[TIPC] add G1 model PACT and KL txt, test=document_fix (#6360)

configs/slim/quant/tinypose_qat.yml

+pretrain_weights: https://paddledet.bj.bcebos.com/models/keypoint/tinypose_128x96.pdparams
+slim: QAT
+
+QAT:
+  quant_config: {
+    'activation_preprocess_type': 'PACT',
+    'weight_quantize_type': 'channel_wise_abs_max', 'activation_quantize_type': 'moving_average_abs_max',
+    'weight_bits': 8, 'activation_bits': 8, 'dtype': 'int8', 'window_size': 10000, 'moving_rate': 0.9,
+    'quantizable_layer_type': ['Conv2D', 'Linear']}
+  print_model: False
+
+epoch: 50
+LearningRate:
+  base_lr: 0.001
+  schedulers:
+  - !PiecewiseDecay
+    gamma: 0.1
+    milestones:
+    - 30
+    - 40
+  - !LinearWarmup
+    start_factor: 0.
+    steps: 100
+
+TrainReader:
+  batch_size: 256

test_tipc/configs/keypoint/tinypose_128x96_KL_train_infer_python.txt

-===========================train_params===========================
-model_name:tinypose_128x96_KL
-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=420
-save_dir:null
-TrainReader.batch_size:lite_train_lite_infer=2|lite_train_whole_infer=2|whole_train_whole_infer=512
-pretrain_weights:https://paddledet.bj.bcebos.com/models/keypoint/tinypose_128x96.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
-filename:null
-##
-trainer:null
-norm_train:tools/train.py -c test_tipc/configs/keypoint/tinypose_128x96.yml -o
-pact_train:tools/train.py -c test_tipc/configs/keypoint/tinypose_128x96.yml --slim_config _template_pact -o
-fpgm_train:tools/train.py -c test_tipc/configs/keypoint/tinypose_128x96.yml --slim_config _template_fpgm -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c test_tipc/configs/keypoint/tinypose_128x96.yml -o
-null:null
-##
-===========================infer_params===========================
---output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/keypoint/tinypose_128x96.pdparams
-norm_export:tools/export_model.py -c test_tipc/configs/keypoint/tinypose_128x96.yml -o
-pact_export:tools/export_model.py -c test_tipc/configs/keypoint/tinypose_128x96.yml --slim_config _template_pact -o
-fpgm_export:tools/export_model.py -c test_tipc/configs/keypoint/tinypose_128x96.yml --slim_config _template_fpgm -o
-distill_export:null
-export1:null
-export2:null
-kl_quant_export:tools/post_quant.py -c test_tipc/configs/keypoint/tinypose_128x96.yml --slim_config configs/slim/post_quant/tinypose_128x96_ptq.yml -o
-##
-infer_mode:kl_quant
-infer_quant:True
-inference:./deploy/python/keypoint_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/keypoint/tinypose_128x96_PACT_model_linux_gpu_normal_normal_infer_cpp_linux_gpu_cpu.txt

+===========================cpp_infer_params===========================
+model_name:tinypose_128x96_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://bj.bcebos.com/v1/paddledet/data/tipc/models/tinypose_128x96_qat.pdparams
+norm_export:tools/export_model.py -c test_tipc/configs/keypoint/tinypose_128x96.yml -o
+quant_export:tools/export_model.py -c test_tipc/configs/keypoint/tinypose_128x96.yml --slim_config configs/slim/quant/tinypose_qat.yml -o
+fpgm_export:tools/export_model.py -c test_tipc/configs/keypoint/tinypose_128x96.yml --slim_config _template_fpgm -o
+distill_export:null
+export1:null
+export2:null
+kl_quant_export:tools/post_quant.py -c test_tipc/configs/keypoint/tinypose_128x96.yml --slim_config _template_kl_quant -o
+##
+opencv_dir:default
+infer_mode:quant
+infer_quant:True
+inference:./deploy/cpp/build/main
+--device:gpu|cpu
+--use_mkldnn:False
+--cpu_threads:4
+--batch_size:1
+--use_tensorrt:null
+--run_mode:paddle
+--model_dir_keypoint:
+--image_dir:./dataset/coco/test2017/
+--run_benchmark:False
+--model_dir:./output_inference/picodet_s_320_pedestrian
\ No newline at end of file

test_tipc/configs/keypoint/tinypose_128x96_PACT_model_linux_gpu_normal_normal_serving_cpp_linux_gpu_cpu.txt

+===========================serving_infer_cpp_params===========================
+model_name:tinypose_128x96_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://bj.bcebos.com/v1/paddledet/data/tipc/models/tinypose_128x96_qat.pdparams
+norm_export:tools/export_model.py -c test_tipc/configs/keypoint/tinypose_128x96.yml --export_serving_model True -o
+quant_export:tools/export_model.py -c test_tipc/configs/keypoint/tinypose_128x96.yml --slim_config configs/slim/quant/tinypose_qat.yml --export_serving_model True -o
+fpgm_export:tools/export_model.py -c test_tipc/configs/keypoint/tinypose_128x96.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 test_tipc/configs/keypoint/tinypose_128x96.yml --slim_config configs/slim/post_quant/tinypose_128x96_ptq.yml --export_serving_model True -o
+##
+infer_mode:quant
+infer_quant:True
+--model:null
+--op:tinypose_128x96
+--port:9997
+--gpu_ids:null|0
+null:null
+http_client:deploy/serving/cpp/serving_client.py
+--serving_client:null
+--image_file:./demo/hrnet_demo.jpg
+null:null
\ No newline at end of file

test_tipc/configs/keypoint/tinypose_128x96_PACT_model_linux_gpu_normal_normal_serving_python_linux_gpu_cpu.txt

+===========================serving_infer_python_params===========================
+model_name:tinypose_128x96_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://bj.bcebos.com/v1/paddledet/data/tipc/models/tinypose_128x96_qat.pdparams
+norm_export:tools/export_model.py -c test_tipc/configs/keypoint/tinypose_128x96.yml --export_serving_model True -o
+quant_export:tools/export_model.py -c test_tipc/configs/keypoint/tinypose_128x96.yml --slim_config configs/slim/quant/tinypose_qat.yml --export_serving_model True -o
+fpgm_export:tools/export_model.py -c test_tipc/configs/keypoint/tinypose_128x96.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 test_tipc/configs/keypoint/tinypose_128x96.yml --slim_config configs/slim/post_quant/tinypose_128x96_ptq.yml --export_serving_model True -o
+##
+infer_mode:quant
+infer_quant:True
+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/hrnet_demo.jpg
+null:null
\ No newline at end of file

test_tipc/configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco_KL_train_infer_python.txt → test_tipc/configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco_KL_model_linux_gpu_normal_normal_infer_cpp_linux_gpu_cpu.txt

-===========================train_params===========================
+===========================cpp_infer_params===========================
 model_name:mask_rcnn_r50_fpn_1x_coco_KL
 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=12
-save_dir:null
-TrainReader.batch_size:lite_train_lite_infer=2|lite_train_whole_infer=2|whole_train_whole_infer=1
-pretrain_weights:https://paddledet.bj.bcebos.com/models/mask_rcnn_r50_fpn_1x_coco.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
 filename:null
 ##
-trainer:null
-norm_train:tools/train.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml -o
-pact_train:tools/train.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config _template_pact -o
-fpgm_train:tools/train.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config _template_fpgm -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml -o
-null:null
-##
-===========================infer_params===========================
 --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
-pact_export:tools/export_model.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config _template_pact -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
 export2:null
-kl_quant_export:tools/post_quant.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config configs/slim/post_quant/mask_rcnn_r50_fpn_1x_coco_ptq.yml -o
+kl_quant_export:tools/post_quant.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config _template_kl_quant -o
 ##
-infer_mode:kl_quant
+opencv_dir:default
+infer_mode:null
 infer_quant:True
-inference:./deploy/python/infer.py
+inference:./deploy/cpp/build/main
 --device:gpu|cpu
---enable_mkldnn:False
+--use_mkldnn:False
 --cpu_threads:4
---batch_size:1|2
+--batch_size:1
 --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
+null:null
\ No newline at end of file

test_tipc/configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco_KL_model_linux_gpu_normal_normal_serving_cpp_linux_gpu_cpu.txt

+===========================serving_infer_cpp_params===========================
+model_name:mask_rcnn_r50_fpn_1x_coco_KL
+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 --export_serving_model True -o
+quant_export:tools/export_model.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config _template_pact --export_serving_model True -o
+fpgm_export:tools/export_model.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.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/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config configs/slim/post_quant/mask_rcnn_r50_fpn_1x_coco_ptq.yml --export_serving_model True -o
+##
+infer_mode:null
+infer_quant:True
+--model:null
+--op:mask_rcnn_r50_fpn_1x_coco
+--port:9997
+--gpu_ids:null|0
+null:null
+http_client:deploy/serving/cpp/serving_client.py
+--serving_client:null
+--image_file:./demo/000000014439.jpg
+null:null
\ No newline at end of file

test_tipc/configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco_KL_model_linux_gpu_normal_normal_serving_python_linux_gpu_cpu.txt

+===========================serving_infer_python_params===========================
+model_name:mask_rcnn_r50_fpn_1x_coco_KL
+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 --export_serving_model True -o
+quant_export:tools/export_model.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config _template_pact --export_serving_model True -o
+fpgm_export:tools/export_model.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.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/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config configs/slim/post_quant/mask_rcnn_r50_fpn_1x_coco_ptq.yml --export_serving_model True -o
+##
+infer_mode:null
+infer_quant:True
+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/mask_rcnn/mask_rcnn_r50_fpn_1x_coco_PACT_model_linux_gpu_normal_normal_infer_cpp_linux_gpu_cpu.txt

+===========================cpp_infer_params===========================
+model_name:mask_rcnn_r50_fpn_1x_coco_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://paddledet.bj.bcebos.com/models/slim/mask_rcnn_r50_fpn_1x_qat.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 configs/slim/quant/mask_rcnn_r50_fpn_1x_qat.yml -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
+export2:null
+kl_quant_export:tools/post_quant.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config _template_kl_quant -o
+##
+opencv_dir:default
+infer_mode:quant
+infer_quant:True
+inference:./deploy/cpp/build/main
+--device:gpu|cpu
+--use_mkldnn:False
+--cpu_threads:4
+--batch_size:1
+--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/mask_rcnn/mask_rcnn_r50_fpn_1x_coco_PACT_model_linux_gpu_normal_normal_serving_cpp_linux_gpu_cpu.txt

+===========================serving_infer_cpp_params===========================
+model_name:mask_rcnn_r50_fpn_1x_coco_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://paddledet.bj.bcebos.com/models/slim/mask_rcnn_r50_fpn_1x_qat.pdparams
+norm_export:tools/export_model.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --export_serving_model True -o
+quant_export:tools/export_model.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config configs/slim/quant/mask_rcnn_r50_fpn_1x_qat.yml --export_serving_model True -o
+fpgm_export:tools/export_model.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.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/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config configs/slim/post_quant/mask_rcnn_r50_fpn_1x_coco_ptq.yml --export_serving_model True -o
+##
+infer_mode:quant
+infer_quant:True
+--model:null
+--op:mask_rcnn_r50_fpn_1x_coco
+--port:9997
+--gpu_ids:null|0
+null:null
+http_client:deploy/serving/cpp/serving_client.py
+--serving_client:null
+--image_file:./demo/000000014439.jpg
+null:null
\ No newline at end of file

test_tipc/configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco_PACT_model_linux_gpu_normal_normal_serving_python_linux_gpu_cpu.txt

+===========================serving_infer_python_params===========================
+model_name:mask_rcnn_r50_fpn_1x_coco_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://paddledet.bj.bcebos.com/models/slim/mask_rcnn_r50_fpn_1x_qat.pdparams
+norm_export:tools/export_model.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --export_serving_model True -o
+quant_export:tools/export_model.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config configs/slim/quant/mask_rcnn_r50_fpn_1x_qat.yml --export_serving_model True -o
+fpgm_export:tools/export_model.py -c configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.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/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.yml --slim_config configs/slim/post_quant/mask_rcnn_r50_fpn_1x_coco_ptq.yml --export_serving_model True -o
+##
+infer_mode:quant
+infer_quant:True
+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_lcnet_1_5x_416_coco_KL_model_linux_gpu_normal_normal_infer_cpp_linux_gpu_cpu.txt

+===========================cpp_infer_params===========================
+model_name:picodet_lcnet_1_5x_416_coco_KL
+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
+export2:null
+kl_quant_export:tools/post_quant.py -c configs/picodet/legacy_model/more_config/picodet_lcnet_1_5x_416_coco.yml --slim_config _template_kl_quant -o
+##
+opencv_dir:default
+infer_mode:null
+infer_quant:True
+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_lcnet_1_5x_416_coco_KL_model_linux_gpu_normal_normal_serving_cpp_linux_gpu_cpu.txt

+===========================serving_infer_cpp_params===========================
+model_name:picodet_lcnet_1_5x_416_coco_KL
+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 --export_serving_model True -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 --export_serving_model True -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 --export_serving_model True -o
+distill_export:null
+export1:null
+export2:null
+kl_quant_export:tools/post_quant.py -c configs/picodet/legacy_model/more_config/picodet_lcnet_1_5x_416_coco.yml --slim_config _template_kl_quant --export_serving_model True -o
+##
+infer_mode:null
+infer_quant:True
+--model:null
+--op:picodet_lcnet_1_5x_416_coco
+--port:9997
+--gpu_ids:null|0
+null:null
+http_client:deploy/serving/cpp/serving_client.py
+--serving_client:null
+--image_file:./demo/000000014439.jpg
+null:null
\ No newline at end of file

test_tipc/configs/picodet/picodet_lcnet_1_5x_416_coco_KL_model_linux_gpu_normal_normal_serving_python_linux_gpu_cpu.txt

+===========================serving_infer_python_params===========================
+model_name:picodet_lcnet_1_5x_416_coco_KL
+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 --export_serving_model True -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 --export_serving_model True -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 --export_serving_model True -o
+distill_export:null
+export1:null
+export2:null
+kl_quant_export:tools/post_quant.py -c configs/picodet/legacy_model/more_config/picodet_lcnet_1_5x_416_coco.yml --slim_config _template_kl_quant --export_serving_model True -o
+##
+infer_mode:null
+infer_quant:True
+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_lcnet_1_5x_416_coco_PACT_model_linux_gpu_normal_normal_infer_cpp_linux_gpu_cpu.txt

+===========================cpp_infer_params===========================
+model_name:picodet_lcnet_1_5x_416_coco_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://bj.bcebos.com/v1/paddledet/data/tipc/models/picodet_lcnet_1_5x_416_coco_qat.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 configs/slim/quant/picodet_s_416_lcnet_quant.yml -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
+export2:null
+kl_quant_export:tools/post_quant.py -c configs/picodet/legacy_model/more_config/picodet_lcnet_1_5x_416_coco.yml --slim_config _template_kl_quant -o
+##
+opencv_dir:default
+infer_mode:quant
+infer_quant:True
+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_lcnet_1_5x_416_coco_PACT_model_linux_gpu_normal_normal_serving_cpp_linux_gpu_cpu.txt

+===========================serving_infer_cpp_params===========================
+model_name:picodet_lcnet_1_5x_416_coco_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://bj.bcebos.com/v1/paddledet/data/tipc/models/picodet_lcnet_1_5x_416_coco_qat.pdparams
+norm_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_lcnet_1_5x_416_coco.yml --export_serving_model True -o
+quant_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_lcnet_1_5x_416_coco.yml --slim_config configs/slim/quant/picodet_s_416_lcnet_quant.yml --export_serving_model True -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 --export_serving_model True -o
+distill_export:null
+export1:null
+export2:null
+kl_quant_export:tools/post_quant.py -c configs/picodet/legacy_model/more_config/picodet_lcnet_1_5x_416_coco.yml --slim_config _template_kl_quant --export_serving_model True -o
+##
+infer_mode:quant
+infer_quant:True
+--model:null
+--op:picodet_lcnet_1_5x_416_coco
+--port:9997
+--gpu_ids:null|0
+null:null
+http_client:deploy/serving/cpp/serving_client.py
+--serving_client:null
+--image_file:./demo/000000014439.jpg
+null:null
\ No newline at end of file

test_tipc/configs/picodet/picodet_lcnet_1_5x_416_coco_PACT_model_linux_gpu_normal_normal_serving_python_linux_gpu_cpu.txt

+===========================serving_infer_python_params===========================
+model_name:picodet_lcnet_1_5x_416_coco_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://bj.bcebos.com/v1/paddledet/data/tipc/models/picodet_lcnet_1_5x_416_coco_qat.pdparams
+norm_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_lcnet_1_5x_416_coco.yml --export_serving_model True -o
+quant_export:tools/export_model.py -c configs/picodet/legacy_model/more_config/picodet_lcnet_1_5x_416_coco.yml --slim_config configs/slim/quant/picodet_s_416_lcnet_quant.yml --export_serving_model True -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 --export_serving_model True -o
+distill_export:null
+export1:null
+export2:null
+kl_quant_export:tools/post_quant.py -c configs/picodet/legacy_model/more_config/picodet_lcnet_1_5x_416_coco.yml --slim_config _template_kl_quant --export_serving_model True -o
+##
+infer_mode:quant
+infer_quant:True
+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_KL_train_infer_python.txt

-===========================train_params===========================
-model_name:picodet_s_320_coco_KL
-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.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
-filename:null
-##
-trainer:null
-norm_train:tools/train.py -c configs/picodet/legacy_model/picodet_s_320_coco.yml -o
-pact_train:tools/train.py -c configs/picodet/legacy_model/picodet_s_320_coco.yml --slim_config _template_pact -o
-fpgm_train:tools/train.py -c configs/picodet/legacy_model/picodet_s_320_coco.yml --slim_config _template_fpgm -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c configs/picodet/legacy_model/picodet_s_320_coco.yml -o
-null:null
-##
-===========================infer_params===========================
---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
-pact_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
-export2:null
-kl_quant_export:tools/post_quant.py -c configs/picodet/legacy_model/picodet_s_320_coco.yml --slim_config configs/slim/post_quant/picodet_s_ptq.yml -o
-##
-infer_mode:kl_quant
-infer_quant:True
-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/ppyolo/ppyolo_mbv3_large_coco_KL_train_infer_python.txt → test_tipc/configs/ppyolo/ppyolo_mbv3_large_coco_KL_model_linux_gpu_normal_normal_infer_cpp_linux_gpu_cpu.txt

-===========================train_params===========================
+===========================cpp_infer_params===========================
 model_name:ppyolo_mbv3_large_coco_KL
 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=405
-save_dir:null
-TrainReader.batch_size:lite_train_lite_infer=2|lite_train_whole_infer=2|whole_train_whole_infer=24
-pretrain_weights:https://paddledet.bj.bcebos.com/models/ppyolo_mbv3_large_coco.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
 filename:null
 ##
-trainer:null
-norm_train:tools/train.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml -o
-pact_train:tools/train.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --slim_config configs/slim/quant/ppyolo_mbv3_large_qat.yml -o
-fpgm_train:tools/train.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --slim_config configs/slim/prune/ppyolo_mbv3_large_prune_fpgm.yml -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml -o
-null:null
-##
-===========================infer_params===========================
 --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
-pact_export:tools/export_model.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --slim_config configs/slim/quant/ppyolo_mbv3_large_qat.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
 export2:null
 kl_quant_export:tools/post_quant.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --slim_config configs/slim/post_quant/ppyolo_mbv3_large_ptq.yml -o
 ##
-infer_mode:kl_quant
+opencv_dir:default
+infer_mode:null
 infer_quant:True
-inference:./deploy/python/infer.py
+inference:./deploy/cpp/build/main
 --device:gpu|cpu
---enable_mkldnn:False
+--use_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
-null:null
-===========================infer_benchmark_params===========================
-numpy_infer_input:3x320x320.npy
\ No newline at end of file
+null:null
\ No newline at end of file

test_tipc/configs/ppyolo/ppyolo_mbv3_large_coco_KL_model_linux_gpu_normal_normal_serving_cpp_linux_gpu_cpu.txt

+===========================serving_infer_cpp_params===========================
+model_name:ppyolo_mbv3_large_coco_KL
+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 --export_serving_model True -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 --export_serving_model True -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 --export_serving_model True -o
+distill_export:null
+export1:null
+export2:null
+kl_quant_export:tools/post_quant.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --slim_config configs/slim/post_quant/ppyolo_mbv3_large_ptq.yml --export_serving_model True -o
+##
+infer_mode:null
+infer_quant:True
+--model:null
+--op:ppyolo_mbv3_large_coco
+--port:9997
+--gpu_ids:null|0
+null:null
+http_client:deploy/serving/cpp/serving_client.py
+--serving_client:null
+--image_file:./demo/000000014439.jpg
+null:null
\ No newline at end of file

test_tipc/configs/ppyolo/ppyolo_mbv3_large_coco_KL_model_linux_gpu_normal_normal_serving_python_linux_gpu_cpu.txt

+===========================serving_infer_python_params===========================
+model_name:ppyolo_mbv3_large_coco_KL
+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 --export_serving_model True -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 --export_serving_model True -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 --export_serving_model True -o
+distill_export:null
+export1:null
+export2:null
+kl_quant_export:tools/post_quant.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --slim_config configs/slim/post_quant/ppyolo_mbv3_large_ptq.yml --export_serving_model True -o
+##
+infer_mode:null
+infer_quant:True
+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/ppyolo/ppyolo_mbv3_large_coco_PACT_train_infer_python.txt → test_tipc/configs/ppyolo/ppyolo_mbv3_large_coco_PACT_model_linux_gpu_normal_normal_infer_cpp_linux_gpu_cpu.txt

-===========================train_params===========================
+===========================cpp_infer_params===========================
 model_name:ppyolo_mbv3_large_coco_PACT
 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=405
-save_dir:null
-TrainReader.batch_size:lite_train_lite_infer=2|lite_train_whole_infer=2|whole_train_whole_infer=24
-pretrain_weights:https://paddledet.bj.bcebos.com/models/ppyolo_mbv3_large_coco.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
 filename:null
 ##
-trainer:pact_train
-norm_train:tools/train.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml -o
-pact_train:tools/train.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --slim_config configs/slim/quant/ppyolo_mbv3_large_qat.yml -o
-fpgm_train:tools/train.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --slim_config configs/slim/prune/ppyolo_mbv3_large_prune_fpgm.yml -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml -o
-null:null
-##
-===========================infer_params===========================
 --output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/ppyolo_mbv3_large_coco.pdparams
+weights:https://paddledet.bj.bcebos.com/models/slim/ppyolo_mbv3_large_qat.pdparams
 norm_export:tools/export_model.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml -o
-pact_export:tools/export_model.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --slim_config configs/slim/quant/ppyolo_mbv3_large_qat.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
 export2:null
 kl_quant_export:tools/post_quant.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --slim_config configs/slim/post_quant/ppyolo_mbv3_large_ptq.yml -o
 ##
-infer_mode:pact
+opencv_dir:default
+infer_mode:quant
 infer_quant:True
-inference:./deploy/python/infer.py
+inference:./deploy/cpp/build/main
 --device:gpu|cpu
---enable_mkldnn:False
+--use_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
-null:null
-===========================infer_benchmark_params===========================
-numpy_infer_input:3x320x320.npy
\ No newline at end of file
+null:null
\ No newline at end of file

test_tipc/configs/ppyolo/ppyolo_mbv3_large_coco_PACT_model_linux_gpu_normal_normal_serving_cpp_linux_gpu_cpu.txt

+===========================serving_infer_cpp_params===========================
+model_name:ppyolo_mbv3_large_coco_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://paddledet.bj.bcebos.com/models/slim/ppyolo_mbv3_large_qat.pdparams
+norm_export:tools/export_model.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --export_serving_model True -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 --export_serving_model True -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 --export_serving_model True -o
+distill_export:null
+export1:null
+export2:null
+kl_quant_export:tools/post_quant.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --slim_config configs/slim/post_quant/ppyolo_mbv3_large_ptq.yml --export_serving_model True -o
+##
+infer_mode:quant
+infer_quant:True
+--model:null
+--op:ppyolo_mbv3_large_coco
+--port:9997
+--gpu_ids:null|0
+null:null
+http_client:deploy/serving/cpp/serving_client.py
+--serving_client:null
+--image_file:./demo/000000014439.jpg
+null:null
\ No newline at end of file

test_tipc/configs/ppyolo/ppyolo_mbv3_large_coco_PACT_model_linux_gpu_normal_normal_serving_python_linux_gpu_cpu.txt

+===========================serving_infer_python_params===========================
+model_name:ppyolo_mbv3_large_coco_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://paddledet.bj.bcebos.com/models/slim/ppyolo_mbv3_large_qat.pdparams
+norm_export:tools/export_model.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --export_serving_model True -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 --export_serving_model True -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 --export_serving_model True -o
+distill_export:null
+export1:null
+export2:null
+kl_quant_export:tools/post_quant.py -c configs/ppyolo/ppyolo_mbv3_large_coco.yml --slim_config configs/slim/post_quant/ppyolo_mbv3_large_ptq.yml --export_serving_model True -o
+##
+infer_mode:quant
+infer_quant:True
+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/ppyoloe/ppyoloe_crn_s_300e_coco_KL_train_infer_python.txt → test_tipc/configs/ppyoloe/ppyoloe_crn_s_300e_coco_KL_model_linux_gpu_normal_normal_infer_cpp_linux_gpu_cpu.txt

-===========================train_params===========================
+===========================cpp_infer_params===========================
 model_name:ppyoloe_crn_s_300e_coco_KL
 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/ppyoloe_crn_s_300e_coco.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
 filename:null
 ##
-trainer:null
-norm_train:tools/train.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml -o
-pact_train:tools/train.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config _template_pact -o
-fpgm_train:tools/train.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config _template_fpgm -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml -o
-null:null
-##
-===========================infer_params===========================
 --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
-pact_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config _template_pact -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
 export2:null
-kl_quant_export:tools/post_quant.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config configs/slim/post_quant/ppyoloe_crn_s_300e_coco_ptq.yml -o
+kl_quant_export:tools/post_quant.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config _template_kl_quant -o
 ##
-infer_mode:kl_quant
+opencv_dir:default
+infer_mode:null
 infer_quant:True
-inference:./deploy/python/infer.py
+inference:./deploy/cpp/build/main
 --device:gpu|cpu
---enable_mkldnn:False
+--use_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
+null:null
\ No newline at end of file

test_tipc/configs/ppyoloe/ppyoloe_crn_s_300e_coco_KL_model_linux_gpu_normal_normal_serving_cpp_linux_gpu_cpu.txt

+===========================serving_infer_cpp_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 --export_serving_model True -o
+quant_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config _template_pact --export_serving_model True -o
+fpgm_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.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/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config configs/slim/post_quant/ppyoloe_crn_s_300e_coco_ptq.yml --export_serving_model True -o
+##
+infer_mode:null
+infer_quant:True
+--model:null
+--op:ppyoloe_crn_s_300e_coco
+--port:9997
+--gpu_ids:null|0
+null:null
+http_client:deploy/serving/cpp/serving_client.py
+--serving_client:null
+--image_file:./demo/000000014439.jpg
+null:null
\ No newline at end of file

test_tipc/configs/ppyoloe/ppyoloe_crn_s_300e_coco_KL_model_linux_gpu_normal_normal_serving_python_linux_gpu_cpu.txt

+===========================serving_infer_python_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 --export_serving_model True -o
+quant_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config _template_pact --export_serving_model True -o
+fpgm_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.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/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config configs/slim/post_quant/ppyoloe_crn_s_300e_coco_ptq.yml --export_serving_model True -o
+##
+infer_mode:null
+infer_quant:True
+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/ppyoloe/ppyoloe_crn_s_300e_coco_PACT_model_linux_gpu_normal_normal_infer_cpp_linux_gpu_cpu.txt

+===========================cpp_infer_params===========================
+model_name:ppyoloe_crn_s_300e_coco_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://bj.bcebos.com/v1/paddledet/data/tipc/models/ppyoloe_crn_s_300e_coco_qat.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 configs/slim/quant/ppyoloe_l_qat.yml -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
+export2:null
+kl_quant_export:tools/post_quant.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config _template_kl_quant -o
+##
+opencv_dir:default
+infer_mode:quant
+infer_quant:True
+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/ppyoloe/ppyoloe_crn_s_300e_coco_PACT_model_linux_gpu_normal_normal_serving_cpp_linux_gpu_cpu.txt

+===========================serving_infer_cpp_params===========================
+model_name:ppyoloe_crn_s_300e_coco_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://bj.bcebos.com/v1/paddledet/data/tipc/models/ppyoloe_crn_s_300e_coco_qat.pdparams
+norm_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml --export_serving_model True -o
+quant_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config configs/slim/quant/ppyoloe_l_qat.yml --export_serving_model True -o
+fpgm_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.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/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config configs/slim/post_quant/ppyoloe_crn_s_300e_coco_ptq.yml --export_serving_model True -o
+##
+infer_mode:null
+infer_quant:True
+--model:null
+--op:ppyoloe_crn_s_300e_coco
+--port:9997
+--gpu_ids:null|0
+null:null
+http_client:deploy/serving/cpp/serving_client.py
+--serving_client:null
+--image_file:./demo/000000014439.jpg
+null:null
\ No newline at end of file

test_tipc/configs/ppyoloe/ppyoloe_crn_s_300e_coco_PACT_model_linux_gpu_normal_normal_serving_python_linux_gpu_cpu.txt

+===========================serving_infer_python_params===========================
+model_name:ppyoloe_crn_s_300e_coco_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://bj.bcebos.com/v1/paddledet/data/tipc/models/ppyoloe_crn_s_300e_coco_qat.pdparams
+norm_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml --export_serving_model True -o
+quant_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config configs/slim/quant/ppyoloe_l_qat.yml --export_serving_model True -o
+fpgm_export:tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_s_300e_coco.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/ppyoloe/ppyoloe_crn_s_300e_coco.yml --slim_config configs/slim/post_quant/ppyoloe_crn_s_300e_coco_ptq.yml --export_serving_model True -o
+##
+infer_mode:null
+infer_quant:True
+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/yolov3/yolov3_darknet53_270e_coco_KL_train_infer_python.txt

-===========================train_params===========================
-model_name:yolov3_darknet53_270e_coco_KL
-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=270
-save_dir:null
-TrainReader.batch_size:lite_train_lite_infer=2|lite_train_whole_infer=2|whole_train_whole_infer=8
-pretrain_weights:https://paddledet.bj.bcebos.com/models/yolov3_darknet53_270e_coco.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
-filename:null
-##
-trainer:null
-norm_train:tools/train.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml -o
-pact_train:tools/train.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/quant/yolov3_darknet_qat.yml -o
-fpgm_train:tools/train.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/prune/yolov3_darknet_prune_fpgm.yml -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml -o
-null:null
-##
-===========================infer_params===========================
---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
-pact_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
-export2: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:kl_quant
-infer_quant:True
-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
-null:null
-===========================infer_benchmark_params===========================
-numpy_infer_input:3x608x608.npy
\ No newline at end of file

test_tipc/configs/yolov3/yolov3_darknet53_270e_coco_PACT_train_infer_python.txt → test_tipc/configs/yolov3/yolov3_darknet53_270e_coco_PACT_model_linux_gpu_normal_normal_infer_cpp_linux_gpu_cpu.txt

-===========================train_params===========================
+===========================cpp_infer_params===========================
 model_name:yolov3_darknet53_270e_coco_PACT
 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=270
-save_dir:null
-TrainReader.batch_size:lite_train_lite_infer=2|lite_train_whole_infer=2|whole_train_whole_infer=8
-pretrain_weights:https://paddledet.bj.bcebos.com/models/yolov3_darknet53_270e_coco.pdparams
-trained_model_name:model_final.pdparams
-train_infer_img_dir:./dataset/coco/test2017/
 filename:null
 ##
-trainer:pact_train
-norm_train:tools/train.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml -o
-pact_train:tools/train.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/quant/yolov3_darknet_qat.yml -o
-fpgm_train:tools/train.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/prune/yolov3_darknet_prune_fpgm.yml -o
-distill_train:null
-null:null
-null:null
-##
-===========================eval_params===========================
-eval:tools/eval.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml -o
-null:null
-##
-===========================infer_params===========================
 --output_dir:./output_inference
-weights:https://paddledet.bj.bcebos.com/models/yolov3_darknet53_270e_coco.pdparams
+weights:https://paddledet.bj.bcebos.com/models/slim/yolov3_darknet_coco_qat.pdparams
 norm_export:tools/export_model.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml -o
-pact_export:tools/export_model.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/quant/yolov3_darknet_qat.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
 export2: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:pact
+opencv_dir:default
+infer_mode:quant
 infer_quant:True
-inference:./deploy/python/infer.py
+inference:./deploy/cpp/build/main
 --device:gpu|cpu
---enable_mkldnn:False
+--use_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
-null:null
-===========================infer_benchmark_params===========================
-numpy_infer_input:3x608x608.npy
\ No newline at end of file
+null:null
\ No newline at end of file

test_tipc/configs/yolov3/yolov3_darknet53_270e_coco_PACT_model_linux_gpu_normal_normal_serving_cpp_linux_gpu_cpu.txt

+===========================serving_infer_cpp_params===========================
+model_name:yolov3_darknet53_270e_coco_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://paddledet.bj.bcebos.com/models/slim/yolov3_darknet_coco_qat.pdparams
+norm_export:tools/export_model.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml --export_serving_model True -o
+quant_export:tools/export_model.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/quant/yolov3_darknet_qat.yml --export_serving_model True -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 --export_serving_model True -o
+distill_export:null
+export1:null
+export2: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 --export_serving_model True -o
+##
+infer_mode:quant
+infer_quant:True
+--model:null
+--op:yolov3_darknet53_270e_coco
+--port:9997
+--gpu_ids:null|0
+null:null
+http_client:deploy/serving/cpp/serving_client.py
+--serving_client:null
+--image_file:./demo/000000014439.jpg
+null:null
\ No newline at end of file

test_tipc/configs/yolov3/yolov3_darknet53_270e_coco_PACT_model_linux_gpu_normal_normal_serving_python_linux_gpu_cpu.txt

+===========================serving_infer_python_params===========================
+model_name:yolov3_darknet53_270e_coco_PACT
+python:python3.7
+filename:null
+##
+--output_dir:./output_inference
+weights:https://paddledet.bj.bcebos.com/models/slim/yolov3_darknet_coco_qat.pdparams
+norm_export:tools/export_model.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml --export_serving_model True -o
+quant_export:tools/export_model.py -c configs/yolov3/yolov3_darknet53_270e_coco.yml --slim_config configs/slim/quant/yolov3_darknet_qat.yml --export_serving_model True -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 --export_serving_model True -o
+distill_export:null
+export1:null
+export2: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 --export_serving_model True -o
+##
+infer_mode:quant
+infer_quant:True
+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/prepare.sh

@@ -41,6 +41,24 @@ elif [ ${MODE} = "cpp_infer" ];then
         cd ./output_inference/ && tar -xvf picodet_s_320_pedestrian.tar
         cd ../
     fi
+    # download KL model
+    if [[ ${model_name} = "picodet_lcnet_1_5x_416_coco_KL" ]]; then
+        wget -nc -P ./output_inference/picodet_lcnet_1_5x_416_coco_KL/ https://bj.bcebos.com/v1/paddledet/data/tipc/models/picodet_lcnet_1_5x_416_coco_ptq.tar --no-check-certificate
+        cd ./output_inference/picodet_lcnet_1_5x_416_coco_KL/ && tar -xvf picodet_lcnet_1_5x_416_coco_ptq.tar && mv -n picodet_lcnet_1_5x_416_coco_ptq/* .
+        cd ../../
+    elif [[ ${model_name} = "ppyoloe_crn_s_300e_coco_KL" ]]; then
+        wget -nc -P ./output_inference/ppyoloe_crn_s_300e_coco_KL/ https://bj.bcebos.com/v1/paddledet/data/tipc/models/ppyoloe_crn_s_300e_coco_ptq.tar --no-check-certificate
+        cd ./output_inference/ppyoloe_crn_s_300e_coco_KL/ && tar -xvf ppyoloe_crn_s_300e_coco_ptq.tar && mv -n ppyoloe_crn_s_300e_coco_ptq/* .
+        cd ../../
+    elif [[ ${model_name} = "ppyolo_mbv3_large_coco_KL" ]]; then
+        wget -nc -P ./output_inference/ppyolo_mbv3_large_coco_KL/ https://bj.bcebos.com/v1/paddledet/data/tipc/models/ppyolo_mbv3_large_ptq.tar --no-check-certificate
+        cd ./output_inference/ppyolo_mbv3_large_coco_KL/ && tar -xvf ppyolo_mbv3_large_ptq.tar && mv -n ppyolo_mbv3_large_ptq/* .
+        cd ../../
+    elif [[ ${model_name} = "mask_rcnn_r50_fpn_1x_coco_KL" ]]; then
+        wget -nc -P ./output_inference/mask_rcnn_r50_fpn_1x_coco_KL/ https://bj.bcebos.com/v1/paddledet/data/tipc/models/mask_rcnn_r50_fpn_1x_coco_ptq.tar --no-check-certificate
+        cd ./output_inference/mask_rcnn_r50_fpn_1x_coco_KL/ && tar -xvf mask_rcnn_r50_fpn_1x_coco_ptq.tar && mv -n mask_rcnn_r50_fpn_1x_coco_ptq/* .
+        cd ../../
+    fi
     # download mot lite data
     wget -nc -P ./dataset/mot/ https://paddledet.bj.bcebos.com/data/tipc/mot_tipc.tar --no-check-certificate
     cd ./dataset/mot/ && tar -xvf mot_tipc.tar && mv -n mot_tipc/* .
@@ -85,6 +103,28 @@ elif [ ${MODE} = "serving_infer" ];then
     wget -nc -P ./dataset/coco/ https://paddledet.bj.bcebos.com/data/tipc/coco_tipc.tar --no-check-certificate
     cd ./dataset/coco/ && tar -xvf coco_tipc.tar && mv -n coco_tipc/* .
     rm -rf coco_tipc/ && cd ../../
+    # download KL model
+    if [[ ${model_name} = "picodet_lcnet_1_5x_416_coco_KL" ]]; then
+        wget -nc -P ./output_inference/picodet_lcnet_1_5x_416_coco_KL/ https://bj.bcebos.com/v1/paddledet/data/tipc/models/picodet_lcnet_1_5x_416_coco_ptq.tar --no-check-certificate
+        cd ./output_inference/picodet_lcnet_1_5x_416_coco_KL/ && tar -xvf picodet_lcnet_1_5x_416_coco_ptq.tar && mv -n picodet_lcnet_1_5x_416_coco_ptq/* .
+        cd ../../
+        eval "${python} -m paddle_serving_client.convert --dirname output_inference/picodet_lcnet_1_5x_416_coco_KL/ --model_filename model.pdmodel --params_filename model.pdiparams --serving_server output_inference/picodet_lcnet_1_5x_416_coco_KL/serving_server --serving_client output_inference/picodet_lcnet_1_5x_416_coco_KL/serving_client"
+    elif [[ ${model_name} = "ppyoloe_crn_s_300e_coco_KL" ]]; then
+        wget -nc -P ./output_inference/ppyoloe_crn_s_300e_coco_KL/ https://bj.bcebos.com/v1/paddledet/data/tipc/models/ppyoloe_crn_s_300e_coco_ptq.tar --no-check-certificate
+        cd ./output_inference/ppyoloe_crn_s_300e_coco_KL/ && tar -xvf ppyoloe_crn_s_300e_coco_ptq.tar && mv -n ppyoloe_crn_s_300e_coco_ptq/* .
+        cd ../../
+        eval "${python} -m paddle_serving_client.convert --dirname output_inference/ppyoloe_crn_s_300e_coco_KL/ --model_filename model.pdmodel --params_filename model.pdiparams --serving_server output_inference/ppyoloe_crn_s_300e_coco_KL/serving_server --serving_client output_inference/ppyoloe_crn_s_300e_coco_KL/serving_client"
+    elif [[ ${model_name} = "ppyolo_mbv3_large_coco_KL" ]]; then
+        wget -nc -P ./output_inference/ppyolo_mbv3_large_coco_KL/ https://bj.bcebos.com/v1/paddledet/data/tipc/models/ppyolo_mbv3_large_ptq.tar --no-check-certificate
+        cd ./output_inference/ppyolo_mbv3_large_coco_KL/ && tar -xvf ppyolo_mbv3_large_ptq.tar && mv -n ppyolo_mbv3_large_ptq/* .
+        cd ../../
+        eval "${python} -m paddle_serving_client.convert --dirname output_inference/ppyolo_mbv3_large_coco_KL/ --model_filename model.pdmodel --params_filename model.pdiparams --serving_server output_inference/ppyolo_mbv3_large_coco_KL/serving_server --serving_client output_inference/ppyolo_mbv3_large_coco_KL/serving_client"
+    elif [[ ${model_name} = "mask_rcnn_r50_fpn_1x_coco_KL" ]]; then
+        wget -nc -P ./output_inference/mask_rcnn_r50_fpn_1x_coco_KL/ https://bj.bcebos.com/v1/paddledet/data/tipc/models/mask_rcnn_r50_fpn_1x_coco_ptq.tar --no-check-certificate
+        cd ./output_inference/mask_rcnn_r50_fpn_1x_coco_KL/ && tar -xvf mask_rcnn_r50_fpn_1x_coco_ptq.tar && mv -n mask_rcnn_r50_fpn_1x_coco_ptq/* .
+        cd ../../
+        eval "${python} -m paddle_serving_client.convert --dirname output_inference/mask_rcnn_r50_fpn_1x_coco_KL/ --model_filename model.pdmodel --params_filename model.pdiparams --serving_server output_inference/mask_rcnn_r50_fpn_1x_coco_KL/serving_server --serving_client output_inference/mask_rcnn_r50_fpn_1x_coco_KL/serving_client"
+    fi
 else
     # download coco lite data
     wget -nc -P ./dataset/coco/ https://paddledet.bj.bcebos.com/data/tipc/coco_tipc.tar --no-check-certificate