{ "tag": "opt4_ubits4_wbits4", "script": "opt4_mint_membrane_quant.py", "script_sha256_16": "598d76c727a2deea", "hf_folder": "opt4_mint_membrane_quant", "priority": 2, "note": "", "phase": 9, "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", "4", "--w-bits", "4" ], "flags": [ "--u-bits", "4", "--w-bits", "4" ], "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": 363.3, "sec_per_epoch": 3.63, "started_utc": "2026-08-21T21:36:49.117203+00:00", "finished_utc": "2026-08-21T21:42:52.418912+00:00", "final_epoch_metrics": { "epoch": 100, "train_loss": 0.5747504260903398, "train_acc": 0.9981412639405205, "test_loss": 0.34207645058631897, "test_acc": 0.9318181818181818, "best_acc": 0.9356060606060606, "spike_rates": [ 0.05571911155300982, 0.09399106178213568, 0.08236106441301458, 0.10837020067607656, 0.16009961682207444 ], "spikes_per_sample": 274159.3098133484, "wall_time_s": 2.1624109745025635, "timestamp": "2026-08-21T21:42:28.929596+00:00" }, "best": { "epoch": 89, "test_acc": 0.9356060606060606 }, "event_driven": { "event_driven_test_acc": 0.9318181818181818, "synaptic_ops_per_inference": 217236895.8923611, "membrane_bytes_per_inference": 119045.5, "u_bits": 4, "kshift": 0, "w_bits": 4 }, "driver_version": 1, "zip": { "name": "opt4_ubits4_wbits4.zip", "files": 312, "bytes": 1441598867, "MB": 1441.6, "sha256": "1a309b6a48f8d1d29e734dad8106457c3a1b7d8f2a2b38599c0d0ef467aa6116" } }