DeepSpeed vs. Unsloth Comparison


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About DeepSpeed is an open source deep learning optimization library for PyTorch. It's designed to reduce computing power and memory use, and to train large distributed models with better parallelism on existing computer hardware. DeepSpeed is optimized for low latency, high throughput training. DeepSpeed can train DL models with over a hundred billion parameters on the current generation of GPU clusters. It can also train up to 13 billion parameters in a single GPU. DeepSpeed is developed by Microsoft and aims to offer distributed training for large-scale models. It's built on top of PyTorch, which specializes in data parallelism.	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 Supported Linux Supported Cloud Supported On-Premises 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 Deep learning model developers	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 Not 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 Open source 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 Microsoft Founded: 1975 United States www.deepspeed.ai/	Company Information Unsloth Founded: 2023 United States unsloth.ai/
Alternatives Horovod	Alternatives Axolotl
Unsloth	LLaMA-Factory hoshi-hiyouga
GPT-NeoX EleutherAI	OpenPipe
AWS Neuron Amazon Web Services	Helix AI
Amazon SageMaker Model Training Amazon View All	Tinker Thinking Machines Lab View All
Categories AI Development Supported AI/ML Model Training Supported Deep Learning Supported	Categories AI Fine-Tuning Supported

Integrations Axolotl Supported Cake AI Supported ChatGPT Not Supported Comet LLM Supported Devstral Not Supported Gemma Not Supported Google Colab Not Supported Kaggle Not Supported Llama Not Supported Llama 2 Not Supported Llama 3 Not Supported Mistral AI Not Supported Muse Glimmer Not Supported NVIDIA DRIVE Not Supported Nurix Supported PyTorch Supported Python Supported Thunder Compute Not Supported Show More Integrations View All 6 Integrations	Integrations Axolotl Not Supported Cake AI Not Supported ChatGPT Supported Comet LLM Not Supported Devstral Supported Gemma Supported Google Colab Supported Kaggle Supported Llama Supported Llama 2 Supported Llama 3 Supported Mistral AI Supported Muse Glimmer Supported NVIDIA DRIVE Supported Nurix Not Supported PyTorch Not Supported Python Not Supported Thunder Compute Supported Show More Integrations View All 12 Integrations
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