Invalid JSON:Unexpected token 'N', ..."_recall": NaN,
""... is not valid JSON
| { | |
| "key": "opt04_cudagraph_unroll/bench_deep", | |
| "tag": "bench_deep", | |
| "script": "opt04_cudagraph_unroll.py", | |
| "script_sha256_16": "847dee0db9d2d87e", | |
| "hf_folder": "applied/opt04_cudagraph_unroll", | |
| "priority": 2, | |
| "note": "long-run timing: shrinks the variance on the graph-vs-eager delta", | |
| "phase": 8, | |
| "n_phases": 10, | |
| "method": "harmonic_matched", | |
| "command": [ | |
| "/usr/bin/python3", | |
| "-m", | |
| "torch.distributed.run", | |
| "--standalone", | |
| "--nproc_per_node=2", | |
| "/kaggle/working/scripts/opt04_cudagraph_unroll.py", | |
| "--method", | |
| "harmonic_matched", | |
| "--data-root", | |
| "/kaggle/working/data", | |
| "--epochs", | |
| "60", | |
| "--seed", | |
| "1234", | |
| "--batch-size", | |
| "64", | |
| "--event-eval", | |
| "--no-resume", | |
| "--decision-margin", | |
| "2.0", | |
| "--hub-dir", | |
| "/kaggle/working/hub/opt04_cudagraph_unroll/bench_deep", | |
| "--keep-epoch-weights", | |
| "1", | |
| "--resplit", | |
| "block", | |
| "--drop-rest", | |
| "--bench", | |
| "--bench-warmup", | |
| "50", | |
| "--bench-iters", | |
| "300", | |
| "--bench-train-steps", | |
| "60" | |
| ], | |
| "flags": [ | |
| "--bench-warmup", | |
| "50", | |
| "--bench-iters", | |
| "300", | |
| "--bench-train-steps", | |
| "60" | |
| ], | |
| "epochs_requested": 60, | |
| "gpus": 2, | |
| "relative_epoch_cost": 1.0, | |
| "exit_code": 0, | |
| "status": "ok", | |
| "duration_s": 515.1, | |
| "started_utc": "2026-08-23T05:47:18.398801+00:00", | |
| "finished_utc": "2026-08-23T05:55:53.540615+00:00", | |
| "optimization_summary": { | |
| "optimization": "cudagraph_static_unroll", | |
| "research_section": "2. Temporal-dimension reduction / 5. OS & runtime", | |
| "reference": "CUDA Graphs static capture/replay applied to the unrolled T-tick event-driven inference loop", | |
| "script": "opt04_cudagraph_unroll.py", | |
| "baseline_mode": false, | |
| "method": "harmonic_matched", | |
| "accuracy": { | |
| "test_acc": 0.9471428571428572, | |
| "test_target_acc": 0.9471428571428572, | |
| "best_val_acc": 0.9478571428571428 | |
| }, | |
| "efficiency": { | |
| "spikes_per_inference": null, | |
| "syn_ops_per_inference": 3288532.137987013, | |
| "dense_macs_per_inference": 122675200.0, | |
| "event_fraction_of_dense": 0.026806821085166462, | |
| "syn_ops_per_inference_dense_fanout": 64865149.92451298, | |
| "weight_sparsity": 0.7324707846410685, | |
| "effective_ticks": 12.623571428571429, | |
| "num_ticks": 100, | |
| "membrane_bytes_per_inference": 451200, | |
| "weight_bytes": 4907008, | |
| "input_raster_bytes": null, | |
| "train_ms_per_step": 99.1249680519104, | |
| "infer_ms_per_sample": 0.6687609851360321, | |
| "peak_vram_mb": 2804.772352 | |
| }, | |
| "optimization_specific": { | |
| "graph_enabled": true, | |
| "event_capacity_scan": { | |
| "cap_scan": 98901, | |
| "batch_size_scan": 64, | |
| "n_batches_scanned": 20, | |
| "density_per_sample": 1545.328125, | |
| "per_layer_caps": [ | |
| 98901, | |
| 7862, | |
| 3565, | |
| 3290 | |
| ] | |
| }, | |
| "capacity": 98901, | |
| "overflow_ticks_frac": 0.0, | |
| "graph_vs_eager_pred_agreement": 1.0, | |
| "graph_capture_ms": 230.26442527770996, | |
| "graphed_acc": 0.9471428571428572, | |
| "kernel_launches_eager": 400, | |
| "kernel_launches_graphed": 2, | |
| "launch_reduction_x": 200.0, | |
| "bench_batches": { | |
| "1": { | |
| "ms_per_sample_eager": 152.34436988830566, | |
| "ms_per_sample_graphed": 32.587409019470215, | |
| "throughput_eager_samples_per_s": 6.564075854809535, | |
| "throughput_graphed_samples_per_s": 30.686698638806277, | |
| "speedup_x": 4.674945768081269, | |
| "capacity": 1546 | |
| }, | |
| "8": { | |
| "ms_per_sample_eager": 19.862996339797974, | |
| "ms_per_sample_graphed": 12.355670928955078, | |
| "throughput_eager_samples_per_s": 50.34487158397024, | |
| "throughput_graphed_samples_per_s": 80.93449605043585, | |
| "speedup_x": 1.607601598813201, | |
| "capacity": 12363 | |
| }, | |
| "32": { | |
| "ms_per_sample_eager": 5.842189788818359, | |
| "ms_per_sample_graphed": 11.338528245687485, | |
| "throughput_eager_samples_per_s": 171.16869464151043, | |
| "throughput_graphed_samples_per_s": 88.19486782866565, | |
| "speedup_x": 0.5152511562548153, | |
| "capacity": 49451 | |
| }, | |
| "128": { | |
| "ms_per_sample_eager": 2.0107360556721687, | |
| "ms_per_sample_graphed": 9.604028947651386, | |
| "throughput_eager_samples_per_s": 497.33031701453734, | |
| "throughput_graphed_samples_per_s": 104.1229681262617, | |
| "speedup_x": 0.2093638062350784, | |
| "capacity": 197802 | |
| } | |
| }, | |
| "speedup_x_at_batch1": 4.674945768081269 | |
| }, | |
| "config": { | |
| "method": "harmonic_matched", | |
| "data_root": "/kaggle/working/data", | |
| "subjects": "", | |
| "blocks": "", | |
| "limit": 0, | |
| "drop_rest": true, | |
| "resplit": "block", | |
| "test_blocks": "6", | |
| "class_weight": false, | |
| "epochs": 60, | |
| "batch_size": 64, | |
| "lr": 0.002, | |
| "weight_decay": 0.0005, | |
| "grad_clip": 5.0, | |
| "num_bins": 100, | |
| "window_sec": 5.0, | |
| "hidden": "512,256", | |
| "freq_groups": 8, | |
| "dropout": 0.3, | |
| "spike_drop": 0.1, | |
| "time_jitter": 2, | |
| "label_smoothing": 0.05, | |
| "no_batchnorm": false, | |
| "binary_input": false, | |
| "beta": 1.0, | |
| "thresh": 1.0, | |
| "window": 0.5, | |
| "gain": 1.0, | |
| "alpha": 0.9, | |
| "readout": "spikecount", | |
| "fake_quant": 0, | |
| "amp": false, | |
| "spike_reg": 0.0, | |
| "event_eval": true, | |
| "decision_margin": 2.0, | |
| "export": false, | |
| "seed": 1234, | |
| "hub_dir": "/kaggle/working/hub/opt04_cudagraph_unroll/bench_deep", | |
| "repo_id": "UWU-R-13/SSVEP-SNN", | |
| "push_hf": false, | |
| "keep_epoch_weights": 1, | |
| "no_resume": true, | |
| "selftest": false, | |
| "baseline": false, | |
| "bench": true, | |
| "bench_warmup": 50, | |
| "bench_iters": 300, | |
| "bench_train_steps": 60, | |
| "event_capacity": 0, | |
| "graph_warmup": 3, | |
| "bench_batches": "1,8,32,128", | |
| "sampling_rate": 250.0 | |
| } | |
| }, | |
| "final_summary": { | |
| "final_test_acc": 0.9471428571428572, | |
| "final_test_target_acc": 0.9471428571428572, | |
| "final_test_rest_recall": NaN, | |
| "best_acc": 0.9478571428571428, | |
| "best_epoch": 50, | |
| "resplit": "block", | |
| "class_weight": false, | |
| "drop_rest": true, | |
| "epochs": 60, | |
| "method": "harmonic_matched", | |
| "n_in": 2880, | |
| "n_classes": 40, | |
| "num_bins": 100 | |
| }, | |
| "event_driven_summary": { | |
| "acc": 0.9471428571428572, | |
| "anytime_acc": { | |
| "0.25": 0.6328571428571429, | |
| "0.5": 0.8571428571428571, | |
| "0.75": 0.9164285714285715, | |
| "1.0": 0.9471428571428572 | |
| }, | |
| "syn_per_inference": 3288532.137987013, | |
| "dense_per_inference": 122675200.0, | |
| "event_fraction_of_dense": 0.026806821085166462, | |
| "syn_per_inference_dense_fanout": 64865149.92451298, | |
| "weight_sparsity": 0.7324707846410685, | |
| "num_ticks": 100, | |
| "dt_ms": 50.0, | |
| "margin_decision_acc": 0.4564285714285714, | |
| "mean_decision_tick": 12.623571428571429, | |
| "mean_decision_ms": 631.1785714285714, | |
| "dense_forward_test_acc": 0.9471428571428572 | |
| }, | |
| "extra_sweep_file_present": true, | |
| "selftest": { | |
| "mode": "gate", | |
| "passed": true | |
| }, | |
| "driver_version": 1, | |
| "zip": { | |
| "name": "bench_deep.zip", | |
| "files": 81, | |
| "bytes": 12255264, | |
| "MB": 12.3, | |
| "sha256": "70a596bb1874f408054a990df12a3c72c0bde75bfcf9116e0193c989df6825e7" | |
| } | |
| } |