ember-model / dnn /dnn_dotnet_benchmark.json
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{
"model": "dnn",
"subset": ".NET",
"quant": "int8-static",
"model_size_mb": 13.303,
"original_size_mb": 52.939,
"size_reduction_pct": 74.9,
"latency_ms": {
"cold_batch1": 0.429,
"warm_batch1": 0.248,
"warm_batch16": 0.909,
"warm_batch256": 8.858,
"throughput_batch1": 4032.3,
"ms_per_sample_batch1": 0.248,
"throughput_batch16": 17601.8,
"ms_per_sample_batch16": 0.0568,
"throughput_batch256": 28900.4,
"ms_per_sample_batch256": 0.0346
},
"original_latency_ms": {
"cold_batch1": 2.44,
"warm_batch1": 2.368,
"warm_batch16": 4.208,
"warm_batch256": 11.103,
"throughput_batch1": 422.3,
"ms_per_sample_batch1": 2.368,
"throughput_batch16": 3802.3,
"ms_per_sample_batch16": 0.263,
"throughput_batch256": 23056.8,
"ms_per_sample_batch256": 0.0434
},
"test_metrics": {
"roc_auc": 0.9919714812355357,
"pr_auc": 0.9900265259892996,
"tpr_at_1pct_fpr": 0.8444236421489054,
"n_samples": 100000,
"n_positive": 49946,
"auc_delta_vs_original": -0.001909
},
"peak_rss_delta_mb": 0.0,
"platform": "macOS-15.7.7-arm64-arm-64bit",
"platform_short": "darwin-arm64"
}