Ultralytics(YOLOv8/v11) 投毒事件分析

# Ultralytics 🚀 - AGPL-3.0 License https://ultralytics.com/license
# Ultralytics Actions https://github.com/ultralytics/actions
# This workflow automatically formats code and documentation in PRs to official Ultralytics standards

name: Ultralytics Actions

on:
  issues:
    types: [opened, edited]
  discussion:
    types: [created]
  pull_request_target:
    branches: [main]
    types: [opened, closed, synchronize, review_requested]

jobs:
  format:
    runs-on: ubuntu-latest
    steps:
      - name: Run Ultralytics Formatting
        uses: ultralytics/actions@main
        with:
          token: ${{ secrets._GITHUB_TOKEN }} # note GITHUB_TOKEN automatically generated
          labels: true # autolabel issues and PRs
          python: true # format Python code and docstrings
          prettier: true # format YAML, JSON, Markdown and CSS
          spelling: true # check spelling
          links: false # check broken links
          summary: true # print PR summary with GPT4o (requires 'openai_api_key')
          openai_api_key: ${{ secrets.OPENAI_API_KEY }}
          first_issue_response: |
            👋 Hello @${{ github.actor }}, thank you for your interest in Ultralytics 🚀! We recommend a visit to the [Docs](https://docs.ultralytics.com) for new users where you can find many [Python](https://docs.ultralytics.com/usage/python/) and [CLI](https://docs.ultralytics.com/usage/cli/) usage examples and where many of the most common questions may already be answered.

            If this is a 🐛 Bug Report, please provide a [minimum reproducible example](https://docs.ultralytics.com/help/minimum_reproducible_example/) to help us debug it.

            If this is a custom training ❓ Question, please provide as much information as possible, including dataset image examples and training logs, and verify you are following our [Tips for Best Training Results](https://docs.ultralytics.com/guides/model-training-tips/).

            Join the Ultralytics community where it suits you best. For real-time chat, head to [Discord](https://discord.com/invite/ultralytics) 🎧. Prefer in-depth discussions? Check out [Discourse](https://community.ultralytics.com). Or dive into threads on our [Subreddit](https://reddit.com/r/Ultralytics) to share knowledge with the community.

            ## Upgrade

            Upgrade to the latest `ultralytics` package including all [requirements](https://github.com/ultralytics/ultralytics/blob/main/pyproject.toml) in a [**Python>=3.8**](https://www.python.org/) environment with [**PyTorch>=1.8**](https://pytorch.org/get-started/locally/) to verify your issue is not already resolved in the latest version:

            ```bash
            pip install -U ultralytics
            ```

            ## Environments

            YOLO may be run in any of the following up-to-date verified environments (with all dependencies including [CUDA](https://developer.nvidia.com/cuda)/[CUDNN](https://developer.nvidia.com/cudnn), [Python](https://www.python.org/) and [PyTorch](https://pytorch.org/) preinstalled):

            - **Notebooks** with free GPU: <a href="https://console.paperspace.com/github/ultralytics/ultralytics"><img src="https://assets.paperspace.io/img/gradient-badge.svg" alt="Run on Gradient"/></a> <a href="https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/examples/tutorial.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> <a href="https://www.kaggle.com/models/ultralytics/yolo11"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open In Kaggle"></a>
            - **Google Cloud** Deep Learning VM. See [GCP Quickstart Guide](https://docs.ultralytics.com/yolov5/environments/google_cloud_quickstart_tutorial/)
            - **Amazon** Deep Learning AMI. See [AWS Quickstart Guide](https://docs.ultralytics.com/yolov5/environments/aws_quickstart_tutorial/)
            - **Docker Image**. See [Docker Quickstart Guide](https://docs.ultralytics.com/yolov5/environments/docker_image_quickstart_tutorial/) <a href="https://hub.docker.com/r/ultralytics/ultralytics"><img src="https://img.shields.io/docker/pulls/ultralytics/ultralytics?logo=docker" alt="Docker Pulls"></a>

            ## Status

            <a href="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yaml?query=event%3Aschedule"><img src="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yaml/badge.svg" alt="Ultralytics CI"></a>

            If this badge is green, all [Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yaml?query=event%3Aschedule) tests are currently passing. CI tests verify correct operation of all YOLO [Modes](https://docs.ultralytics.com/modes/) and [Tasks](https://docs.ultralytics.com/tasks/) on macOS, Windows, and Ubuntu every 24 hours and on every commit.

- name: Run Ultralytics Formatting
  uses: ultralytics/actions@main
  with:
    token: ${{ secrets._GITHUB_TOKEN }} # note GITHUB_TOKEN automatically generated
    labels: true # autolabel issues and PRs
    python: true # format Python code and docstrings
    prettier: true # format YAML, JSON, Markdown and CSS
    spelling: true # check spelling
    links: false # check broken links
    summary: true # print PR summary with GPT4o (requires 'openai_api_key')
    openai_api_key: ${{ secrets.OPENAI_API_KEY }}

- name: Commit and Push Changes
  if: (github.event_name == 'pull_request' || github.event_name == 'pull_request_target') && github.event.action != 'closed'
  run: |
    git config --global user.name "${{ inputs.github_username }}"
    git config --global user.email "${{ inputs.github_email }}"
    git pull origin ${{ github.head_ref || github.ref }}
    git add .
    git reset HEAD -- .github/workflows/  # workflow changes are not permitted with default token
    if ! git diff --staged --quiet; then
      git commit -m "Auto-format by https://ultralytics.com/actions"
      git push
    else
      echo "No changes to commit"
    fi
  shell: bash
  continue-on-error: false