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What is Unsloth?

Unsloth is a groundbreaking open-source platform designed to streamline and accelerate the fine-tuning and training of Large Language Models (LLMs). It allows users to create bespoke models similar to ChatGPT in just one day, drastically cutting down the conventional training duration of 30 days and operating up to 30 times faster than Flash Attention 2 (FA2) while consuming 90% less memory. The platform supports sophisticated fine-tuning techniques like LoRA and QLoRA, enabling effective customization for models such as Mistral, Gemma, and Llama across different versions. Unsloth's remarkable efficiency stems from its careful derivation of complex mathematical calculations and the hand-coding of GPU kernels, which enhances performance significantly without the need for hardware upgrades. On a single GPU, Unsloth boasts a tenfold increase in processing speed and can achieve up to 32 times improvement on multi-GPU configurations compared to FA2. Its functionality is compatible with a diverse array of NVIDIA GPUs, ranging from Tesla T4 to H100, and it is also adaptable for AMD and Intel graphics cards. This broad compatibility ensures that a diverse set of users can fully leverage Unsloth's innovative features, making it an attractive option for those eager to explore new horizons in model training efficiency. Additionally, the platform's user-friendly interface and extensive documentation further empower users to harness its capabilities effectively.

What is Lens?

Lens acts as the primary fine-tuning service for Moondream, designed to convert a broad vision-language model into a specialized instrument tailored for particular tasks. Users initiate a seamless and structured process by gathering a small dataset of images relevant to their objectives, then proceed to fine-tune the model through an API utilizing techniques such as supervised fine-tuning (SFT) or reinforcement learning. Ultimately, they can implement their customized model either in the cloud or locally with Photon. This service is built on the premise that Moondream begins with a general model crafted from a vast array of public data, which is then fine-tuned to comprehend the specific products, documents, categories, or internal insights essential for a business, significantly improving accuracy and dependability in that domain. Tailored with production environments in mind, Lens enables teams to realize considerable enhancements in precision while working with minimal data, effectively training the model to excel in designated tasks. This forward-thinking strategy not only allows businesses to harness advanced technology but also ensures they remain centered on their distinct needs and objectives. By focusing on customization, Lens bridges the gap between general capabilities and specialized applications, thus driving innovation in various sectors.

Media

Media

Integrations Supported

ChatGPT
Devstral
Gemma
Google Colab
Kaggle
LFM3
Llama
Llama 2
Llama 3
Mistral AI
Muse Glimmer
NVIDIA DRIVE
Recursive Flint
Thunder Compute

Integrations Supported

Moondream
Photon

API Availability

API Availability

Has API

Pricing Information

Free
Free Version

Pricing Information

$300 per month
Free Version

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub
Online Training

Training Options

Documentation Hub
Online Training

Company Facts

Organization Name

Unsloth

Date Founded

2023

Company Location

United States

Company Website

unsloth.ai/

Company Facts

Organization Name

Moondream

Date Founded

2024

Company Location

United States

Company Website

moondream.ai/p/lens

Categories and Features

AI Fine-Tuning

Not specified

Categories and Features

AI Fine-Tuning

Not specified

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