robmarkcole/yolov5-flask
Fork: 90 Star: 185 (更新于 2024-11-02 15:55:46)
license: MIT
Language: Python .
Official implementation at https://github.com/ultralytics/yolov5/tree/master/utils/flask_rest_api
最后发布版本: 1.4 ( 2022-12-13 17:57:47)
Yolov5 object detection model deployment using flask
This repo contains example apps for exposing the yolo5 object detection model from pytorch hub via a flask api/app.
Web app
Simple app consisting of a form where you can upload an image, and see the inference result of the model in the browser. Run:
$ python3 webapp.py --port 5000
then visit http://localhost:5000/ in your browser:
Processed images are saved in the static
directory with a datetime for the filename.
Rest API
Simple rest API exposing the model for consumption by another service. Run:
$ python3 restapi.py --port 5000 --model yolov5s
Then use curl to perform a request:
$ curl -X POST -F image=@tests/zidane.jpg 'http://localhost:5000/v1/object-detection/yolov5'
The model inference results are returned:
[{'class': 0,
'confidence': 0.8197850585,
'name': 'person',
'xmax': 1159.1403808594,
'xmin': 750.912902832,
'ymax': 711.2583007812,
'ymin': 44.0350036621},
{'class': 0,
'confidence': 0.5667674541,
'name': 'person',
'xmax': 1065.5523681641,
'xmin': 116.0448303223,
'ymax': 713.8904418945,
'ymin': 198.4603881836},
{'class': 27,
'confidence': 0.5661227107,
'name': 'tie',
'xmax': 516.7975463867,
'xmin': 416.6880187988,
'ymax': 717.0524902344,
'ymin': 429.2020568848}]
Run & Develop locally
Run locally for dev, requirements mostly originate from yolov5:
-
python3 -m venv venv
-
source venv/bin/activate
-
(venv) $ pip install -r requirements.txt
-
(venv) $ python3 restapi.py --port 5000
An example python script to perform inference using requests is given in tests/test_request.py
Docker
The example dockerfile shows how to expose the rest API:
# Build
docker build -t yolov5-flask .
# Run
docker run -p 5000:5000 yolov5-flask:latest
reference
- https://github.com/ultralytics/yolov5
- https://github.com/jzhang533/yolov5-flask (this repo was forked from here)
- https://github.com/avinassh/pytorch-flask-api-heroku
最近版本更新:(数据更新于 2024-09-12 03:19:14)
2022-12-13 17:57:47 1.4
2022-08-30 11:18:52 1.3
2021-07-20 15:18:50 1.2
2021-04-08 11:15:16 1.1
2021-04-08 10:43:44 1.0
2021-04-05 14:07:44 0.2
2021-04-05 13:54:10 0.1
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