ember-model / dnn /dnn_APK_benchmark.json
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{
"model": "dnn",
"subset": "APK",
"quant": "fp32",
"model_size_mb": 3.903,
"original_size_mb": 3.93,
"size_reduction_pct": 0.7,
"latency_ms": {
"cold_batch1": 0.061,
"warm_batch1": 0.035,
"warm_batch16": 0.215,
"warm_batch256": 2.326,
"throughput_batch1": 28571.4,
"ms_per_sample_batch1": 0.035,
"throughput_batch16": 74418.6,
"ms_per_sample_batch16": 0.0134,
"throughput_batch256": 110060.2,
"ms_per_sample_batch256": 0.0091
},
"original_latency_ms": {
"cold_batch1": 0.196,
"warm_batch1": 0.094,
"warm_batch16": 0.528,
"warm_batch256": 1.149,
"throughput_batch1": 10638.3,
"ms_per_sample_batch1": 0.094,
"throughput_batch16": 30303.0,
"ms_per_sample_batch16": 0.033,
"throughput_batch256": 222802.4,
"ms_per_sample_batch256": 0.0045
},
"test_metrics": {
"roc_auc": 0.9760728567708332,
"pr_auc": 0.9782617133148918,
"tpr_at_1pct_fpr": 0.7681666666666667,
"n_samples": 96000,
"n_positive": 48000,
"auc_delta_vs_original": -0.0
},
"peak_rss_delta_mb": 0.0,
"platform": "macOS-15.7.7-arm64-arm-64bit",
"platform_short": "darwin-arm64"
}