[TIPC] fix serving_cpp_infer (#6221)

deploy/serving/cpp/preprocess/mask_rcnn_r50_fpn_1x_coco.cpp

@@ -85,9 +85,13 @@ int mask_rcnn_r50_fpn_1x_coco::inference() {
   cv::cvtColor(img, img, cv::COLOR_BGR2RGB);
 
   // preprocess
-  std::vector<float> input(1 * 3 * im_shape_h * im_shape_w, 0.0f);
-  preprocess_det(img, input.data(), scale_factor_h, scale_factor_w, im_shape_h,
-                 im_shape_w, mean_, scale_, is_scale_);
+  Resize(&img, scale_factor_h, scale_factor_w, im_shape_h, im_shape_w);
+  Normalize(&img, mean_, scale_, is_scale_);
+  PadStride(&img, 32);
+  int input_shape_h = img.rows;
+  int input_shape_w = img.cols;
+  std::vector<float> input(1 * 3 * input_shape_h * input_shape_w, 0.0f);
+  Permute(img, input.data());
 
   // create real_in
   TensorVector *real_in = new TensorVector();
@@ -124,7 +128,7 @@ int mask_rcnn_r50_fpn_1x_coco::inference() {
   real_in->push_back(tensor_in_0);
 
   // image
-  in_num = 1 * 3 * im_shape_h * im_shape_w;
+  in_num = 1 * 3 * input_shape_h * input_shape_w;
   databuf_size = in_num * sizeof(float);
 
   databuf_data = MempoolWrapper::instance().malloc(databuf_size);
@@ -139,7 +143,7 @@ int mask_rcnn_r50_fpn_1x_coco::inference() {
   paddle::PaddleTensor tensor_in_1;
   tensor_in_1.name = "image";
   tensor_in_1.dtype = paddle::PaddleDType::FLOAT32;
-  tensor_in_1.shape = {1, 3, im_shape_h, im_shape_w};
+  tensor_in_1.shape = {1, 3, input_shape_h, input_shape_w};
   tensor_in_1.lod = in->at(0).lod;
   tensor_in_1.data = paddleBuf_1;
   real_in->push_back(tensor_in_1);
@@ -179,16 +183,12 @@ int mask_rcnn_r50_fpn_1x_coco::inference() {
   return 0;
 }
 
-void mask_rcnn_r50_fpn_1x_coco::preprocess_det(const cv::Mat &img, float *data,
-                                               float &scale_factor_h,
-                                               float &scale_factor_w,
-                                               int &im_shape_h, int &im_shape_w,
-                                               const std::vector<float> &mean,
-                                               const std::vector<float> &scale,
-                                               const bool is_scale) {
+void mask_rcnn_r50_fpn_1x_coco::Resize(cv::Mat *img, float &scale_factor_h,
+                                       float &scale_factor_w, int &im_shape_h,
+                                       int &im_shape_w) {
   // keep_ratio
-  int im_size_max = std::max(img.rows, img.cols);
-  int im_size_min = std::min(img.rows, img.cols);
+  int im_size_max = std::max(img->rows, img->cols);
+  int im_size_min = std::min(img->rows, img->cols);
   int target_size_max = std::max(im_shape_h, im_shape_w);
   int target_size_min = std::min(im_shape_h, im_shape_w);
   float scale_min =
@@ -202,46 +202,52 @@ void mask_rcnn_r50_fpn_1x_coco::preprocess_det(const cv::Mat &img, float *data,
   scale_factor_w = scale_ratio;
 
   // Resize
-  cv::Mat resize_img;
-  cv::resize(img, resize_img, cv::Size(), scale_ratio, scale_ratio, 2);
-  im_shape_h = resize_img.rows;
-  im_shape_w = resize_img.cols;
+  cv::resize(*img, *img, cv::Size(), scale_ratio, scale_ratio, 2);
+  im_shape_h = img->rows;
+  im_shape_w = img->cols;
+}
 
+void mask_rcnn_r50_fpn_1x_coco::Normalize(cv::Mat *img,
+                                          const std::vector<float> &mean,
+                                          const std::vector<float> &scale,
+                                          const bool is_scale) {
   // Normalize
   double e = 1.0;
   if (is_scale) {
     e /= 255.0;
   }
-  cv::Mat img_fp;
-  (resize_img).convertTo(img_fp, CV_32FC3, e);
-  for (int h = 0; h < im_shape_h; h++) {
-    for (int w = 0; w < im_shape_w; w++) {
-      img_fp.at<cv::Vec3f>(h, w)[0] =
-          (img_fp.at<cv::Vec3f>(h, w)[0] - mean[0]) / scale[0];
-      img_fp.at<cv::Vec3f>(h, w)[1] =
-          (img_fp.at<cv::Vec3f>(h, w)[1] - mean[1]) / scale[1];
-      img_fp.at<cv::Vec3f>(h, w)[2] =
-          (img_fp.at<cv::Vec3f>(h, w)[2] - mean[2]) / scale[2];
+  (*img).convertTo(*img, CV_32FC3, e);
+  for (int h = 0; h < img->rows; h++) {
+    for (int w = 0; w < img->cols; w++) {
+      img->at<cv::Vec3f>(h, w)[0] =
+          (img->at<cv::Vec3f>(h, w)[0] - mean[0]) / scale[0];
+      img->at<cv::Vec3f>(h, w)[1] =
+          (img->at<cv::Vec3f>(h, w)[1] - mean[1]) / scale[1];
+      img->at<cv::Vec3f>(h, w)[2] =
+          (img->at<cv::Vec3f>(h, w)[2] - mean[2]) / scale[2];
     }
   }
+}
 
+void mask_rcnn_r50_fpn_1x_coco::PadStride(cv::Mat *img, int stride_) {
   // PadStride
-  cv::Mat img_pad;
-  int stride_ = 32;
-  int nh =
-      (im_shape_h / stride_) * stride_ + (im_shape_h % stride_ != 0) * stride_;
-  int nw =
-      (im_shape_w / stride_) * stride_ + (im_shape_w % stride_ != 0) * stride_;
-  cv::copyMakeBorder(img_fp, img_pad, 0, nh - im_shape_h, 0, nw - im_shape_w,
-                     cv::BORDER_CONSTANT, cv::Scalar(0));
+  if (stride_ <= 0)
+    return;
+  int rh = img->rows;
+  int rw = img->cols;
+  int nh = (rh / stride_) * stride_ + (rh % stride_ != 0) * stride_;
+  int nw = (rw / stride_) * stride_ + (rw % stride_ != 0) * stride_;
+  cv::copyMakeBorder(*img, *img, 0, nh - rh, 0, nw - rw, cv::BORDER_CONSTANT,
+                     cv::Scalar(0));
+}
 
+void mask_rcnn_r50_fpn_1x_coco::Permute(const cv::Mat &img, float *data) {
   // Permute
-  int rh = img_pad.rows;
-  int rw = img_pad.cols;
-  int rc = img_pad.channels();
+  int rh = img.rows;
+  int rw = img.cols;
+  int rc = img.channels();
   for (int i = 0; i < rc; ++i) {
-    cv::extractChannel(img_pad, cv::Mat(rh, rw, CV_32FC1, data + i * rh * rw),
-                       i);
+    cv::extractChannel(img, cv::Mat(rh, rw, CV_32FC1, data + i * rh * rw), i);
   }
 }
 

deploy/serving/cpp/preprocess/mask_rcnn_r50_fpn_1x_coco.h

@@ -54,10 +54,13 @@ private:
   int im_shape_w = 800;
   float scale_factor_h = 1.0f;
   float scale_factor_w = 1.0f;
-  void preprocess_det(const cv::Mat &img, float *data, float &scale_factor_h,
-                      float &scale_factor_w, int &im_shape_h, int &im_shape_w,
-                      const std::vector<float> &mean,
-                      const std::vector<float> &scale, const bool is_scale);
+
+  void Resize(cv::Mat *img, float &scale_factor_h, float &scale_factor_w,
+              int &im_shape_h, int &im_shape_w);
+  void Normalize(cv::Mat *img, const std::vector<float> &mean,
+                 const std::vector<float> &scale, const bool is_scale);
+  void PadStride(cv::Mat *img, int stride_ = -1);
+  void Permute(const cv::Mat &img, float *data);
 
   // read pics
   cv::Mat Base2Mat(std::string &base64_data);

deploy/serving/cpp/preprocess/ppyolo_mbv3_large_coco.h

@@ -50,8 +50,8 @@ private:
   std::vector<float> mean_ = {0.485f, 0.456f, 0.406f};
   std::vector<float> scale_ = {0.229f, 0.224f, 0.225f};
   bool is_scale_ = true;
-  int im_shape_h = 608;
-  int im_shape_w = 608;
+  int im_shape_h = 320;
+  int im_shape_w = 320;
   float scale_factor_h = 1.0f;
   float scale_factor_w = 1.0f;
   void preprocess_det(const cv::Mat &img, float *data, float &scale_factor_h,

deploy/serving/cpp/serving_client.py

@@ -20,7 +20,6 @@ from paddle_serving_client import Client
 from paddle_serving_client.proto import general_model_config_pb2 as m_config
 import google.protobuf.text_format
 
-
 parser = argparse.ArgumentParser(description="args for paddleserving")
 parser.add_argument(
     "--serving_client", type=str, help="the directory of serving_client")
@@ -63,20 +62,20 @@ def get_test_images(infer_dir, infer_img):
     return images
 
 
-def postprocess(fetch_dict, draw_threshold=0.5):
+def postprocess(fetch_dict, fetch_vars, draw_threshold=0.5):
     result = []
     if "conv2d_441.tmp_1" in fetch_dict:
         heatmap = fetch_dict["conv2d_441.tmp_1"]
         print(heatmap)
         result.append(heatmap)
     else:
-        bboxes = fetch_dict["multiclass_nms3_0.tmp_0"]
+        bboxes = fetch_dict[fetch_vars[0]]
         for bbox in bboxes:
             if bbox[0] > -1 and bbox[1] > draw_threshold:
                 print(f"{int(bbox[0])} {bbox[1]} "
                       f"{bbox[2]} {bbox[3]} {bbox[4]} {bbox[5]}")
                 result.append(f"{int(bbox[0])} {bbox[1]} "
-                      f"{bbox[2]} {bbox[3]} {bbox[4]} {bbox[5]}")
+                              f"{bbox[2]} {bbox[3]} {bbox[4]} {bbox[5]}")
     return result
 
 
@@ -123,4 +122,4 @@ if __name__ == '__main__':
         image = base64.b64encode(image_data).decode('utf8')
         fetch_dict = client.predict(
             feed={feed_vars[0]: image}, fetch=fetch_vars)
-        result = postprocess(fetch_dict, args.threshold)
+        result = postprocess(fetch_dict, fetch_vars, args.threshold)

test_tipc/configs/picodet/picodet_l_640_coco_lcnet_model_linux_gpu_normal_normal_infer_cpp_linux_gpu_cpu.txt

-===========================cpp_infer_params===========================
-model_name:picodet_l_640_coco_lcnet
-python:python3.7
-filename:null
-##
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_l_640_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_l_640_coco_lcnet.yml -o
-quant_export:tools/export_model.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_kl_quant -o
-##
-opencv_dir:default
-infer_mode:norm
-infer_quant:False
-inference:./deploy/cpp/build/main
---device:gpu|cpu
---use_mkldnn:False
---cpu_threads:4
---batch_size:1|2
---use_tensorrt:null
---run_mode:paddle
---model_dir:
---image_dir:./dataset/coco/test2017/
---run_benchmark:False
-null:null
\ No newline at end of file

test_tipc/configs/picodet/picodet_l_640_coco_lcnet_model_linux_gpu_normal_normal_serving_python_linux_gpu_cpu.txt

-===========================serving_infer_python_params===========================
-model_name:picodet_l_640_coco_lcnet
-python:python3.7
-filename:null
-##
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_l_640_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --export_serving_model True -o
-quant_export:tools/export_model.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_pact --export_serving_model True -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_fpgm --export_serving_model True -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_kl_quant --export_serving_model True -o
-##
-infer_mode:norm
-infer_quant:False
-web_service:deploy/serving/python/web_service.py --config=deploy/serving/python/config.yml
---model_dir:null
---opt:cpu:op.ppdet.local_service_conf.device_type=0|gpu:op.ppdet.local_service_conf.device_type=1
-null:null
-http_client:deploy/serving/python/pipeline_http_client.py
---image_file:./demo/000000014439.jpg
-null:null
\ No newline at end of file

test_tipc/configs/picodet/picodet_l_640_coco_lcnet_train_infer_python.txt

-===========================train_params===========================
-model_name:picodet_l_640_coco_lcnet
-python:python3.7
-gpu_list:0|0,1
-use_gpu:True
-auto_cast:null
-epoch:lite_train_lite_infer=1|lite_train_whole_infer=1|whole_train_whole_infer=300
-save_dir:null
-TrainReader.batch_size:lite_train_lite_infer=2|lite_train_whole_infer=2|whole_train_whole_infer=32
-pretrain_weights:https://paddledet.bj.bcebos.com/models/picodet_l_640_coco_lcnet.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
-filename:null
-##
-trainer:norm_train
-norm_train:tools/train.py -c configs/picodet/picodet_l_640_coco_lcnet.yml -o
-pact_train:tools/train.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_train:tools/train.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c configs/picodet/picodet_l_640_coco_lcnet.yml -o
-null:null
-##
-===========================infer_params===========================
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_l_640_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_l_640_coco_lcnet.yml -o
-pact_export:tools/export_model.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_kl_quant -o
-##
-infer_mode:norm
-infer_quant:False
-inference:./deploy/python/infer.py
---device:gpu|cpu
---enable_mkldnn:False
---cpu_threads:4
---batch_size:1
---use_tensorrt:null
---run_mode:paddle
---model_dir:
---image_dir:./dataset/coco/test2017/
---save_log_path:null
---run_benchmark:False
-null:null
-===========================infer_benchmark_params===========================
-numpy_infer_input:3x640x640_2.npy
\ No newline at end of file

test_tipc/configs/picodet/picodet_l_640_coco_lcnet_train_linux_gpu_normal_amp_infer_python_linux_gpu_cpu.txt

-===========================train_params===========================
-model_name:picodet_l_640_coco_lcnet
-python:python3.7
-gpu_list:0|0,1
-use_gpu:True
-auto_cast:amp
-epoch:lite_train_lite_infer=1|lite_train_whole_infer=1|whole_train_whole_infer=300
-save_dir:null
-TrainReader.batch_size:lite_train_lite_infer=2|lite_train_whole_infer=2|whole_train_whole_infer=32
-pretrain_weights:https://paddledet.bj.bcebos.com/models/picodet_l_640_coco_lcnet.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
-amp_level:O2
-##
-trainer:norm_train
-norm_train:tools/train.py -c configs/picodet/picodet_l_640_coco_lcnet.yml -o
-pact_train:tools/train.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_train:tools/train.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c configs/picodet/picodet_l_640_coco_lcnet.yml -o
-null:null
-##
-===========================infer_params===========================
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_l_640_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_l_640_coco_lcnet.yml -o
-pact_export:tools/export_model.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_l_640_coco_lcnet.yml --slim_config _template_kl_quant -o
-##
-infer_mode:norm
-infer_quant:False
-inference:./deploy/python/infer.py
---device:gpu|cpu
---enable_mkldnn:False
---cpu_threads:4
---batch_size:1|2
---use_tensorrt:null
---run_mode:paddle
---model_dir:
---image_dir:./dataset/coco/test2017/
---save_log_path:null
---run_benchmark:False
---trt_max_shape:1600
\ No newline at end of file

test_tipc/configs/picodet/picodet_m_416_coco_lcnet_model_linux_gpu_normal_normal_infer_cpp_linux_gpu_cpu.txt

-===========================cpp_infer_params===========================
-model_name:picodet_m_416_coco_lcnet
-python:python3.7
-filename:null
-##
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_m_416_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_m_416_coco_lcnet.yml -o
-quant_export:tools/export_model.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_kl_quant -o
-##
-opencv_dir:default
-infer_mode:norm
-infer_quant:False
-inference:./deploy/cpp/build/main
---device:gpu|cpu
---use_mkldnn:False
---cpu_threads:4
---batch_size:1|2
---use_tensorrt:null
---run_mode:paddle
---model_dir:
---image_dir:./dataset/coco/test2017/
---run_benchmark:False
-null:null
\ No newline at end of file

test_tipc/configs/picodet/picodet_m_416_coco_lcnet_model_linux_gpu_normal_normal_serving_python_linux_gpu_cpu.txt

-===========================serving_infer_python_params===========================
-model_name:picodet_m_416_coco_lcnet
-python:python3.7
-filename:null
-##
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_m_416_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --export_serving_model True -o
-quant_export:tools/export_model.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_pact --export_serving_model True -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_fpgm --export_serving_model True -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_kl_quant --export_serving_model True -o
-##
-infer_mode:norm
-infer_quant:False
-web_service:deploy/serving/python/web_service.py --config=deploy/serving/python/config.yml
---model_dir:null
---opt:cpu:op.ppdet.local_service_conf.device_type=0|gpu:op.ppdet.local_service_conf.device_type=1
-null:null
-http_client:deploy/serving/python/pipeline_http_client.py
---image_file:./demo/000000014439.jpg
-null:null
\ No newline at end of file

test_tipc/configs/picodet/picodet_m_416_coco_lcnet_train_infer_python.txt

-===========================train_params===========================
-model_name:picodet_m_416_coco_lcnet
-python:python3.7
-gpu_list:0|0,1
-use_gpu:True
-auto_cast:null
-epoch:lite_train_lite_infer=1|lite_train_whole_infer=1|whole_train_whole_infer=300
-save_dir:null
-TrainReader.batch_size:lite_train_lite_infer=2|lite_train_whole_infer=2|whole_train_whole_infer=80
-pretrain_weights:https://paddledet.bj.bcebos.com/models/picodet_m_416_coco_lcnet.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
-filename:null
-##
-trainer:norm_train
-norm_train:tools/train.py -c configs/picodet/picodet_m_416_coco_lcnet.yml -o
-pact_train:tools/train.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_train:tools/train.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c configs/picodet/picodet_m_416_coco_lcnet.yml -o
-null:null
-##
-===========================infer_params===========================
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_m_416_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_m_416_coco_lcnet.yml -o
-pact_export:tools/export_model.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_kl_quant -o
-##
-infer_mode:norm
-infer_quant:False
-inference:./deploy/python/infer.py
---device:gpu|cpu
---enable_mkldnn:False
---cpu_threads:4
---batch_size:1
---use_tensorrt:null
---run_mode:paddle
---model_dir:
---image_dir:./dataset/coco/test2017/
---save_log_path:null
---run_benchmark:False
-null:null
-===========================infer_benchmark_params===========================
-numpy_infer_input:3x416x416_2.npy
\ No newline at end of file

test_tipc/configs/picodet/picodet_m_416_coco_lcnet_train_linux_gpu_normal_amp_infer_python_linux_gpu_cpu.txt

-===========================train_params===========================
-model_name:picodet_m_416_coco_lcnet
-python:python3.7
-gpu_list:0|0,1
-use_gpu:True
-auto_cast:amp
-epoch:lite_train_lite_infer=1|lite_train_whole_infer=1|whole_train_whole_infer=300
-save_dir:null
-TrainReader.batch_size:lite_train_lite_infer=2|lite_train_whole_infer=2|whole_train_whole_infer=80
-pretrain_weights:https://paddledet.bj.bcebos.com/models/picodet_m_416_coco_lcnet.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
-amp_level:O2
-##
-trainer:norm_train
-norm_train:tools/train.py -c configs/picodet/picodet_m_416_coco_lcnet.yml -o
-pact_train:tools/train.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_train:tools/train.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c configs/picodet/picodet_m_416_coco_lcnet.yml -o
-null:null
-##
-===========================infer_params===========================
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_m_416_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_m_416_coco_lcnet.yml -o
-pact_export:tools/export_model.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_m_416_coco_lcnet.yml --slim_config _template_kl_quant -o
-##
-infer_mode:norm
-infer_quant:False
-inference:./deploy/python/infer.py
---device:gpu|cpu
---enable_mkldnn:False
---cpu_threads:4
---batch_size:1|2
---use_tensorrt:null
---run_mode:paddle
---model_dir:
---image_dir:./dataset/coco/test2017/
---save_log_path:null
---run_benchmark:False
---trt_max_shape:1600
\ No newline at end of file

test_tipc/configs/picodet/picodet_s_320_coco_lcnet_linux_gpu_normal_normal_paddle2onnx_python_linux_gpu_cpu.txt

-===========================paddle2onnx_params===========================
-model_name:picodet_s_320_coco_lcnet
-python:python3.7
-filename:null
-##
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_s_320_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_s_320_coco_lcnet.yml -o
-quant_export:tools/export_model.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config configs/picodet/picodet_s_320_coco_lcnet.yml -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config configs/picodet/picodet_s_320_coco_lcnet.yml -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config configs/picodet/picodet_s_320_coco_lcnet.yml -o
-##
-2onnx: paddle2onnx
---model_dir:./output_inference/picodet_s_320_coco_lcnet/
---model_filename:model.pdmodel 
---params_filename:model.pdiparams
---save_file:./deploy/third_engine/demo_onnxruntime/onnx_file/picodet_s_320_coco.onnx
---opset_version:11
-##
-inference:infer_demo.py
---modelpath:./onnx_file/picodet_s_320_coco.onnx
---img_fold:./imgs
---result_fold:results
-infer_mode:norm
-null:null
\ No newline at end of file

test_tipc/configs/picodet/picodet_s_320_coco_lcnet_model_linux_gpu_normal_normal_infer_cpp_linux_gpu_cpu.txt

-===========================cpp_infer_params===========================
-model_name:picodet_s_320_coco_lcnet
-python:python3.7
-filename:null
-##
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_s_320_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_s_320_coco_lcnet.yml -o
-quant_export:tools/export_model.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_kl_quant -o
-##
-opencv_dir:default
-infer_mode:norm
-infer_quant:False
-inference:./deploy/cpp/build/main
---device:gpu|cpu
---use_mkldnn:False
---cpu_threads:4
---batch_size:1|2
---use_tensorrt:null
---run_mode:paddle
---model_dir:
---image_dir:./dataset/coco/test2017/
---run_benchmark:False
-null:null
\ No newline at end of file

test_tipc/configs/picodet/picodet_s_320_coco_lcnet_model_linux_gpu_normal_normal_serving_python_linux_gpu_cpu.txt

-===========================serving_infer_python_params===========================
-model_name:picodet_s_320_coco_lcnet
-python:python3.7
-filename:null
-##
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_s_320_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --export_serving_model True -o
-quant_export:tools/export_model.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_pact --export_serving_model True -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_fpgm --export_serving_model True -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_kl_quant --export_serving_model True -o
-##
-infer_mode:norm
-infer_quant:False
-web_service:deploy/serving/python/web_service.py --config=deploy/serving/python/config.yml
---model_dir:null
---opt:cpu:op.ppdet.local_service_conf.device_type=0|gpu:op.ppdet.local_service_conf.device_type=1
-null:null
-http_client:deploy/serving/python/pipeline_http_client.py
---image_file:./demo/000000014439.jpg
-null:null
\ No newline at end of file

test_tipc/configs/picodet/picodet_s_320_coco_lcnet_train_infer_python.txt

-===========================train_params===========================
-model_name:picodet_s_320_coco_lcnet
-python:python3.7
-gpu_list:0|0,1
-use_gpu:True
-auto_cast:null
-epoch:lite_train_lite_infer=1|lite_train_whole_infer=1|whole_train_whole_infer=300
-save_dir:null
-TrainReader.batch_size:lite_train_lite_infer=2|lite_train_whole_infer=2|whole_train_whole_infer=128
-pretrain_weights:https://paddledet.bj.bcebos.com/models/picodet_s_320_coco_lcnet.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
-filename:null
-##
-trainer:norm_train
-norm_train:tools/train.py -c configs/picodet/picodet_s_320_coco_lcnet.yml -o
-pact_train:tools/train.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_train:tools/train.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c configs/picodet/picodet_s_320_coco_lcnet.yml -o
-null:null
-##
-===========================infer_params===========================
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_s_320_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_s_320_coco_lcnet.yml -o
-pact_export:tools/export_model.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_kl_quant -o
-##
-infer_mode:norm
-infer_quant:False
-inference:./deploy/python/infer.py
---device:gpu|cpu
---enable_mkldnn:False
---cpu_threads:4
---batch_size:1
---use_tensorrt:null
---run_mode:paddle
---model_dir:
---image_dir:./dataset/coco/test2017/
---save_log_path:null
---run_benchmark:False
-null:null
-===========================infer_benchmark_params===========================
-numpy_infer_input:3x320x320_2.npy
\ No newline at end of file

test_tipc/configs/picodet/picodet_s_320_coco_lcnet_train_linux_gpu_normal_amp_infer_python_linux_gpu_cpu.txt

-===========================train_params===========================
-model_name:picodet_s_320_coco_lcnet
-python:python3.7
-gpu_list:0|0,1
-use_gpu:True
-auto_cast:amp
-epoch:lite_train_lite_infer=1|lite_train_whole_infer=1|whole_train_whole_infer=300
-save_dir:null
-TrainReader.batch_size:lite_train_lite_infer=2|lite_train_whole_infer=2|whole_train_whole_infer=128
-pretrain_weights:https://paddledet.bj.bcebos.com/models/picodet_s_320_coco_lcnet.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
-amp_level:O2
-##
-trainer:norm_train
-norm_train:tools/train.py -c configs/picodet/picodet_s_320_coco_lcnet.yml -o
-pact_train:tools/train.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_train:tools/train.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c configs/picodet/picodet_s_320_coco_lcnet.yml -o
-null:null
-##
-===========================infer_params===========================
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_s_320_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_s_320_coco_lcnet.yml -o
-pact_export:tools/export_model.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_s_320_coco_lcnet.yml --slim_config _template_kl_quant -o
-##
-infer_mode:norm
-infer_quant:False
-inference:./deploy/python/infer.py
---device:gpu|cpu
---enable_mkldnn:False
---cpu_threads:4
---batch_size:1|2
---use_tensorrt:null
---run_mode:paddle
---model_dir:
---image_dir:./dataset/coco/test2017/
---save_log_path:null
---run_benchmark:False
---trt_max_shape:1600
\ No newline at end of file

test_tipc/configs/picodet/picodet_xs_320_coco_lcnet_model_linux_gpu_normal_normal_infer_cpp_linux_gpu_cpu.txt

-===========================cpp_infer_params===========================
-model_name:picodet_xs_320_coco_lcnet
-python:python3.7
-filename:null
-##
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_xs_320_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml -o
-quant_export:tools/export_model.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_kl_quant -o
-##
-opencv_dir:default
-infer_mode:norm
-infer_quant:False
-inference:./deploy/cpp/build/main
---device:gpu|cpu
---use_mkldnn:False
---cpu_threads:4
---batch_size:1|2
---use_tensorrt:null
---run_mode:paddle
---model_dir:
---image_dir:./dataset/coco/test2017/
---run_benchmark:False
-null:null
\ No newline at end of file

test_tipc/configs/picodet/picodet_xs_320_coco_lcnet_model_linux_gpu_normal_normal_serving_python_linux_gpu_cpu.txt

-===========================serving_infer_python_params===========================
-model_name:picodet_xs_320_coco_lcnet
-python:python3.7
-filename:null
-##
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_xs_320_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --export_serving_model True -o
-quant_export:tools/export_model.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_pact --export_serving_model True -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_fpgm --export_serving_model True -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_kl_quant --export_serving_model True -o
-##
-infer_mode:norm
-infer_quant:False
-web_service:deploy/serving/python/web_service.py --config=deploy/serving/python/config.yml
---model_dir:null
---opt:cpu:op.ppdet.local_service_conf.device_type=0|gpu:op.ppdet.local_service_conf.device_type=1
-null:null
-http_client:deploy/serving/python/pipeline_http_client.py
---image_file:./demo/000000014439.jpg
-null:null
\ No newline at end of file

test_tipc/configs/picodet/picodet_xs_320_coco_lcnet_train_infer_python.txt

-===========================train_params===========================
-model_name:picodet_xs_320_coco_lcnet
-python:python3.7
-gpu_list:0|0,1
-use_gpu:True
-auto_cast:null
-epoch:lite_train_lite_infer=1|lite_train_whole_infer=1|whole_train_whole_infer=300
-save_dir:null
-TrainReader.batch_size:lite_train_lite_infer=2|lite_train_whole_infer=2|whole_train_whole_infer=128
-pretrain_weights:https://paddledet.bj.bcebos.com/models/picodet_xs_320_coco_lcnet.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
-filename:null
-##
-trainer:norm_train
-norm_train:tools/train.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml -o
-pact_train:tools/train.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_train:tools/train.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml -o
-null:null
-##
-===========================infer_params===========================
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_xs_320_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml -o
-pact_export:tools/export_model.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_kl_quant -o
-##
-infer_mode:norm
-infer_quant:False
-inference:./deploy/python/infer.py
---device:gpu|cpu
---enable_mkldnn:False
---cpu_threads:4
---batch_size:1
---use_tensorrt:null
---run_mode:paddle
---model_dir:
---image_dir:./dataset/coco/test2017/
---save_log_path:null
---run_benchmark:False
-null:null
-===========================infer_benchmark_params===========================
-numpy_infer_input:3x320x320_2.npy
\ No newline at end of file

test_tipc/configs/picodet/picodet_xs_320_coco_lcnet_train_linux_gpu_normal_amp_infer_python_linux_gpu_cpu.txt

-===========================train_params===========================
-model_name:picodet_xs_320_coco_lcnet
-python:python3.7
-gpu_list:0|0,1
-use_gpu:True
-auto_cast:amp
-epoch:lite_train_lite_infer=1|lite_train_whole_infer=1|whole_train_whole_infer=300
-save_dir:null
-TrainReader.batch_size:lite_train_lite_infer=2|lite_train_whole_infer=2|whole_train_whole_infer=128
-pretrain_weights:https://paddledet.bj.bcebos.com/models/picodet_xs_320_coco_lcnet.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
-amp_level:O2
-##
-trainer:norm_train
-norm_train:tools/train.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml -o
-pact_train:tools/train.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_train:tools/train.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml -o
-null:null
-##
-===========================infer_params===========================
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/picodet_xs_320_coco_lcnet.pdparams
-norm_export:tools/export_model.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml -o
-pact_export:tools/export_model.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_pact -o
-fpgm_export:tools/export_model.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_fpgm -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/picodet_xs_320_coco_lcnet.yml --slim_config _template_kl_quant -o
-##
-infer_mode:norm
-infer_quant:False
-inference:./deploy/python/infer.py
---device:gpu|cpu
---enable_mkldnn:False
---cpu_threads:4
---batch_size:1|2
---use_tensorrt:null
---run_mode:paddle
---model_dir:
---image_dir:./dataset/coco/test2017/
---save_log_path:null
---run_benchmark:False
---trt_max_shape:1600
\ No newline at end of file

test_tipc/test_serving_infer_python.sh

@@ -77,6 +77,7 @@ function func_serving_inference(){
         status_check $last_status "${http_client_cmd}" "${status_log}" "${model_name}"
         eval "cat ${_save_log_path}"
         ps ux | grep -E 'web_service' | awk '{print $2}' | xargs kill -s 9
+        sleep 2s
     done
 }