Fireworks AI Cookbook

Ready-to-run training recipes for reinforcement learning (GRPO, DAPO, GSPO, CISPO), preference optimization (DPO, ORPO), and supervised fine-tuning (SFT) on Fireworks.

Full documentation: Fireworks Training API

Quick Start

git clone https://github.com/fw-ai/cookbook.git
cd cookbook/training
conda create -n cookbook python=3.12 -y && conda activate cookbook
pip install --pre -e .

See training/README.md for configuration, recipes, and examples.

For AI Agents

One canonical skill covers the full training product: skills/fireworks-training/SKILL.md. It routes managed SFT/DPO/ORPO/RFT and Training API serverless or dedicated workflows, then progressively loads the relevant cookbook, operations, or troubleshooting references.

Claude Code

claude plugin marketplace add fw-ai/cookbook
claude plugin install fireworks-training@fw-ai-cookbook

Cursor

npx --yes skills add fw-ai/cookbook -g -s fireworks-training -a cursor -y

Codex

npx --yes skills add fw-ai/cookbook -g -s fireworks-training -a codex -y

The skill is portable Agent Skills Markdown. Cursor and Codex installation is validated with the skills CLI; it is not limited to the Claude compact interface. firectl may still require mutating commands to be run manually in the user’s terminal when its AI-agent safety guard is active.

Repository Structure

training/ is the primary development surface. tools/ holds standalone customer-facing scripts (public firectl workflows). Other top-level directories (integrations/, multimedia/, archived/) are kept for backward compatibility.

training/           Training API recipes, utilities, and examples
  recipes/          Fork-and-customize training loop scripts
  utils/            Shared config, data loading, losses, metrics
  examples/         Worked examples (RL, SFT, DPO, ORPO)
  verifier/         Renderer correctness validator + live React viewer
  tests/            Unit and end-to-end tests
tools/              Standalone customer scripts (downloadable from GitHub)
skills/             Agent skills and reference docs

Training skill

• skills/fireworks-training/SKILL.md — install once, then ask your coding agent to plan, run, resume, deploy, or debug training. The skill uses public firectl for managed jobs and the cookbook for custom Training API loops.

Contributing

See the Contribution Guide.

Support

• Documentation
• Discord
• Open an issue