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Description
RunMat is a free, open-source runtime that runs MATLAB-syntax .m files with automatic GPU acceleration. No MATLAB license needed.
Built in Rust with a JIT compiler and a fusion engine that automatically routes math operations to your GPU -- NVIDIA, AMD, Apple Silicon, or Intel. Up to 131x faster than NumPy on dense numerical workloads.
Runs on Windows, macOS, Linux, and in the browser via WebAssembly + WebGPU. Try it instantly with no install and no account. MIT licensed.
Description
Unsloth is an innovative open-source platform specifically crafted to enhance and expedite the fine-tuning and training process of Large Language Models (LLMs). This platform empowers users to develop customized models, such as ChatGPT, in just a single day, a remarkable reduction from the usual training time of 30 days, achieving speeds that can be up to 30 times faster than Flash Attention 2 (FA2) while significantly utilizing 90% less memory. It supports advanced fine-tuning methods like LoRA and QLoRA, facilitating effective customization for models including Mistral, Gemma, and Llama across its various versions. The impressive efficiency of Unsloth arises from the meticulous derivation of computationally demanding mathematical processes and the hand-coding of GPU kernels, which leads to substantial performance enhancements without necessitating any hardware upgrades. On a single GPU, Unsloth provides a tenfold increase in processing speed and can achieve up to 32 times improvement on multi-GPU setups compared to FA2, with its functionality extending to a range of NVIDIA GPUs from Tesla T4 to H100, while also being portable to AMD and Intel graphics cards. This versatility ensures that a wide array of users can take full advantage of Unsloth's capabilities, making it a compelling choice for those looking to push the boundaries of model training efficiency.
API Access
Has API
No
API Access
Has API
No
Integrations
ChatGPT
No
Devstral
No
Gemma
No
GitHub
Yes
Google Colab
No
Jupyter Notebook
Yes
Kaggle
No
Llama
No
Llama 2
No
Llama 3
No
Integrations
ChatGPT
Yes
Devstral
Yes
Gemma
Yes
GitHub
No
Google Colab
Yes
Jupyter Notebook
No
Kaggle
Yes
Llama
Yes
Llama 2
Yes
Llama 3
Yes
Pricing Details
$0
Free, Open Source. MIT licensed runtime with no seat limits. Cloud plans available for collaboration and team features.
Free Trial
No
Free Version
Yes
Pricing Details
Free
Free Trial
No
Free Version
Yes
Deployment
Web-Based
Yes
On-Premises
Yes
iPhone App
No
iPad App
No
Android App
No
Windows
Yes
Mac
Yes
Linux
Yes
Chromebook
No
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
Yes
In Person
No
Vendor Details
Company Name
RunMat
Founded
2022
Country
United States
Website
runmat.com
Vendor Details
Company Name
Unsloth
Founded
2023
Country
United States
Website
unsloth.ai/
Product Features
Computer-Aided Engineering (CAE)
CAD/CAM Compatibility
No
Finite Element Analysis
No
Fluid Dynamics
Yes
Import / Export Files
Yes
Integrated 3D Modeling
No
Manufacturing Process Simulation
Yes
Mechanical Event Simulation
Yes
Multibody Dynamics
No
Thermal Analysis
Yes
