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PaddleDetection
未验证 提交 195ebcf0 编写于 作者: S shangliang Xu 提交者： GitHub
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[TIPC] add onnx_infer shell, test=document_fix (#6225)

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deploy/third_engine/onnx/infer.py
浏览文件 @ 195ebcf0
......@@ -23,25 +23,9 @@ from preprocess import Compose
# Global dictionary
SUPPORT_MODELS = {
'YOLO',
'RCNN',
'SSD',
'Face',
'FCOS',
'SOLOv2',
'TTFNet',
'S2ANet',
'JDE',
'FairMOT',
'DeepSORT',
'GFL',
'PicoDet',
'CenterNet',
'TOOD',
'RetinaNet',
'StrongBaseline',
'STGCN',
'YOLOX',
'YOLO', 'RCNN', 'SSD', 'Face', 'FCOS', 'SOLOv2', 'TTFNet', 'S2ANet', 'JDE',
'FairMOT', 'DeepSORT', 'GFL', 'PicoDet', 'CenterNet', 'TOOD', 'RetinaNet',
'StrongBaseline', 'STGCN', 'YOLOX', 'HRNet'
}
parser = argparse.ArgumentParser(description=__doc__)
......@@ -142,6 +126,9 @@ def predict_image(infer_config, predictor, img_list):
outputs = predictor.run(output_names=None, input_feed=inputs)
print("ONNXRuntime predict: ")
if infer_config.arch in ["HRNet"]:
print(np.array(outputs[0]))
else:
bboxes = np.array(outputs[0])
for bbox in bboxes:
if bbox[0] > -1 and bbox[1] > infer_config.draw_threshold:
......
deploy/third_engine/onnx/preprocess.py
浏览文件 @ 195ebcf0
......@@ -399,6 +399,81 @@ class WarpAffine(object):
return inp, im_info
# keypoint preprocess
def get_warp_matrix(theta, size_input, size_dst, size_target):
"""This code is based on
https://github.com/open-mmlab/mmpose/blob/master/mmpose/core/post_processing/post_transforms.py
Calculate the transformation matrix under the constraint of unbiased.
Paper ref: Huang et al. The Devil is in the Details: Delving into Unbiased
Data Processing for Human Pose Estimation (CVPR 2020).
Args:
theta (float): Rotation angle in degrees.
size_input (np.ndarray): Size of input image [w, h].
size_dst (np.ndarray): Size of output image [w, h].
size_target (np.ndarray): Size of ROI in input plane [w, h].
Returns:
matrix (np.ndarray): A matrix for transformation.
"""
theta = np.deg2rad(theta)
matrix = np.zeros((2, 3), dtype=np.float32)
scale_x = size_dst[0] / size_target[0]
scale_y = size_dst[1] / size_target[1]
matrix[0, 0] = np.cos(theta) * scale_x
matrix[0, 1] = -np.sin(theta) * scale_x
matrix[0, 2] = scale_x * (
-0.5 * size_input[0] * np.cos(theta) + 0.5 * size_input[1] *
np.sin(theta) + 0.5 * size_target[0])
matrix[1, 0] = np.sin(theta) * scale_y
matrix[1, 1] = np.cos(theta) * scale_y
matrix[1, 2] = scale_y * (
-0.5 * size_input[0] * np.sin(theta) - 0.5 * size_input[1] *
np.cos(theta) + 0.5 * size_target[1])
return matrix
class TopDownEvalAffine(object):
"""apply affine transform to image and coords
Args:
trainsize (list): [w, h], the standard size used to train
use_udp (bool): whether to use Unbiased Data Processing.
records(dict): the dict contained the image and coords
Returns:
records (dict): contain the image and coords after tranformed
"""
def __init__(self, trainsize, use_udp=False):
self.trainsize = trainsize
self.use_udp = use_udp
def __call__(self, image, im_info):
rot = 0
imshape = im_info['im_shape'][::-1]
center = im_info['center'] if 'center' in im_info else imshape / 2.
scale = im_info['scale'] if 'scale' in im_info else imshape
if self.use_udp:
trans = get_warp_matrix(
rot, center * 2.0,
[self.trainsize[0] - 1.0, self.trainsize[1] - 1.0], scale)
image = cv2.warpAffine(
image,
trans, (int(self.trainsize[0]), int(self.trainsize[1])),
flags=cv2.INTER_LINEAR)
else:
trans = get_affine_transform(center, scale, rot, self.trainsize)
image = cv2.warpAffine(
image,
trans, (int(self.trainsize[0]), int(self.trainsize[1])),
flags=cv2.INTER_LINEAR)
return image, im_info
class Compose:
def __init__(self, transforms):
self.transforms = []
......
test_tipc/README.md
浏览文件 @ 195ebcf0
......@@ -109,4 +109,4 @@ bash test_tipc/test_train_inference_python.sh ./test_tipc/configs/yolov3/yolov3_
- [test_inference_cpp 使用](docs/test_inference_cpp.md)：测试基于C++的模型推理。
- [test_serving 使用](docs/test_serving.md)：测试基于Paddle Serving的服务化部署功能。
- [test_lite_arm_cpu_cpp 使用](./)：测试基于Paddle-Lite的ARM CPU端c++预测部署功能。
- [test_paddle2onnx 使用](./)：测试Paddle2ONNX的模型转化功能，并验证正确性。
- [test_paddle2onnx 使用](docs/test_paddle2onnx.md)：测试Paddle2ONNX的模型转化功能，并验证正确性。
test_tipc/configs/keypoint/tinypose_128x96_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:tinypose_128x96
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/keypoint/tinypose_128x96.pdparams
norm_export:tools/export_model.py -c configs/keypoint/tiny_pose/tinypose_128x96.yml -o
quant_export:tools/export_model.py -c configs/keypoint/tiny_pose/tinypose_128x96.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/keypoint/tiny_pose/tinypose_128x96.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/keypoint/tiny_pose/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/post_quant/tinypose_128x96_ptq.yml -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/hrnet_demo.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:mask_rcnn_r50_fpn_1x_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/mask_rcnn_r50_fpn_1x_coco.pdparams
norm_export:tools/export_model.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml -o
quant_export:tools/export_model.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_onnx:True
kl_quant_export:tools/post_quant.py -c configs/mask_rcnn/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/post_quant/mask_rcnn_r50_fpn_1x_coco_ptq.yml -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:16
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/picodet/picodet_l_640_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:picodet_l_640_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/picodet_l_640_coco.pdparams
norm_export:tools/export_model.py -c configs/picodet/legacy_model/picodet_l_640_coco.yml -o
quant_export:tools/export_model.py -c configs/picodet/legacy_model/picodet_l_640_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/picodet/legacy_model/picodet_l_640_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/picodet/legacy_model/yolov3_darknet53_270e_coco.yml --slim_config _template_kl_quant -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/picodet/picodet_lcnet_1_5x_416_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:picodet_lcnet_1_5x_416_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/picodet_lcnet_1_5x_416_coco.pdparams
norm_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_lcnet_1_5x_416_coco.yml -o
quant_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_lcnet_1_5x_416_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_lcnet_1_5x_416_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/picodet/legacy_model/more_config/yolov3_darknet53_270e_coco.yml --slim_config _template_kl_quant -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/picodet/picodet_m_416_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:picodet_m_416_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/picodet_m_416_coco.pdparams
norm_export:tools/export_model.py -c configs/picodet/legacy_model/picodet_m_416_coco.yml -o
quant_export:tools/export_model.py -c configs/picodet/legacy_model/picodet_m_416_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/picodet/legacy_model/picodet_m_416_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/picodet/legacy_model/yolov3_darknet53_270e_coco.yml --slim_config _template_kl_quant -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/picodet/picodet_mobilenetv3_large_1x_416_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:picodet_mobilenetv3_large_1x_416_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/picodet_mobilenetv3_large_1x_416_coco.pdparams
norm_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_mobilenetv3_large_1x_416_coco.yml -o
quant_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_mobilenetv3_large_1x_416_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_mobilenetv3_large_1x_416_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/picodet/legacy_model/more_config/yolov3_darknet53_270e_coco.yml --slim_config _template_kl_quant -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/picodet/picodet_r18_640_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:picodet_r18_640_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/picodet_r18_640_coco.pdparams
norm_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_r18_640_coco.yml -o
quant_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_r18_640_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_r18_640_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/picodet/legacy_model/more_config/yolov3_darknet53_270e_coco.yml --slim_config _template_kl_quant -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/picodet/picodet_s_320_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:picodet_s_320_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/picodet_s_320_coco.pdparams
norm_export:tools/export_model.py -c configs/picodet/legacy_model/picodet_s_320_coco.yml -o
quant_export:tools/export_model.py -c configs/picodet/legacy_model/picodet_s_320_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/picodet/legacy_model/picodet_s_320_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/picodet/legacy_model/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/post_quant/picodet_s_ptq.yml -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/picodet/picodet_shufflenetv2_1x_416_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:picodet_shufflenetv2_1x_416_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/picodet_shufflenetv2_1x_416_coco.pdparams
norm_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_shufflenetv2_1x_416_coco.yml -o
quant_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_shufflenetv2_1x_416_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_shufflenetv2_1x_416_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/picodet/legacy_model/more_config/yolov3_darknet53_270e_coco.yml --slim_config _template_kl_quant -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/ppyolo/ppyolo_mbv3_large_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:ppyolo_mbv3_large_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/ppyolo_mbv3_large_coco.pdparams
norm_export:tools/export_model.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml -o
quant_export:tools/export_model.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --slim_config configs/slim/quant/ppyolo_mbv3_large_qat.yml -o
fpgm_export:tools/export_model.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --slim_config configs/slim/prune/ppyolo_mbv3_large_prune_fpgm.yml -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/ppyolo/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/post_quant/ppyolo_mbv3_large_ptq.yml -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/ppyolo/ppyolo_mbv3_small_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:ppyolo_mbv3_small_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/ppyolo_mbv3_small_coco.pdparams
norm_export:tools/export_model.py -c configs/ppyolo/ppyolo_mbv3_small_coco.yml -o
quant_export:tools/export_model.py -c configs/ppyolo/ppyolo_mbv3_small_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/ppyolo/ppyolo_mbv3_small_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/ppyolo/yolov3_darknet53_270e_coco.yml --slim_config _template_kl_quant -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/ppyolo/ppyolo_r18vd_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:ppyolo_r18vd_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/ppyolo_r18vd_coco.pdparams
norm_export:tools/export_model.py -c configs/ppyolo/ppyolo_r18vd_coco.yml -o
quant_export:tools/export_model.py -c configs/ppyolo/ppyolo_r18vd_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/ppyolo/ppyolo_r18vd_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/ppyolo/yolov3_darknet53_270e_coco.yml --slim_config _template_kl_quant -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/ppyolo/ppyolo_r50vd_dcn_1x_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:ppyolo_r50vd_dcn_1x_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/ppyolo_r50vd_dcn_1x_coco.pdparams
norm_export:tools/export_model.py -c configs/ppyolo/ppyolo_r50vd_dcn_1x_coco.yml -o
quant_export:tools/export_model.py -c configs/ppyolo/ppyolo_r50vd_dcn_1x_coco.yml --slim_config configs/slim/quant/ppyolo_r50vd_qat_pact.yml -o
fpgm_export:tools/export_model.py -c configs/ppyolo/ppyolo_r50vd_dcn_1x_coco.yml --slim_config configs/slim/prune/ppyolo_r50vd_prune_fpgm.yml -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/ppyolo/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/post_quant/ppyolo_r50vd_dcn_ptq.yml -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/ppyolo/ppyolo_tiny_650e_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:ppyolo_tiny_650e_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/ppyolo_tiny_650e_coco.pdparams
norm_export:tools/export_model.py -c configs/ppyolo/ppyolo_tiny_650e_coco.yml -o
quant_export:tools/export_model.py -c configs/ppyolo/ppyolo_tiny_650e_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/ppyolo/ppyolo_tiny_650e_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/ppyolo/yolov3_darknet53_270e_coco.yml --slim_config _template_kl_quant -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/ppyolo/ppyolov2_r101vd_dcn_365e_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:ppyolov2_r101vd_dcn_365e_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/ppyolov2_r101vd_dcn_365e_coco.pdparams
norm_export:tools/export_model.py -c configs/ppyolo/ppyolov2_r101vd_dcn_365e_coco.yml -o
quant_export:tools/export_model.py -c configs/ppyolo/ppyolov2_r101vd_dcn_365e_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/ppyolo/ppyolov2_r101vd_dcn_365e_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/ppyolo/yolov3_darknet53_270e_coco.yml --slim_config _template_kl_quant -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/ppyolo/ppyolov2_r50vd_dcn_365e_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:ppyolov2_r50vd_dcn_365e_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/ppyolov2_r50vd_dcn_365e_coco.pdparams
norm_export:tools/export_model.py -c configs/ppyolo/ppyolov2_r50vd_dcn_365e_coco.yml -o
quant_export:tools/export_model.py -c configs/ppyolo/ppyolov2_r50vd_dcn_365e_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/ppyolo/ppyolov2_r50vd_dcn_365e_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/ppyolo/yolov3_darknet53_270e_coco.yml --slim_config _template_kl_quant -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/ppyoloe/ppyoloe_crn_l_300e_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:ppyoloe_crn_l_300e_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/ppyoloe_crn_l_300e_coco.pdparams
norm_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_l_300e_coco.yml -o
quant_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_l_300e_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_l_300e_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/ppyoloe/yolov3_darknet53_270e_coco.yml --slim_config _template_kl_quant -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/ppyoloe/ppyoloe_crn_m_300e_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:ppyoloe_crn_m_300e_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/ppyoloe_crn_m_300e_coco.pdparams
norm_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_m_300e_coco.yml -o
quant_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_m_300e_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_m_300e_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/ppyoloe/yolov3_darknet53_270e_coco.yml --slim_config _template_kl_quant -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/ppyoloe/ppyoloe_crn_s_300e_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:ppyoloe_crn_s_300e_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/ppyoloe_crn_s_300e_coco.pdparams
norm_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml -o
quant_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/ppyoloe/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/post_quant/ppyoloe_crn_s_300e_coco_ptq.yml -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/ppyoloe/ppyoloe_crn_x_300e_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:ppyoloe_crn_x_300e_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/ppyoloe_crn_x_300e_coco.pdparams
norm_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_x_300e_coco.yml -o
quant_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_x_300e_coco.yml --slim_config _template_pact -o
fpgm_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_x_300e_coco.yml --slim_config _template_fpgm -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/ppyoloe/yolov3_darknet53_270e_coco.yml --slim_config _template_kl_quant -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/configs/yolov3/yolov3_darknet53_270e_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt 0 → 100644
浏览文件 @ 195ebcf0
===========================paddle2onnx_params===========================
model_name:yolov3_darknet53_270e_coco
python:python3.7
filename:null
##
--output_dir:./output_inference
weights:https://paddledet.bj.bcebos.com/models/yolov3_darknet53_270e_coco.pdparams
norm_export:tools/export_model.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml -o
quant_export:tools/export_model.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/quant/yolov3_darknet_qat.yml -o
fpgm_export:tools/export_model.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/prune/yolov3_darknet_prune_fpgm.yml -o
distill_export:null
export1:null
export_param:null
kl_quant_export:tools/post_quant.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/post_quant/yolov3_darknet53_ptq.yml -o
##
infer_mode:norm
infer_quant:False
cmd:paddle2onnx
--model_dir:null
--model_filename:model.pdmodel
--params_filename:model.pdiparams
--save_file:model.onnx
--opset_version:11
--enable_onnx_checker:True
paddle2onnx_param1:null
infer_py:./deploy/third_engine/onnx/infer.py
--infer_cfg:null
--onnx_file:null
--image_file:./demo/000000014439.jpg
infer_param1:null
\ No newline at end of file
test_tipc/docs/test_paddle2onnx.md 0 → 100644
浏览文件 @ 195ebcf0
# 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 |
| 量化模型 | GPU |
| 量化模型 | CPU |
## 2. 测试流程
### 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```目录下生成`paddle2onnx_infer_*.log`后缀的日志文件。
```shell
bash test_tipc/prepare.sh ./test_tipc/configs/yolov3/yolov3_darknet53_270e_coco_model_linux_gpu_normal_normal_paddle2onnx_python_linux_cpu.txt "paddle2onnx_infer"
# 用法:
bash test_tipc/test_paddle2onnx.sh ./test_tipc/configs/yolov3/yolov3_darknet53_270e_coco_model_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/results_paddle2onnx.log` 中：
运行成功时会输出：
```
Run successfully with command - yolov3_darknet53_270e_coco - paddle2onnx --model_dir=./output_inference/yolov3_darknet53_270e_coco --model_filename=model.pdmodel --params_filename=model.pdiparams --save_file=./output_inference/yolov3_darknet53_270e_coco/model.onnx --opset_version=11 --enable_onnx_checker=True !
Run successfully with command - yolov3_darknet53_270e_coco - python3.7 ./deploy/third_engine/onnx/infer.py --infer_cfg=./output_inference/yolov3_darknet53_270e_coco/infer_cfg.yml --onnx_file=./output_inference/yolov3_darknet53_270e_coco/model.onnx --image_file=./demo/000000014439.jpg > ./test_tipc/output/paddle2onnx_infer_cpu.log 2>&1 !
```
运行失败时会输出：
```
Run failed with command - yolov3_darknet53_270e_coco - paddle2onnx --model_dir=./output_inference/yolov3_darknet53_270e_coco --model_filename=model.pdmodel --params_filename=model.pdiparams --save_file=./output_inference/yolov3_darknet53_270e_coco/model.onnx --opset_version=11 --enable_onnx_checker=True !
...
```
## 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
浏览文件 @ 195ebcf0
......@@ -76,9 +76,9 @@ elif [ ${MODE} = "benchmark_train" ];then
ls ./
cd ../../
elif [ ${MODE} = "paddle2onnx_infer" ];then
# set paddle2onnx_infer enve
${python} -m pip install install paddle2onnx
${python} -m pip install onnxruntime==1.10.0
# install paddle2onnx
${python} -m pip install paddle2onnx
${python} -m pip install onnx onnxruntime
elif [ ${MODE} = "serving_infer" ];then
unset https_proxy http_proxy
else
......
test_tipc/test_paddle2onnx.sh
浏览文件 @ 195ebcf0
......@@ -24,70 +24,79 @@ fpgm_export=$(func_parser_value "${lines[9]}")
distill_export=$(func_parser_value "${lines[10]}")
export_key1=$(func_parser_key "${lines[11]}")
export_value1=$(func_parser_value "${lines[11]}")
export_key2=$(func_parser_key "${lines[12]}")
export_value2=$(func_parser_value "${lines[12]}")
export_param_key=$(func_parser_key "${lines[12]}")
export_param_value=$(func_parser_value "${lines[12]}")
kl_quant_export=$(func_parser_value "${lines[13]}")
# parser paddle2onnx
padlle2onnx_cmd=$(func_parser_value "${lines[15]}")
infer_model_dir_key=$(func_parser_key "${lines[16]}")
infer_model_dir_value=$(func_parser_value "${lines[16]}")
model_filename_key=$(func_parser_key "${lines[17]}")
model_filename_value=$(func_parser_value "${lines[17]}")
params_filename_key=$(func_parser_key "${lines[18]}")
params_filename_value=$(func_parser_value "${lines[18]}")
save_file_key=$(func_parser_key "${lines[19]}")
save_file_value=$(func_parser_value "${lines[19]}")
opset_version_key=$(func_parser_key "${lines[20]}")
opset_version_value=$(func_parser_value "${lines[20]}")
# parser paddle2onnx params
infer_mode_list=$(func_parser_value "${lines[15]}")
infer_is_quant_list=$(func_parser_value "${lines[16]}")
padlle2onnx_cmd=$(func_parser_value "${lines[17]}")
model_dir_key=$(func_parser_key "${lines[18]}")
model_filename_key=$(func_parser_key "${lines[19]}")
model_filename_value=$(func_parser_value "${lines[19]}")
params_filename_key=$(func_parser_key "${lines[20]}")
params_filename_value=$(func_parser_value "${lines[20]}")
save_file_key=$(func_parser_key "${lines[21]}")
save_file_value=$(func_parser_value "${lines[21]}")
opset_version_key=$(func_parser_key "${lines[22]}")
opset_version_value=$(func_parser_value "${lines[22]}")
enable_onnx_checker_key=$(func_parser_key "${lines[23]}")
enable_onnx_checker_value=$(func_parser_value "${lines[23]}")
paddle2onnx_params1_key=$(func_parser_key "${lines[24]}")
paddle2onnx_params1_value=$(func_parser_value "${lines[24]}")
# parser onnx inference
inference_py=$(func_parser_value "${lines[22]}")
model_file_key=$(func_parser_key "${lines[23]}")
model_file_value=$(func_parser_value "${lines[23]}")
img_fold_key=$(func_parser_key "${lines[24]}")
img_fold_value=$(func_parser_value "${lines[24]}")
results_fold_key=$(func_parser_key "${lines[25]}")
results_fold_value=$(func_parser_value "${lines[25]}")
onnx_infer_mode_list=$(func_parser_value "${lines[26]}")
inference_py=$(func_parser_value "${lines[25]}")
infer_cfg_key=$(func_parser_key "${lines[26]}")
onnx_file_key=$(func_parser_key "${lines[27]}")
infer_image_key=$(func_parser_key "${lines[28]}")
infer_image_value=$(func_parser_value "${lines[28]}")
infer_param1_key=$(func_parser_key "${lines[29]}")
infer_param1_value=$(func_parser_value "${lines[29]}")
LOG_PATH="./test_tipc/output"
mkdir -p ${LOG_PATH}
status_log="${LOG_PATH}/results_paddle2onnx.log"
function func_paddle2onnx(){
function func_paddle2onnx_inference(){
IFS='|'
_script=$1
_python=$1
_log_path=$2
_export_model_dir=$3
# paddle2onnx
echo "################### run onnx export ###################"
echo "################### run paddle2onnx ###################"
_save_log_path="${LOG_PATH}/paddle2onnx_infer_cpu.log"
set_dirname=$(func_set_params "${infer_model_dir_key}" "${infer_model_dir_value}")
set_dirname=$(func_set_params "${model_dir_key}" "${_export_model_dir}")
set_model_filename=$(func_set_params "${model_filename_key}" "${model_filename_value}")
set_params_filename=$(func_set_params "${params_filename_key}" "${params_filename_value}")
set_save_model=$(func_set_params "${save_file_key}" "${save_file_value}")
set_save_model=$(func_set_params "${save_file_key}" "${_export_model_dir}/${save_file_value}")
set_opset_version=$(func_set_params "${opset_version_key}" "${opset_version_value}")
trans_model_cmd="${padlle2onnx_cmd} ${set_dirname} ${set_model_filename} ${set_params_filename} ${set_save_model} ${set_opset_version}"
set_enable_onnx_checker=$(func_set_params "${enable_onnx_checker_key}" "${enable_onnx_checker_value}")
set_paddle2onnx_params1=$(func_set_params "${paddle2onnx_params1_key}" "${paddle2onnx_params1_value}")
trans_model_cmd="${padlle2onnx_cmd} ${set_dirname} ${set_model_filename} ${set_params_filename} ${set_save_model} ${set_opset_version} ${set_enable_onnx_checker} ${set_paddle2onnx_params1}"
eval $trans_model_cmd
last_status=${PIPESTATUS[0]}
status_check $last_status "${trans_model_cmd}" "${status_log}"
status_check $last_status "${trans_model_cmd}" "${status_log}" "${model_name}"
# python inference
echo "################### run infer ###################"
cd ./deploy/third_engine/demo_onnxruntime/
model_file=$(func_set_params "${model_file_key}" "${model_file_value}")
img_fold=$(func_set_params "${img_fold_key}" "${img_fold_value}")
results_fold=$(func_set_params "${results_fold_key}" "${results_fold_value}")
infer_model_cmd="${python} ${inference_py} ${model_file} ${img_fold} ${results_fold}"
echo "################### run onnx infer ###################"
set_infer_cfg=$(func_set_params "${infer_cfg_key}" "${_export_model_dir}/infer_cfg.yml")
set_onnx_file=$(func_set_params "${onnx_file_key}" "${_export_model_dir}/${save_file_value}")
set_infer_image_file=$(func_set_params "${infer_image_key}" "${infer_image_value}")
set_infer_param1=$(func_set_params "${infer_param1_key}" "${infer_param1_value}")
infer_model_cmd="${python} ${inference_py} ${set_infer_cfg} ${set_onnx_file} ${set_infer_image_file} ${set_infer_param1} > ${_save_log_path} 2>&1 "
eval $infer_model_cmd
last_status=${PIPESTATUS[0]}
status_check $last_status "${infer_model_cmd}" "${status_log}"
status_check $last_status "${infer_model_cmd}" "${status_log}" "${model_name}"
}
export Count=0
IFS="|"
echo "################### run paddle export ###################"
for infer_mode in ${onnx_infer_mode_list[*]}; do
for infer_mode in ${infer_mode_list[*]}; do
if [ ${infer_mode} != "null" ]; then
# run export
case ${infer_mode} in
norm) run_export=${norm_export} ;;
......@@ -97,16 +106,19 @@ for infer_mode in ${onnx_infer_mode_list[*]}; do
kl_quant) run_export=${kl_quant_export} ;;
*) echo "Undefined infer_mode!"; exit 1;
esac
if [ ${run_export} = "null" ]; then
continue
fi
set_export_weight=$(func_set_params "${export_weight_key}" "${export_weight_value}")
set_save_export_dir=$(func_set_params "${save_export_key}" "${save_export_value}")
set_filename=$(func_set_params "${filename_key}" "${model_name}")
export_cmd="${python} ${run_export} ${set_export_weight} ${set_filename} ${set_save_export_dir} "
set_export_param=$(func_set_params "${export_param_key}" "${export_param_value}")
export_cmd="${python} ${run_export} ${set_export_weight} ${set_filename} ${set_export_param} ${set_save_export_dir} "
echo $export_cmd
eval $export_cmd
status_export=$?
status_check $status_export "${export_cmd}" "${status_log}"
status_check $status_export "${export_cmd}" "${status_log}" "${model_name}"
fi
#run inference
export_model_dir="${save_export_value}/${model_name}"
func_paddle2onnx_inference "${python}" "${LOG_PATH}" "${export_model_dir}"
Count=$(($Count + 1))
done
func_paddle2onnx
\ No newline at end of file
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