{"id":50091723,"url":"https://github.com/fw-ai/cookbook","last_synced_at":"2026-05-30T05:01:33.751Z","repository":{"id":189010908,"uuid":"677829469","full_name":"fw-ai/cookbook","owner":"fw-ai","description":"Recipes and resources for building, deploying, and fine-tuning generative AI with Fireworks.","archived":false,"fork":false,"pushed_at":"2026-05-27T23:48:39.000Z","size":40133,"stargazers_count":148,"open_issues_count":80,"forks_count":44,"subscribers_count":17,"default_branch":"main","last_synced_at":"2026-05-28T00:13:55.631Z","etag":null,"topics":["agentic-systems","ai-workflows","fireworks-ai","function-calling","generative-ai","integrations","jupyter-notebooks","machine-learning","production-examples","rag","tutorials"],"latest_commit_sha":null,"homepage":"https://fireworks.ai/docs","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/fw-ai.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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}},"created_at":"2023-08-12T19:20:11.000Z","updated_at":"2026-05-27T22:17:43.000Z","dependencies_parsed_at":"2024-02-15T00:24:24.864Z","dependency_job_id":"66f403eb-4bde-4ab9-9166-93a3358b40cb","html_url":"https://github.com/fw-ai/cookbook","commit_stats":null,"previous_names":["fw-ai/cookbook"],"tags_count":9,"template":false,"template_full_name":null,"purl":"pkg:github/fw-ai/cookbook","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fw-ai%2Fcookbook","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fw-ai%2Fcookbook/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fw-ai%2Fcookbook/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fw-ai%2Fcookbook/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/fw-ai","download_url":"https://codeload.github.com/fw-ai/cookbook/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fw-ai%2Fcookbook/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33680527,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-05-30T02:00:06.278Z","response_time":92,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"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":["agentic-systems","ai-workflows","fireworks-ai","function-calling","generative-ai","integrations","jupyter-notebooks","machine-learning","production-examples","rag","tutorials"],"created_at":"2026-05-23T00:06:54.888Z","updated_at":"2026-05-30T05:01:33.735Z","avatar_url":"https://github.com/fw-ai.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Fireworks AI Cookbook\n\nReady-to-run training recipes for reinforcement learning (GRPO, DAPO, GSPO, CISPO), preference optimization (DPO, ORPO), and supervised fine-tuning (SFT) on [Fireworks](https://fireworks.ai).\n\n\u003e **Full documentation**: [Fireworks Training SDK Reference](https://docs.fireworks.ai/fine-tuning/training-sdk/introduction)\n\n## Quick Start\n\n```bash\ngit clone https://github.com/fw-ai/cookbook.git\ncd cookbook/training\nconda create -n cookbook python=3.12 -y \u0026\u0026 conda activate cookbook\npip install --pre -e .\n```\n\nSee [`training/README.md`](./training/README.md) for configuration, recipes, and examples.\n\n## For AI Agents\n\nThe primary reference for agents working in this repo is **[`skills/dev/SKILL.md`](skills/dev/SKILL.md)** — it maps tasks and error signals to specific reference files. Start there, not the READMEs.\n\n## Repository Structure\n\nOnly `training/` is actively developed. Other top-level directories (`integrations/`, `multimedia/`, `archived/`) are kept for backward compatibility.\n\n```\ntraining/           Training SDK recipes, utilities, and examples\n  recipes/          Fork-and-customize training loop scripts\n  utils/            Shared config, data loading, losses, metrics\n  examples/         Worked examples (RL, SFT, DPO, ORPO)\n  verifier/         Renderer correctness validator + live React viewer\n  tests/            Unit and end-to-end tests\nskills/             Agent skills and reference docs\n```\n\n## Fireworks Agent skill\n\n- [`skills/fireworks-agent/SKILL.md`](skills/fireworks-agent/SKILL.md)\n  — end-to-end fine-tuning via the Fireworks Agent (`firectl\n  session`). Give it one natural-language instruction and it handles\n  data inspection, model selection, hyperparameter sweeps, training,\n  evaluation, and deployment. Includes the full session lifecycle:\n  create, stream events, answer the agent's mid-run questions,\n  recover from failures, and clean up.\n\n## Contributing\n\nSee the [Contribution Guide](./Contribution.md).\n\n## Support\n\n- [Documentation](https://fireworks.ai/docs)\n- [Discord](https://discord.gg/9nKGzdCk)\n- [Open an issue](https://github.com/fw-ai/cookbook/issues/new)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffw-ai%2Fcookbook","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffw-ai%2Fcookbook","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffw-ai%2Fcookbook/lists"}