2025-12-01 19:19:59,594 file: tool_utils.py func: tool_utils line No: 80 The log will be stored in /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/hb_compile.log 2025-12-01 19:19:59,595 file: hb_compile.py func: hb_compile line No: 280 Start hb_compile... 2025-12-01 19:19:59,595 file: hb_compile.py func: hb_compile line No: 281 hbdk version: 4.3.3 2025-12-01 19:19:59,596 file: hb_compile.py func: hb_compile line No: 282 hmct version: 2.4.4 2025-12-01 19:19:59,596 file: hb_compile.py func: hb_compile line No: 283 hb_compile version: 3.3.23 2025-12-01 19:19:59,596 file: hb_compile.py func: hb_compile line No: 33 Start verifying yaml 2025-12-01 19:19:59,604 file: params_parser.py func: params_parser line No: 1142 Using abs path /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/01_common/model_zoo/mapper/classification/resnet50/resnet50.onnx 2025-12-01 19:19:59,989 file: params_parser.py func: params_parser line No: 177 Using the onnx model file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/01_common/model_zoo/mapper/classification/resnet50/resnet50.onnx 2025-12-01 19:19:59,990 file: onnx_parser.py func: onnx_parser line No: 39 Model input names: ['input'] 2025-12-01 19:19:59,991 file: params_parser.py func: params_parser line No: 188 Model has 1 inputs according to model file 2025-12-01 19:19:59,991 file: params_parser.py func: params_parser line No: 1142 Using abs path /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output 2025-12-01 19:19:59,992 file: params_parser.py func: params_parser line No: 370 node_dict: {} 2025-12-01 19:19:59,992 file: params_parser.py func: params_parser line No: 392 The model name is not specified in your yaml file, we use the model name ['input'] from the model file by default 2025-12-01 19:19:59,993 file: params_parser.py func: params_parser line No: 453 The model input shape is not specified in youryaml_file, we use the shape [[1, 3, 224, 224]]from the model file by default 2025-12-01 19:19:59,993 file: params_parser.py func: params_parser line No: 647 Please note that the parameter norm_type has been deprecated and will be determined by the specification of the mean/scale/std parameters 2025-12-01 19:19:59,993 file: params_parser.py func: params_parser line No: 1142 Using abs path /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb 2025-12-01 19:19:59,994 file: params_parser.py func: params_parser line No: 916 The input node input's input_source is not be specified, it will be specified as None by default 2025-12-01 19:19:59,994 file: params_parser.py func: params_parser line No: 981 The parameter compile_mode is specified as latency, the balance_factor will be specified as 100. 2025-12-01 19:19:59,994 file: hb_compile.py func: hb_compile line No: 36 End verifying yaml 2025-12-01 19:19:59,995 file: wrap_utils.py func: wrap_utils line No: 40 Start to execute hmct.custom.op_registration.op_register. 2025-12-01 19:19:59,996 file: wrap_utils.py func: wrap_utils line No: 43 hmct.custom.op_registration.op_register input args () 2025-12-01 19:19:59,997 file: wrap_utils.py func: wrap_utils line No: 46 hmct.custom.op_registration.op_register input kwargs {} 2025-12-01 19:19:59,997 file: wrap_utils.py func: wrap_utils line No: 50 End to execute hmct.custom.op_registration.op_register. 2025-12-01 19:19:59,997 file: ptq_model_builder.py func: ptq_model_builder line No: 119 Processing calibration set data for input[input] 2025-12-01 19:20:00,080 file: loader.py func: loader line No: 214 ******************************************* 2025-12-01 19:20:00,081 file: loader.py func: loader line No: 215 First calibration picture name: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000001.rgb.npy 2025-12-01 19:20:00,084 file: loader.py func: loader line No: 220 First calibration picture md5: 4d280fd58cbbdf39f96c04f1406f744b 2025-12-01 19:20:00,085 file: loader.py func: loader line No: 223 ******************************************* 2025-12-01 19:20:00,085 file: loader.py func: loader line No: 295 Create the RawImageDirLoader of shape '[1, 3, 224, 224]' 2025-12-01 19:20:00,086 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000001.rgb.npy 2025-12-01 19:20:00,092 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000002.rgb.npy 2025-12-01 19:20:00,097 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000003.rgb.npy 2025-12-01 19:20:00,101 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000004.rgb.npy 2025-12-01 19:20:00,104 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000005.rgb.npy 2025-12-01 19:20:00,107 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000006.rgb.npy 2025-12-01 19:20:00,111 file: loader.py func: loader line No: 300 Read raw file: 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/open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000063.rgb.npy 2025-12-01 19:20:00,338 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000064.rgb.npy 2025-12-01 19:20:00,341 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000065.rgb.npy 2025-12-01 19:20:00,344 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000066.rgb.npy 2025-12-01 19:20:00,348 file: loader.py func: loader line No: 300 Read raw file: 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/open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000071.rgb.npy 2025-12-01 19:20:00,365 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000072.rgb.npy 2025-12-01 19:20:00,367 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000073.rgb.npy 2025-12-01 19:20:00,371 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000074.rgb.npy 2025-12-01 19:20:00,374 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000075.rgb.npy 2025-12-01 19:20:00,377 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000076.rgb.npy 2025-12-01 19:20:00,380 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000077.rgb.npy 2025-12-01 19:20:00,383 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000078.rgb.npy 2025-12-01 19:20:00,386 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000079.rgb.npy 2025-12-01 19:20:00,389 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000080.rgb.npy 2025-12-01 19:20:00,392 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000081.rgb.npy 2025-12-01 19:20:00,395 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000082.rgb.npy 2025-12-01 19:20:00,398 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000083.rgb.npy 2025-12-01 19:20:00,401 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000084.rgb.npy 2025-12-01 19:20:00,405 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000085.rgb.npy 2025-12-01 19:20:00,408 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000086.rgb.npy 2025-12-01 19:20:00,411 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000087.rgb.npy 2025-12-01 19:20:00,414 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000088.rgb.npy 2025-12-01 19:20:00,418 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000089.rgb.npy 2025-12-01 19:20:00,421 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000090.rgb.npy 2025-12-01 19:20:00,426 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000091.rgb.npy 2025-12-01 19:20:00,430 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000092.rgb.npy 2025-12-01 19:20:00,433 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000093.rgb.npy 2025-12-01 19:20:00,435 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000094.rgb.npy 2025-12-01 19:20:00,439 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000095.rgb.npy 2025-12-01 19:20:00,444 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000096.rgb.npy 2025-12-01 19:20:00,447 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000097.rgb.npy 2025-12-01 19:20:00,450 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000098.rgb.npy 2025-12-01 19:20:00,455 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000099.rgb.npy 2025-12-01 19:20:00,460 file: loader.py func: loader line No: 300 Read raw file: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb/ILSVRC2012_val_00000100.rgb.npy 2025-12-01 19:20:00,463 file: tool_utils.py func: tool_utils line No: 373 The num of calibration data: 100 2025-12-01 19:20:00,463 file: tool_utils.py func: tool_utils line No: 374 The calibration data shape: (1, 3, 224, 224) 2025-12-01 19:20:00,464 file: ptq_model_builder.py func: ptq_model_builder line No: 122 Finished. data num: 100 2025-12-01 19:20:00,464 file: wrap_utils.py func: wrap_utils line No: 40 Start to execute hmct.api.build_model. 2025-12-01 19:20:00,464 file: wrap_utils.py func: wrap_utils line No: 43 hmct.api.build_model input args () 2025-12-01 19:20:00,485 file: wrap_utils.py func: wrap_utils line No: 46 hmct.api.build_model input kwargs {'params': {'cali_dict': {'calibration_type': 'default'}, 'input_dict': {'input': {'input_shape': [1, 3, 224, 224]}}, 'node_dict': {}, 'debug_methods': [], 'output_nodes': [], 'optimization_methods': None, 'quant_config': None, 'check_mode': False}} 2025-12-01 19:20:00,486 file: model_builder.py func: model_builder line No: 36 Start to Horizon NN Model Convert. 2025-12-01 19:20:00,805 file: model_debugger.py func: model_debugger line No: 67 Loading horizon_nn debug methods: set(). 2025-12-01 19:20:00,806 file: model_builder.py func: model_builder line No: 230 The specified model compilation architecture: nash-e. 2025-12-01 19:20:00,806 file: model_builder.py func: model_builder line No: 244 The specified model compilation optimization parameters: []. 2025-12-01 19:20:00,806 file: model_builder.py func: model_builder line No: 36 Start to prepare the onnx model. 2025-12-01 19:20:00,813 file: display_model.py func: display_model line No: 69 Input ONNX Model Information: IR Version: 7 Opset Version: ['ai.onnx v10', 'horizon v1'] Model Producer: pytorch v1.10 Model Domain: None Model Version: None Graph Input: input : shape=[1, 3, 224, 224], dtype=FLOAT32 Graph Output: output : shape=[1, 1000], dtype=FLOAT32 2025-12-01 19:20:00,814 file: preprocess_model.py func: preprocess_model line No: 380 The input model's opset version is 10, try to convert to opset version of 19. 2025-12-01 19:20:01,191 file: model_builder.py func: model_builder line No: 39 End to prepare the onnx model. 2025-12-01 19:20:01,541 file: model_builder.py func: model_builder line No: 287 Saving model to: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output/resnet50_224x224_nv12_original_float_model.onnx. 2025-12-01 19:20:01,542 file: model_builder.py func: model_builder line No: 36 Start to optimize the onnx model. 2025-12-01 19:20:01,724 file: constant_folding.py func: constant_folding line No: 71 Summary info for constant folding: 2025-12-01 19:20:01,725 file: constant_folding.py func: constant_folding line No: 72 After constant folding, the number of nodes has changed from 122 to 122. 2025-12-01 19:20:01,725 file: constant_folding.py func: constant_folding line No: 76 After constant_folding, the number of parameters has changed from 25530472 to 25530472. 2025-12-01 19:20:01,726 file: constant_folding.py func: constant_folding line No: 81 Detailed info for constant folding: 2025-12-01 19:20:01,726 file: constant_folding.py func: constant_folding line No: 88 2025-12-01 19:20:01,843 file: constant_folding.py func: constant_folding line No: 71 Summary info for constant folding: 2025-12-01 19:20:01,844 file: constant_folding.py func: constant_folding line No: 72 After constant folding, the number of nodes has changed from 126 to 126. 2025-12-01 19:20:01,845 file: constant_folding.py func: constant_folding line No: 76 After constant_folding, the number of parameters has changed from 25530488 to 25530488. 2025-12-01 19:20:01,845 file: constant_folding.py func: constant_folding line No: 81 Detailed info for constant folding: 2025-12-01 19:20:01,846 file: constant_folding.py func: constant_folding line No: 88 2025-12-01 19:20:01,975 file: constant_folding.py func: constant_folding line No: 71 Summary info for constant folding: 2025-12-01 19:20:01,976 file: constant_folding.py func: constant_folding line No: 72 After constant folding, the number of nodes has changed from 123 to 123. 2025-12-01 19:20:01,976 file: constant_folding.py func: constant_folding line No: 76 After constant_folding, the number of parameters has changed from 25530478 to 25530478. 2025-12-01 19:20:01,977 file: constant_folding.py func: constant_folding line No: 81 Detailed info for constant folding: 2025-12-01 19:20:01,977 file: constant_folding.py func: constant_folding line No: 88 2025-12-01 19:20:02,109 file: constant_folding.py func: constant_folding line No: 71 Summary info for constant folding: 2025-12-01 19:20:02,109 file: constant_folding.py func: constant_folding line No: 72 After constant folding, the number of nodes has changed from 122 to 122. 2025-12-01 19:20:02,110 file: constant_folding.py func: constant_folding line No: 76 After constant_folding, the number of parameters has changed from 25530474 to 25530474. 2025-12-01 19:20:02,110 file: constant_folding.py func: constant_folding line No: 81 Detailed info for constant folding: 2025-12-01 19:20:02,111 file: constant_folding.py func: constant_folding line No: 88 2025-12-01 19:20:02,464 file: model_builder.py func: model_builder line No: 39 End to optimize the onnx model. 2025-12-01 19:20:03,081 file: model_builder.py func: model_builder line No: 287 Saving model to: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output/resnet50_224x224_nv12_optimized_float_model.onnx. 2025-12-01 19:20:03,083 file: quant_config.py func: quant_config line No: 295 The activation calibration configuration: calibration_type: ['max', 'kl'] max_percentile: [0.99995, 1.0] per_channel: [True, False] asymmetric: [True, False] The modelwise search configuration: similarity: 0.995 metric: cosine-similarity 2025-12-01 19:20:03,084 file: model_builder.py func: model_builder line No: 36 Start to calibrate the model. 2025-12-01 19:20:03,095 file: dataset.py func: dataset line No: 128 input name: input, number_of_samples: 100 2025-12-01 19:20:03,096 file: calibrate.py func: calibrate line No: 47 There are 100 samples in the dataset. 2025-12-01 19:20:03,162 file: calibrate.py func: calibrate line No: 50 Provided calibration data md5: 7ae99739266b24f2ddec11e366caad26 2025-12-01 19:20:03,633 file: infer_thresholds.py func: infer_thresholds line No: 93 Run calibration model with modelwise search method. 2025-12-01 19:20:03,999 file: base.py func: base line No: 141 Calibration using batch 8 2025-12-01 19:20:19,504 file: modelwise_search.py func: modelwise_search line No: 79 Select max-percentile:percentile=0.99995 method. 2025-12-01 19:20:20,067 file: model_builder.py func: model_builder line No: 39 End to calibrate the model. 2025-12-01 19:20:20,535 file: model_builder.py func: model_builder line No: 287 Saving model to: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output/resnet50_224x224_nv12_calibrated_model.onnx. 2025-12-01 19:20:20,536 file: model_builder.py func: model_builder line No: 36 Start to quantize the model. 2025-12-01 19:20:21,515 file: model_builder.py func: model_builder line No: 39 End to quantize the model. 2025-12-01 19:20:22,022 file: model_builder.py func: model_builder line No: 287 Saving model to: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output/resnet50_224x224_nv12_ptq_model.onnx. 2025-12-01 19:20:23,678 file: model_builder.py func: model_builder line No: 39 End to Horizon NN Model Convert. 2025-12-01 19:20:23,679 file: wrap_utils.py func: wrap_utils line No: 50 End to execute hmct.api.build_model. 2025-12-01 19:20:23,680 file: hbm_builder.py func: hbm_builder line No: 275 Start to export model. 2025-12-01 19:20:23,680 file: wrap_utils.py func: wrap_utils line No: 40 Start to execute hbdk.export. 2025-12-01 19:20:23,681 file: wrap_utils.py func: wrap_utils line No: 43 hbdk.export input args () 2025-12-01 19:20:23,681 file: wrap_utils.py func: wrap_utils line No: 46 hbdk.export input kwargs {'output_prefix_name': 'resnet50_224x224_nv12'} 2025-12-01 19:20:23,977 file: wrap_utils.py func: wrap_utils line No: 50 End to execute hbdk.export. 2025-12-01 19:20:23,984 file: wrap_utils.py func: wrap_utils line No: 40 Start to execute hbdk.set_func_desc. 2025-12-01 19:20:23,985 file: wrap_utils.py func: wrap_utils line No: 43 hbdk.set_func_desc input args () 2025-12-01 19:20:23,986 file: wrap_utils.py func: wrap_utils line No: 46 hbdk.set_func_desc input kwargs {'config_info': ConfigInfo(model=, onnx_model='/open_explorer/samples/ai_toolchain/horizon_model_convert_sample/01_common/model_zoo/mapper/classification/resnet50/resnet50.onnx', caffemodel_file=None, load_model=None, prototxt_file=None, model_type='onnx', march='nash-e', input_num=1, working_dir='/open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output', output_model_file_prefix_full='/open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output/resnet50_224x224_nv12', output_model_file_prefix='resnet50_224x224_nv12', output_nodes=[], model_debug_mode=[], node_dict={}, layer_out_dump=False, input_names=['input'], input_shapes=[[1, 3, 224, 224]], input_batches=[], separate_batch=False, separate_names=[], input_type_rt=['rgb'], input_type_train=['rgb'], input_space_and_range=['regular'], input_layout_train=['NCHW'], input_layout_rt=[], from_color=['RGB'], to_color=['RGB'], norm_type=['data_mean_and_scale'], mean=[[123.675, 116.28, 103.53]], scale=[[0.01712475, 0.017507, 0.01742919]], std=[[]], calibration_type='default', per_channel=False, max_percentile=None, run_on_cpu=[], run_on_bpu=[], calibration_optimization=None, cal_data_type=[], cal_data_dir=['/open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb'], quant_config=None, compile_mode='latency', balance_factor=100, optimize_level='O2', compile_debug_mode=True, hbdk3_compatible_mode=False, ability_entry=None, core_num=1, max_time_per_fc=0, jobs=16, advice=0.0, custom_op=False, custom_op_method=None, cop_register_files=[], custom_op_dir=None, remove_node_name=[], remove_node_type=[], input_source={'input': 'ddr'}, first_cali_data={'input': array([[[[0.9474271 , 0.8275538 , 0.63918155, ..., 1.2899224 , 1.2556728 , 1.2556728 ], [0.4336845 , 0.3651855 , 0.31381124, ..., 1.238548 , 1.2214233 , 1.2214233 ], [0.45080924, 0.4336845 , 0.3651855 , ..., 1.2214233 , 1.238548 , 1.2556728 ], ..., [1.0501755 , 1.238548 , 1.1700491 , ..., 1.1357993 , 1.1015497 , 1.1871738 ], [1.1529241 , 1.1700491 , 1.0501755 , ..., 1.0844251 , 0.96455187, 1.0501755 ], [1.1357993 , 1.0844251 , 1.1015497 , ..., 0.89605284, 0.7933043 , 1.0330509 ]], [[1.1855743 , 1.0630252 , 0.90546227, ..., 1.5532216 , 1.5707287 , 1.5707287 ], [0.6078432 , 0.5378152 , 0.50280124, ..., 1.5182076 , 1.5357146 , 1.5357146 ], [0.59033626, 0.57282925, 0.5378152 , ..., 1.5357146 , 1.5357146 , 1.5532216 ], ..., [1.2556024 , 1.4481796 , 1.3781515 , ..., 1.3081234 , 1.2906163 , 1.3781515 ], [1.3606446 , 1.3781515 , 1.2556024 , ..., 1.2731093 , 1.1505603 , 1.2556024 ], [1.3256305 , 1.2906163 , 1.3081234 , ..., 1.0280113 , 0.9404763 , 1.2380953 ]], [[1.2108063 , 1.0539434 , 0.80993474, ..., 1.7685406 , 1.7685406 , 1.7685406 ], [0.58335525, 0.51363844, 0.4439217 , ..., 1.7336823 , 1.7511115 , 1.7336823 ], [0.6356428 , 0.6182136 , 0.565926 , ..., 1.7336823 , 1.7511115 , 1.8033991 ], ..., [1.3502398 , 1.5245317 , 1.4199566 , ..., 1.3850982 , 1.3153814 , 1.4025273 ], [1.4548149 , 1.4722441 , 1.3153814 , ..., 1.3328106 , 1.1759479 , 1.2805231 ], [1.4373858 , 1.3850982 , 1.3502398 , ..., 1.0888019 , 0.98422664, 1.2282355 ]]]], dtype=float32)}, cali_extra_param={}, compile_extra_params={}, enable_vpu=True, cache_mode='disable', cache_path='')} 2025-12-01 19:20:23,988 file: wrap_utils.py func: wrap_utils line No: 50 End to execute hbdk.set_func_desc. 2025-12-01 19:20:23,989 file: hbm_builder.py func: hbm_builder line No: 283 Successfully export model. 2025-12-01 19:20:23,990 file: hbm_builder.py func: hbm_builder line No: 171 Current input_names: ['input'] 2025-12-01 19:20:23,990 file: hbm_builder.py func: hbm_builder line No: 177 input's input_source is ddr 2025-12-01 19:20:23,991 file: hbm_builder.py func: hbm_builder line No: 141 Insert transpose op for input at input 0 2025-12-01 19:20:23,991 file: wrap_utils.py func: wrap_utils line No: 40 Start to execute hbdk.insert_transpose. 2025-12-01 19:20:23,992 file: wrap_utils.py func: wrap_utils line No: 43 hbdk.insert_transpose input args () 2025-12-01 19:20:23,992 file: wrap_utils.py func: wrap_utils line No: 46 hbdk.insert_transpose input kwargs {'index': 0, 'permutes': [0, 3, 1, 2]} 2025-12-01 19:20:23,993 file: wrap_utils.py func: wrap_utils line No: 50 End to execute hbdk.insert_transpose. 2025-12-01 19:20:23,993 file: hbm_builder.py func: hbm_builder line No: 96 Your specified input_type_train is rgb and specified input_type_rt is rgb, so the image preprocess op will not have a color conversion operation 2025-12-01 19:20:23,993 file: hbm_builder.py func: hbm_builder line No: 104 Insert image preprocess op for input at input 0 2025-12-01 19:20:23,994 file: wrap_utils.py func: wrap_utils line No: 40 Start to execute hbdk.insert_image_preprocess. 2025-12-01 19:20:23,994 file: wrap_utils.py func: wrap_utils line No: 43 hbdk.insert_image_preprocess input args () 2025-12-01 19:20:23,995 file: wrap_utils.py func: wrap_utils line No: 46 hbdk.insert_image_preprocess input kwargs {'index': 0, 'mode': 'skip', 'divisor': 1, 'mean': [123.675, 116.28, 103.53], 'std': [58.39501306588417, 57.12000913920146, 57.37501283765912], 'is_signed': True} 2025-12-01 19:20:23,995 file: hbir_handle.py func: hbir_handle line No: 103 Before insert_image_preprocess func @resnet50_224x224_nv12(tensor<1x224x224x3xf32> input) -> tensor<1x1000xf32> output 2025-12-01 19:20:24,011 file: hbir_handle.py func: hbir_handle line No: 110 After insert_image_preprocess func @resnet50_224x224_nv12(tensor<1x224x224x3xsi8> input) -> tensor<1x1000xf32> output 2025-12-01 19:20:24,025 file: wrap_utils.py func: wrap_utils line No: 50 End to execute hbdk.insert_image_preprocess. 2025-12-01 19:20:24,026 file: hbm_builder.py func: hbm_builder line No: 290 Start to convert model. 2025-12-01 19:20:24,026 file: wrap_utils.py func: wrap_utils line No: 40 Start to execute hbdk.convert. 2025-12-01 19:20:24,027 file: wrap_utils.py func: wrap_utils line No: 43 hbdk.convert input args ('nash-e',) 2025-12-01 19:20:24,027 file: wrap_utils.py func: wrap_utils line No: 46 hbdk.convert input kwargs {'advice': True, 'advice_path': '/open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output/', 'enable_vpu': True} 2025-12-01 19:20:25,185 file: wrap_utils.py func: wrap_utils line No: 50 End to execute hbdk.convert. 2025-12-01 19:20:25,186 file: wrap_utils.py func: wrap_utils line No: 40 Start to execute hbdk.save. 2025-12-01 19:20:25,186 file: wrap_utils.py func: wrap_utils line No: 43 hbdk.save input args (,) 2025-12-01 19:20:25,187 file: wrap_utils.py func: wrap_utils line No: 46 hbdk.save input kwargs {'suffix': '_quantized_model.bc'} 2025-12-01 19:20:25,423 file: wrap_utils.py func: wrap_utils line No: 50 End to execute hbdk.save. 2025-12-01 19:20:25,423 file: hbm_builder.py func: hbm_builder line No: 297 Successfully convert model. 2025-12-01 19:20:25,466 file: node_info.py func: node_info line No: 292 hb_verifier -m /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output/resnet50_224x224_nv12_optimized_float_model.onnx,/open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output/resnet50_224x224_nv12_quantized_model.bc -i input:/open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output/.hb_compile_tmp/input.npy 2025-12-01 19:20:25,467 file: params_check.py func: params_check line No: 44 Start to check params ... 2025-12-01 19:20:27,067 file: params_check.py func: params_check line No: 51 End to check params. 2025-12-01 19:20:27,070 file: inference.py func: inference line No: 22 Start to inference onnx model resnet50_224x224_nv12_optimized_float_model 2025-12-01 19:20:27,167 file: inference.py func: inference line No: 22 Start to inference bc model resnet50_224x224_nv12_quantized_model 2025-12-01 19:20:27,862 file: tool_utils.py func: tool_utils line No: 571 +-------------------------+-------------------+---------+-----------+-------------------+------------------+------------------+ 2025-12-01 19:20:27,863 file: tool_utils.py func: tool_utils line No: 566 | Node | NodeType | ON | Threshold | Calibrated Cosine | Quantized Cosine | Output Data Type | 2025-12-01 19:20:27,863 file: tool_utils.py func: tool_utils line No: 571 +-------------------------+-------------------+---------+-----------+-------------------+------------------+------------------+ 2025-12-01 19:20:27,864 file: tool_utils.py func: tool_utils line No: 566 | Conv_0 | Conv | BPU | 2.64 | 0.999897 | 0.999735 | si8 | 2025-12-01 19:20:27,864 file: tool_utils.py func: tool_utils line No: 566 | Relu_1 | Relu | BPU | -- | 0.999740 | 0.999735 | si8 | 2025-12-01 19:20:27,865 file: tool_utils.py func: tool_utils line No: 566 | MaxPool_2 | MaxPool | BPU | 2.639386 | 0.999820 | 0.999812 | si8 | 2025-12-01 19:20:27,865 file: tool_utils.py func: tool_utils line No: 566 | Conv_3 | Conv | BPU | 2.639386 | 0.999698 | 0.999592 | si8 | 2025-12-01 19:20:27,866 file: tool_utils.py func: tool_utils line No: 566 | Relu_4 | Relu | BPU | -- | 0.999601 | 0.999592 | si8 | 2025-12-01 19:20:27,866 file: tool_utils.py func: tool_utils line No: 566 | Conv_5 | Conv | BPU | 1.139316 | 0.999672 | 0.99962 | si8 | 2025-12-01 19:20:27,867 file: tool_utils.py func: tool_utils line No: 566 | Relu_6 | Relu | BPU | -- | 0.999627 | 0.99962 | si8 | 2025-12-01 19:20:27,868 file: tool_utils.py func: tool_utils line No: 566 | Conv_7 | Conv | BPU | 1.414114 | 0.999481 | 0.99947 | si8 | 2025-12-01 19:20:27,869 file: tool_utils.py func: tool_utils line No: 566 | Conv_8 | Conv | BPU | 2.639386 | 0.999641 | 0.998793 | si8 | 2025-12-01 19:20:27,869 file: tool_utils.py func: tool_utils line No: 566 | Conv_7+Add_9 | Conv+Add | BPU | 1.414114 | 0.999108 | 0.998793 | si8 | 2025-12-01 19:20:27,870 file: tool_utils.py func: tool_utils line No: 566 | Relu_10 | Relu | BPU | -- | 0.998809 | 0.998793 | si8 | 2025-12-01 19:20:27,871 file: tool_utils.py func: tool_utils line No: 566 | Conv_11 | Conv | BPU | 1.590635 | 0.998866 | 0.998354 | si8 | 2025-12-01 19:20:27,871 file: tool_utils.py func: tool_utils line No: 566 | Relu_12 | Relu | BPU | -- | 0.998368 | 0.998354 | si8 | 2025-12-01 19:20:27,872 file: tool_utils.py func: tool_utils line No: 566 | Conv_13 | Conv | BPU | 1.15925 | 0.997619 | 0.997349 | si8 | 2025-12-01 19:20:27,872 file: tool_utils.py func: tool_utils line No: 566 | Relu_14 | Relu | BPU | -- | 0.997359 | 0.997349 | si8 | 2025-12-01 19:20:27,873 file: tool_utils.py func: tool_utils line No: 566 | Conv_15 | Conv | BPU | 1.733418 | 0.995274 | 0.997967 | si8 | 2025-12-01 19:20:27,873 file: tool_utils.py func: tool_utils line No: 566 | Add_16 | Add | BPU | -- | 0.997930 | 0.997967 | si8 | 2025-12-01 19:20:27,874 file: tool_utils.py func: tool_utils line No: 566 | Relu_17 | Relu | BPU | -- | 0.997980 | 0.997967 | si8 | 2025-12-01 19:20:27,874 file: tool_utils.py func: tool_utils line No: 566 | Conv_18 | Conv | BPU | 1.670987 | 0.995528 | 0.994798 | si8 | 2025-12-01 19:20:27,875 file: tool_utils.py func: tool_utils line No: 566 | Relu_19 | Relu | BPU | -- | 0.994824 | 0.994798 | si8 | 2025-12-01 19:20:27,875 file: tool_utils.py func: tool_utils line No: 566 | Conv_20 | Conv | BPU | 1.073943 | 0.990987 | 0.989249 | si8 | 2025-12-01 19:20:27,876 file: tool_utils.py func: tool_utils line No: 566 | Relu_21 | Relu | BPU | -- | 0.989306 | 0.989249 | si8 | 2025-12-01 19:20:27,876 file: tool_utils.py func: tool_utils line No: 566 | Conv_22 | Conv | BPU | 2.102609 | 0.988757 | 0.996233 | si8 | 2025-12-01 19:20:27,877 file: tool_utils.py func: tool_utils line No: 566 | Add_23 | Add | BPU | -- | 0.995618 | 0.996233 | si8 | 2025-12-01 19:20:27,877 file: tool_utils.py func: tool_utils line No: 566 | Relu_24 | Relu | BPU | -- | 0.996245 | 0.996233 | si8 | 2025-12-01 19:20:27,878 file: tool_utils.py func: tool_utils line No: 566 | Conv_25 | Conv | BPU | 1.684317 | 0.992033 | 0.989898 | si8 | 2025-12-01 19:20:27,878 file: tool_utils.py func: tool_utils line No: 566 | Relu_26 | Relu | BPU | -- | 0.989926 | 0.989898 | si8 | 2025-12-01 19:20:27,879 file: tool_utils.py func: tool_utils line No: 566 | Conv_27 | Conv | BPU | 1.322588 | 0.993108 | 0.994112 | si8 | 2025-12-01 19:20:27,879 file: tool_utils.py func: tool_utils line No: 566 | Relu_28 | Relu | BPU | -- | 0.994138 | 0.994112 | si8 | 2025-12-01 19:20:27,880 file: tool_utils.py func: tool_utils line No: 566 | Conv_29 | Conv | BPU | 1.23615 | 0.990232 | 0.990169 | si8 | 2025-12-01 19:20:27,880 file: tool_utils.py func: tool_utils line No: 566 | Conv_30 | Conv | BPU | 1.684317 | 0.995234 | 0.995077 | si8 | 2025-12-01 19:20:27,881 file: tool_utils.py func: tool_utils line No: 566 | Conv_29+Add_31 | Conv+Add | BPU | 1.23615 | 0.994085 | 0.995077 | si8 | 2025-12-01 19:20:27,881 file: tool_utils.py func: tool_utils line No: 566 | Relu_32 | Relu | BPU | -- | 0.995093 | 0.995077 | si8 | 2025-12-01 19:20:27,882 file: tool_utils.py func: tool_utils line No: 566 | Conv_33 | Conv | BPU | 1.622981 | 0.998578 | 0.999005 | si8 | 2025-12-01 19:20:27,882 file: tool_utils.py func: tool_utils line No: 566 | Relu_34 | Relu | BPU | -- | 0.999013 | 0.999005 | si8 | 2025-12-01 19:20:27,882 file: tool_utils.py func: tool_utils line No: 566 | Conv_35 | Conv | BPU | 0.92438 | 0.997808 | 0.997137 | si8 | 2025-12-01 19:20:27,883 file: tool_utils.py func: tool_utils line No: 566 | Relu_36 | Relu | BPU | -- | 0.997186 | 0.997137 | si8 | 2025-12-01 19:20:27,883 file: tool_utils.py func: tool_utils line No: 566 | Conv_37 | Conv | BPU | 1.308206 | 0.994769 | 0.994033 | si8 | 2025-12-01 19:20:27,884 file: tool_utils.py func: tool_utils line No: 566 | Add_38 | Add | BPU | -- | 0.993982 | 0.994033 | si8 | 2025-12-01 19:20:27,885 file: tool_utils.py func: tool_utils line No: 566 | Relu_39 | Relu | BPU | -- | 0.994077 | 0.994033 | si8 | 2025-12-01 19:20:27,885 file: tool_utils.py func: tool_utils line No: 566 | Conv_40 | Conv | BPU | 1.691007 | 0.992832 | 0.992563 | si8 | 2025-12-01 19:20:27,886 file: tool_utils.py func: tool_utils line No: 566 | Relu_41 | Relu | BPU | -- | 0.992598 | 0.992563 | si8 | 2025-12-01 19:20:27,886 file: tool_utils.py func: tool_utils line No: 566 | Conv_42 | Conv | BPU | 1.063614 | 0.989753 | 0.99 | si8 | 2025-12-01 19:20:27,886 file: tool_utils.py func: tool_utils line No: 566 | Relu_43 | Relu | BPU | -- | 0.989947 | 0.99 | si8 | 2025-12-01 19:20:27,887 file: tool_utils.py func: tool_utils line No: 566 | Conv_44 | Conv | BPU | 0.950388 | 0.987956 | 0.990401 | si8 | 2025-12-01 19:20:27,887 file: tool_utils.py func: tool_utils line No: 566 | Add_45 | Add | BPU | -- | 0.988494 | 0.990401 | si8 | 2025-12-01 19:20:27,888 file: tool_utils.py func: tool_utils line No: 566 | Relu_46 | Relu | BPU | -- | 0.990437 | 0.990401 | si8 | 2025-12-01 19:20:27,888 file: tool_utils.py func: tool_utils line No: 566 | Conv_47 | Conv | BPU | 1.719397 | 0.991731 | 0.99075 | si8 | 2025-12-01 19:20:27,890 file: tool_utils.py func: tool_utils line No: 566 | Relu_48 | Relu | BPU | -- | 0.990718 | 0.99075 | si8 | 2025-12-01 19:20:27,891 file: tool_utils.py func: tool_utils line No: 566 | Conv_49 | Conv | BPU | 1.056812 | 0.991541 | 0.990072 | si8 | 2025-12-01 19:20:27,891 file: tool_utils.py func: tool_utils line No: 566 | Relu_50 | Relu | BPU | -- | 0.990076 | 0.990072 | si8 | 2025-12-01 19:20:27,892 file: tool_utils.py func: tool_utils line No: 566 | Conv_51 | Conv | BPU | 1.069729 | 0.991883 | 0.989473 | si8 | 2025-12-01 19:20:27,892 file: tool_utils.py func: tool_utils line No: 566 | Add_52 | Add | BPU | -- | 0.988814 | 0.989473 | si8 | 2025-12-01 19:20:27,892 file: tool_utils.py func: tool_utils line No: 566 | Relu_53 | Relu | BPU | -- | 0.989524 | 0.989473 | si8 | 2025-12-01 19:20:27,893 file: tool_utils.py func: tool_utils line No: 566 | Conv_54 | Conv | BPU | 1.802561 | 0.987992 | 0.981087 | si8 | 2025-12-01 19:20:27,893 file: tool_utils.py func: tool_utils line No: 566 | Relu_55 | Relu | BPU | -- | 0.981272 | 0.981087 | si8 | 2025-12-01 19:20:27,893 file: tool_utils.py func: tool_utils line No: 566 | Conv_56 | Conv | BPU | 1.576299 | 0.991723 | 0.992019 | si8 | 2025-12-01 19:20:27,894 file: tool_utils.py func: tool_utils line No: 566 | Relu_57 | Relu | BPU | -- | 0.992123 | 0.992019 | si8 | 2025-12-01 19:20:27,894 file: tool_utils.py func: tool_utils line No: 566 | Conv_58 | Conv | BPU | 1.171274 | 0.985608 | 0.985521 | si8 | 2025-12-01 19:20:27,894 file: tool_utils.py func: tool_utils line No: 566 | Conv_59 | Conv | BPU | 1.802561 | 0.992657 | 0.990395 | si8 | 2025-12-01 19:20:27,895 file: tool_utils.py func: tool_utils line No: 566 | Conv_58+Add_60 | Conv+Add | BPU | 1.171274 | 0.990281 | 0.990395 | si8 | 2025-12-01 19:20:27,895 file: tool_utils.py func: tool_utils line No: 566 | Relu_61 | Relu | BPU | -- | 0.990412 | 0.990395 | si8 | 2025-12-01 19:20:27,896 file: tool_utils.py func: tool_utils line No: 566 | Conv_62 | Conv | BPU | 1.526661 | 0.992489 | 0.992105 | si8 | 2025-12-01 19:20:27,896 file: tool_utils.py func: tool_utils line No: 566 | Relu_63 | Relu | BPU | -- | 0.992083 | 0.992105 | si8 | 2025-12-01 19:20:27,897 file: tool_utils.py func: tool_utils line No: 566 | Conv_64 | Conv | BPU | 1.156971 | 0.994159 | 0.992179 | si8 | 2025-12-01 19:20:27,897 file: tool_utils.py func: tool_utils line No: 566 | Relu_65 | Relu | BPU | -- | 0.992125 | 0.992179 | si8 | 2025-12-01 19:20:27,898 file: tool_utils.py func: tool_utils line No: 566 | Conv_66 | Conv | BPU | 1.068273 | 0.992976 | 0.98962 | si8 | 2025-12-01 19:20:27,898 file: tool_utils.py func: tool_utils line No: 566 | Add_67 | Add | BPU | -- | 0.988873 | 0.98962 | si8 | 2025-12-01 19:20:27,899 file: tool_utils.py func: tool_utils line No: 566 | Relu_68 | Relu | BPU | -- | 0.989677 | 0.98962 | si8 | 2025-12-01 19:20:27,900 file: tool_utils.py func: tool_utils line No: 566 | Conv_69 | Conv | BPU | 1.583528 | 0.993020 | 0.990245 | si8 | 2025-12-01 19:20:27,900 file: tool_utils.py func: tool_utils line No: 566 | Relu_70 | Relu | BPU | -- | 0.990189 | 0.990245 | si8 | 2025-12-01 19:20:27,901 file: tool_utils.py func: tool_utils line No: 566 | Conv_71 | Conv | BPU | 0.98898 | 0.993371 | 0.990694 | si8 | 2025-12-01 19:20:27,901 file: tool_utils.py func: tool_utils line No: 566 | Relu_72 | Relu | BPU | -- | 0.990738 | 0.990694 | si8 | 2025-12-01 19:20:27,902 file: tool_utils.py func: tool_utils line No: 566 | Conv_73 | Conv | BPU | 0.834396 | 0.991816 | 0.98831 | si8 | 2025-12-01 19:20:27,902 file: tool_utils.py func: tool_utils line No: 566 | Add_74 | Add | BPU | -- | 0.987669 | 0.98831 | si8 | 2025-12-01 19:20:27,903 file: tool_utils.py func: tool_utils line No: 566 | Relu_75 | Relu | BPU | -- | 0.988365 | 0.98831 | si8 | 2025-12-01 19:20:27,903 file: tool_utils.py func: tool_utils line No: 566 | Conv_76 | Conv | BPU | 1.578931 | 0.992667 | 0.987731 | si8 | 2025-12-01 19:20:27,904 file: tool_utils.py func: tool_utils line No: 566 | Relu_77 | Relu | BPU | -- | 0.988061 | 0.987731 | si8 | 2025-12-01 19:20:27,905 file: tool_utils.py func: tool_utils line No: 566 | Conv_78 | Conv | BPU | 1.097183 | 0.993749 | 0.988205 | si8 | 2025-12-01 19:20:27,906 file: tool_utils.py func: tool_utils line No: 566 | Relu_79 | Relu | BPU | -- | 0.988778 | 0.988205 | si8 | 2025-12-01 19:20:27,906 file: tool_utils.py func: tool_utils line No: 566 | Conv_80 | Conv | BPU | 0.942156 | 0.990771 | 0.986697 | si8 | 2025-12-01 19:20:27,907 file: tool_utils.py func: tool_utils line No: 566 | Add_81 | Add | BPU | -- | 0.986645 | 0.986697 | si8 | 2025-12-01 19:20:27,907 file: tool_utils.py func: tool_utils line No: 566 | Relu_82 | Relu | BPU | -- | 0.986837 | 0.986697 | si8 | 2025-12-01 19:20:27,908 file: tool_utils.py func: tool_utils line No: 566 | Conv_83 | Conv | BPU | 1.6748 | 0.991806 | 0.985219 | si8 | 2025-12-01 19:20:27,908 file: tool_utils.py func: tool_utils line No: 566 | Relu_84 | Relu | BPU | -- | 0.985740 | 0.985219 | si8 | 2025-12-01 19:20:27,909 file: tool_utils.py func: tool_utils line No: 566 | Conv_85 | Conv | BPU | 1.14085 | 0.993119 | 0.986354 | si8 | 2025-12-01 19:20:27,909 file: tool_utils.py func: tool_utils line No: 566 | Relu_86 | Relu | BPU | -- | 0.986856 | 0.986354 | si8 | 2025-12-01 19:20:27,910 file: tool_utils.py func: tool_utils line No: 566 | Conv_87 | Conv | BPU | 1.017898 | 0.992287 | 0.984833 | si8 | 2025-12-01 19:20:27,910 file: tool_utils.py func: tool_utils line No: 566 | Add_88 | Add | BPU | -- | 0.986854 | 0.984833 | si8 | 2025-12-01 19:20:27,911 file: tool_utils.py func: tool_utils line No: 566 | Relu_89 | Relu | BPU | -- | 0.985067 | 0.984833 | si8 | 2025-12-01 19:20:27,911 file: tool_utils.py func: tool_utils line No: 566 | Conv_90 | Conv | BPU | 1.686939 | 0.990402 | 0.980058 | si8 | 2025-12-01 19:20:27,912 file: tool_utils.py func: tool_utils line No: 566 | Relu_91 | Relu | BPU | -- | 0.980193 | 0.980058 | si8 | 2025-12-01 19:20:27,912 file: tool_utils.py func: tool_utils line No: 566 | Conv_92 | Conv | BPU | 1.457747 | 0.990760 | 0.984663 | si8 | 2025-12-01 19:20:27,913 file: tool_utils.py func: tool_utils line No: 566 | Relu_93 | Relu | BPU | -- | 0.984340 | 0.984663 | si8 | 2025-12-01 19:20:27,913 file: tool_utils.py func: tool_utils line No: 566 | Conv_94 | Conv | BPU | 1.743508 | 0.992163 | 0.983851 | si8 | 2025-12-01 19:20:27,914 file: tool_utils.py func: tool_utils line No: 566 | Add_95 | Add | BPU | -- | 0.987276 | 0.983851 | si8 | 2025-12-01 19:20:27,915 file: tool_utils.py func: tool_utils line No: 566 | Relu_96 | Relu | BPU | -- | 0.984042 | 0.983851 | si8 | 2025-12-01 19:20:27,916 file: tool_utils.py func: tool_utils line No: 566 | Conv_97 | Conv | BPU | 1.635448 | 0.991748 | 0.97462 | si8 | 2025-12-01 19:20:27,916 file: tool_utils.py func: tool_utils line No: 566 | Relu_98 | Relu | BPU | -- | 0.974859 | 0.97462 | si8 | 2025-12-01 19:20:27,917 file: tool_utils.py func: tool_utils line No: 566 | Conv_99 | Conv | BPU | 1.284529 | 0.988069 | 0.981704 | si8 | 2025-12-01 19:20:27,918 file: tool_utils.py func: tool_utils line No: 566 | Relu_100 | Relu | BPU | -- | 0.982238 | 0.981704 | si8 | 2025-12-01 19:20:27,919 file: tool_utils.py func: tool_utils line No: 566 | Conv_101 | Conv | BPU | 1.36072 | 0.978495 | 0.978028 | si8 | 2025-12-01 19:20:27,920 file: tool_utils.py func: tool_utils line No: 566 | Conv_102 | Conv | BPU | 1.635448 | 0.985292 | 0.98152 | si8 | 2025-12-01 19:20:27,921 file: tool_utils.py func: tool_utils line No: 566 | Conv_101+Add_103 | Conv+Add | BPU | 1.36072 | 0.983621 | 0.98152 | si8 | 2025-12-01 19:20:27,921 file: tool_utils.py func: tool_utils line No: 566 | Relu_104 | Relu | BPU | -- | 0.981917 | 0.98152 | si8 | 2025-12-01 19:20:27,922 file: tool_utils.py func: tool_utils line No: 566 | Conv_105 | Conv | BPU | 4.326839 | 0.987511 | 0.97572 | si8 | 2025-12-01 19:20:27,922 file: tool_utils.py func: tool_utils line No: 566 | Relu_106 | Relu | BPU | -- | 0.976183 | 0.97572 | si8 | 2025-12-01 19:20:27,922 file: tool_utils.py func: tool_utils line No: 566 | Conv_107 | Conv | BPU | 1.339041 | 0.992372 | 0.983238 | si8 | 2025-12-01 19:20:27,923 file: tool_utils.py func: tool_utils line No: 566 | Relu_108 | Relu | BPU | -- | 0.983597 | 0.983238 | si8 | 2025-12-01 19:20:27,923 file: tool_utils.py func: tool_utils line No: 566 | Conv_109 | Conv | BPU | 0.988222 | 0.981234 | 0.985146 | si8 | 2025-12-01 19:20:27,923 file: tool_utils.py func: tool_utils line No: 566 | Add_110 | Add | BPU | -- | 0.982796 | 0.985146 | si8 | 2025-12-01 19:20:27,924 file: tool_utils.py func: tool_utils line No: 566 | Relu_111 | Relu | BPU | -- | 0.985718 | 0.985146 | si8 | 2025-12-01 19:20:27,924 file: tool_utils.py func: tool_utils line No: 566 | Conv_112 | Conv | BPU | 5.638148 | 0.991277 | 0.985315 | si8 | 2025-12-01 19:20:27,925 file: tool_utils.py func: tool_utils line No: 566 | Relu_113 | Relu | BPU | -- | 0.986195 | 0.985315 | si8 | 2025-12-01 19:20:27,926 file: tool_utils.py func: tool_utils line No: 566 | Conv_114 | Conv | BPU | 1.372207 | 0.994279 | 0.990866 | si8 | 2025-12-01 19:20:27,926 file: tool_utils.py func: tool_utils line No: 566 | Relu_115 | Relu | BPU | -- | 0.991750 | 0.990866 | si8 | 2025-12-01 19:20:27,927 file: tool_utils.py func: tool_utils line No: 566 | Conv_116 | Conv | BPU | 1.150304 | 0.991540 | 0.992532 | si8 | 2025-12-01 19:20:27,927 file: tool_utils.py func: tool_utils line No: 566 | Add_117 | Add | BPU | -- | 0.991554 | 0.992532 | si8 | 2025-12-01 19:20:27,927 file: tool_utils.py func: tool_utils line No: 566 | Relu_118 | Relu | BPU | -- | 0.993347 | 0.992532 | si8 | 2025-12-01 19:20:27,928 file: tool_utils.py func: tool_utils line No: 566 | GlobalAveragePool_119 | GlobalAveragePool | BPU | 11.447077 | 0.998149 | 0.997935 | si8 | 2025-12-01 19:20:27,928 file: tool_utils.py func: tool_utils line No: 566 | Gemm_121 | Conv | BPU | 6.047081 | 0.998665 | 0.998301 | si32 | 2025-12-01 19:20:27,929 file: tool_utils.py func: tool_utils line No: 566 | Gemm_121_reshape_output | Reshape | BPU+VPU | -- | 0.998665 | 0.998301 | f32,si32 | 2025-12-01 19:20:27,929 file: tool_utils.py func: tool_utils line No: 571 +-------------------------+-------------------+---------+-----------+-------------------+------------------+------------------+ 2025-12-01 19:20:27,935 file: tool_utils.py func: tool_utils line No: 571 +------------+-------------------+------------------+ 2025-12-01 19:20:27,936 file: tool_utils.py func: tool_utils line No: 566 | TensorName | Calibrated Cosine | Quantized Cosine | 2025-12-01 19:20:27,937 file: tool_utils.py func: tool_utils line No: 571 +------------+-------------------+------------------+ 2025-12-01 19:20:27,939 file: tool_utils.py func: tool_utils line No: 566 | output | 0.998665 | 0.998301 | 2025-12-01 19:20:27,940 file: tool_utils.py func: tool_utils line No: 571 +------------+-------------------+------------------+ 2025-12-01 19:20:27,943 file: wrap_utils.py func: wrap_utils line No: 40 Start to execute hbdk.overlay.remove_io_op. 2025-12-01 19:20:27,944 file: wrap_utils.py func: wrap_utils line No: 43 hbdk.overlay.remove_io_op input args () 2025-12-01 19:20:27,945 file: wrap_utils.py func: wrap_utils line No: 46 hbdk.overlay.remove_io_op input kwargs {'remove_node_types': [], 'remove_node_names': []} 2025-12-01 19:20:27,949 file: wrap_utils.py func: wrap_utils line No: 50 End to execute hbdk.overlay.remove_io_op. 2025-12-01 19:20:27,951 file: hbm_builder.py func: hbm_builder line No: 64 Compile params: {'jobs': 16, 'balance': 100, 'progress_bar': True, 'opt': 2, 'max_time_per_fc': 0, 'debug': True, 'cache_mode': 'disable'} 2025-12-01 19:20:27,953 file: hbm_builder.py func: hbm_builder line No: 310 Start to compile model. 2025-12-01 19:20:27,954 file: wrap_utils.py func: wrap_utils line No: 40 Start to execute hbdk.compile. 2025-12-01 19:20:27,954 file: wrap_utils.py func: wrap_utils line No: 43 hbdk.compile input args () 2025-12-01 19:20:27,954 file: wrap_utils.py func: wrap_utils line No: 46 hbdk.compile input kwargs {'save_path': '/open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output/resnet50_224x224_nv12.hbm', 'march': 'nash-e', 'compile_params': {'jobs': 16, 'balance': 100, 'progress_bar': True, 'opt': 2, 'max_time_per_fc': 0, 'debug': True, 'cache_mode': 'disable'}} 2025-12-01 19:22:50,345 file: wrap_utils.py func: wrap_utils line No: 50 End to execute hbdk.compile. 2025-12-01 19:22:50,345 file: hbm_builder.py func: hbm_builder line No: 314 Successfully compile the hbm model, generated hbm model is saved at /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output/resnet50_224x224_nv12.hbm 2025-12-01 19:22:50,345 file: wrap_utils.py func: wrap_utils line No: 40 Start to execute hbdk.compiler.hbm_perf. 2025-12-01 19:22:50,346 file: wrap_utils.py func: wrap_utils line No: 43 hbdk.compiler.hbm_perf input args () 2025-12-01 19:22:50,346 file: wrap_utils.py func: wrap_utils line No: 46 hbdk.compiler.hbm_perf input kwargs {} 2025-12-01 19:22:51,741 file: hbm_builder.py func: hbm_builder line No: 322 Successfully perf the model, generated result is saved at /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output 2025-12-01 19:22:51,742 file: wrap_utils.py func: wrap_utils line No: 50 End to execute hbdk.compiler.hbm_perf. 2025-12-01 19:22:51,746 file: hbm_handle.py func: hbm_handle line No: 35 hbm_path: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output/resnet50_224x224_nv12.hbm 2025-12-01 19:22:51,958 file: hb_model_info.py func: hb_model_info line No: 139 ************************* resnet50_224x224_nv12 ************************* 2025-12-01 19:22:51,958 file: wrap_utils.py func: wrap_utils line No: 40 Start to execute hbdk.hbm.function.desc. 2025-12-01 19:22:51,958 file: wrap_utils.py func: wrap_utils line No: 43 hbdk.hbm.function.desc input args () 2025-12-01 19:22:51,959 file: wrap_utils.py func: wrap_utils line No: 46 hbdk.hbm.function.desc input kwargs {'index': 0} 2025-12-01 19:22:51,959 file: wrap_utils.py func: wrap_utils line No: 50 End to execute hbdk.hbm.function.desc. 2025-12-01 19:22:51,960 file: hb_model_info.py func: hb_model_info line No: 143 hbm resnet50_224x224_nv12 desc: {'BUILDER_VERSION': '3.3.23', 'HBDK_VERSION': '4.3.3', 'HBDK_RUNTIME_VERSION': None, 'HMCT_VERSION': '2.4.4', 'CAFFE_MODEL': None, 'PROTOTXT': None, 'ONNX_MODEL': '/open_explorer/samples/ai_toolchain/horizon_model_convert_sample/01_common/model_zoo/mapper/classification/resnet50/resnet50.onnx', 'MARCH': 'nash-e', 'LAYER_OUT_DUMP': 'False', 'LOG_LEVEL': None, 'WORKING_DIR': '/open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output', 'MODEL_PREFIX': 'resnet50_224x224_nv12', 'OUTPUT_NODES': '', 'REMOVE_NODE_TYPE': '', 'REMOVE_NODE_NAME': '', 'DEBUG_MODE': '', 'NODE_INFO': '{}', 'INPUT_NAMES': 'input', 'INPUT_SPACE_AND_RANGE': 'regular', 'INPUT_TYPE_RT': 'rgb', 'INPUT_TYPE_TRAIN': 'rgb', 'INPUT_LAYOUT_TRAIN': 'NCHW', 'INPUT_LAYOUT_RT': '', 'NORM_TYPE': 'data_mean_and_scale', 'MEAN_VALUE': '[123.675, 116.28, 103.53]', 'SCALE_VALUE': '[0.01712475, 0.017507, 0.01742919]', 'STD_VALUE': '[]', 'INPUT_SHAPE': '1x3x224x224', 'INPUT_BATCH': '', 'SEPARATE_BATCH': 'False', 'SEPARATE_NAME': '', 'CUSTOM_OP_METHOD': None, 'CUSTOM_OP_DIR': None, 'CUSTOM_OP_REGISTER_FILES': '', 'OPTIMIZATION': '', 'CALI_TYPE': 'default', 'CAL_DATA_DIR': '/open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb', 'PER_CHANNEL': 'False', 'MAX_PERCENTILE': 'None', 'RUN_ON_CPU': '', 'RUN_ON_BPU': '', 'QUANT_CONFIG': None, 'ADVICE': 0.0, 'DEBUG': 'True', 'OPTIMIZE_LEVEL': 'O2', 'COMPILE_MODE': 'latency', 'CORE_NUM': 1, 'MAX_TIME_PER_FC': 0, 'BALANCE_FACTOR': 100, 'ABILITY_ENTRY': None, 'INPUT_SOURCE': {'input': 'ddr'}, 'hbdk3_compatible_mode': None, 'cache_mode': 'disable', 'cache_path': '', 'CALI_EXTRA_PARAM': {}, 'EXTRA_PARAMS': {}} 2025-12-01 19:22:51,960 file: hb_model_info.py func: hb_model_info line No: 190 ############# model deps info ############# 2025-12-01 19:22:51,961 file: hb_model_info.py func: hb_model_info line No: 198 builder version : 3.3.23 2025-12-01 19:22:51,961 file: hb_model_info.py func: hb_model_info line No: 198 hbdk version : 4.3.3 2025-12-01 19:22:51,961 file: hb_model_info.py func: hb_model_info line No: 198 hmct version : 2.4.4 2025-12-01 19:22:51,962 file: hb_model_info.py func: hb_model_info line No: 203 ############# model_parameters info ############# 2025-12-01 19:22:51,962 file: hb_model_info.py func: hb_model_info line No: 221 onnx_model : /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/01_common/model_zoo/mapper/classification/resnet50/resnet50.onnx 2025-12-01 19:22:51,963 file: hb_model_info.py func: hb_model_info line No: 221 BPU march : nash-e 2025-12-01 19:22:51,963 file: hb_model_info.py func: hb_model_info line No: 221 layer_out_dump : False 2025-12-01 19:22:51,964 file: hb_model_info.py func: hb_model_info line No: 221 working dir : /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output 2025-12-01 19:22:51,964 file: hb_model_info.py func: hb_model_info line No: 221 output_model_file_prefix: resnet50_224x224_nv12 2025-12-01 19:22:51,964 file: hb_model_info.py func: hb_model_info line No: 221 node_info : {} 2025-12-01 19:22:51,965 file: hb_model_info.py func: hb_model_info line No: 248 ############# input_parameters info ############# 2025-12-01 19:22:51,966 file: hb_model_info.py func: hb_model_info line No: 267 ------------------------------------------ 2025-12-01 19:22:51,966 file: hb_model_info.py func: hb_model_info line No: 269 ---------input info : input --------- 2025-12-01 19:22:51,967 file: hb_model_info.py func: hb_model_info line No: 277 input_name : input 2025-12-01 19:22:51,967 file: hb_model_info.py func: hb_model_info line No: 277 input_type_rt : rgb 2025-12-01 19:22:51,968 file: hb_model_info.py func: hb_model_info line No: 277 input_space&range : regular 2025-12-01 19:22:51,969 file: hb_model_info.py func: hb_model_info line No: 277 input_type_train : rgb 2025-12-01 19:22:51,970 file: hb_model_info.py func: hb_model_info line No: 277 input_layout_train : NCHW 2025-12-01 19:22:51,971 file: hb_model_info.py func: hb_model_info line No: 277 norm_type : data_mean_and_scale 2025-12-01 19:22:51,971 file: hb_model_info.py func: hb_model_info line No: 277 input_shape : 1x3x224x224 2025-12-01 19:22:51,972 file: hb_model_info.py func: hb_model_info line No: 277 mean_value : [123.675, 116.28, 103.53] 2025-12-01 19:22:51,972 file: hb_model_info.py func: hb_model_info line No: 277 scale_value : [0.01712475, 0.017507, 0.01742919] 2025-12-01 19:22:51,973 file: hb_model_info.py func: hb_model_info line No: 277 std_value : [] 2025-12-01 19:22:51,974 file: hb_model_info.py func: hb_model_info line No: 277 separate_batch : False 2025-12-01 19:22:51,974 file: hb_model_info.py func: hb_model_info line No: 278 ---------input info : input end ------- 2025-12-01 19:22:51,975 file: hb_model_info.py func: hb_model_info line No: 279 ------------------------------------------ 2025-12-01 19:22:51,975 file: hb_model_info.py func: hb_model_info line No: 284 ############# calibration_parameters info ############# 2025-12-01 19:22:51,976 file: hb_model_info.py func: hb_model_info line No: 302 calibration_type : default 2025-12-01 19:22:51,976 file: hb_model_info.py func: hb_model_info line No: 302 max_percentile : None 2025-12-01 19:22:51,977 file: hb_model_info.py func: hb_model_info line No: 302 per_channel : False 2025-12-01 19:22:51,978 file: hb_model_info.py func: hb_model_info line No: 302 cal_data_dir : /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/calibration_data_rgb 2025-12-01 19:22:51,978 file: hb_model_info.py func: hb_model_info line No: 310 ############# compiler_parameters info ############# 2025-12-01 19:22:51,979 file: hb_model_info.py func: hb_model_info line No: 326 debug : True 2025-12-01 19:22:51,979 file: hb_model_info.py func: hb_model_info line No: 326 optimize_level : O2 2025-12-01 19:22:51,979 file: hb_model_info.py func: hb_model_info line No: 326 compile_mode : latency 2025-12-01 19:22:51,980 file: hb_model_info.py func: hb_model_info line No: 326 core_num : 1 2025-12-01 19:22:51,980 file: hb_model_info.py func: hb_model_info line No: 326 balance_factor : 100 2025-12-01 19:22:51,982 file: hb_model_info.py func: hb_model_info line No: 326 input_source : {'input': 'ddr'} 2025-12-01 19:22:51,983 file: hb_model_info.py func: hb_model_info line No: 326 cache_mode : disable 2025-12-01 19:22:51,987 file: hbm_handle.py func: hbm_handle line No: 35 hbm_path: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50_copy/model_output/resnet50_224x224_nv12.hbm 2025-12-01 19:22:52,330 file: wrap_utils.py func: wrap_utils line No: 40 Start to execute hbdk.compiler.hbm. 2025-12-01 19:22:52,332 file: wrap_utils.py func: wrap_utils line No: 43 hbdk.compiler.hbm input args () 2025-12-01 19:22:52,334 file: wrap_utils.py func: wrap_utils line No: 46 hbdk.compiler.hbm input kwargs {} 2025-12-01 19:22:52,336 file: wrap_utils.py func: wrap_utils line No: 50 End to execute hbdk.compiler.hbm. 2025-12-01 19:22:52,340 file: hb_model_info.py func: hb_model_info line No: 185 ############# Model input/output info ############# 2025-12-01 19:22:52,341 file: tool_utils.py func: tool_utils line No: 529 NAME TYPE SHAPE DATA_TYPE 2025-12-01 19:22:52,344 file: tool_utils.py func: tool_utils line No: 529 ------ ------ ---------------- --------- 2025-12-01 19:22:52,346 file: tool_utils.py func: tool_utils line No: 529 input input [1, 224, 224, 3] INT8 2025-12-01 19:22:52,347 file: tool_utils.py func: tool_utils line No: 529 output output [1, 1000] FLOAT32 2025-12-01 19:22:52,350 file: hb_compile.py func: hb_compile line No: 215 The hb_compile completes running.