add run control_baseline
Browse files
applied/opt04_cudagraph_unroll/control_baseline.summary.json
ADDED
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| 1 |
+
{
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| 2 |
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"key": "opt04_cudagraph_unroll/control_baseline",
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| 3 |
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"tag": "control_baseline",
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| 4 |
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"script": "opt04_cudagraph_unroll.py",
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| 5 |
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"script_sha256_16": "847dee0db9d2d87e",
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"hf_folder": "applied/opt04_cudagraph_unroll",
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"priority": 0,
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"note": "control: eager-only (no graph capture)",
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"phase": 1,
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"n_phases": 10,
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"method": "harmonic_matched",
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"command": [
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"/usr/bin/python3",
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"-m",
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"torch.distributed.run",
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"--standalone",
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"--nproc_per_node=2",
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"/kaggle/working/scripts/opt04_cudagraph_unroll.py",
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"--method",
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"harmonic_matched",
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"--data-root",
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"/kaggle/working/data",
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"--epochs",
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"60",
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| 25 |
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"--seed",
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"1234",
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| 27 |
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"--batch-size",
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| 28 |
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"64",
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| 29 |
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"--event-eval",
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| 30 |
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"--no-resume",
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| 31 |
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"--decision-margin",
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| 32 |
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"2.0",
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| 33 |
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"--hub-dir",
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| 34 |
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"/kaggle/working/hub/opt04_cudagraph_unroll/control_baseline",
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| 35 |
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"--keep-epoch-weights",
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| 36 |
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"1",
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| 37 |
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"--resplit",
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| 38 |
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"block",
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| 39 |
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"--drop-rest",
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| 40 |
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"--bench",
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| 41 |
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"--baseline"
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| 42 |
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],
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| 43 |
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"flags": [
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| 44 |
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"--baseline"
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| 45 |
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],
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| 46 |
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"epochs_requested": 60,
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| 47 |
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"gpus": 2,
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| 48 |
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"relative_epoch_cost": 1.0,
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| 49 |
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"exit_code": 0,
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| 50 |
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"status": "ok",
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| 51 |
+
"duration_s": 320.6,
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| 52 |
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"started_utc": "2026-08-23T03:31:59.520995+00:00",
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| 53 |
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"finished_utc": "2026-08-23T03:37:20.099632+00:00",
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| 54 |
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"optimization_summary": {
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| 55 |
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"optimization": "cudagraph_static_unroll",
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| 56 |
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"research_section": "2. Temporal-dimension reduction / 5. OS & runtime",
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| 57 |
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"reference": "CUDA Graphs static capture/replay applied to the unrolled T-tick event-driven inference loop",
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| 58 |
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"script": "opt04_cudagraph_unroll.py",
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| 59 |
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"baseline_mode": true,
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| 60 |
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"method": "harmonic_matched",
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| 61 |
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"accuracy": {
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| 62 |
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"test_acc": 0.9385714285714286,
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| 63 |
+
"test_target_acc": 0.9385714285714286,
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| 64 |
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"best_val_acc": 0.9464285714285714
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| 65 |
+
},
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| 66 |
+
"efficiency": {
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| 67 |
+
"spikes_per_inference": null,
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| 68 |
+
"syn_ops_per_inference": 3254834.5267857146,
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| 69 |
+
"dense_macs_per_inference": 122675200.0,
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| 70 |
+
"event_fraction_of_dense": 0.02653213140704653,
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| 71 |
+
"syn_ops_per_inference_dense_fanout": 64831452.31331169,
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| 72 |
+
"weight_sparsity": 0.7324707846410685,
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| 73 |
+
"effective_ticks": 12.097857142857142,
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| 74 |
+
"num_ticks": 100,
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| 75 |
+
"membrane_bytes_per_inference": 451200,
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| 76 |
+
"weight_bytes": 4907008,
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| 77 |
+
"input_raster_bytes": null,
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| 78 |
+
"train_ms_per_step": 92.22967624664307,
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| 79 |
+
"infer_ms_per_sample": 0.6272434443235397,
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| 80 |
+
"peak_vram_mb": 2804.347904
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| 81 |
+
},
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| 82 |
+
"optimization_specific": {
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| 83 |
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"graph_enabled": false
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| 84 |
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},
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| 85 |
+
"config": {
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| 86 |
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"method": "harmonic_matched",
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| 87 |
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"data_root": "/kaggle/working/data",
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| 88 |
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"subjects": "",
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| 89 |
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"blocks": "",
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| 90 |
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"limit": 0,
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| 91 |
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"drop_rest": true,
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| 92 |
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"resplit": "block",
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| 93 |
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"test_blocks": "6",
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| 94 |
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"class_weight": false,
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| 95 |
+
"epochs": 60,
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| 96 |
+
"batch_size": 64,
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| 97 |
+
"lr": 0.002,
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| 98 |
+
"weight_decay": 0.0005,
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| 99 |
+
"grad_clip": 5.0,
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| 100 |
+
"num_bins": 100,
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| 101 |
+
"window_sec": 5.0,
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| 102 |
+
"hidden": "512,256",
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| 103 |
+
"freq_groups": 8,
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| 104 |
+
"dropout": 0.3,
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| 105 |
+
"spike_drop": 0.1,
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| 106 |
+
"time_jitter": 2,
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| 107 |
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"label_smoothing": 0.05,
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| 108 |
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"no_batchnorm": false,
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| 109 |
+
"binary_input": false,
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| 110 |
+
"beta": 1.0,
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| 111 |
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"thresh": 1.0,
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| 112 |
+
"window": 0.5,
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| 113 |
+
"gain": 1.0,
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| 114 |
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"alpha": 0.9,
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| 115 |
+
"readout": "spikecount",
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| 116 |
+
"fake_quant": 0,
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| 117 |
+
"amp": false,
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| 118 |
+
"spike_reg": 0.0,
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| 119 |
+
"event_eval": true,
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| 120 |
+
"decision_margin": 2.0,
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| 121 |
+
"export": false,
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| 122 |
+
"seed": 1234,
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| 123 |
+
"hub_dir": "/kaggle/working/hub/opt04_cudagraph_unroll/control_baseline",
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| 124 |
+
"repo_id": "UWU-R-13/SSVEP-SNN",
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| 125 |
+
"push_hf": false,
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| 126 |
+
"keep_epoch_weights": 1,
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| 127 |
+
"no_resume": true,
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| 128 |
+
"selftest": false,
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| 129 |
+
"baseline": true,
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| 130 |
+
"bench": true,
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| 131 |
+
"bench_warmup": 10,
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| 132 |
+
"bench_iters": 50,
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| 133 |
+
"bench_train_steps": 20,
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| 134 |
+
"event_capacity": 0,
|
| 135 |
+
"graph_warmup": 3,
|
| 136 |
+
"bench_batches": "1,8,32,128",
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| 137 |
+
"sampling_rate": 250.0
|
| 138 |
+
}
|
| 139 |
+
},
|
| 140 |
+
"final_summary": {
|
| 141 |
+
"final_test_acc": 0.9385714285714286,
|
| 142 |
+
"final_test_target_acc": 0.9385714285714286,
|
| 143 |
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"final_test_rest_recall": NaN,
|
| 144 |
+
"best_acc": 0.9464285714285714,
|
| 145 |
+
"best_epoch": 48,
|
| 146 |
+
"resplit": "block",
|
| 147 |
+
"class_weight": false,
|
| 148 |
+
"drop_rest": true,
|
| 149 |
+
"epochs": 60,
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| 150 |
+
"method": "harmonic_matched",
|
| 151 |
+
"n_in": 2880,
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| 152 |
+
"n_classes": 40,
|
| 153 |
+
"num_bins": 100
|
| 154 |
+
},
|
| 155 |
+
"event_driven_summary": {
|
| 156 |
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"acc": 0.9385714285714286,
|
| 157 |
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"anytime_acc": {
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| 158 |
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"0.25": 0.6292857142857143,
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| 159 |
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"0.5": 0.8507142857142858,
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| 160 |
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"0.75": 0.9128571428571428,
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| 161 |
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"1.0": 0.9385714285714286
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| 162 |
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},
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| 163 |
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"syn_per_inference": 3254834.5267857146,
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| 164 |
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"dense_per_inference": 122675200.0,
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| 165 |
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"event_fraction_of_dense": 0.02653213140704653,
|
| 166 |
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"syn_per_inference_dense_fanout": 64831452.31331169,
|
| 167 |
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"weight_sparsity": 0.7324707846410685,
|
| 168 |
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"num_ticks": 100,
|
| 169 |
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"dt_ms": 50.0,
|
| 170 |
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"margin_decision_acc": 0.45285714285714285,
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| 171 |
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"mean_decision_tick": 12.097857142857142,
|
| 172 |
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"mean_decision_ms": 604.8928571428571,
|
| 173 |
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"dense_forward_test_acc": 0.9385714285714286
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| 174 |
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},
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| 175 |
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"extra_sweep_file_present": false,
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| 176 |
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"selftest": {
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| 177 |
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"mode": "gate",
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| 178 |
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"passed": true
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| 179 |
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},
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| 180 |
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"driver_version": 1,
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| 181 |
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"zip": {
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| 182 |
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"name": "control_baseline.zip",
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| 183 |
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"files": 80,
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| 184 |
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"bytes": 12254389,
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| 185 |
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"MB": 12.3,
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| 186 |
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"sha256": "90228451e4506fa57fd18dda54312748f259653c71dda8725406593029e0c194"
|
| 187 |
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}
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| 188 |
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}
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applied/opt04_cudagraph_unroll/control_baseline.zip
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:90228451e4506fa57fd18dda54312748f259653c71dda8725406593029e0c194
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| 3 |
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size 12254389
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