smart-bin-detect / v1 /validator-v1.json
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validator v1: test mAP50=0.7524
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{
"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"
]
}
}