---
title: "transformers vs ray"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/huggingface-transformers-vs-ray-project-ray"
tools: ["huggingface-transformers", "ray-project-ray"]
---

# transformers vs ray

Neutral, constraint-first comparison with live GitHub stats.

| | [transformers](/tools/huggingface-transformers.md) | [ray](/tools/ray-project-ray.md) |
| --- | --- | --- |
| Tagline | 🤗 Transformers: the model-definition framework for state-of-the-art machine learning models | Unified framework for scaling AI and Python applications |
| Stars | 162,350 | 43,154 |
| Forks | 33,811 | 7,773 |
| Open issues | 2,457 | 3,467 |
| Language | Python | Python |
| License | Apache-2.0 | Apache-2.0 |
| Categories | Model Training, Data & Retrieval, LLM Frameworks | Model Training, Data & Retrieval, Inference & Serving, LLM Frameworks, Developer Tools |

---

**Machine-readable endpoints**

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

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_