{ "role": "validator", "version": 1, "onnx_path": "validator-v1.onnx", "size_bytes": 3147798, "imgsz": 448, "classes": [ "bin" ], "quantised": true, "map50_fp32": 0.7524389678079388, "map50_int8": 0.025, "top1_fp32": null, "top1_int8": null, "median_latency_ms": null, "p95_latency_ms": null, "latency_hardware": null, "targets_measured": { "min_recall_heldout_city": null, "min_precision_on_negatives": 0.9793 }, "accuracy_metric": "map50", "accuracy_drop": 0.7274389678079388, "normalisation": { "scale": 0.00392156862745098, "mean": [ 0, 0, 0 ], "std": [ 1, 1, 1 ] }, "input_name": "images", "layout": "NCHW", "dynamic_batch": false, "nms": { "in_graph": false, "iou": 0.45, "score": 0.35 }, "gates": { "role": "validator", "max_median_latency_ms": 50.0, "max_accuracy_drop": 0.02 }, "gate_result": { "failures": [ "int8 quantisation cost 0.727 map50 (max 0.02)" ], "unmeasured": [ "median latency for the validator has not been measured on the service CPU \u2013 run ml/scripts/gate.py against the bench" ], "may_ship": false }, "targets": { "min_recall_heldout_city": 0.97, "min_precision_on_negatives": 0.97 }, "target_result": { "met": { "min_precision_on_negatives": 0.9793 }, "missed": {}, "unmeasurable": [ "min_recall_heldout_city" ] } }