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deeplearningoj's Introduction

项目简介

基于Django、Celery搭建的一个简单机器学习模型评测系统。

适合用于小规模的课程验收成果。

功能清单

  • 异步响应评测队列
  • 评测结果可视化
  • 用户管理
  • 提交模型下载
  • 异常处理

依赖

celery==5.3.6  
celery-progress==0.3  
Django==4.2.9  
django-celery-beat==2.5.0  
django-timezone-field==6.1.0  
gunicorn==21.2.0  
redis==4.6.0  
torch==2.1.2

运行

git clone
pip install -r requirements.txt
python manage.py makemigrations
python manage.py migrate
celery -A model_score_project worker --loglevel=info --concurrency=1 -D
python manage.py runserver

部署

建议采用gunicorn部署

gunicorn -c gunicorn.conf.py model_score_project.wsgi:application

界面展示

排行榜

ranklist|300

提交

upload|400

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