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Average Ratings 0 Ratings

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ease
features
design
support

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Description

Lens serves as the official fine-tuning service of Moondream, aimed at transforming a general vision-language model into a highly specialized tool for specific tasks. Users embark on a straightforward, organized process starting with the collection of a small dataset of images pertinent to their needs, followed by fine-tuning the model via an API using methods like supervised fine-tuning (SFT) or reinforcement learning. Finally, they can deploy their tailored model in the cloud or locally with Photon. This service is predicated on the notion that Moondream starts with a general model developed from extensive public data, and through fine-tuning, it is customized to grasp the specific products, documents, categories, or internal information that are vital to a business, thereby markedly enhancing accuracy and reliability in that field. Designed with production scenarios in mind, Lens empowers teams to achieve substantial improvements in accuracy with minimal data, effectively training the model to excel at a defined task. This innovative approach ensures that businesses can leverage cutting-edge technology while maintaining a focus on their unique requirements.

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 Yes 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

ChatGPT No 
Devstral No 
Gemma No 
Google Colab No 
Kaggle No 
Llama No 
Llama 2 No 
Llama 3 No 
Mistral AI No 
Moondream Yes 
Muse Glimmer No 
NVIDIA DRIVE No 
Photon Yes 
Thunder Compute No 

Integrations

ChatGPT Yes 
Devstral Yes 
Gemma Yes 
Google Colab Yes 
Kaggle Yes 
Llama Yes 
Llama 2 Yes 
Llama 3 Yes 
Mistral AI Yes 
Moondream No 
Muse Glimmer Yes 
NVIDIA DRIVE Yes 
Photon No 
Thunder Compute Yes 

Pricing Details

$300 per month
Free Trial No 
Free Version Yes 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
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) Yes 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

Vendor Details

Company Name

Moondream

Founded

2024

Country

United States

Website

moondream.ai/p/lens

Vendor Details

Company Name

Unsloth

Founded

2023

Country

United States

Website

unsloth.ai/

Product Features

Product Features

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