---
title: "trl vs LLMs-from-scratch"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/huggingface-trl-vs-rasbt-llms-from-scratch"
tools: ["huggingface-trl", "rasbt-llms-from-scratch"]
---

# trl vs LLMs-from-scratch

Neutral, constraint-first comparison with live GitHub stats.

| | [trl](/tools/huggingface-trl.md) | [LLMs-from-scratch](/tools/rasbt-llms-from-scratch.md) |
| --- | --- | --- |
| Tagline | Train transformer language models with reinforcement learning. | Implement a ChatGPT-like LLM in PyTorch from scratch |
| Stars | 18,786 | 98,715 |
| Forks | 2,827 | 15,148 |
| Open issues | 393 | 4 |
| Language | Python | Jupyter Notebook |
| License | Apache-2.0 | Other |
| Categories | LLM Frameworks | Model Training, LLM Frameworks |

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=huggingface-trl`](/api/graphcanon/graph?tool=huggingface-trl)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

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