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Description
Adaption equips users with the necessary tools to create AI models that can evolve alongside shifting data and requirements. This comprehensive web platform incorporates essential features such as data preparation, synthetic data generation, dataset exploration, and the process of model training. The Adaptive Data feature allows users to import various files and datasets from sources like Hugging Face or Kaggle, facilitating column mapping, deduplication, prompt transformation, augmentation, translation, and evaluation. By utilizing the Invent a Dataset function, users can generate instruction or preference data based on a specified written objective. The Visualize component enhances user experience by supporting inquiries, providing interactive charts, and enabling detailed inspection of text and tabular data on a row-by-row basis. AutoScientist plays a crucial role in optimizing training data and tailoring model recipes to meet specific goals, conducting experiments, assessing outcomes, and exporting refined models. The platform also includes workflows that cover fine-tuning, alignment, multilingual dataset expansion, and thorough data-coverage analysis. Additionally, Adaption provides API access along with a Python SDK, facilitating the seamless integration of these tools into AI development workflows, ultimately enhancing productivity and efficiency in model creation. As such, it serves as a comprehensive resource for developers seeking to leverage AI capabilities effectively.
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.
API Access
Has API
Yes
API Access
Has API
No
Screenshots View All
No images available
Integrations
ChatGLM
No
DeepSeek
No
Gemma
No
Hugging Face
Yes
Kaggle
Yes
LLaVA
No
Llama
No
Llama 3
No
MLflow
No
Mistral AI
No
Integrations
ChatGLM
Yes
DeepSeek
Yes
Gemma
Yes
Hugging Face
No
Kaggle
No
LLaVA
Yes
Llama
Yes
Llama 3
Yes
MLflow
Yes
Mistral AI
Yes
Pricing Details
No price information available.
Free Trial
No
Free Version
No
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
Yes
Mac
No
Linux
No
Chromebook
No
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
No
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)
No
In Person
No
Vendor Details
Company Name
Adaption
Founded
2026
Country
United States
Website
adaptionlabs.ai
Vendor Details
Company Name
hoshi-hiyouga
Website
github.com/hiyouga/LLaMA-Factory
Product Features
Product Features
Alternatives
No Alternatives
