ember-model / dnn /dnn_ELF_benchmark.json
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{
"model": "dnn",
"subset": "ELF",
"quant": "fp32",
"model_size_mb": 3.903,
"original_size_mb": 3.93,
"size_reduction_pct": 0.7,
"latency_ms": {
"cold_batch1": 0.055,
"warm_batch1": 0.039,
"ms_per_sample_batch1": 0.0387,
"throughput_batch1": 25864.6,
"warm_batch16": 0.183,
"ms_per_sample_batch16": 0.0114,
"throughput_batch16": 87489.4,
"warm_batch256": 2.135,
"ms_per_sample_batch256": 0.0083,
"throughput_batch256": 119926.0
},
"original_latency_ms": {
"cold_batch1": 0.135,
"warm_batch1": 0.094,
"ms_per_sample_batch1": 0.0942,
"throughput_batch1": 10612.8,
"warm_batch16": 0.522,
"ms_per_sample_batch16": 0.0326,
"throughput_batch16": 30663.9,
"warm_batch256": 1.07,
"ms_per_sample_batch256": 0.0042,
"throughput_batch256": 239209.3
},
"test_metrics": {
"roc_auc": 0.9839878888888888,
"pr_auc": 0.9845206683196877,
"tpr_at_1pct_fpr": 0.8103333333333333,
"n_samples": 12000,
"n_positive": 6000,
"auc_delta_vs_original": 6e-06
},
"peak_rss_delta_mb": 2.2,
"platform": "macOS-15.7.7-arm64-arm-64bit",
"platform_short": "darwin-arm64"
}