René's URL Explorer Experiment

Title: GitHub - devleks/unsloth: Finetune Llama 3.3, Mistral, Phi-4, Qwen 2.5 & Gemma LLMs 2-5x faster with 70% less memory

Open Graph Title: GitHub - devleks/unsloth: Finetune Llama 3.3, Mistral, Phi-4, Qwen 2.5 & Gemma LLMs 2-5x faster with 70% less memory

X Title: GitHub - devleks/unsloth: Finetune Llama 3.3, Mistral, Phi-4, Qwen 2.5 & Gemma LLMs 2-5x faster with 70% less memory

Description: Finetune Llama 3.3, Mistral, Phi-4, Qwen 2.5 & Gemma LLMs 2-5x faster with 70% less memory - devleks/unsloth

Open Graph Description: Finetune Llama 3.3, Mistral, Phi-4, Qwen 2.5 & Gemma LLMs 2-5x faster with 70% less memory - devleks/unsloth

X Description: Finetune Llama 3.3, Mistral, Phi-4, Qwen 2.5 & Gemma LLMs 2-5x faster with 70% less memory - devleks/unsloth

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

X: @github

direct link

Domain: patch-diff.githubusercontent.com

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og:image:alt	Finetune Llama 3.3, Mistral, Phi-4, Qwen 2.5 & Gemma LLMs 2-5x faster with 70% less memory - devleks/unsloth
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unsloth	https://patch-diff.githubusercontent.com/devleks/unsloth
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unsloth.ai	https://unsloth.ai
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unsloth	https://patch-diff.githubusercontent.com/devleks/unsloth/tree/main/unsloth
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LICENSE	https://patch-diff.githubusercontent.com/devleks/unsloth/blob/main/LICENSE
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unsloth-cli.py	https://patch-diff.githubusercontent.com/devleks/unsloth/blob/main/unsloth-cli.py
README	https://patch-diff.githubusercontent.com/devleks/unsloth
Contributing	https://patch-diff.githubusercontent.com/devleks/unsloth
License	https://patch-diff.githubusercontent.com/devleks/unsloth
	https://unsloth.ai
	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-Alpaca.ipynb
	https://discord.gg/unsloth
	https://docs.unsloth.ai
	https://patch-diff.githubusercontent.com/devleks/unsloth#finetune-llama-33-mistral-phi-4-qwen-25--gemma-2-5x-faster-with-80-less-memory
	https://camo.githubusercontent.com/438f375b4088134ece4e4efa4ad344bf5ef91f5c6dfcadf1faee4d193a8a4b29/68747470733a2f2f692e6962622e636f2f734a37526847472f696d6167652d34312e706e67
	https://patch-diff.githubusercontent.com/devleks/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/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/Llama3_(8B)-ORPO.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
text completion notebook	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Mistral_(7B)-Text_Completion.ipynb
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/devleks/unsloth#-unslothai-news
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/drive/1whHb54GNZMrNxIsi2wm2EY_-Pvo2QyKh?usp=sharing
Pixtral (12B) 2409	https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2_VL_(7B)-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/devleks/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
unsloth/README.md	https://github.com/unslothai/unsloth/tree/main#-installation-instructions
Performance Tables	https://github.com/unslothai/unsloth/tree/main#-performance-benchmarking
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/devleks/unsloth#-key-features
OpenAI's Triton	https://openai.com/research/triton
Check your GPU!	https://developer.nvidia.com/cuda-gpus
bitsandbytes	https://github.com/TimDettmers/bitsandbytes
Unsloth Pro	https://unsloth.ai/
	https://raw.githubusercontent.com/unslothai/unsloth/main/images/made with unsloth.png
	https://patch-diff.githubusercontent.com/devleks/unsloth#-performance-benchmarking
Llama 3.3 Blog	https://unsloth.ai/blog/llama3-3
🤗Hugging Face	https://huggingface.co/blog/unsloth-trl
	https://camo.githubusercontent.com/438f375b4088134ece4e4efa4ad344bf5ef91f5c6dfcadf1faee4d193a8a4b29/68747470733a2f2f692e6962622e636f2f734a37526847472f696d6167652d34312e706e67
	https://patch-diff.githubusercontent.com/devleks/unsloth#-installation-instructions
	https://patch-diff.githubusercontent.com/devleks/unsloth#conda-installation
read here	https://docs.anaconda.com/miniconda/
	https://patch-diff.githubusercontent.com/devleks/unsloth#pip-installation
	https://patch-diff.githubusercontent.com/devleks/unsloth#windows-installation
https://github.com/woct0rdho/triton-windows	https://github.com/woct0rdho/triton-windows
https://pytorch.org	https://pytorch.org
https://github.com/facebookresearch/xformers	https://github.com/facebookresearch/xformers
Documentation	https://docs.unsloth.ai
	https://patch-diff.githubusercontent.com/devleks/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/devleks/unsloth#dpo-support
Llama-Factory	https://github.com/hiyouga/LLaMA-Factory
notebook	https://colab.research.google.com/drive/15vttTpzzVXv_tJwEk-hIcQ0S9FcEWvwP?usp=sharing
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/devleks/unsloth#-detailed-benchmarking-tables
	https://patch-diff.githubusercontent.com/devleks/unsloth#context-length-benchmarks
	https://patch-diff.githubusercontent.com/devleks/unsloth#llama-31-8b-max-context-length
	https://patch-diff.githubusercontent.com/devleks/unsloth#llama-33-70b-max-context-length
	https://camo.githubusercontent.com/438f375b4088134ece4e4efa4ad344bf5ef91f5c6dfcadf1faee4d193a8a4b29/68747470733a2f2f692e6962622e636f2f734a37526847472f696d6167652d34312e706e67
	https://patch-diff.githubusercontent.com/devleks/unsloth#citation
	https://patch-diff.githubusercontent.com/devleks/unsloth#thank-you-to
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
atgctg	https://github.com/atgctg
unsloth.ai	https://unsloth.ai
Readme	https://patch-diff.githubusercontent.com/devleks/unsloth#readme-ov-file
Apache-2.0 license	https://patch-diff.githubusercontent.com/devleks/unsloth#Apache-2.0-1-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/devleks/unsloth
Activity	https://patch-diff.githubusercontent.com/devleks/unsloth/activity
0 stars	https://patch-diff.githubusercontent.com/devleks/unsloth/stargazers
0 watching	https://patch-diff.githubusercontent.com/devleks/unsloth/watchers
0 forks	https://patch-diff.githubusercontent.com/devleks/unsloth/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fdevleks%2Funsloth&report=devleks+%28user%29
Releases	https://patch-diff.githubusercontent.com/devleks/unsloth/releases
Packages 0	https://patch-diff.githubusercontent.com/users/devleks/packages?repo_name=unsloth
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Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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