{"data":{"slug":"zhulinsen-fastdatasets","name":"FastDatasets","tagline":"A powerful tool for creating high-quality training datasets for Large Language Models (LLMs)","github_url":"https://github.com/ZhuLinsen/FastDatasets","owner":"ZhuLinsen","repo":"FastDatasets","owner_avatar_url":"https://avatars.githubusercontent.com/u/42829555?v=4","primary_language":"Python","stars":219,"forks":41,"topics":["asyncio","dataset-generation","datasets","llm","python"],"archived":false,"github_pushed_at":"2025-08-31T06:40:43+00:00","maintenance_label":"Slowing","url":"https://www.graphcanon.com/tools/zhulinsen-fastdatasets","markdown_url":"https://www.graphcanon.com/tools/zhulinsen-fastdatasets.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/zhulinsen-fastdatasets","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=zhulinsen-fastdatasets","description":"A powerful tool for creating high-quality training datasets for Large Language Models (LLMs)（一个快速生成高质量LLM微调训练数据集的工具）","homepage_url":null,"license":"Apache-2.0","open_issues":0,"watchers":9,"ai_summary":"FastDatasets provides capabilities to generate and manipulate high-quality datasets aimed at improving the performance of LLMs during their training phase.","readme_excerpt":"# pip install 'fastdatasets-llm[web]'   # Web/UI/API\n\n---\n\n# pip install 'fastdatasets-llm[doc]'   # 更佳文档解析（textract）\n\n---\n\n# pip install 'fastdatasets-llm[all]'   # 全部可选能力\n```\n\n或安装最新开发版：\n\n```bash\npip install git+https://github.com/ZhuLinsen/FastDatasets.git@main\n```","github_created_at":"2025-04-25T13:38:53+00:00","created_at":"2026-07-11T10:34:29.399872+00:00","updated_at":"2026-07-12T02:36:25.523617+00:00","categories":[{"slug":"data-retrieval","name":"Data & Retrieval","url":"https://www.graphcanon.com/categories/data-retrieval","markdown_url":"https://www.graphcanon.com/categories/data-retrieval.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/data-retrieval"},{"slug":"model-training","name":"Model Training","url":"https://www.graphcanon.com/categories/model-training","markdown_url":"https://www.graphcanon.com/categories/model-training.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/model-training"}],"tags":[{"slug":"llm","name":"llm"},{"slug":"python","name":"python"},{"slug":"datasets","name":"datasets"},{"slug":"asyncio","name":"asyncio"},{"slug":"dataset-generation","name":"dataset-generation"}],"trust":{"provenance":{"is_fork":false,"github_id":972684945,"owner_type":"User","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-07-11T10:34:30.025Z","maintenance":{"label":"Slowing","score":36,"methodology":"github_public_v1","releases_90d":0,"days_since_push":314,"last_release_at":null},"security_summary":{"status":"findings","scanner":"osv@v1","low_count":3,"high_count":0,"last_scan_at":"2026-07-11T10:34:31.200Z","medium_count":0,"scan_profile":"deps","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-07-12T01:47:54.275Z"},"has_cli":{"value":true,"source":"pyproject.toml:[project.scripts]","observed_at":"2026-07-12T01:47:54.275Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-07-12T01:47:54.275Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-07-12T01:47:54.275Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":null,"constraints":null,"when_to_use":["- When you need to generate datasets specifically tailored to improve the performance of LLMs.","- If your project requires web/UI/API integration with FastDatasets, indicating it supports a more interactive user-experience setup.","- For enhanced document parsing needs, FastDatasets offers better processing abilities through advanced libraries like `textract`."],"when_not_to_use":["- Avoid using if the project does not involve training or fine-tuning LLMs as its primary objective.","- If customization and flexibility are critical and your team prefers managing datasets manually for full control over each dataset creation process."],"source":"enrich:decision_facts","observed_at":"2026-07-12T01:48:15.571Z"},"constraint_facets":null,"decision_summary":[{"label":"Adopt for","value":"FastDatasets is designed to aid in generating high-quality datasets for training Large Language Models (LLMs), leveraging Python capabilities."}]}}