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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
ModelMatch is a web-based service that enables users to assess leading open-source vision-language models for image analysis tasks without requiring any programming skills. Individuals can upload as many as four images and enter particular prompts to obtain comprehensive evaluations from various models at the same time. The platform assesses models that vary in size from 1 billion to 12 billion parameters, all of which are open-source and come with commercial licenses. Each model is assigned a quality score ranging from 1 to 10, reflecting its effectiveness for the specified task, as well as providing metrics on processing times and real-time updates throughout the analysis process. In addition, the platform's user-friendly interface makes it accessible for those who may not have technical expertise, further broadening its appeal among a diverse range of users.
API Access
Has API
API Access
Has API
Integrations
ChatGLM
DeepSeek
Gemma
Janus-Pro-7B
LLaVA
Llama
Llama 3
Llama 3.2
MLflow
Mistral AI
Integrations
ChatGLM
DeepSeek
Gemma
Janus-Pro-7B
LLaVA
Llama
Llama 3
Llama 3.2
MLflow
Mistral AI
Pricing Details
Free
Free Trial
Free Version
Pricing Details
Free
Free Trial
Free Version
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Vendor Details
Company Name
hoshi-hiyouga
Website
github.com/hiyouga/LLaMA-Factory
Vendor Details
Company Name
ModelMatch
Website
www.findbestmodel.app/