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Title: GitHub - code38/unsloth: Finetune Llama 3.3, DeepSeek-R1 & Reasoning LLMs 2x faster with 70% less memory! 🦥

Open Graph Title: GitHub - code38/unsloth: Finetune Llama 3.3, DeepSeek-R1 & Reasoning LLMs 2x faster with 70% less memory! 🦥

X Title: GitHub - code38/unsloth: Finetune Llama 3.3, DeepSeek-R1 & Reasoning LLMs 2x faster with 70% less memory! 🦥

Description: Finetune Llama 3.3, DeepSeek-R1 & Reasoning LLMs 2x faster with 70% less memory! 🦥 - code38/unsloth

Open Graph Description: Finetune Llama 3.3, DeepSeek-R1 & Reasoning LLMs 2x faster with 70% less memory! 🦥 - code38/unsloth

X Description: Finetune Llama 3.3, DeepSeek-R1 & Reasoning LLMs 2x faster with 70% less memory! 🦥 - code38/unsloth

Opengraph URL: https://github.com/code38/unsloth

X: @github

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Domain: patch-diff.githubusercontent.com

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unsloth	https://patch-diff.githubusercontent.com/code38/unsloth
unslothai/unsloth	https://patch-diff.githubusercontent.com/unslothai/unsloth
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unsloth.ai	https://unsloth.ai
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License	https://patch-diff.githubusercontent.com/code38/unsloth
	https://unsloth.ai
	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-Alpaca.ipynb
	https://discord.com/invite/unsloth
	https://docs.unsloth.ai
	https://patch-diff.githubusercontent.com/code38/unsloth#finetune-llama-33-mistral-phi-4-qwen-25--gemma-2x-faster-with-80-less-memory
	https://camo.githubusercontent.com/438f375b4088134ece4e4efa4ad344bf5ef91f5c6dfcadf1faee4d193a8a4b29/68747470733a2f2f692e6962622e636f2f734a37526847472f696d6167652d34312e706e67
	https://patch-diff.githubusercontent.com/code38/unsloth#-finetune-for-free
▶️ Start for free	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(1B_and_3B)-Conversational.ipynb
▶️ Start for free	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-GRPO.ipynb
▶️ Start for free	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_4-Conversational.ipynb
▶️ Start for free	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(11B)-Vision.ipynb
▶️ Start for free	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-Alpaca.ipynb
▶️ Start for free	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma2_(9B)-Alpaca.ipynb
▶️ Start for free	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_(7B)-Alpaca.ipynb
▶️ Start for free	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-Conversational.ipynb
▶️ Start for free	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3_(8B)-Ollama.ipynb
▶️ Start for free	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Zephyr_(7B)-DPO.ipynb
all our notebooks	https://docs.unsloth.ai/get-started/unsloth-notebooks
all our models	https://docs.unsloth.ai/get-started/all-our-models
Llama 3.2 Kaggle notebook	https://www.kaggle.com/danielhanchen/kaggle-llama-3-2-1b-3b-unsloth-notebook
Llama 3.1 (8B)	https://www.kaggle.com/danielhanchen/kaggle-llama-3-1-8b-unsloth-notebook
Gemma 2 (9B)	https://www.kaggle.com/code/danielhanchen/kaggle-gemma-7b-unsloth-notebook/
Mistral (7B)	https://www.kaggle.com/code/danielhanchen/kaggle-mistral-7b-unsloth-notebook
Llama 3.2 conversational	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(1B_and_3B)-Conversational.ipynb
Llama 3.1 conversational	https://colab.research.google.com/drive/15OyFkGoCImV9dSsewU1wa2JuKB4-mDE_?usp=sharing
Mistral v0.3 ChatML	https://colab.research.google.com/drive/15F1xyn8497_dUbxZP4zWmPZ3PJx1Oymv?usp=sharing
continued pretraining notebook	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-CPT.ipynb
here	https://docs.unsloth.ai/
	https://patch-diff.githubusercontent.com/code38/unsloth#-quickstart
here	https://github.com/unslothai/unsloth/edit/main/README.md#windows-installation
	https://patch-diff.githubusercontent.com/code38/unsloth#-unslothai-news
Reasoning (GRPO)	https://unsloth.ai/blog/grpo
DeepSeek-R1	https://unsloth.ai/blog/deepseek-r1
unsloth.ai/blog/deepseek-r1	https://unsloth.ai/blog/deepseek-r1
here	https://huggingface.co/collections/unsloth/deepseek-r1-all-versions-678e1c48f5d2fce87892ace5
Phi-4	https://unsloth.ai/blog/phi4
fixed bugs	https://unsloth.ai/blog/phi4
uploaded GGUFs, 4-bit	https://huggingface.co/collections/unsloth/phi-4-all-versions-677eecf93784e61afe762afa
Phi-4 Colab notebook	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_4-Conversational.ipynb
Llama 3.3 (70B)	https://huggingface.co/collections/unsloth/llama-33-all-versions-67535d7d994794b9d7cf5e9f
Cut Cross Entropy	https://arxiv.org/abs/2411.09009
Dynamic 4-bit Quantization	https://unsloth.ai/blog/dynamic-4bit
Hugging Face here.	https://huggingface.co/collections/unsloth/unsloth-4-bit-dynamic-quants-67503bb873f89e15276c44e7
Vision models	https://unsloth.ai/blog/vision
Llama 3.2 Vision (11B)	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(11B)-Vision.ipynb
Qwen 2.5 VL (7B)	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2_VL_(7B)-Vision.ipynb
Pixtral (12B) 2409	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Pixtral_(12B)-Vision.ipynb
gradient accumulation bug	https://unsloth.ai/blog/gradient
Chat interface	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Unsloth_Studio.ipynb
Coder	https://unsloth.ai/blog/qwen-coder
Qwen 2.5 conversational notebook	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2.5_Coder_(14B)-Conversational.ipynb
Mistral Small 22b notebook	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_Small_(22B)-Alpaca.ipynb
pypi	https://pypi.org/project/unsloth/
notebook	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_v0.3_(7B)-CPT.ipynb
2x faster inference	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-Inference.ipynb
further 30%	https://unsloth.ai/blog/long-context
4x longer context windows	https://unsloth.ai/blog/long-context
	https://patch-diff.githubusercontent.com/code38/unsloth#-links-and-resources
Read Our Docs	https://docs.unsloth.ai
	https://camo.githubusercontent.com/6bd1a70a9fe4b97ca51c4baa8ebb66d37d3d2532721a50b6b6e2959d79b2b1f6/68747470733a2f2f75706c6f61642e77696b696d656469612e6f72672f77696b6970656469612f636f6d6d6f6e732f362f36662f4c6f676f5f6f665f547769747465722e737667
Follow us on X	https://twitter.com/unslothai
Pip install	https://docs.unsloth.ai/get-started/installing-+-updating
Unsloth Releases	https://docs.unsloth.ai/get-started/all-our-models
Read our Blogs	https://unsloth.ai/blog
	https://camo.githubusercontent.com/425cd773f7662cf74a30d291c958315e295307b855e5966d56e67ee9f370d2e4/68747470733a2f2f726564646974696e632e636f6d2f68732d66732f68756266732f526564646974253230496e632f4272616e642f5265646469745f4c6f676f2e706e67
Join our Reddit page	https://reddit.com/r/unsloth
	https://patch-diff.githubusercontent.com/code38/unsloth#-key-features
OpenAI's Triton	https://openai.com/index/triton/
Check your GPU!	https://developer.nvidia.com/cuda-gpus
bitsandbytes	https://github.com/TimDettmers/bitsandbytes
	https://raw.githubusercontent.com/unslothai/unsloth/main/images/made with unsloth.png
	https://patch-diff.githubusercontent.com/code38/unsloth#-install-unsloth
here	https://docs.unsloth.ai/get-started/installing-+-updating
	https://patch-diff.githubusercontent.com/code38/unsloth#pip-installation
here	https://github.com/unslothai/unsloth/edit/main/README.md#advanced-pip-installation
	https://patch-diff.githubusercontent.com/code38/unsloth#windows-installation
NVIDIA GPU Drive	https://www.nvidia.com/Download/index.aspx
Visual Studio	https://visualstudio.microsoft.com/vs/community/
here	https://docs.unsloth.ai/get-started/installing-+-updating
CUDA Toolkit	https://developer.nvidia.com/cuda-toolkit-archive
Install PyTorch	https://pytorch.org/get-started/locally/
	https://patch-diff.githubusercontent.com/code38/unsloth#notes
here	https://github.com/woct0rdho/triton-windows
	https://patch-diff.githubusercontent.com/code38/unsloth#advancedtroubleshooting
https://pytorch.org	https://pytorch.org
https://github.com/facebookresearch/xformers	https://github.com/facebookresearch/xformers
PyTorch Compatibility Matrix	https://github.com/pytorch/pytorch/blob/main/RELEASE.md#release-compatibility-matrix
	https://patch-diff.githubusercontent.com/code38/unsloth#conda-installation-optional
read here	https://docs.anaconda.com/miniconda/
	https://patch-diff.githubusercontent.com/code38/unsloth#advanced-pip-installation
	https://patch-diff.githubusercontent.com/code38/unsloth#-documentation
Documentation	https://docs.unsloth.ai
SFT docs	https://huggingface.co/docs/trl/main/en/sft_trainer#accelerate-fine-tuning-2x-using-unsloth
DPO docs	https://huggingface.co/docs/trl/main/en/dpo_trainer#accelerate-dpo-fine-tuning-using-unsloth
	https://patch-diff.githubusercontent.com/code38/unsloth#-reinforcement-learning
SFT docs	https://huggingface.co/docs/trl/main/en/sft_trainer#accelerate-fine-tuning-2x-using-unsloth
DPO docs	https://huggingface.co/docs/trl/main/en/dpo_trainer#accelerate-dpo-fine-tuning-using-unsloth
Link	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3_(8B)-ORPO.ipynb
Link	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Zephyr_(7B)-DPO.ipynb
Link	https://colab.research.google.com/drive/1a2b3c4d5e6f7g8h9i0j
Link	https://colab.research.google.com/drive/1a2b3c4d5e6f7g8h9i0j
	https://patch-diff.githubusercontent.com/code38/unsloth#-performance-benchmarking
Llama 3.3 Blog	https://unsloth.ai/blog/llama3-3
🤗Hugging Face	https://huggingface.co/blog/unsloth-trl
	https://patch-diff.githubusercontent.com/code38/unsloth#context-length-benchmarks
	https://patch-diff.githubusercontent.com/code38/unsloth#llama-31-8b-max-context-length
	https://patch-diff.githubusercontent.com/code38/unsloth#llama-33-70b-max-context-length
	https://camo.githubusercontent.com/438f375b4088134ece4e4efa4ad344bf5ef91f5c6dfcadf1faee4d193a8a4b29/68747470733a2f2f692e6962622e636f2f734a37526847472f696d6167652d34312e706e67
	https://patch-diff.githubusercontent.com/code38/unsloth#citation
	https://patch-diff.githubusercontent.com/code38/unsloth#thank-you-to
TRL library	https://github.com/huggingface/trl
Erik	https://github.com/erikwijmans
Apple's ML Cross Entropy	https://github.com/apple/ml-cross-entropy
HuyNguyen-hust	https://github.com/HuyNguyen-hust
RoPE Embeddings 28% faster	https://github.com/unslothai/unsloth/pull/238
RandomInternetPreson	https://github.com/RandomInternetPreson
152334H	https://github.com/152334H
unsloth.ai	https://unsloth.ai
Readme	https://patch-diff.githubusercontent.com/code38/unsloth#readme-ov-file
Apache-2.0 license	https://patch-diff.githubusercontent.com/code38/unsloth#Apache-2.0-1-ov-file
Contributing	https://patch-diff.githubusercontent.com/code38/unsloth#contributing-ov-file
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