ember-model / tabnet /tabnet_PE_benchmark.json
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{
"model": "tabnet",
"subset": "PE",
"quant": "fp32",
"model_size_mb": 140.154,
"original_size_mb": 7.43,
"size_reduction_pct": -1786.3,
"latency_ms": {
"cold_batch1": 5.664,
"warm_batch1": 4.402,
"warm_batch16": 10.607,
"warm_batch256": 156.092,
"throughput_batch1": 227.2,
"ms_per_sample_batch1": 4.402,
"throughput_batch16": 1508.4,
"ms_per_sample_batch16": 0.6629,
"throughput_batch256": 1640.1,
"ms_per_sample_batch256": 0.6097
},
"original_latency_ms": {
"cold_batch1": 10.918,
"warm_batch1": 10.183,
"warm_batch16": 21.887,
"warm_batch256": 111.527,
"throughput_batch1": 98.2,
"ms_per_sample_batch1": 10.183,
"throughput_batch16": 731.0,
"ms_per_sample_batch16": 1.3679,
"throughput_batch256": 2295.4,
"ms_per_sample_batch256": 0.4357
},
"test_metrics": {
"roc_auc": 0.9948456613505301,
"pr_auc": 0.9951360774507333,
"tpr_at_1pct_fpr": 0.9194977105036892,
"n_samples": 100000,
"n_positive": 50011,
"auc_delta_vs_original": -0.00027
},
"peak_rss_delta_mb": 0.3,
"platform": "macOS-15.7.7-arm64-arm-64bit",
"platform_short": "darwin-arm64"
}