{"id":31465566,"url":"https://github.com/pnstack/mlenv","last_synced_at":"2026-02-13T09:20:16.449Z","repository":{"id":314217246,"uuid":"1026835472","full_name":"pnstack/mlenv","owner":"pnstack","description":null,"archived":false,"fork":false,"pushed_at":"2025-09-27T07:03:53.000Z","size":131,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-09-27T09:15:07.842Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Dockerfile","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/pnstack.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null},"funding":{"github":["nvp2k1"]}},"created_at":"2025-07-26T18:00:13.000Z","updated_at":"2025-09-27T07:03:57.000Z","dependencies_parsed_at":"2025-09-11T08:53:03.899Z","dependency_job_id":"94f0386b-8693-4f8a-b80a-42c2dbbaf0d2","html_url":"https://github.com/pnstack/mlenv","commit_stats":null,"previous_names":["pnstack/mlenv"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/pnstack/mlenv","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pnstack%2Fmlenv","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pnstack%2Fmlenv/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pnstack%2Fmlenv/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pnstack%2Fmlenv/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/pnstack","download_url":"https://codeload.github.com/pnstack/mlenv/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pnstack%2Fmlenv/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29400512,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-13T06:24:03.484Z","status":"ssl_error","status_checked_at":"2026-02-13T06:23:12.830Z","response_time":78,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-10-01T17:49:45.599Z","updated_at":"2026-02-13T09:20:16.426Z","avatar_url":"https://github.com/pnstack.png","language":"Dockerfile","funding_links":["https://github.com/sponsors/nvp2k1"],"categories":[],"sub_categories":[],"readme":"# mlenv\n\nA comprehensive machine learning environment and toolkit built with modern Python packaging and containerized deployment.\n\n## Overview\n\n`mlenv` provides a ready-to-use machine learning environment with popular ML/AI libraries and frameworks. It's designed for data scientists, ML engineers, and researchers who need a consistent, reproducible environment for machine learning projects.\n\n## Features\n\n- **Deep Learning**: PyTorch ecosystem (torch, torchaudio, torchvision)\n- **NLP \u0026 Transformers**: Hugging Face transformers and hub integration\n- **Computer Vision**: OpenCV and Ultralytics (YOLOv8+)\n- **Web Interfaces**: FastAPI for APIs and Gradio for interactive demos\n- **Data Analysis**: Pandas, NumPy for data manipulation\n- **Financial Analysis**: mplfinance for financial data visualization\n- **Interactive Computing**: Jupyter kernel support\n- **Gaming/Graphics**: Pygame for game development and graphics\n- **Containerized**: Docker support with multi-architecture builds\n- **Modern Packaging**: Uses uv for fast dependency management\n\n## Requirements\n\n- Python 3.11 or higher\n- Docker (optional, for containerized deployment)\n\n## Installation\n\n### Using uv (recommended)\n\n```bash\n# Install uv if you haven't already\npip install uv\n\n# Clone the repository\ngit clone https://github.com/pnstack/mlenv.git\ncd mlenv\n\n# Install dependencies\nuv sync\n```\n\n### Using pip\n\n```bash\n# Clone the repository\ngit clone https://github.com/pnstack/mlenv.git\ncd mlenv\n\n# Install dependencies\npip install -e .\n```\n\n### Using Docker\n\n```bash\n# Build the Docker image\ndocker build -t mlenv .\n\n# Run a Python script\ndocker run --rm -v $(pwd):/workspace mlenv /workspace/hello.py\n\n# Run interactively\ndocker run --rm -it mlenv\n```\n\n## Quick Start\n\nTest the installation with the included hello script:\n\n```bash\npython hello.py\n```\n\nThis should output: `Hello from mlenv!`\n\n## Key Dependencies\n\n| Package | Purpose |\n|---------|---------|\n| **torch, torchaudio, torchvision** | PyTorch deep learning framework |\n| **transformers** | Hugging Face transformers for NLP |\n| **ultralytics** | YOLOv8+ object detection |\n| **opencv-python** | Computer vision library |\n| **fastapi** | Modern web framework for APIs |\n| **gradio** | Interactive ML demos and UIs |\n| **pandas, numpy** | Data manipulation and analysis |\n| **mplfinance** | Financial data visualization |\n| **pygame** | Game development and graphics |\n\n## Development\n\n### Running Tests\n\n```bash\npytest\n```\n\n### Code Style\n\n```bash\n# Check code style\npep8 .\n```\n\n### Docker Development\n\nThe project includes a multi-stage Dockerfile optimized for production use:\n\n```bash\n# Build for development\ndocker build -t mlenv:dev .\n\n# Build for production with optimizations\ndocker build -t mlenv:prod --target=base .\n```\n\n## CI/CD\n\nThe project uses GitHub Actions for automated:\n- Multi-architecture Docker builds (linux/amd64, linux/arm64)\n- Container publishing to GitHub Container Registry\n- Automated testing on push and pull requests\n\n## Contributing\n\n1. Fork the repository\n2. Create a feature branch (`git checkout -b feature/amazing-feature`)\n3. Commit your changes (`git commit -m 'Add some amazing feature'`)\n4. Push to the branch (`git push origin feature/amazing-feature`)\n5. Open a Pull Request\n\n## License\n\nThis project is open source. Please check the repository for license details.\n\n## Support\n\nFor questions, issues, or contributions, please open an issue on the GitHub repository.","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpnstack%2Fmlenv","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpnstack%2Fmlenv","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpnstack%2Fmlenv/lists"}