Merge pull request #1964 from HydrogenSulfate/add_paddle2onnx_tipc

add paddle2onnx tipc chain

test_tipc/README.md

@@ -35,11 +35,14 @@
 │   ├── MobileNetV3         # MobileNetV3系列模型测试配置文件目录
 │   │   ├── MobileNetV3_large_x1_0_train_infer_python.txt                                    #基础训练预测配置文件
 │   │   ├── MobileNetV3_large_x1_0_train_linux_gpu_fleet_amp_infer_python_linux_gpu_cpu.txt  #多机多卡训练预测配置文件
-│   │   └── MobileNetV3_large_x1_0_train_linux_gpu_normal_amp_infer_python_linux_gpu_cpu.txt #混合精度训练预测配置文件
+│   │   ├── MobileNetV3_large_x1_0_train_linux_gpu_fleet_amp_infer_python_linux_gpu_cpu.txt  #多机多卡训练预测配置文件
+│   │   └── MobileNetV3_large_x1_0_paddle2onnx_infer_python.txt                              #paddle2onnx推理测试配置文件
 │   └── ResNet              # ResNet系列模型测试配置文件目录
 │       ├── ResNet50_vd_train_infer_python.txt                                        #基础训练预测配置文件
 │       ├── ResNet50_vd_train_linux_gpu_fleet_amp_infer_python_linux_gpu_cpu.txt      #多机多卡训练预测配置文件
-│       └── ResNet50_vd_train_linux_gpu_normal_amp_infer_python_linux_gpu_cpu.txt     #混合精度训练预测配置文件
+│       ├── ResNet50_vd_train_linux_gpu_fleet_amp_infer_python_linux_gpu_cpu.txt      #多机多卡训练预测配置文件
+│       ├── ResNet50_vd_train_linux_gpu_normal_amp_infer_python_linux_gpu_cpu.txt     #混合精度训练预测配置文件
+│       └── ResNet50_vd_paddle2onnx_infer_python.txt                                  #paddle2onnx推理测试配置文件
 |   ......
 ├── docs
 │   ├── guide.png
@@ -47,6 +50,7 @@
 ├── prepare.sh                          # 完成test_*.sh运行所需要的数据和模型下载
 ├── README.md                           # 使用文档
 ├── results                             # 预先保存的预测结果，用于和实际预测结果进行精读比对
+├── test_paddle2onnx.sh                 # 测试paddle2onnx推理预测的主程序
 └── test_train_inference_python.sh      # 测试python训练预测的主程序
 ```
 

test_tipc/config/MobileNetV3/MobileNetV3_large_x1_0_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:MobileNetV3_large_x1_0
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/MobileNetV3_large_x1_0_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/MobileNetV3_large_x1_0_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/MobileNetV3_large_x1_0_infer.tar
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/MobileNetV3_large_x1_0_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/config/PP-ShiTu/PPShiTu_general_rec_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:PP-ShiTu_general_rec
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/general_PPLCNet_x2_5_lite_v1.0_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/general_PPLCNet_x2_5_lite_v1.0_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/rec/models/inference/general_PPLCNet_x2_5_lite_v1.0_infer.tar
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/general_PPLCNet_x2_5_lite_v1.0_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/config/PP-ShiTu/PPShiTu_mainbody_det_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:PP-ShiTu_mainbody_det
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/picodet_PPLCNet_x2_5_mainbody_lite_v1.0_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/picodet_PPLCNet_x2_5_mainbody_lite_v1.0_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/rec/models/inference/picodet_PPLCNet_x2_5_mainbody_lite_v1.0_infer.tar
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/picodet_PPLCNet_x2_5_mainbody_lite_v1.0_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/config/PPHGNet/PPHGNet_small_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:PPHGNet_small
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/PPHGNet_small_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/PPHGNet_small_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/PPHGNet_small_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/config/PPHGNet/PPHGNet_tiny_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:PPHGNet_tiny
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/PPHGNet_tiny_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/PPHGNet_tiny_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/PPHGNet_tiny_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/config/PPLCNet/PPLCNet_x0_25_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:PPLCNet_x0_25
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/PPLCNet_x0_25_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/PPLCNet_x0_25_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/PPLCNet_x0_25_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/config/PPLCNet/PPLCNet_x0_35_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:PPLCNet_x0_25
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/PPLCNet_x0_25_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/PPLCNet_x0_25_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/PPLCNet_x0_25_infer.tar
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/PPLCNet_x0_25_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/config/PPLCNet/PPLCNet_x0_5_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:PP-ShiTu_mainbody_det
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/picodet_PPLCNet_x2_5_mainbody_lite_v1.0_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/picodet_PPLCNet_x2_5_mainbody_lite_v1.0_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/rec/models/inference/picodet_PPLCNet_x2_5_mainbody_lite_v1.0_infer.tar
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/picodet_PPLCNet_x2_5_mainbody_lite_v1.0_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/config/PPLCNet/PPLCNet_x0_75_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:PPLCNet_x0_75
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/PPLCNet_x0_75_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/PPLCNet_x0_75_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/PPLCNet_x0_75_infer.tar
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/PPLCNet_x0_75_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/config/PPLCNet/PPLCNet_x1_0_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:PPLCNet_x1_0
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/PPLCNet_x1_0_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/PPLCNet_x1_0_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/PPLCNet_x1_0_infer.tar
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/PPLCNet_x1_0_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/config/PPLCNet/PPLCNet_x1_5_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:PPLCNet_x1_5
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/PPLCNet_x1_5_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/PPLCNet_x1_5_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/PPLCNet_x1_5_infer.tar
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/PPLCNet_x1_5_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/config/PPLCNet/PPLCNet_x2_0_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:PPLCNet_x2_0
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/PPLCNet_x2_0_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/PPLCNet_x2_0_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/PPLCNet_x2_0_infer.tar
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/PPLCNet_x2_0_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/config/PPLCNet/PPLCNet_x2_5_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:PPLCNet_x2_5
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/PPLCNet_x2_5_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/PPLCNet_x2_5_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/PPLCNet_x2_5_infer.tar
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/PPLCNet_x2_5_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/config/PPLCNetV2/PPLCNetV2_base_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:PPLCNetV2_base
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/PPLCNetV2_base_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/PPLCNetV2_base_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/PPLCNetV2_base_infer.tar
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/PPLCNetV2_base_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/config/ResNet/ResNet50_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:ResNet50
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/ResNet50_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/ResNet50_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/ResNet50_infer.tar
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/ResNet50_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/config/ResNet/ResNet50_vd_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

@@ -8,7 +8,9 @@ python:python3.7
 --save_file:./deploy/models/ResNet50_vd_infer/inference.onnx
 --opset_version:10
 --enable_onnx_checker:True
+inference_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/ResNet50_vd_infer.tar
 inference: python/predict_cls.py  -c configs/inference_cls.yaml
 Global.use_onnx:True
 Global.inference_model_dir:models/ResNet50_vd_infer/
 Global.use_gpu:False
+-c:configs/inference_cls.yaml

test_tipc/config/SwinTransformer/SwinTransformer_tiny_patch4_window7_224_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt

+===========================paddle2onnx_params===========================
+model_name:SwinTransformer_tiny_patch4_window7_224
+python:python3.7
+2onnx: paddle2onnx
+--model_dir:./deploy/models/SwinTransformer_tiny_patch4_window7_224_infer/
+--model_filename:inference.pdmodel
+--params_filename:inference.pdiparams
+--save_file:./deploy/models/SwinTransformer_tiny_patch4_window7_224_infer/inference.onnx
+--opset_version:10
+--enable_onnx_checker:True
+inference_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/SwinTransformer_tiny_patch4_window7_224_infer.tar
+inference:./python/predict_cls.py
+Global.use_onnx:True
+Global.inference_model_dir:./models/SwinTransformer_tiny_patch4_window7_224_infer
+Global.use_gpu:False
+-c:configs/inference_cls.yaml
\ No newline at end of file

test_tipc/docs/test_paddle2onnx.md

+# Paddle2onnx预测功能测试
+
+PaddleServing预测功能测试的主程序为`test_paddle2onnx.sh`，可以测试Paddle2ONNX的模型转化功能，并验证正确性。
+
+## 1. 测试结论汇总
+
+基于训练是否使用量化，进行本测试的模型可以分为`正常模型`和`量化模型`，这两类模型对应的Paddle2ONNX预测功能汇总如下：
+
+| 模型类型 |device |
+|  ----   |  ---- |
+| 正常模型 | GPU |
+| 正常模型 | CPU |
+
+
+## 2. 测试流程
+
+以下内容以`ResNet50`模型的paddle2onnx测试为例
+
+### 2.1 功能测试
+先运行`prepare.sh`准备数据和模型，然后运行`test_paddle2onnx.sh`进行测试，最终在`test_tipc/output/ResNet50`目录下生成`paddle2onnx_infer_*.log`后缀的日志文件
+下方展示以PPHGNet_small为例的测试命令与结果。
+
+```shell
+bash test_tipc/prepare.sh ./test_tipc/config/ResNet/ResNet50_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt paddle2onnx_infer
+
+# 用法:
+bash test_tipc/test_paddle2onnx.sh ./test_tipc/config/ResNet/ResNet50_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt
+```
+
+#### 运行结果
+
+各测试的运行情况会打印在 `./test_tipc/output/ResNet50/results_paddle2onnx.log` 中：
+运行成功时会输出：
+
+```
+Run successfully with command -  paddle2onnx --model_dir=./deploy/models/ResNet50_infer/ --model_filename=inference.pdmodel --params_filename=inference.pdiparams --save_file=./deploy/models/ResNet50_infer/inference.onnx --opset_version=10 --enable_onnx_checker=True!
+Run successfully with command - cd deploy && python3.7 ./python/predict_cls.py -o Global.inference_model_dir=./models/ResNet50_infer -o Global.use_onnx=True -o Global.use_gpu=False -c=configs/inference_cls.yaml > ../test_tipc/output/ResNet50/paddle2onnx_infer_cpu.log 2>&1 && cd ../!
+
+```
+
+运行失败时会输出：
+
+```
+Run failed with command -  paddle2onnx --model_dir=./deploy/models/ResNet50_infer/ --model_filename=inference.pdmodel --params_filename=inference.pdiparams --save_file=./deploy/models/ResNet50_infer/inference.onnx --opset_version=10 --enable_onnx_checker=True!
+Run failed with command - cd deploy && python3.7 ./python/predict_cls.py -o Global.inference_model_dir=./models/ResNet50_infer -o Global.use_onnx=True -o Global.use_gpu=False -c=configs/inference_cls.yaml > ../test_tipc/output/ResNet50/paddle2onnx_infer_cpu.log 2>&1 && cd ../!
+...
+```
+
+
+## 3. 更多教程
+
+本文档为功能测试用，更详细的Paddle2onnx预测使用教程请参考：[Paddle2ONNX](https://github.com/PaddlePaddle/Paddle2ONNX)

test_tipc/prepare.sh

@@ -174,13 +174,19 @@ fi
 if [ ${MODE} = "paddle2onnx_infer" ];then
     # prepare paddle2onnx env
     python_name=$(func_parser_value "${lines[2]}")
+    inference_model_url=$(func_parser_value "${lines[10]}")
+    tar_name=${inference_model_url##*/}
+
     ${python_name} -m pip install install paddle2onnx
     ${python_name} -m pip install onnxruntime
-
-    # wget model
-    cd deploy && mkdir models && cd models
-    wget -nc https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/ResNet50_vd_infer.tar  && tar xf ResNet50_vd_infer.tar
+    cd deploy
+    mkdir models
+    cd models
+    wget -nc ${inference_model_url}
+    tar xf ${tar_name}
     cd ../../
+
+
 fi
 
 if [ ${MODE} = "benchmark_train" ];then

test_tipc/test_paddle2onnx.sh

 #!/bin/bash
-source test_tipc/common_func.sh 
+source test_tipc/common_func.sh
 
 FILENAME=$1
 
@@ -11,7 +11,7 @@ python=$(func_parser_value "${lines[2]}")
 
 
 # parser params
-dataline=$(awk 'NR==1, NR==14{print}'  $FILENAME)
+dataline=$(awk 'NR==1, NR==16{print}'  $FILENAME)
 IFS=$'\n'
 lines=(${dataline})
 
@@ -31,16 +31,18 @@ opset_version_key=$(func_parser_key "${lines[8]}")
 opset_version_value=$(func_parser_value "${lines[8]}")
 enable_onnx_checker_key=$(func_parser_key "${lines[9]}")
 enable_onnx_checker_value=$(func_parser_value "${lines[9]}")
-# parser onnx inference 
-inference_py=$(func_parser_value "${lines[10]}")
-use_onnx_key=$(func_parser_key "${lines[11]}")
-use_onnx_value=$(func_parser_value "${lines[11]}")
-inference_model_dir_key=$(func_parser_key "${lines[12]}")
-inference_model_dir_value=$(func_parser_value "${lines[12]}")
-inference_hardware_key=$(func_parser_key "${lines[13]}")
-inference_hardware_value=$(func_parser_value "${lines[13]}")
+# parser onnx inference
+inference_py=$(func_parser_value "${lines[11]}")
+use_onnx_key=$(func_parser_key "${lines[12]}")
+use_onnx_value=$(func_parser_value "${lines[12]}")
+inference_model_dir_key=$(func_parser_key "${lines[13]}")
+inference_model_dir_value=$(func_parser_value "${lines[13]}")
+inference_hardware_key=$(func_parser_key "${lines[14]}")
+inference_hardware_value=$(func_parser_value "${lines[14]}")
+inference_config_key=$(func_parser_key "${lines[15]}")
+inference_config_value=$(func_parser_value "${lines[15]}")
 
-LOG_PATH="./test_tipc/output"
+LOG_PATH="./test_tipc/output/${model_name}"
 mkdir -p ./test_tipc/output
 status_log="${LOG_PATH}/results_paddle2onnx.log"
 
@@ -65,7 +67,8 @@ function func_paddle2onnx(){
     set_model_dir=$(func_set_params "${inference_model_dir_key}" "${inference_model_dir_value}")
     set_use_onnx=$(func_set_params "${use_onnx_key}" "${use_onnx_value}")
     set_hardware=$(func_set_params "${inference_hardware_key}" "${inference_hardware_value}")
-    infer_model_cmd="cd deploy && ${python} ${inference_py} -o ${set_model_dir} -o ${set_use_onnx} -o ${set_hardware} >${_save_log_path} 2>&1 && cd ../"
+    set_inference_config=$(func_set_params "${inference_config_key}" "${inference_config_value}")
+    infer_model_cmd="cd deploy && ${python} ${inference_py} -o ${set_model_dir} -o ${set_use_onnx} -o ${set_hardware} ${set_inference_config} > ${_save_log_path} 2>&1 && cd ../"
     eval $infer_model_cmd
     status_check $last_status "${infer_model_cmd}" "${status_log}"
 }
@@ -75,4 +78,4 @@ echo "################### run test ###################"
 
 export Count=0
 IFS="|"
-func_paddle2onnx 
+func_paddle2onnx
\ No newline at end of file