1632 lines
120 KiB
Plaintext
1632 lines
120 KiB
Plaintext
2026-08-07 10:39:54,809 file: tool_utils.py func: tool_utils line No: 77 log will be stored in /workspace/smart_car_2026/model/hb_mapper_makertbin.log
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2026-08-07 10:39:54,810 file: hb_mapper.py func: hb_mapper line No: 132 Start hb_mapper....
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2026-08-07 10:39:54,810 file: hb_mapper.py func: hb_mapper line No: 133 hbdk version 3.49.15
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2026-08-07 10:39:54,811 file: hb_mapper.py func: hb_mapper line No: 134 horizon_nn version 1.1.0
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2026-08-07 10:39:54,811 file: hb_mapper.py func: hb_mapper line No: 135 hb_mapper version 1.24.3
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2026-08-07 10:39:54,811 file: hb_mapper_makertbin.py func: hb_mapper_makertbin line No: 530 Start Model Convert....
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2026-08-07 10:39:54,816 file: mapper_conf_parser.py func: mapper_conf_parser line No: 105 validating model_parameters...
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2026-08-07 10:39:54,816 file: mapper_conf_parser.py func: mapper_conf_parser line No: 1347 Using abs path /workspace/smart_car_2026/model/x5_quantization/best_bpu.onnx
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2026-08-07 10:39:54,816 file: mapper_conf_parser.py func: mapper_conf_parser line No: 260 Using onnx model file: /workspace/smart_car_2026/model/x5_quantization/best_bpu.onnx
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2026-08-07 10:39:54,830 file: onnx_parser.py func: onnx_parser line No: 39 Model input names: ['images']
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2026-08-07 10:39:54,831 file: mapper_conf_parser.py func: mapper_conf_parser line No: 264 Model has 1 inputs according to model file
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2026-08-07 10:39:54,831 file: mapper_conf_parser.py func: mapper_conf_parser line No: 1347 Using abs path /workspace/smart_car_2026/model/x5_quantization/mapper_output_bpu
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2026-08-07 10:39:54,831 file: mapper_conf_parser.py func: mapper_conf_parser line No: 287 working_dir does not exist. Creating working_dir: /workspace/smart_car_2026/model/x5_quantization/mapper_output_bpu
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2026-08-07 10:39:54,832 file: mapper_conf_parser.py func: mapper_conf_parser line No: 438 node_dict: {self.node_dict}
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2026-08-07 10:39:54,832 file: mapper_conf_parser.py func: mapper_conf_parser line No: 119 validating model_parameters finished
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2026-08-07 10:39:54,832 file: mapper_conf_parser.py func: mapper_conf_parser line No: 123 validating input_parameters...
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2026-08-07 10:39:54,832 file: mapper_conf_parser.py func: mapper_conf_parser line No: 536 Model input shape not given in yaml_file, using shape from model file: [[1, 3, 640, 640]]
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2026-08-07 10:39:54,832 file: mapper_conf_parser.py func: mapper_conf_parser line No: 639 nv12 input type rt received.
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2026-08-07 10:39:54,833 file: mapper_conf_parser.py func: mapper_conf_parser line No: 135 validating input_parameters finished
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2026-08-07 10:39:54,833 file: mapper_conf_parser.py func: mapper_conf_parser line No: 139 validating calibration_parameters...
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2026-08-07 10:39:54,833 file: mapper_conf_parser.py func: mapper_conf_parser line No: 1347 Using abs path /workspace/smart_car_2026/model/x5_quantization/calibration_data
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2026-08-07 10:39:54,833 file: mapper_conf_parser.py func: mapper_conf_parser line No: 1007 The calibration dir name suffix is not the same as the value float32 of the parameter cal_data_type, the parameter setting will prevail
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2026-08-07 10:39:54,833 file: mapper_conf_parser.py func: mapper_conf_parser line No: 155 validating calibration_parameters finished
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2026-08-07 10:39:54,833 file: mapper_conf_parser.py func: mapper_conf_parser line No: 159 validating custom_op...
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2026-08-07 10:39:54,833 file: mapper_conf_parser.py func: mapper_conf_parser line No: 1076 custom_op does not exist, skipped
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2026-08-07 10:39:54,834 file: mapper_conf_parser.py func: mapper_conf_parser line No: 165 validating custom_op finished
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2026-08-07 10:39:54,834 file: mapper_conf_parser.py func: mapper_conf_parser line No: 168 validating compiler_parameters...
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2026-08-07 10:39:54,834 file: mapper_conf_parser.py func: mapper_conf_parser line No: 1157 Input node images's input_source not set, it will be set to pyramid by default
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2026-08-07 10:39:54,834 file: mapper_conf_parser.py func: mapper_conf_parser line No: 183 validating compiler_parameters finished
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2026-08-07 10:39:54,834 file: mapper_conf_parser.py func: mapper_conf_parser line No: 187 validating deprecated parameters...
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2026-08-07 10:39:54,834 file: mapper_conf_parser.py func: mapper_conf_parser line No: 193 validating deprecated parameters finished
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2026-08-07 10:39:54,835 file: hb_mapper_makertbin.py func: hb_mapper_makertbin line No: 54 Dump config:
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2026-08-07 10:39:54,835 file: hb_mapper_makertbin.py func: hb_mapper_makertbin line No: 55 calibration_parameters:
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cal_data_dir: ./calibration_data
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cal_data_type: float32
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calibration_type: default
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optimization: set_Softmax_input_int8,set_Softmax_output_int8
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compiler_parameters:
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compile_mode: latency
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debug: true
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jobs: 8
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optimize_level: O3
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input_parameters:
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input_layout_train: NCHW
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input_name: images
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input_type_rt: nv12
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input_type_train: rgb
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norm_type: data_scale
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scale_value: '0.003921568627451'
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model_parameters:
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layer_out_dump: false
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march: bayes-e
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onnx_model: ./best_bpu.onnx
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output_model_file_prefix: best_bpu_bayese_640x640_nv12
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working_dir: mapper_output_bpu
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2026-08-07 10:39:54,837 file: hb_mapper_makertbin.py func: hb_mapper_makertbin line No: 60 input 'images' : original model shape: [1, 3, 640, 640]
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2026-08-07 10:39:54,838 file: loader.py func: loader line No: 204 *******************************************
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2026-08-07 10:39:54,838 file: loader.py func: loader line No: 205 First calibration picture name: 00000.rgbchw
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2026-08-07 10:39:54,839 file: loader.py func: loader line No: 207 First calibration picture md5:
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2026-08-07 10:39:54,898 file: loader.py func: loader line No: 211 *******************************************
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2026-08-07 10:39:54,899 file: loader.py func: loader line No: 282 created RawImageDirLoader of shape:[1, 3, 640, 640]
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2026-08-07 10:39:54,899 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00000.rgbchw
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2026-08-07 10:39:54,970 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00001.rgbchw
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2026-08-07 10:39:55,038 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00002.rgbchw
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2026-08-07 10:39:55,106 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00003.rgbchw
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2026-08-07 10:39:55,173 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00004.rgbchw
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2026-08-07 10:39:55,240 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00005.rgbchw
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2026-08-07 10:39:55,310 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00006.rgbchw
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2026-08-07 10:39:55,378 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00007.rgbchw
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2026-08-07 10:39:55,447 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00008.rgbchw
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2026-08-07 10:39:55,515 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00009.rgbchw
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2026-08-07 10:39:55,584 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00010.rgbchw
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2026-08-07 10:39:55,653 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00011.rgbchw
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2026-08-07 10:39:55,721 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00012.rgbchw
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2026-08-07 10:39:55,789 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00013.rgbchw
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2026-08-07 10:39:55,855 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00014.rgbchw
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2026-08-07 10:39:55,923 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00015.rgbchw
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2026-08-07 10:39:55,991 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00016.rgbchw
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2026-08-07 10:39:56,060 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00017.rgbchw
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2026-08-07 10:39:56,127 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00018.rgbchw
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2026-08-07 10:39:56,194 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00019.rgbchw
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2026-08-07 10:39:56,261 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00020.rgbchw
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2026-08-07 10:39:56,328 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00021.rgbchw
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2026-08-07 10:39:56,395 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00022.rgbchw
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2026-08-07 10:39:56,463 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00023.rgbchw
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2026-08-07 10:39:56,531 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00024.rgbchw
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2026-08-07 10:39:56,600 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00025.rgbchw
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2026-08-07 10:39:56,669 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00026.rgbchw
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2026-08-07 10:39:56,741 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00027.rgbchw
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2026-08-07 10:39:56,811 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00028.rgbchw
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2026-08-07 10:39:56,884 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00029.rgbchw
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2026-08-07 10:39:56,956 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00030.rgbchw
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2026-08-07 10:39:57,027 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00031.rgbchw
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2026-08-07 10:39:57,101 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00032.rgbchw
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2026-08-07 10:39:57,175 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00033.rgbchw
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2026-08-07 10:39:57,244 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00034.rgbchw
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2026-08-07 10:39:57,314 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00035.rgbchw
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2026-08-07 10:39:57,387 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00036.rgbchw
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2026-08-07 10:39:57,474 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00037.rgbchw
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2026-08-07 10:39:57,549 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00038.rgbchw
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2026-08-07 10:39:57,621 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00039.rgbchw
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2026-08-07 10:39:57,700 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00040.rgbchw
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2026-08-07 10:39:57,772 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00041.rgbchw
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2026-08-07 10:39:57,844 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00042.rgbchw
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2026-08-07 10:39:57,917 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00043.rgbchw
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2026-08-07 10:39:58,002 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00044.rgbchw
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2026-08-07 10:39:58,076 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00045.rgbchw
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2026-08-07 10:39:58,150 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00046.rgbchw
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2026-08-07 10:39:58,228 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00047.rgbchw
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2026-08-07 10:39:58,301 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00048.rgbchw
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2026-08-07 10:39:58,372 file: loader.py func: loader line No: 287 Read raw file: /workspace/smart_car_2026/model/x5_quantization/calibration_data/00049.rgbchw
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2026-08-07 10:39:58,446 file: tool_utils.py func: tool_utils line No: 368 num of calibration data: 50
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2026-08-07 10:39:58,446 file: tool_utils.py func: tool_utils line No: 369 calibration data shape: (1, 3, 640, 640)
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2026-08-07 10:39:58,473 file: hb_mapper_makertbin.py func: hb_mapper_makertbin line No: 519 call build params:
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{'march': 'bayes-e', 'save_model': True, 'name_prefix': 'best_bpu_bayese_640x640_nv12', 'input_dict': {'images': {'input_shape': [1, 3, 640, 640], 'expected_input_type': 'YUV444_128', 'original_input_type': 'RGB', 'original_input_layout': 'NCHW', 'scales': array([0.00392157], dtype=float32)}}, 'cali_dict': {'calibration_type': 'default', 'calibration_data': {'images': [array([[[[ -30., -30., -29., ..., -18., -18., -18.],
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[ -29., -29., -28., ..., -17., -17., -18.],
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[ -28., -28., -27., ..., -17., -17., -18.],
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...,
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[ -12., -14., -14., ..., -114., -114., -114.],
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[ -14., -15., -14., ..., -114., -114., -114.],
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[ -15., -16., -15., ..., -115., -115., -115.]],
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[[ -10., -10., -10., ..., -4., -5., -5.],
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[ -10., -10., -10., ..., -4., -5., -5.],
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[ -10., -10., -10., ..., -5., -5., -5.],
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...,
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[ -20., -20., -20., ..., -3., -3., -3.],
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[ -21., -21., -20., ..., -3., -3., -3.],
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[ -21., -21., -20., ..., -3., -3., -3.]],
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[[ 2., 2., 2., ..., -3., -4., -4.],
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[ 2., 2., 2., ..., -3., -4., -4.],
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[ -1., -1., -1., ..., -4., -4., -4.],
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...,
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[ 8., 8., 8., ..., -3., -3., -3.],
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[ 8., 8., 8., ..., -3., -3., -3.],
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[ 8., 8., 8., ..., -3., -3., -3.]]]], dtype=float32), array([[[[ 7., -1., -9., ..., -128., -128., -128.],
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[ 6., -1., -8., ..., -128., -128., -128.],
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[ 5., 0., -5., ..., -128., -128., -128.],
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...,
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[ -24., -23., -22., ..., -61., -62., -63.],
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[ -24., -23., -22., ..., -71., -72., -73.],
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[ -24., -23., -22., ..., -79., -80., -80.]],
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[[ -14., -14., -14., ..., -1., -1., -1.],
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[ -14., -14., -14., ..., -1., -1., -1.],
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[ -14., -14., -14., ..., -1., -1., -1.],
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...,
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[ -2., -2., -2., ..., 1., 1., 1.],
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[ -2., -2., -2., ..., 2., 2., 2.],
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[ -2., -2., -2., ..., 2., 2., 2.]],
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[[ 4., 4., 4., ..., 0., 0., 0.],
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[ 4., 4., 4., ..., 0., 0., 0.],
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[ 4., 4., 4., ..., 0., 0., 0.],
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...,
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[ -6., -6., -6., ..., -6., -6., -6.],
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[ -6., -6., -6., ..., -6., -6., -6.],
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[ -6., -6., -6., ..., -6., -6., -6.]]]], dtype=float32), array([[[[-115., -114., -114., ..., 10., 18., 14.],
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[-112., -111., -111., ..., -2., 6., 6.],
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[-108., -107., -106., ..., -7., -3., -2.],
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...,
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[ -29., -29., -28., ..., -114., -114., -114.],
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[ -28., -28., -28., ..., -114., -114., -114.],
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[ -27., -28., -27., ..., -114., -114., -114.]],
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[[ -8., -8., -9., ..., -8., -6., -6.],
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[ -8., -8., -9., ..., -8., -6., -6.],
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[ -10., -10., -11., ..., -8., -7., -7.],
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...,
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[ 3., 3., 3., ..., -8., -8., -8.],
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[ 3., 3., 3., ..., -6., -6., -6.],
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[ 3., 3., 3., ..., -6., -6., -6.]],
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[[ -8., -8., -8., ..., 0., -1., -1.],
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[ -8., -8., -8., ..., 0., -1., -1.],
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[ -7., -7., -8., ..., 0., -2., -2.],
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...,
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[ -11., -11., -12., ..., -6., -6., -6.],
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[ -11., -11., -12., ..., -6., -6., -6.],
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[ -11., -11., -12., ..., -6., -6., -6.]]]], dtype=float32), array([[[[-113., -114., -114., ..., -29., -30., -31.],
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[-113., -113., -114., ..., -29., -30., -31.],
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[-113., -113., -114., ..., -29., -29., -30.],
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...,
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[ -14., -14., -14., ..., -113., -113., -114.],
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[ -13., -13., -14., ..., -114., -114., -115.],
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[ -12., -13., -14., ..., -114., -115., -115.]],
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[[ -9., -9., -8., ..., -7., -7., -7.],
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[ -9., -9., -8., ..., -7., -7., -7.],
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[ -9., -9., -8., ..., -7., -7., -7.],
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...,
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[ 1., 1., 2., ..., 5., 5., 5.],
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[ 1., 1., 2., ..., 1., 1., 1.],
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[ 1., 1., 2., ..., 1., 1., 1.]],
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[[ -6., -6., -6., ..., 0., 0., 0.],
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|
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...,
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|
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|
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[ -9., -9., -10., ..., -7., -8., -8.]]]], dtype=float32), array([[[[-127., -127., -128., ..., -121., -124., -126.],
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|
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|
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...,
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|
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...,
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|
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[ -25., -29., -33., ..., -128., -128., -128.]],
|
|
|
|
[[ 2., 2., 2., ..., -7., -10., -10.],
|
|
[ 2., 2., 2., ..., -7., -10., -10.],
|
|
[ 2., 2., 2., ..., -7., -8., -8.],
|
|
...,
|
|
[ -22., -22., -22., ..., 1., 1., 1.],
|
|
[ -23., -23., -23., ..., 0., 0., 0.],
|
|
[ -23., -23., -23., ..., 0., 0., 0.]],
|
|
|
|
[[ -1., -1., -1., ..., -8., -8., -8.],
|
|
[ -1., -1., -1., ..., -8., -8., -8.],
|
|
[ -1., -1., -1., ..., -8., -8., -8.],
|
|
...,
|
|
[ 4., 4., 4., ..., -1., -1., -1.],
|
|
[ 4., 4., 4., ..., 0., 0., 0.],
|
|
[ 4., 4., 4., ..., 0., 0., 0.]]]], dtype=float32)]}}, 'hbdk_dict': {'hbdk_pass_through_params': '--O3 --debug --core-num 1 --fast --jobs 8 ', 'input-source': {'images': 'pyramid', '_default_value': 'ddr'}}, 'node_dict': {}, 'check_mode': False, 'optimization': ['set_Softmax_input_int8,set_Softmax_output_int8']}
|
|
2026-08-07 10:39:58,490 file: model_builder.py func: model_builder line No: 35 Start to Horizon NN Model Convert.
|
|
2026-08-07 10:39:58,520 file: model_debugger.py func: model_debugger line No: 67 Loading horizon_nn debug methods:set()
|
|
2026-08-07 10:39:58,522 file: quantization_config.py func: quantization_config line No: 305 The activation calibration parameters:
|
|
calibration_type: ['max', 'kl']
|
|
max_percentile: [0.99995, 1.0]
|
|
per_channel: [True, False]
|
|
asymmetric: [True, False]
|
|
The modelwise search parameters:
|
|
similarity: 0.995
|
|
metric: cosine-similarity
|
|
The input of all Softmax nodes are set to : int8
|
|
2026-08-07 10:39:58,523 file: input_dict_parser.py func: input_dict_parser line No: 240 input images is from pyramid. Its layout is set to NHWC
|
|
2026-08-07 10:39:58,524 file: model_builder.py func: model_builder line No: 197 The specified model compilation architecture: bayes-e.
|
|
2026-08-07 10:39:58,524 file: model_builder.py func: model_builder line No: 207 The specified model compilation optimization parameters: [].
|
|
2026-08-07 10:39:58,525 file: model_builder.py func: model_builder line No: 35 Start to prepare the onnx model.
|
|
2026-08-07 10:39:58,609 file: prepare.py func: prepare line No: 106 Input ONNX Model Information:
|
|
ONNX IR version: 6
|
|
Opset version: ['ai.onnx v11', 'horizon v1']
|
|
Producer: onnx.utils.extract_model
|
|
Domain: None
|
|
Version: None
|
|
Graph input:
|
|
images: shape=[1, 3, 640, 640], dtype=FLOAT32
|
|
Graph output:
|
|
cls_s8: shape=[1, 80, 80, 4], dtype=FLOAT32
|
|
box_s8: shape=[1, 80, 80, 4], dtype=FLOAT32
|
|
cls_s16: shape=[1, 40, 40, 4], dtype=FLOAT32
|
|
box_s16: shape=[1, 40, 40, 4], dtype=FLOAT32
|
|
cls_s32: shape=[1, 20, 20, 4], dtype=FLOAT32
|
|
box_s32: shape=[1, 20, 20, 4], dtype=FLOAT32
|
|
2026-08-07 10:39:58,982 file: model_builder.py func: model_builder line No: 38 End to prepare the onnx model.
|
|
2026-08-07 10:39:59,024 file: model_builder.py func: model_builder line No: 265 Saving model to: best_bpu_bayese_640x640_nv12_original_float_model.onnx.
|
|
2026-08-07 10:39:59,025 file: model_builder.py func: model_builder line No: 35 Start to optimize the onnx model.
|
|
2026-08-07 10:39:59,210 file: constant_folding.py func: constant_folding line No: 66 Summary info for constant_folding:
|
|
2026-08-07 10:39:59,210 file: constant_folding.py func: constant_folding line No: 67 After constant_folding, the number of nodes has changed from 356 to 356.
|
|
2026-08-07 10:39:59,210 file: constant_folding.py func: constant_folding line No: 71 After constant_folding, the number of parameters has changed from 2375641 to 2375641.
|
|
2026-08-07 10:39:59,210 file: constant_folding.py func: constant_folding line No: 76 Detailed info for constant_folding:
|
|
2026-08-07 10:39:59,211 file: constant_folding.py func: constant_folding line No: 88
|
|
2026-08-07 10:39:59,714 file: model_builder.py func: model_builder line No: 38 End to optimize the onnx model.
|
|
2026-08-07 10:39:59,751 file: model_builder.py func: model_builder line No: 265 Saving model to: best_bpu_bayese_640x640_nv12_optimized_float_model.onnx.
|
|
2026-08-07 10:39:59,752 file: model_builder.py func: model_builder line No: 35 Start to calibrate the model.
|
|
2026-08-07 10:40:00,033 file: calibration_data_set.py func: calibration_data_set line No: 111 input name: images, number_of_samples: 50
|
|
2026-08-07 10:40:00,033 file: calibration_data_set.py func: calibration_data_set line No: 123 There are 50 samples in the data set.
|
|
2026-08-07 10:40:00,034 file: infer_thresholds.py func: infer_thresholds line No: 84 Run calibration model with modelwise search method.
|
|
2026-08-07 10:40:00,536 file: base.py func: base line No: 138 Calibration using batch 8
|
|
2026-08-07 10:40:05,981 file: ort.py func: ort line No: 207 Reset batch_size=1 and execute forward again...
|
|
2026-08-07 10:46:16,933 file: base.py func: base line No: 138 Calibration using batch 8
|
|
2026-08-07 10:46:18,673 file: ort.py func: ort line No: 207 Reset batch_size=1 and execute forward again...
|
|
2026-08-07 10:46:36,389 file: base.py func: base line No: 138 Calibration using batch 8
|
|
2026-08-07 10:46:41,254 file: ort.py func: ort line No: 207 Reset batch_size=1 and execute forward again...
|
|
2026-08-07 10:53:54,824 file: modelwise_search.py func: modelwise_search line No: 75 Select max-percentile:percentile=0.99995 method.
|
|
2026-08-07 10:53:55,891 file: model_builder.py func: model_builder line No: 38 End to calibrate the model.
|
|
2026-08-07 10:53:56,028 file: model_builder.py func: model_builder line No: 265 Saving model to: best_bpu_bayese_640x640_nv12_calibrated_model.onnx.
|
|
2026-08-07 10:53:56,028 file: model_builder.py func: model_builder line No: 35 Start to quantize the model.
|
|
2026-08-07 10:53:58,869 file: constant_folding.py func: constant_folding line No: 66 Summary info for constant_folding:
|
|
2026-08-07 10:53:58,869 file: constant_folding.py func: constant_folding line No: 67 After constant_folding, the number of nodes has changed from 309 to 309.
|
|
2026-08-07 10:53:58,869 file: constant_folding.py func: constant_folding line No: 71 After constant_folding, the number of parameters has changed from 2407371 to 2407371.
|
|
2026-08-07 10:53:58,870 file: constant_folding.py func: constant_folding line No: 76 Detailed info for constant_folding:
|
|
2026-08-07 10:53:58,870 file: constant_folding.py func: constant_folding line No: 88
|
|
2026-08-07 10:53:59,227 file: model_builder.py func: model_builder line No: 38 End to quantize the model.
|
|
2026-08-07 10:53:59,354 file: model_builder.py func: model_builder line No: 265 Saving model to: best_bpu_bayese_640x640_nv12_quantized_model.onnx.
|
|
2026-08-07 10:53:59,355 file: model_builder.py func: model_builder line No: 35 Start to compile the model with march bayes-e.
|
|
2026-08-07 10:54:00,099 file: hybrid_build.py func: hybrid_build line No: 111 Compile submodel: Extracted from {main_graph}_subgraph_0
|
|
2026-08-07 10:54:00,148 file: hbdk_cc.py func: hbdk_cc line No: 126 hbdk-cc parameters:['--O3', '--debug', '--core-num', '1', '--fast', '--jobs', '8', '--input-layout', 'NHWC', '--output-layout', 'NHWC', '--input-source', 'pyramid']
|
|
2026-08-07 10:54:00,149 file: hbdk_cc.py func: hbdk_cc line No: 127 hbdk-cc command used:hbdk-cc -f hbir -m /tmp/tmpn1xm3lyk/Extracted from {main_graph}_subgraph_0.hbir -o /tmp/tmpn1xm3lyk/Extracted from {main_graph}_subgraph_0.hbm --march bayes-e --progressbar --O3 --debug --core-num 1 --fast --jobs 8 --input-layout NHWC --output-layout NHWC --input-source pyramid
|
|
2026-08-07 10:59:35,665 file: tool_utils.py func: tool_utils line No: 326 consumed time 335.296
|
|
2026-08-07 10:59:35,998 file: tool_utils.py func: tool_utils line No: 326 FPS=112.19, latency = 8913.1 us, DDR = 20676096 bytes (see Extracted from {main_graph}_subgraph_0.html)
|
|
2026-08-07 10:59:36,279 file: model_builder.py func: model_builder line No: 38 End to compile the model with march bayes-e.
|
|
2026-08-07 10:59:40,750 file: print_info_dict.py func: print_info_dict line No: 72 The main quantized node information:
|
|
======================================================================================================================================
|
|
Node ON Subgraph Type Cosine Similarity Threshold DataType
|
|
--------------------------------------------------------------------------------------------------------------------------------------
|
|
HZ_PREPROCESS_FOR_images BPU id(0) HzSQuantizedPreprocess 1.000036 127.0 int8
|
|
/model.0/conv/Conv BPU id(0) HzSQuantizedConv 0.999420 1.01336 int8
|
|
/model.0/act/Mul BPU id(0) HzLut 0.999356 41.2085 int8
|
|
/model.1/conv/Conv BPU id(0) HzSQuantizedConv 0.994858 34.6575 int8
|
|
/model.1/act/Mul BPU id(0) HzLut 0.994586 77.3055 int8
|
|
/model.2/cv1/conv/Conv BPU id(0) HzSQuantizedConv 0.988316 61.1196 int8
|
|
/model.2/cv1/act/Mul BPU id(0) HzLut 0.988277 58.76 int8
|
|
/model.2/Split BPU id(0) Split 0.987462 41.5502 int8
|
|
/model.2/m.0/cv1/conv/Conv BPU id(0) HzSQuantizedConv 0.997807 41.5502 int8
|
|
/model.2/m.0/cv1/act/Mul BPU id(0) HzLut 0.997295 6.48102 int8
|
|
/model.2/m.0/cv2/conv/Conv BPU id(0) HzSQuantizedConv 0.979294 4.49225 int8
|
|
/model.2/m.0/cv2/act/Mul BPU id(0) HzLut 0.984540 38.6259 int8
|
|
/model.2/m.0/Add BPU id(0) HzSElementwiseAdd 0.989001 41.5502 int8
|
|
/model.2/Split_output_0_calibrated_Requantize BPU id(0) HzRequantize -- -- int8
|
|
/model.2/Split_output_1_calibrated_Requantize BPU id(0) HzRequantize -- -- int8
|
|
/model.2/Concat BPU id(0) Concat 0.988635 41.5502 int8
|
|
/model.2/cv2/conv/Conv BPU id(0) HzSQuantizedConv 0.984512 42.3831 int8
|
|
/model.2/cv2/act/Mul BPU id(0) HzLut 0.983102 46.6969 int8
|
|
/model.3/conv/Conv BPU id(0) HzSQuantizedConv 0.990522 13.5453 int8
|
|
/model.3/act/Mul BPU id(0) HzLut 0.994629 8.41636 int8
|
|
/model.4/cv1/conv/Conv BPU id(0) HzSQuantizedConv 0.993375 7.23656 int8
|
|
/model.4/cv1/act/Mul BPU id(0) HzLut 0.993696 6.07195 int8
|
|
/model.4/Split BPU id(0) Split 0.992764 4.76361 int8
|
|
/model.4/m.0/cv1/conv/Conv BPU id(0) HzSQuantizedConv 0.993655 4.76361 int8
|
|
/model.4/m.0/cv1/act/Mul BPU id(0) HzLut 0.994053 4.97631 int8
|
|
/model.4/m.0/cv2/conv/Conv BPU id(0) HzSQuantizedConv 0.994427 4.93203 int8
|
|
/model.4/m.0/cv2/act/Mul BPU id(0) HzLut 0.994242 5.89425 int8
|
|
/model.4/m.0/Add BPU id(0) HzSElementwiseAdd 0.996519 4.76361 int8
|
|
/model.4/Split_output_0_calibrated_Requantize BPU id(0) HzRequantize -- -- int8
|
|
/model.4/Split_output_1_calibrated_Requantize BPU id(0) HzRequantize -- -- int8
|
|
/model.4/Concat BPU id(0) Concat 0.995726 4.76361 int8
|
|
/model.4/cv2/conv/Conv BPU id(0) HzSQuantizedConv 0.986882 6.03048 int8
|
|
/model.4/cv2/act/Mul BPU id(0) HzLut 0.984009 5.65269 int8
|
|
/model.5/conv/Conv BPU id(0) HzSQuantizedConv 0.993324 3.11747 int8
|
|
/model.5/act/Mul BPU id(0) HzLut 0.995369 5.72607 int8
|
|
/model.6/cv1/conv/Conv BPU id(0) HzSQuantizedConv 0.989999 5.04224 int8
|
|
/model.6/cv1/act/Mul BPU id(0) HzLut 0.991192 7.17241 int8
|
|
/model.6/Split BPU id(0) Split 0.991260 4.80649 int8
|
|
/model.6/m.0/cv1/conv/Conv BPU id(0) HzSQuantizedConv 0.993373 4.80649 int8
|
|
/model.6/m.0/cv2/conv/Conv BPU id(0) HzSQuantizedConv 0.986195 4.80649 int8
|
|
/model.6/m.0/cv1/act/Mul BPU id(0) HzLut 0.994111 3.73626 int8
|
|
/model.6/m.0/cv2/act/Mul BPU id(0) HzLut 0.985150 9.58291 int8
|
|
/model.6/m.0/m/m.0/cv1/conv/Conv BPU id(0) HzSQuantizedConv 0.991013 3.62476 int8
|
|
/model.6/m.0/m/m.0/cv1/act/Mul BPU id(0) HzLut 0.986674 6.74554 int8
|
|
/model.6/m.0/m/m.0/cv2/conv/Conv BPU id(0) HzSQuantizedConv 0.992821 5.26864 int8
|
|
/model.6/m.0/m/m.0/cv2/act/Mul BPU id(0) HzLut 0.993137 5.39304 int8
|
|
/model.6/m.0/m/m.0/Add BPU id(0) HzSElementwiseAdd 0.994573 3.62476 int8
|
|
/model.6/m.0/m/m.1/cv1/conv/Conv BPU id(0) HzSQuantizedConv 0.993472 4.86168 int8
|
|
/model.6/m.0/m/m.1/cv1/act/Mul BPU id(0) HzLut 0.992689 6.3859 int8
|
|
/model.6/m.0/m/m.1/cv2/conv/Conv BPU id(0) HzSQuantizedConv 0.998122 5.83982 int8
|
|
/model.6/m.0/m/m.1/cv2/act/Mul BPU id(0) HzLut 0.998130 9.77582 int8
|
|
/model.6/m.0/m/m.1/Add BPU id(0) HzSElementwiseAdd 0.998146 4.86168 int8
|
|
/model.6/m.0/Concat BPU id(0) Concat 0.997356 10.3462 int8
|
|
/model.6/m.0/cv3/conv/Conv BPU id(0) HzSQuantizedConv 0.993489 10.3462 int8
|
|
/model.6/m.0/cv3/act/Mul BPU id(0) HzLut 0.993455 7.45905 int8
|
|
/model.6/Split_output_0_calibrated_Requantize BPU id(0) HzRequantize -- -- int8
|
|
/model.6/Split_output_1_calibrated_Requantize BPU id(0) HzRequantize -- -- int8
|
|
/model.6/Concat BPU id(0) Concat 0.991860 4.80649 int8
|
|
/model.6/cv2/conv/Conv BPU id(0) HzSQuantizedConv 0.993102 5.02755 int8
|
|
/model.6/cv2/act/Mul BPU id(0) HzLut 0.990361 5.64807 int8
|
|
/model.7/conv/Conv BPU id(0) HzSQuantizedConv 0.995391 4.31525 int8
|
|
/model.7/act/Mul BPU id(0) HzLut 0.994359 7.36703 int8
|
|
/model.8/cv1/conv/Conv BPU id(0) HzSQuantizedConv 0.994277 4.54333 int8
|
|
/model.8/cv1/act/Mul BPU id(0) HzLut 0.992696 7.17016 int8
|
|
/model.8/Split BPU id(0) Split 0.992823 5.70526 int8
|
|
/model.8/m.0/cv1/conv/Conv BPU id(0) HzSQuantizedConv 0.996304 5.70526 int8
|
|
/model.8/m.0/cv2/conv/Conv BPU id(0) HzSQuantizedConv 0.990640 5.70526 int8
|
|
/model.8/m.0/cv1/act/Mul BPU id(0) HzLut 0.995520 4.21313 int8
|
|
/model.8/m.0/cv2/act/Mul BPU id(0) HzLut 0.988557 7.71699 int8
|
|
/model.8/m.0/m/m.0/cv1/conv/Conv BPU id(0) HzSQuantizedConv 0.997284 3.9048 int8
|
|
/model.8/m.0/m/m.0/cv1/act/Mul BPU id(0) HzLut 0.995017 7.82275 int8
|
|
/model.8/m.0/m/m.0/cv2/conv/Conv BPU id(0) HzSQuantizedConv 0.997509 7.27338 int8
|
|
/model.8/m.0/m/m.0/cv2/act/Mul BPU id(0) HzLut 0.997249 7.33082 int8
|
|
/model.8/m.0/m/m.0/Add BPU id(0) HzSElementwiseAdd 0.996879 3.9048 int8
|
|
/model.8/m.0/m/m.1/cv1/conv/Conv BPU id(0) HzSQuantizedConv 0.997167 7.49653 int8
|
|
/model.8/m.0/m/m.1/cv1/act/Mul BPU id(0) HzLut 0.996851 8.25873 int8
|
|
/model.8/m.0/m/m.1/cv2/conv/Conv BPU id(0) HzSQuantizedConv 0.998135 6.03099 int8
|
|
/model.8/m.0/m/m.1/cv2/act/Mul BPU id(0) HzLut 0.998254 10.5517 int8
|
|
/model.8/m.0/m/m.1/Add BPU id(0) HzSElementwiseAdd 0.998381 7.49653 int8
|
|
/model.8/m.0/Concat BPU id(0) Concat 0.997609 11.6159 int8
|
|
/model.8/m.0/cv3/conv/Conv BPU id(0) HzSQuantizedConv 0.996679 11.6159 int8
|
|
/model.8/m.0/cv3/act/Mul BPU id(0) HzLut 0.996159 6.92246 int8
|
|
/model.8/Split_output_0_calibrated_Requantize BPU id(0) HzRequantize -- -- int8
|
|
/model.8/Split_output_1_calibrated_Requantize BPU id(0) HzRequantize -- -- int8
|
|
/model.8/Concat BPU id(0) Concat 0.994004 5.70526 int8
|
|
/model.8/cv2/conv/Conv BPU id(0) HzSQuantizedConv 0.997247 5.78612 int8
|
|
/model.8/cv2/act/Mul BPU id(0) HzLut 0.996791 6.22125 int8
|
|
/model.9/cv1/conv/Conv BPU id(0) HzSQuantizedConv 0.993064 4.67106 int8
|
|
/model.9/m/MaxPool BPU id(0) HzQuantizedMaxPool 0.997418 9.42579 int8
|
|
/model.9/m_1/MaxPool BPU id(0) HzQuantizedMaxPool 0.998335 9.42579 int8
|
|
/model.9/m_2/MaxPool BPU id(0) HzQuantizedMaxPool 0.998701 9.42579 int8
|
|
/model.9/Concat BPU id(0) Concat 0.997993 9.42579 int8
|
|
/model.9/cv2/conv/Conv BPU id(0) HzSQuantizedConv 0.997652 9.42579 int8
|
|
/model.9/cv2/act/Mul BPU id(0) HzLut 0.994045 8.49893 int8
|
|
/model.9/Add BPU id(0) HzSElementwiseAdd 0.996028 5.19398 int8
|
|
/model.10/cv1/conv/Conv BPU id(0) HzSQuantizedConv 0.994108 5.83835 int8
|
|
/model.10/cv1/act/Mul BPU id(0) HzLut 0.994353 8.82042 int8
|
|
/model.10/Split BPU id(0) Split 0.991083 7.54646 int8
|
|
/model.10/m/m.0/attn/qkv/conv/Conv BPU id(0) HzSQuantizedConv 0.992373 7.54646 int8
|
|
/model.10/m/m.0/attn/Reshape BPU id(0) Reshape 0.992373 8.119 int8
|
|
/model.10/m/m.0/attn/Split BPU id(0) Split 0.995160 8.119 int8
|
|
/model.10/m/m.0/attn/Mul BPU id(0) HzSQuantizedConv 0.995104 8.119 int8
|
|
/model.10/m/m.0/attn/Reshape_2 BPU id(0) Reshape 0.991116 8.119 int8
|
|
/model.10/m/m.0/attn/Transpose BPU id(0) Transpose 0.995105 0.911441 int8
|
|
/model.10/m/m.0/attn/MatMul BPU id(0) HzSQuantizedMatmul 0.995910 0.911441 int8
|
|
...0/attn/Softmax_reducemax_FROM_QUANTIZED_SOFTMAX BPU id(0) HzQuantizedReduceMax 0.999018 12.2527 int8
|
|
...0/m/m.0/attn/Softmax_sub_FROM_QUANTIZED_SOFTMAX BPU id(0) HzSElementwiseSub 0.944868 12.2527 int8
|
|
...0/m/m.0/attn/Softmax_exp_FROM_QUANTIZED_SOFTMAX BPU id(0) HzLut 0.984749 5.64418 int8
|
|
...0/attn/Softmax_reducesum_FROM_QUANTIZED_SOFTMAX BPU id(0) HzSQuantizedReduceSum 0.993399 1.0 int8
|
|
.../attn/Softmax_reciprocal_FROM_QUANTIZED_SOFTMAX BPU id(0) HzLut 0.983322 207.972 int8
|
|
...0/m/m.0/attn/Softmax_mul_FROM_QUANTIZED_SOFTMAX BPU id(0) HzSElementwiseMul 0.979322 1.0 int8
|
|
/model.10/m/m.0/attn/Transpose_1 BPU id(0) Transpose 0.979315 0.208394 int8
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...el.6/cv2/act/Mul_output_0_calibrated_Requantize BPU id(0) HzRequantize -- -- int8
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/model.23/one2one_cv2.2/one2one_cv2.2.2/Conv BPU id(0) HzSQuantizedConv 0.999024 7.06212 int8
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...3.2/one2one_cv3.2.1/one2one_cv3.2.1.0/conv/Conv BPU id(0) HzSQuantizedConv 0.980994 7.83007 int8
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...cv3.2/one2one_cv3.2.1/one2one_cv3.2.1.0/act/Mul BPU id(0) HzLut 0.981529 23.5955 int8
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...3.2/one2one_cv3.2.1/one2one_cv3.2.1.1/conv/Conv BPU id(0) HzSQuantizedConv 0.979626 20.3248 int8
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...cv3.2/one2one_cv3.2.1/one2one_cv3.2.1.1/act/Mul BPU id(0) HzLut 0.978119 35.9431 int8
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/model.23/one2one_cv3.2/one2one_cv3.2.2/Conv BPU id(0) HzSQuantizedConv 0.998478 21.8894 int8
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2026-08-07 10:59:40,751 file: print_info_dict.py func: print_info_dict line No: 72 The quantized model output:
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=============================================================================
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Output Cosine Similarity L1 Distance L2 Distance Chebyshev Distance
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-----------------------------------------------------------------------------
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cls_s8 0.985422 2.081548 0.024582 73.135422
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box_s8 0.989597 0.201690 0.002376 4.414954
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cls_s16 0.989395 1.614797 0.035827 35.102242
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box_s16 0.993338 0.194142 0.004491 3.120226
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cls_s32 0.998478 0.769498 0.025959 5.004253
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box_s32 0.999024 0.123850 0.004851 0.863881
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2026-08-07 10:59:40,763 file: model_builder.py func: model_builder line No: 38 End to Horizon NN Model Convert.
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2026-08-07 10:59:40,780 file: hb_mapper_makertbin.py func: hb_mapper_makertbin line No: 601 start convert to *.bin file....
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2026-08-07 10:59:41,033 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4326 ONNX model output num : 6
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2026-08-07 10:59:41,037 file: layout_util.py func: layout_util line No: 15 set_featuremap_layout start
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2026-08-07 10:59:41,038 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4060 model_deps_info: {'hb_mapper_version': '1.24.3', 'hbdk_version': '3.49.15', 'hbdk_runtime_version': ' 3.15.55.0', 'horizon_nn_version': '1.1.0', 'onnx_model': '/workspace/smart_car_2026/model/x5_quantization/best_bpu.onnx', 'march': 'bayes-e', 'layer_out_dump': False, 'log_level': 'DEBUG', 'working_dir': '/workspace/smart_car_2026/model/x5_quantization/mapper_output_bpu', 'model_prefix': 'best_bpu_bayese_640x640_nv12', 'input_names': ['images'], 'input_type_rt': ['nv12'], 'input_space_and_range': ['regular'], 'input_type_train': ['rgb'], 'input_layout_rt': [''], 'input_layout_train': ['NCHW'], 'norm_type': ['data_scale'], 'scale_value': ['0.003921568627451,'], 'mean_value': [''], 'input_shape': ['1x3x640x640'], 'input_batch': [], 'cal_dir': ['/workspace/smart_car_2026/model/x5_quantization/calibration_data'], 'cal_data_type': ['float32'], 'preprocess_on': False, 'calibration_type': 'default', 'per_channel': 'False', 'optimization': ['set_Softmax_input_int8,set_Softmax_output_int8'], 'hbdk_params': {'hbdk_pass_through_params': '--O3 --debug --core-num 1 --fast --jobs 8 ', 'input-source': {'images': 'pyramid', '_default_value': 'ddr'}}, 'debug': True, 'compile_mode': 'latency'}
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2026-08-07 10:59:41,040 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4183 ############# model deps info #############
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2026-08-07 10:59:41,041 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4184 hb_mapper version : 1.24.3
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2026-08-07 10:59:41,041 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4187 hbdk version : 3.49.15
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2026-08-07 10:59:41,042 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4189 hbdk runtime version: 3.15.55.0
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2026-08-07 10:59:41,042 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4192 horizon_nn version : 1.1.0
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2026-08-07 10:59:41,043 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4196 ############# model_parameters info #############
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2026-08-07 10:59:41,044 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4202 onnx_model : /workspace/smart_car_2026/model/x5_quantization/best_bpu.onnx
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2026-08-07 10:59:41,044 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4203 BPU march : bayes-e
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2026-08-07 10:59:41,044 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4204 layer_out_dump : False
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2026-08-07 10:59:41,045 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4205 log_level : DEBUG
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2026-08-07 10:59:41,045 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4206 working dir : /workspace/smart_car_2026/model/x5_quantization/mapper_output_bpu
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2026-08-07 10:59:41,045 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4207 output_model_file_prefix: best_bpu_bayese_640x640_nv12
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2026-08-07 10:59:41,046 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4228 ############# input_parameters info #############
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2026-08-07 10:59:41,046 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4246 ------------------------------------------
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2026-08-07 10:59:41,046 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4248 ---------input info : images ---------
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2026-08-07 10:59:41,047 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4249 input_name : images
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2026-08-07 10:59:41,047 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4250 input_type_rt : nv12
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2026-08-07 10:59:41,047 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4252 input_space&range : regular
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2026-08-07 10:59:41,048 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4254 input_layout_rt : None
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2026-08-07 10:59:41,048 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4255 input_type_train : rgb
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2026-08-07 10:59:41,048 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4256 input_layout_train : NCHW
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2026-08-07 10:59:41,049 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4257 norm_type : data_scale
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2026-08-07 10:59:41,049 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4258 input_shape : 1x3x640x640
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2026-08-07 10:59:41,049 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4266 scale_value : 0.003921568627451,
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2026-08-07 10:59:41,050 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4268 cal_data_dir : /workspace/smart_car_2026/model/x5_quantization/calibration_data
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2026-08-07 10:59:41,050 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4270 cal_data_type : float32
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2026-08-07 10:59:41,050 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4271 ---------input info : images end -------
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2026-08-07 10:59:41,051 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4272 ------------------------------------------
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2026-08-07 10:59:41,051 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4274 ############# calibration_parameters info #############
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2026-08-07 10:59:41,051 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4275 preprocess_on : False
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2026-08-07 10:59:41,051 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4276 calibration_type: : default
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2026-08-07 10:59:41,052 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4278 optimization : set_Softmax_input_int8,set_Softmax_output_int8;
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2026-08-07 10:59:41,052 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4284 per_channel : False
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2026-08-07 10:59:41,052 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4303 ############# compiler_parameters info #############
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2026-08-07 10:59:41,053 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4305 debug : True
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2026-08-07 10:59:41,053 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4307 compile_mode : latency
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2026-08-07 10:59:41,053 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4310 hbdk_pass_through_params: --O3 --debug --core-num 1 --fast --jobs 8
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2026-08-07 10:59:41,054 file: onnx2horizonrt.py func: onnx2horizonrt line No: 4310 input-source : {'images': 'pyramid', '_default_value': 'ddr'}
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2026-08-07 10:59:41,062 file: hb_mapper_makertbin.py func: hb_mapper_makertbin line No: 783 Convert to runtime bin file successfully!
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2026-08-07 10:59:41,063 file: hb_mapper_makertbin.py func: hb_mapper_makertbin line No: 784 End Model Convert
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