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quantize_report

Compare original and quantized checkpoints on the same evaluation set.

Inputs

  • original_checkpoint
  • quantized_checkpoint
  • dataset_path
  • split
  • imgsz
  • device

Outputs

  • size deltas
  • mAP50 deltas
  • report duration

Examples

{"original_checkpoint":"run_demo","quantized_checkpoint":"~/exports/run_demo_int8.onnx","dataset_path":"~/data/mini_yolo"}
{"original_checkpoint":"~/models/retail.pt","quantized_checkpoint":"~/exports/retail_int8.onnx","dataset_path":"~/data/retail"}
{"original_checkpoint":"~/models/factory.pt","quantized_checkpoint":"~/exports/factory_int8.onnx","dataset_path":"~/data/factory","device":"cpu"}

Common Errors

  • missing original or quantized artifact
  • evaluation failures from eval_run

quantize_int8, benchmark_latency