| { |
| "model": "lgbm", |
| "subset": "ELF", |
| "quant": "int8-static", |
| "model_size_mb": 1.834, |
| "original_size_mb": 3.765, |
| "size_reduction_pct": 51.3, |
| "latency_ms": { |
| "cold_batch1": 0.062, |
| "warm_batch1": 0.036, |
| "ms_per_sample_batch1": 0.0357, |
| "throughput_batch1": 28039.7, |
| "warm_batch16": 0.129, |
| "ms_per_sample_batch16": 0.008, |
| "throughput_batch16": 124320.3, |
| "warm_batch256": 1.831, |
| "ms_per_sample_batch256": 0.0072, |
| "throughput_batch256": 139777.9 |
| }, |
| "original_latency_ms": { |
| "cold_batch1": 0.103, |
| "warm_batch1": 0.066, |
| "ms_per_sample_batch1": 0.0663, |
| "throughput_batch1": 15087.8, |
| "warm_batch16": 0.245, |
| "ms_per_sample_batch16": 0.0153, |
| "throughput_batch16": 65399.9, |
| "warm_batch256": 4.332, |
| "ms_per_sample_batch256": 0.0169, |
| "throughput_batch256": 59091.1 |
| }, |
| "test_metrics": { |
| "roc_auc": 0.9929004444444444, |
| "pr_auc": 0.9929616648340884, |
| "tpr_at_1pct_fpr": 0.914, |
| "n_samples": 12000, |
| "n_positive": 6000 |
| }, |
| "peak_rss_delta_mb": 0.1, |
| "platform": "macOS-15.7.7-arm64-arm-64bit", |
| "platform_short": "darwin-arm64" |
| } |
