python tools/infer.py -c configs/centernet/centernet_dla34_140e_coco.yml -o use_gpu=false weights=https://bj.bcebos.com/v1/paddledet/models/centernet_dla34_140e_coco.pdparams --infer_img=demo/000000570688.jpg

python tools/export_model.py -c configs/centernet/centernet_dla34_140e_coco.yml --output_dir=./inference_model -o use_gpu=false weights=https://bj.bcebos.com/v1/paddledet/models/centernet_dla34_140e_coco.pdparams

python deploy/python/infer.py --model_dir inference_model/centernet_dla34_140e_coco/ --device CPU --output_dir infer_output/centernet_dla34_140e_coco/ --image_file demo/000000570688.jpg

-----------  Running Arguments -----------
batch_size: 1
camera_id: -1
cpu_threads: 1
device: CPU
enable_mkldnn: False
image_dir: None
image_file: demo/000000570688.jpg
model_dir: inference_model/centernet_dla34_140e_coco/
output_dir: infer_output/centernet_dla34_140e_coco/
reid_batch_size: 50
reid_model_dir: None
run_benchmark: False
run_mode: paddle
save_images: False
save_mot_txt_per_img: False
save_mot_txts: False
scaled: False
threshold: 0.5
trt_calib_mode: False
trt_max_shape: 1280
trt_min_shape: 1
trt_opt_shape: 640
use_dark: True
use_gpu: False
video_file: None
------------------------------------------
-----------  Model Configuration -----------
Model Arch: CenterNet
Transform Order: 
--transform op: WarpAffine
--transform op: NormalizeImage
--transform op: Permute
--------------------------------------------
class_id:0, confidence:0.7541, left_top:[340.11,342.66],right_bottom:[383.31,463.95]
class_id:33, confidence:0.6722, left_top:[584.21,195.76],right_bottom:[603.37,214.80]
class_id:0, confidence:0.6665, left_top:[482.51,347.15],right_bottom:[529.86,479.07]
class_id:0, confidence:0.6513, left_top:[257.18,317.54],right_bottom:[337.76,470.28]
class_id:0, confidence:0.6493, left_top:[598.02,360.13],right_bottom:[662.09,477.77]
class_id:33, confidence:0.6432, left_top:[403.26,161.21],right_bottom:[544.81,218.00]
class_id:33, confidence:0.6079, left_top:[409.43,64.38],right_bottom:[468.53,86.07]
class_id:33, confidence:0.6043, left_top:[177.51,315.77],right_bottom:[242.79,360.59]
class_id:33, confidence:0.5843, left_top:[321.80,124.17],right_bottom:[343.96,135.97]
class_id:33, confidence:0.5681, left_top:[256.50,235.80],right_bottom:[334.02,258.06]
class_id:33, confidence:0.5640, left_top:[312.54,21.85],right_bottom:[323.61,29.44]
class_id:33, confidence:0.5600, left_top:[539.81,252.46],right_bottom:[558.75,268.81]
class_id:0, confidence:0.5552, left_top:[106.13,339.19],right_bottom:[137.33,424.96]
class_id:33, confidence:0.5445, left_top:[442.35,120.70],right_bottom:[455.25,130.22]
class_id:33, confidence:0.5360, left_top:[295.58,177.89],right_bottom:[532.20,242.15]
class_id:33, confidence:0.5320, left_top:[358.71,217.07],right_bottom:[501.16,266.67]
class_id:0, confidence:0.5315, left_top:[577.07,381.62],right_bottom:[610.70,479.78]
class_id:0, confidence:0.5211, left_top:[530.56,370.44],right_bottom:[585.49,480.41]
class_id:33, confidence:0.5056, left_top:[511.19,30.82],right_bottom:[530.04,44.08]
class_id:0, confidence:0.5018, left_top:[252.27,380.57],right_bottom:[288.42,417.50]
save result to: infer_output/centernet_dla34_140e_coco/000000570688.jpg
------------------ Inference Time Info ----------------------
total_time(ms): 9323.2, img_num: 1
average latency time(ms): 9323.20, QPS: 0.107259
preprocess_time(ms): 52.00, inference_time(ms): 9271.20, postprocess_time(ms): 0.00