ember-model / tabnet /tabnet_ELF_benchmark.json
cycloevan's picture
Upload EMBER2024 ember-ml models
beef6da verified
Raw
History Blame Contribute Delete
1.16 kB
{
"model": "tabnet",
"subset": "ELF",
"quant": "fp32",
"model_size_mb": 13.457,
"original_size_mb": 3.245,
"size_reduction_pct": -314.7,
"latency_ms": {
"cold_batch1": 0.682,
"warm_batch1": 0.505,
"ms_per_sample_batch1": 0.5052,
"throughput_batch1": 1979.5,
"warm_batch16": 2.198,
"ms_per_sample_batch16": 0.1374,
"throughput_batch16": 7278.2,
"warm_batch256": 31.163,
"ms_per_sample_batch256": 0.1217,
"throughput_batch256": 8214.8
},
"original_latency_ms": {
"cold_batch1": 1.952,
"warm_batch1": 1.805,
"ms_per_sample_batch1": 1.8048,
"throughput_batch1": 554.1,
"warm_batch16": 4.991,
"ms_per_sample_batch16": 0.3119,
"throughput_batch16": 3206.0,
"warm_batch256": 22.953,
"ms_per_sample_batch256": 0.0897,
"throughput_batch256": 11153.0
},
"test_metrics": {
"roc_auc": 0.9793294444444443,
"pr_auc": 0.9665705945334059,
"tpr_at_1pct_fpr": 0.546,
"n_samples": 12000,
"n_positive": 6000,
"auc_delta_vs_original": -1e-06
},
"peak_rss_delta_mb": 0.0,
"platform": "macOS-15.7.7-arm64-arm-64bit",
"platform_short": "darwin-arm64"
}