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diff --git a/results/fa_scale_v2_cifar10_fa_w64_d10_s0.json b/results/fa_scale_v2_cifar10_fa_w64_d10_s0.json new file mode 100644 index 0000000..b3e540f --- /dev/null +++ b/results/fa_scale_v2_cifar10_fa_w64_d10_s0.json @@ -0,0 +1 @@ +{"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": 0, "device": "cuda", "outdir": "results", "tag": "fa_scale_v2_cifar10_fa_w64_d10_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": 0.3447, "test_loss": 1.85829443359375, "train_loss": 1.904029130935669, "cos_fa_negg": [0.49129801988601685, 0.416703462600708, 0.4243100881576538, 0.39414897561073303, 0.3933248221874237, 0.3793376684188843, 0.3710446059703827, 0.3516763150691986, 0.3629656434059143, 0.3765612840652466]}, {"epoch_end": 1, "test_acc": 0.3677, "test_loss": 1.8152046997070312, "train_loss": 1.8751184940338135, "cos_fa_negg": [0.5418297052383423, 0.4957011938095093, 0.4770530164241791, 0.46881335973739624, 0.46451929211616516, 0.4598459303379059, 0.4454459547996521, 0.4257867932319641, 0.444208562374115, 0.4182853400707245]}, {"epoch_end": 2, "test_acc": 0.369, "test_loss": 1.807639111328125, "train_loss": 1.8384854793548584, "cos_fa_negg": [0.5840843915939331, 0.5805466175079346, 0.5736146569252014, 0.5709843635559082, 0.5473474860191345, 0.529930830001831, 0.5081313252449036, 0.504203736782074, 0.5230003595352173, 0.5000237822532654]}, {"epoch_end": 3, "test_acc": 0.3824, "test_loss": 1.7761490844726562, "train_loss": 1.745998740196228, "cos_fa_negg": [0.5918293595314026, 0.5794800519943237, 0.5665304064750671, 0.5672591924667358, 0.5722034573554993, 0.5564389228820801, 0.5375496745109558, 0.5222494602203369, 0.5589012503623962, 0.5497312545776367]}, {"epoch_end": 4, "test_acc": 0.3867, "test_loss": 1.7503407592773437, "train_loss": 1.7928192615509033, "cos_fa_negg": [0.6144928336143494, 0.6303278803825378, 0.6145829558372498, 0.607607901096344, 0.6021981239318848, 0.5937899947166443, 0.5897976160049438, 0.5826370120048523, 0.5857411623001099, 0.584213376045227]}], "final": {"test_acc": 0.3867, "test_loss": 1.7503407592773437, "wall_s": 9.17576289176941, "cos_fa_negg": [0.6144928336143494, 0.6303278803825378, 0.6145829558372498, 0.607607901096344, 0.6021981239318848, 0.5937899947166443, 0.5897976160049438, 0.5826370120048523, 0.5857411623001099, 0.584213376045227], "loss": 1.8145360946655273}}
\ No newline at end of file diff --git a/results/fa_scale_v2_cifar10_fa_w64_d10_s1.json b/results/fa_scale_v2_cifar10_fa_w64_d10_s1.json new file mode 100644 index 0000000..1c44e5d --- /dev/null +++ b/results/fa_scale_v2_cifar10_fa_w64_d10_s1.json @@ -0,0 +1 @@ +{"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": 1, "device": "cuda", "outdir": "results", "tag": "fa_scale_v2_cifar10_fa_w64_d10_s1"}, "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": 0.3465, "test_loss": 1.8728682861328125, "train_loss": 1.9570691585540771, "cos_fa_negg": [0.47739893198013306, 0.43994075059890747, 0.4240356981754303, 0.40980350971221924, 0.40532007813453674, 0.3879966139793396, 0.3841306269168854, 0.38643139600753784, 0.37802499532699585, 0.3649703562259674]}, {"epoch_end": 1, "test_acc": 0.3668, "test_loss": 1.8334152221679687, "train_loss": 1.8431304693222046, "cos_fa_negg": [0.5671588182449341, 0.5527268648147583, 0.5403913855552673, 0.5316213369369507, 0.5183687210083008, 0.5071671009063721, 0.4976823925971985, 0.4933733642101288, 0.48157280683517456, 0.45131760835647583]}, {"epoch_end": 2, "test_acc": 0.358, "test_loss": 1.8468508056640625, "train_loss": 1.9128211736679077, "cos_fa_negg": [0.5074013471603394, 0.5055151581764221, 0.505877673625946, 0.5044173002243042, 0.48888012766838074, 0.48887380957603455, 0.4584234058856964, 0.47478359937667847, 0.4747112989425659, 0.4702960252761841]}, {"epoch_end": 3, "test_acc": 0.37, "test_loss": 1.8385820556640624, "train_loss": 1.7767232656478882, "cos_fa_negg": [0.5757968425750732, 0.5706263780593872, 0.5800347328186035, 0.5632839202880859, 0.5588048696517944, 0.5578653812408447, 0.5512529015541077, 0.5417101383209229, 0.5663051605224609, 0.5423559546470642]}, {"epoch_end": 4, "test_acc": 0.3941, "test_loss": 1.7602149536132812, "train_loss": 1.8619916439056396, "cos_fa_negg": [0.5906323194503784, 0.6185078620910645, 0.6222564578056335, 0.6211647987365723, 0.6105944514274597, 0.6236714124679565, 0.612980306148529, 0.6101604700088501, 0.6259567141532898, 0.6044439673423767]}], "final": {"test_acc": 0.3941, "test_loss": 1.7602149536132812, "wall_s": 9.342872142791748, "cos_fa_negg": [0.5906323194503784, 0.6185078620910645, 0.6222564578056335, 0.6211647987365723, 0.6105944514274597, 0.6236714124679565, 0.612980306148529, 0.6101604700088501, 0.6259567141532898, 0.6044439673423767], "loss": 1.8163106441497803}}
\ No newline at end of file diff --git a/results/fa_scale_v2_cifar10_fa_w64_d10_s2.json b/results/fa_scale_v2_cifar10_fa_w64_d10_s2.json new file mode 100644 index 0000000..121daae --- /dev/null +++ b/results/fa_scale_v2_cifar10_fa_w64_d10_s2.json @@ -0,0 +1 @@ +{"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": 2, "device": "cuda", "outdir": "results", "tag": "fa_scale_v2_cifar10_fa_w64_d10_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": 0.3346, "test_loss": 1.8918820922851562, "train_loss": 1.9524128437042236, "cos_fa_negg": [0.44244277477264404, 0.4171407222747803, 0.3986811339855194, 0.40639105439186096, 0.37196922302246094, 0.3727591037750244, 0.39151206612586975, 0.36523494124412537, 0.3443318009376526, 0.3535099923610687]}, {"epoch_end": 1, "test_acc": 0.3684, "test_loss": 1.820609814453125, "train_loss": 1.7402433156967163, "cos_fa_negg": [0.5483189225196838, 0.543461799621582, 0.5045893788337708, 0.4977399706840515, 0.4932243525981903, 0.4741307497024536, 0.47874176502227783, 0.49502623081207275, 0.4761987030506134, 0.4690989851951599]}, {"epoch_end": 2, "test_acc": 0.3539, "test_loss": 1.8251246215820311, "train_loss": 2.005451202392578, "cos_fa_negg": [0.5583070516586304, 0.5717755556106567, 0.5643153190612793, 0.5558469295501709, 0.5437771677970886, 0.5278122425079346, 0.5461810827255249, 0.5329586267471313, 0.5259513258934021, 0.53435218334198]}, {"epoch_end": 3, "test_acc": 0.3746, "test_loss": 1.7899692504882811, "train_loss": 1.7511875629425049, "cos_fa_negg": [0.5409359931945801, 0.5858055353164673, 0.5796583294868469, 0.5980449914932251, 0.5758296251296997, 0.5582679510116577, 0.5630685687065125, 0.5924409031867981, 0.5635936260223389, 0.5694832801818848]}, {"epoch_end": 4, "test_acc": 0.3976, "test_loss": 1.7442150756835937, "train_loss": 1.8296598196029663, "cos_fa_negg": [0.5821514129638672, 0.629253625869751, 0.609057605266571, 0.6178766489028931, 0.6186751127243042, 0.6069948077201843, 0.6258417963981628, 0.6125359535217285, 0.6239681839942932, 0.6020489931106567]}], "final": {"test_acc": 0.3976, "test_loss": 1.7442150756835937, "wall_s": 13.731826066970825, "cos_fa_negg": [0.5821514129638672, 0.629253625869751, 0.609057605266571, 0.6178766489028931, 0.6186751127243042, 0.6069948077201843, 0.6258417963981628, 0.6125359535217285, 0.6239681839942932, 0.6020489931106567], "loss": 1.8187429904937744}}
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