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 ## Finetune Mistral, Llama 2-5x faster with 50% less memory!
 | Llama 7b                    | Mistral 7b                  | CodeLlama 34b           | Llama 7b Kaggle 2x T4  |
 |-----------------------------|-----------------------------|-------------------------|------------------------|
-| **2.2x faster, -43%  VRAM**     | **2.2x faster, -62%  VRAM**     | **1.9x faster, -27% VRAM**  | **5.5x faster, -44% VRAM** |
-| ⭐**Free!** Llama + Alpaca [Run Colab notebook](https://colab.research.google.com/drive/1lBzz5KeZJKXjvivbYvmGarix9Ao6Wxe5?usp=sharing") | ⭐**Free!** Mistral + Alpaca [Run Colab notebook](https://colab.research.google.com/drive/1Dyauq4kTZoLewQ1cApceUQVNcnnNTzg_?usp=sharing) | 🦥A100 Code Llama + Alpaca [Run Colab notebook](https://colab.research.google.com/drive/1y7A0AxE3y8gdj4AVkl2aZX47Xu3P1wJT?usp=sharing) | ⭐**Free!** Alpaca [Run free Kaggle notebook](https://www.kaggle.com/danielhanchen/unsloth-alpaca-t4-ddp)
-| 🦥A100 Llama + Alpaca [Run Colab notebook](https://colab.research.google.com/drive/1YIPY_18xm-K0iJDgvNkRoJsgkPMPAO3G?usp=sharing) | 🦥A100 Mistral + Alpaca [Run Colab notebook](https://colab.research.google.com/drive/1SKrKGV-BZoU4kv5q3g0jtE_OhRgPtrrQ?usp=sharing) | 50+ more examples below! | ⭐**Free!** Slim Orca [Run free Kaggle notebook](https://www.kaggle.com/danielhanchen/unsloth-slimorca-t4-ddp) |
+| **2.2x faster 43% less VRAM**     | **2.2x faster 62% less VRAM**     | **1.9x faster 27% less VRAM**  | **5.5x faster 44% less VRAM** |
+| [⭐Llama **free** Colab 2x faster](https://colab.research.google.com/drive/1lBzz5KeZJKXjvivbYvmGarix9Ao6Wxe5?usp=sharing") | [⭐Mistral **free** Colab 2x faster](https://colab.research.google.com/drive/1Dyauq4kTZoLewQ1cApceUQVNcnnNTzg_?usp=sharing) | [CodeLlama A100 Colab notebook](https://colab.research.google.com/drive/1y7A0AxE3y8gdj4AVkl2aZX47Xu3P1wJT?usp=sharing) | [⭐Kaggle **free** Alpaca notebook](https://www.kaggle.com/danielhanchen/unsloth-alpaca-t4-ddp)
+| [Llama A100 Colab notebook](https://colab.research.google.com/drive/1YIPY_18xm-K0iJDgvNkRoJsgkPMPAO3G?usp=sharing) | [Mistral A100 Colab notebook](https://colab.research.google.com/drive/1SKrKGV-BZoU4kv5q3g0jtE_OhRgPtrrQ?usp=sharing) | 50+ more examples below! | [⭐Kaggle **free** Slim Orca notebook](https://www.kaggle.com/danielhanchen/unsloth-slimorca-t4-ddp) |
 
 * **NEW!** [DPO](https://arxiv.org/abs/2305.18290) support. ⭐**Free!** DPO Zephyr, Mistral example! <a href="https://colab.research.google.com/drive/15vttTpzzVXv_tJwEk-hIcQ0S9FcEWvwP?usp=sharing"><img src="./images/Colab.png" height="20">  [More info](#DPO) on DPO
 * **NEW!** [TinyLlama 1.1b](https://github.com/jzhang38/TinyLlama) on 3T tokens! ⭐**Free!** example <a href="https://colab.research.google.com/drive/1AZghoNBQaMDgWJpi4RbffGM1h6raLUj9?usp=sharing"><img src="./images/Colab.png" height="20">