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Xuan-Son Nguyen

ngxson
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https://blog.ngxson.com

AI & ML interests

Doing AI for fun, not for profit

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updated a model 2 days ago
ngxson/gemma-3-4b-pt-Q4_0-GGUF
published a model 2 days ago
ngxson/gemma-3-4b-pt-Q4_0-GGUF
new activity 3 days ago
ggml-org/gguf-my-repo:URGENT: CVE's/vulns Present, Update Dependencies
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3040
A comprehensive matrix for which format should you use.

Read more on my blog post: https://huggingface.co/blog/ngxson/common-ai-model-formats

| Hardware        | GGUF      | PyTorch                | Safetensors              | ONNX  |
|-----------------|-----------|------------------------|--------------------------|-------|
| CPU             | ✅ (best) | 🟡                      | 🟡                       | ✅    |
| GPU             | ✅        | ✅                      | ✅                       | ✅    |
| Mobile          | ✅        | 🟡 (via executorch)     | ❌                       | ✅    |
| Apple silicon   | ✅        | 🟡                      | ✅ (via MLX framework)   | ✅    |
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Common AI Model Formats

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