LLaMA-Factory vs. Unsloth Comparison


LLaMA-Factory hoshi-hiyouga	Unsloth	+	+
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About LLaMA-Factory is an open source platform designed to streamline and enhance the fine-tuning process of over 100 Large Language Models (LLMs) and Vision-Language Models (VLMs). It supports various fine-tuning techniques, including Low-Rank Adaptation (LoRA), Quantized LoRA (QLoRA), and Prefix-Tuning, allowing users to customize models efficiently. It has demonstrated significant performance improvements; for instance, its LoRA tuning offers up to 3.7 times faster training speeds with better Rouge scores on advertising text generation tasks compared to traditional methods. LLaMA-Factory's architecture is designed for flexibility, supporting a wide range of model architectures and configurations. Users can easily integrate their datasets and utilize the platform's tools to achieve optimized fine-tuning results. Detailed documentation and diverse examples are provided to assist users in navigating the fine-tuning process effectively.	About Unsloth is an open source platform designed to accelerate and optimize the fine-tuning and training of Large Language Models (LLMs). It enables users to train custom models, such as ChatGPT, in just 24 hours instead of the typical 30 days, achieving speeds up to 30 times faster than Flash Attention 2 (FA2) while using 90% less memory. Unsloth supports both LoRA and QLoRA fine-tuning techniques, allowing for efficient customization of models like Mistral, Gemma, and Llama versions 1, 2, and 3. Unsloth's efficiency stems from manually deriving computationally intensive mathematical steps and handwriting GPU kernels, resulting in significant performance gains without requiring hardware modifications. Unsloth delivers a 10x speed increase on a single GPU and up to 32x on multi-GPU systems compared to FA2, with compatibility across NVIDIA GPUs from Tesla T4 to H100, and portability to AMD and Intel GPUs.
Platforms Supported Windows Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience AI researchers and developers wanting a solution to fine-tune a wide array of language and vision-language models	Audience AI researchers and developers in need of a solution to optimize the fine-tuning and training of LLMs with reduced resource consumption
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing Free Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Supported In Person Not Supported
Company Information hoshi-hiyouga github.com/hiyouga/LLaMA-Factory	Company Information Unsloth Founded: 2023 United States unsloth.ai/
Alternatives Axolotl	Alternatives Axolotl
Helix AI	LLaMA-Factory hoshi-hiyouga
Unsloth	OpenPipe
Nebius Token Factory Nebius	Helix AI
Lens Moondream View All	Tinker Thinking Machines Lab View All
Categories AI Fine-Tuning Supported	Categories AI Fine-Tuning Supported

Integrations Llama Supported Llama 3 Supported Mistral AI Supported ChatGLM Supported DeepSeek Supported Devstral Not Supported Gemma Supported Google Colab Not Supported Kaggle Not Supported LFM3 Not Supported LLaVA Supported Llama 2 Not Supported MLflow Supported Mixtral 8x22B Supported NVIDIA DRIVE Not Supported Qwen Supported Recursive Flint Not Supported TensorBoard Supported TensorWave Supported Yi-Large Supported Show More Integrations View All 17 Integrations	Integrations Llama Supported Llama 3 Supported Mistral AI Supported ChatGLM Not Supported DeepSeek Not Supported Devstral Supported Gemma Not Supported Google Colab Supported Kaggle Supported LFM3 Supported LLaVA Not Supported Llama 2 Supported MLflow Not Supported Mixtral 8x22B Not Supported NVIDIA DRIVE Supported Qwen Not Supported Recursive Flint Supported TensorBoard Not Supported TensorWave Not Supported Yi-Large Not Supported Show More Integrations View All 14 Integrations
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