{ "tag": "opt4_ubits2", "script": "opt4_mint_membrane_quant.py", "script_sha256_16": "598d76c727a2deea", "hf_folder": "opt4_mint_membrane_quant", "priority": 1, "note": "", "phase": 4, "n_phases": 10, "command": [ "/usr/bin/python3", "-m", "torch.distributed.run", "--standalone", "--nproc_per_node=2", "/kaggle/temp/snn_runs/scripts/opt4_mint_membrane_quant.py", "--epochs", "100", "--batch-size", "32", "--num-bins", "16", "--event-eval", "--no-hf", "--no-resume", "--data-dir", "/kaggle/temp/dvs128_data", "--num-classes", "11", "--bench", "--u-bits", "2" ], "flags": [ "--u-bits", "2" ], "epochs_requested": 100, "epochs_completed": 100, "batch_size_per_gpu": 32, "num_bins_T": 16, "gpus": 2, "amp": false, "exit_code": 0, "status": "ok", "duration_s": 379.3, "sec_per_epoch": 3.79, "started_utc": "2026-08-21T10:11:05.636328+00:00", "finished_utc": "2026-08-21T10:17:24.975778+00:00", "final_epoch_metrics": { "epoch": 100, "train_loss": 1.2173513621645788, "train_acc": 0.7490706319702602, "test_loss": 0.9428806991288157, "test_acc": 0.7083333333333334, "best_acc": 0.7083333333333334, "spike_rates": [ 0.06506027982515447, 0.1793036276803297, 0.20354382869075327, 0.2562400891500361, 0.23098939657211304 ], "spikes_per_sample": 466684.2412330317, "wall_time_s": 2.2287070751190186, "timestamp": "2026-08-21T10:16:53.559519+00:00" }, "best": { "epoch": 87, "test_acc": 0.7083333333333334 }, "event_driven": { "event_driven_test_acc": 0.7083333333333334, "synaptic_ops_per_inference": 310897062.9444444, "membrane_bytes_per_inference": 59522.75, "u_bits": 2, "kshift": 0, "w_bits": 0 }, "driver_version": 1, "zip": { "name": "opt4_ubits2.zip", "files": 312, "bytes": 1444147350, "MB": 1444.1, "sha256": "5a598f023c59afa5004f99624f1e76894ed6884cc3709e875ab159cbbf9fb41e" } }