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About

Program autotuning has been demonstrated in many domains to achieve better or more portable performance. However, autotuners themselves are often not very portable between projects because using a domain-informed search space representation is critical to achieving good results and because no single search technique performs best for all problems. OpenTuner is a new framework for building domain-specific multi-objective program autotuners. OpenTuner supports fully customizable configuration representations, an extensible technique representation to allow for domain-specific techniques, and an easy-to-use interface for communicating with the tuned program. A key capability inside OpenTuner is the use of ensembles of disparate search techniques simultaneously, techniques that perform well will receive larger testing budgets, and techniques which perform poorly will be disabled.

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 Supported
Cloud Not 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

Companies in need of a framework for building domain-specific multi-objective program autotuners

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

Screenshots and 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

OpenTuner
opentuner.org

Company Information

Unsloth
Founded: 2023
United States
unsloth.ai/

Alternatives

Auto-Tune

Auto-Tune

Antares

Alternatives

LLaMA-Factory

LLaMA-Factory

hoshi-hiyouga
ENCY Tuner

ENCY Tuner

ENCY Software
Devstral

Devstral

Mistral AI
Braiins OS+

Braiins OS+

Braains

Categories

Categories

AI Fine-Tuning Supported

Integrations

ChatGPT Not Supported
Devstral Not Supported
Gemma Not Supported
Google Colab Not Supported
Kaggle Not Supported
LFM3 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
Recursive Flint Not Supported
Thunder Compute Not Supported
VMware Cloud Supported

Integrations

ChatGPT Supported
Devstral Supported
Gemma Supported
Google Colab Supported
Kaggle Supported
LFM3 Supported
Llama Supported
Llama 2 Supported
Llama 3 Supported
Mistral AI Supported
Muse Glimmer Supported
NVIDIA DRIVE Supported
Recursive Flint Supported
Thunder Compute Supported
VMware Cloud Not Supported
Claim OpenTuner and update features and information
Claim OpenTuner and update features and information
Claim Unsloth and update features and information
Claim Unsloth and update features and information