{"args": {"method": "fa", "dataset": "cifar10", "depth": 10, "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": 4, "device": "cuda", "outdir": "results", "tag": "fa_scale_v2_cifar10_fa_w64_d10_s4"}, "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": 0.3503, "test_loss": 1.8606088012695312, "train_loss": 1.8354380130767822, "cos_fa_negg": [0.49207398295402527, 0.4415280818939209, 0.40717771649360657, 0.3966655731201172, 0.38260596990585327, 0.37434121966362, 0.36863571405410767, 0.37032637000083923, 0.3609515130519867, 0.3696688413619995]}, {"epoch_end": 1, "test_acc": 0.3641, "test_loss": 1.8435138671875, "train_loss": 1.8001400232315063, "cos_fa_negg": [0.6088610887527466, 0.5553158521652222, 0.5399246215820312, 0.5084333419799805, 0.49265530705451965, 0.5034649968147278, 0.4879958927631378, 0.4637438654899597, 0.470821738243103, 0.4724392592906952]}, {"epoch_end": 2, "test_acc": 0.3639, "test_loss": 1.8087484375, "train_loss": 1.8787548542022705, "cos_fa_negg": [0.5063456892967224, 0.5231605172157288, 0.5112819671630859, 0.5048660039901733, 0.4747409224510193, 0.48842117190361023, 0.47122353315353394, 0.47197413444519043, 0.47184979915618896, 0.47172820568084717]}, {"epoch_end": 3, "test_acc": 0.3858, "test_loss": 1.7777845092773437, "train_loss": 1.6938066482543945, "cos_fa_negg": [0.5889455080032349, 0.600176215171814, 0.5761982202529907, 0.5680115222930908, 0.5692111849784851, 0.5659661293029785, 0.5592426061630249, 0.5655986666679382, 0.5632644295692444, 0.5648400783538818]}, {"epoch_end": 4, "test_acc": 0.3907, "test_loss": 1.77101396484375, "train_loss": 1.7774055004119873, "cos_fa_negg": [0.6288797855377197, 0.6492674350738525, 0.6332816481590271, 0.6334834098815918, 0.6290494203567505, 0.6313011646270752, 0.6250534057617188, 0.6254470348358154, 0.6254778504371643, 0.6421879529953003]}], "final": {"test_acc": 0.3907, "test_loss": 1.77101396484375, "wall_s": 8.894418478012085, "cos_fa_negg": [0.6288797855377197, 0.6492674350738525, 0.6332816481590271, 0.6334834098815918, 0.6290494203567505, 0.6313011646270752, 0.6250534057617188, 0.6254470348358154, 0.6254778504371643, 0.6421879529953003], "loss": 1.7802711725234985}}