009216]}, {"epoch_end": 3, "test_acc": 0.3876, "test_loss": 1.780288427734375, "train_loss": 1.661966323852539, "cos_fa_negg": [0.6333419680595398, 0.6257620453834534, 0.6206667423248291, 0.603515625, 0.6064442992210388]}, {"epoch_end": 4, "test_acc": 0.3894, "test_loss": 1.7435726684570312, "train_loss": 1.838675856590271, "cos_fa_negg": [0.6323521137237549, 0.6349772810935974, 0.6391381025314331, 0.6455833315849304, 0.6350363492965698]}], "final": {"test_acc": 0.3894, "test_loss": 1.7435726684570312, "wall_s": 5.108606815338135, "cos_fa_negg": [0.6323521137237549, 0.6349772810935974, 0.6391381025314331, 0.6455833315849304, 0.6350363492965698], "loss": 1.7664709091186523}}