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ai-agent

Trinity-RFT: Fine-Tune LLMs

Get flexible reinforcement fine-tuning for large language models with Trinity-RFT, a framework for founders working with AI agents.
662 stars72 forksPythonQuality 8/10Updated 6/30/2026100% free ยท open source
What it does

Trinity-RFT allows founders to fine-tune large language models using reinforcement learning, enabling more flexible and scalable AI agent development

Install / run
pip install -r requirements.txt
When to use it
  • โ€ขWhen you need to adapt a pre-trained language model to a specific task or domain
  • โ€ขWhen you want to improve the performance of a language model on a particular dataset or metric
  • โ€ขWhen you need to integrate reinforcement learning with other AI techniques, such as supervised or unsupervised learning
Quick start
  1. 1Clone the Trinity-RFT repository from GitHub using `git clone https://github.com/agentscope-ai/Trinity-RFT.git`
  2. 2Navigate to the repository directory using `cd Trinity-RFT`
  3. 3Configure the `config.json` file to specify the language model, dataset, and reinforcement learning parameters
  4. 4Run the `train.py` script to start the reinforcement fine-tuning process using `python train.py --config config.json`
  5. 5Monitor the training process and evaluate the performance of the fine-tuned model using the `evaluate.py` script
Ready-to-paste prompt
python train.py --config config.json --model-name 't5-base' --dataset 'wikitext-103' --reward 'bleu'
Heads up: Ensure you have the required GPU resources and a compatible CUDA version, as specified in the Trinity-RFT README, to avoid compatibility issues during training
Saves to your device

Topics

agent
llm
rlhf
What's inside โ€” free to inspect
No purchase needed

Read the entire source before you build โ€” unlike paid marketplaces that hide it behind a buy button.

11
top-level files
11
folders
1456.1M
repo size
Apache-2.0
license
Key files
.pre-commit-config.yaml
AGENTS.md
README_zh.md
README.md
File tree
.codex/
.github/
benchmark/
docker/
docs/
environments/
examples/
perf/
scripts/
tests/
trinity/
.flake8
.gitignore
.mcp.json
.pre-commit-config.yaml
AGENTS.md
CONTRIBUTING.md
LICENSE
pyproject.toml
README_zh.md
README.md
setup.py
Quick Actions
Details
Creator
agentscope-ai
Language
Python
Category
ai-agent
Published
4/9/2025

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