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williamFalcon authored Jun 26, 2024
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# Use, finetune, pretrain, deploy LLMs Lightning fast ⚡⚡
**Easily work with 20+ LLMs:** Every LLM is implemented from scratch with **no abstractions** and **full control**, making them blazing fast, minimal, and performant at an enterprise scale.
Easily work with 20+ LLMs.

Every LLM is implemented from scratch with **no abstractions** and **full control**, making them blazing fast, minimal, and performant at enterprise scale.

**Key features**:

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# Corrected Sentence: Every summer, the family enjoys a vacation to the mountains.
```

&nbsp;

✅ Optimized for fast inference
✅ Quantization
✅ Runs on low-memory GPUs
✅ No layers of internal abstractions
✅ Optimized for production scale

&nbsp;

<details>
<summary>Advanced install options</summary>

&nbsp;

Install from source:

```bash
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---
# Choose from 20+ LLMs
LitGPT has 🤯 **custom, from-scratch implementations** of [20+ LLMs](tutorials/download_model_weights.md) without layers of abstraction:
Every model is written from scratch to maximize performance and remove layers of abstraction:

| Model | Model size | Author | Reference |
|----|----|----|----|
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