RunMat vs. Unsloth Comparison


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About RunMat (by Dystr) is a fast, free, open-source alternative for running MATLAB code. Users can run their existing .m files with complete MATLAB language grammar and core semantics. No license fees, no lock-in. 300+ built-in functions supported. RunMat is built with a modern Rust runtime featuring a tiered execution model: an interpreter (Ignition) for instant 5ms startup and a JIT compiler (Turbine/Cranelift) for hot paths. GPU acceleration is automatic via a fusion engine that detects elementwise operation chains and dispatches them as optimized GPU kernels across NVIDIA, AMD, Apple Silicon, and Intel GPUs through Metal, DirectX 12, Vulkan, and WebGPU. Up to 131x faster than NumPy and 7x faster than PyTorch on dense numerical workloads. Runs everywhere: CLI, NPM package, Homebrew, Jupyter kernel, or instantly in the browser via WebAssembly + WebGPU. Single portable binary. MIT licensed.	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 Engineers, Scientists, Researchers	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 $0 Free, Open Source. MIT licensed runtime with no seat limits. Cloud plans available for collaboration and team features. 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 RunMat Founded: 2022 United States runmat.com	Company Information Unsloth Founded: 2023 United States unsloth.ai/
Alternatives Rio Terminal	Alternatives Axolotl
MATLAB The MathWorks	LLaMA-Factory hoshi-hiyouga
Google Cloud Deep Learning VM Image Google	OpenPipe
TypeGPU Software Mansion	Helix AI
YAKINDU Model Viewer itemis AG View All	Tinker Thinking Machines Lab View All
Categories Computer-Aided Engineering (CAE) Supported	Categories AI Fine-Tuning Supported
Show More Features Computer-Aided Engineering (CAE) Features CAD/CAM Compatibility Not Supported Finite Element Analysis Not Supported Fluid Dynamics Supported Import / Export Files Supported Integrated 3D Modeling Not Supported Manufacturing Process Simulation Supported Mechanical Event Simulation Supported Multibody Dynamics Not Supported Thermal Analysis Supported
Integrations ChatGPT Not Supported Devstral Not Supported Gemma Not Supported GitHub Supported Google Colab Not Supported Jupyter Notebook Supported Kaggle Not Supported Llama Not Supported Llama 2 Not Supported Llama 3 Not Supported MATLAB Supported Mistral AI Not Supported Muse Glimmer Not Supported NVIDIA DRIVE Not Supported Thunder Compute Not Supported npm Supported Show More Integrations View All 4 Integrations	Integrations ChatGPT Supported Devstral Supported Gemma Supported GitHub Not Supported Google Colab Supported Jupyter Notebook Not Supported Kaggle Supported Llama Supported Llama 2 Supported Llama 3 Supported MATLAB Not Supported Mistral AI Supported Muse Glimmer Supported NVIDIA DRIVE Supported Thunder Compute Supported npm Not Supported Show More Integrations View All 12 Integrations
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