[Other] Add accuracy evaluation scripts (#1034)

* add accuracy scripts

* add accuracy scripts

* Add FlyCV doc

* fix conflict

* fix conflict

* fix conflict
This commit is contained in:
yunyaoXYY
2023-01-04 15:54:03 +08:00
committed by GitHub
parent 34bea7649d
commit 07ad7216f6
24 changed files with 1361 additions and 0 deletions

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import fastdeploy as fd
import cv2
import os
def parse_arguments():
import argparse
import ast
parser = argparse.ArgumentParser()
parser.add_argument(
"--model_dir",
default=None,
help="Path of PaddleDetection model directory")
parser.add_argument(
"--image", default=None, help="Path of test image file.")
parser.add_argument(
"--device",
type=str,
default='cpu',
help="Type of inference device, support 'cpu' or 'gpu'.")
parser.add_argument(
"--use_trt",
type=ast.literal_eval,
default=False,
help="Wether to use tensorrt.")
return parser.parse_args()
def build_option(args):
option = fd.RuntimeOption()
if args.device.lower() == "gpu":
option.use_gpu()
if args.device.lower() == "kunlunxin":
option.use_kunlunxin()
if args.device.lower() == "ascend":
option.use_ascend()
if args.use_trt:
option.use_trt_backend()
return option
args = parse_arguments()
if args.model_dir is None:
model_dir = fd.download_model(name='picodet_l_320_coco_lcnet')
else:
model_dir = args.model_dir
model_file = os.path.join(model_dir, "model.pdmodel")
params_file = os.path.join(model_dir, "model.pdiparams")
config_file = os.path.join(model_dir, "infer_cfg.yml")
# 配置runtime加载模型
runtime_option = build_option(args)
model = fd.vision.detection.PicoDet(
model_file, params_file, config_file, runtime_option=runtime_option)
image_file_path = "../dataset/coco/val2017"
annotation_file_path = "../dataset/coco/annotations/instances_val2017.json"
res = fd.vision.evaluation.eval_detection(model, image_file_path,
annotation_file_path)
print(res)