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features
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Description

LLaMA-Factory is an innovative open-source platform aimed at simplifying and improving the fine-tuning process for more than 100 Large Language Models (LLMs) and Vision-Language Models (VLMs). It accommodates a variety of fine-tuning methods such as Low-Rank Adaptation (LoRA), Quantized LoRA (QLoRA), and Prefix-Tuning, empowering users to personalize models with ease. The platform has shown remarkable performance enhancements; for example, its LoRA tuning achieves training speeds that are up to 3.7 times faster along with superior Rouge scores in advertising text generation tasks when compared to conventional techniques. Built with flexibility in mind, LLaMA-Factory's architecture supports an extensive array of model types and configurations. Users can seamlessly integrate their datasets and make use of the platform’s tools for optimized fine-tuning outcomes. Comprehensive documentation and a variety of examples are available to guide users through the fine-tuning process with confidence. Additionally, this platform encourages collaboration and sharing of techniques among the community, fostering an environment of continuous improvement and innovation.

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.

API Access

Has API No 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

ChatGLM Yes 
DeepSeek Yes 
Gemma Yes 
LLaVA Yes 
Llama Yes 
Llama 3 Yes 
MLflow Yes 
Mistral AI Yes 
Mixtral 8x22B Yes 
Mixtral 8x7B Yes 
Moondream No 
OpenAI Yes 
PaliGemma 2 Yes 
Phi-2 Yes 
Photon No 
Qwen Yes 
TensorBoard Yes 
TensorWave Yes 
Yi-Large Yes 

Integrations

ChatGLM No 
DeepSeek No 
Gemma No 
LLaVA No 
Llama No 
Llama 3 No 
MLflow No 
Mistral AI No 
Mixtral 8x22B No 
Mixtral 8x7B No 
Moondream Yes 
OpenAI No 
PaliGemma 2 No 
Phi-2 No 
Photon Yes 
Qwen No 
TensorBoard No 
TensorWave No 
Yi-Large No 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Pricing Details

$300 per month
Free Trial No 
Free Version Yes 

Deployment

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

Types of Training

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

Vendor Details

Company Name

hoshi-hiyouga

Website

github.com/hiyouga/LLaMA-Factory

Vendor Details

Company Name

Moondream

Founded

2024

Country

United States

Website

moondream.ai/p/lens

Product Features

Product Features

Alternatives

Alternatives

LLaMA-Factory Reviews

LLaMA-Factory

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