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目录
1.代码
1.1main.py
1.2start.sh?
bug1------[TypeError("'numpy.int64' object is not iterable")
bug2------"msg": "value is not a valid dict",
import os
import sys
import uvicorn
import numpy as np
import cv2
import glob
import datetime
import json
import shutil
from eval import *
from pydantic import BaseModel
from fastapi import FastAPI
#args = ret_args()
args.image = "00000.jpg:0.png"
with torch.no_grad():
if not os.path.exists('results'):
os.makedirs('results')
if args.cuda:
cudnn.fastest = True
torch.set_default_tensor_type('torch.cuda.FloatTensor')
else:
torch.set_default_tensor_type('torch.FloatTensor')
if args.resume and not args.display:
with open(args.ap_data_file, 'rb') as f:
ap_data = pickle.load(f)
calc_map(ap_data)
exit()
if args.image is None and args.video is None and args.images is None:
dataset = COCODetection(cfg.dataset.valid_images, cfg.dataset.valid_info,
transform=BaseTransform(), has_gt=cfg.dataset.has_gt)
prep_coco_cats()
else:
dataset = None
print('Loading model...', end='')
global net
net = Yolact()
net.load_weights(args.trained_model)
net.eval()
print(' Done.')
if args.cuda:
net = net.cuda()
'''
with torch.no_grad():
args.image = "00000.jpg:0.png"
print("args.image:::", args.image)
evaluate(net, dataset)
'''
app = FastAPI()
class Item_setmentation(BaseModel):
img_url: str = None
@app.post('/LABEL/segmentation')
def label(request_data: Item_setmentation):
print("coming into /AIPEX/labelimg !!!")
img_url = request_data.img_url
print(img_url)
seg_res = {}
with torch.no_grad():
args.image = img_url + ":0.png"
print("args.image:::", args.image)
seg_res = evaluate(net, dataset)
print("seg_res in post api::::", seg_res)
return seg_res
if __name__ == '__main__':
uvicorn.run(app=app,
host="0.0.0.0",
port=8091,
workers=1)
uvicorn main:app --host 0.0.0.0 --port 8091上面的代码我打印出来seg_res内容如下：
看着是没问题的，但是我用postman调试之后发现http服务返回错误，错误提示如下：
INFO: 172.31.8.112:33098 - "POST /LABEL/segmentation HTTP/1.1" 500 Internal Server Error
ERROR: Exception in ASGI application
Traceback (most recent call last):
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/uvicorn/protocols/http/h11_impl.py", line 396, in run_asgi
result = await app(self.scope, self.receive, self.send)
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/uvicorn/middleware/proxy_headers.py", line 45, in __call__
return await self.app(scope, receive, send)
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/fastapi/applications.py", line 199, in __call__
await super().__call__(scope, receive, send)
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/starlette/applications.py", line 112, in __call__
await self.middleware_stack(scope, receive, send)
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/starlette/middleware/errors.py", line 181, in __call__
raise exc from None
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/starlette/middleware/errors.py", line 159, in __call__
await self.app(scope, receive, _send)
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/starlette/exceptions.py", line 82, in __call__
raise exc from None
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/starlette/exceptions.py", line 71, in __call__
await self.app(scope, receive, sender)
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/starlette/routing.py", line 580, in __call__
await route.handle(scope, receive, send)
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/starlette/routing.py", line 241, in handle
await self.app(scope, receive, send)
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/starlette/routing.py", line 52, in app
response = await func(request)
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/fastapi/routing.py", line 218, in app
is_coroutine=is_coroutine,
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/fastapi/routing.py", line 137, in serialize_response
return jsonable_encoder(response_content)
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/fastapi/encoders.py", line 96, in jsonable_encoder
sqlalchemy_safe=sqlalchemy_safe,
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/fastapi/encoders.py", line 113, in jsonable_encoder
sqlalchemy_safe=sqlalchemy_safe,
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/fastapi/encoders.py", line 96, in jsonable_encoder
sqlalchemy_safe=sqlalchemy_safe,
File "/root/anaconda3/envs/yolat_seg_chw/lib/python3.7/site-packages/fastapi/encoders.py", line 141, in jsonable_encoder
raise ValueError(errors)
ValueError: [TypeError("'numpy.int64' object is not iterable"), TypeError('vars() argument must have __dict__ attribute')]
[TypeError("'numpy.int64' object is not iterable")，最终发现是因为python3中没有int64类型，只有int类型，而上面截图中?{'id': 0, 'type': 21中的0和21都是int64类型的，解决方法就是把这两个转换成int类型，然后错误解决。
{
"detail": [
{
"loc": [
"body"
],
"msg": "value is not a valid dict",
"type": "type_error.dict"
}
]
}这是因为测试时的postman发送的时候选择了text格式,没有选择json格式.
参考文献：python FastApi 快速做api接口? ??https://blog.csdn.net/weixin_37254196/article/details/108143652
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