LLaMA-Factory

LLaMA-Factory

hoshi-hiyouga
+
+

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About

Customers need to keep delivering high-quality services at minimum costs and at business speed. Today's applications, whether on-prem or on cloud, monolithic or microservices-based, are very complex with thousands of different parameters and hundreds of instance types to be tuned to find the optimal configuration to achieve the expected tradeoff among performance, resilience and cost efficiency. Thanks to Akamas, customers can state their custom optimization goals and constraints (e.g. SLOs) and get their applications and IT stacks tuned. Akamas customers can achieve tangible benefits: 60% decrease in infrastructure/cloud cost with the same application performance, 30% increase in transactions/sec with the same resources, 70% decrease in response time with lower peaks and fluctuations and 80% time saved for tuning. Akamas AI-powered optimization enables enterprises and online businesses to maximize service quality, resilience and cost savings.

About

​LLaMA-Factory is an open source platform designed to streamline and enhance the fine-tuning process of over 100 Large Language Models (LLMs) and Vision-Language Models (VLMs). It supports various fine-tuning techniques, including Low-Rank Adaptation (LoRA), Quantized LoRA (QLoRA), and Prefix-Tuning, allowing users to customize models efficiently. It has demonstrated significant performance improvements; for instance, its LoRA tuning offers up to 3.7 times faster training speeds with better Rouge scores on advertising text generation tasks compared to traditional methods. LLaMA-Factory's architecture is designed for flexibility, supporting a wide range of model architectures and configurations. Users can easily integrate their datasets and utilize the platform's tools to achieve optimized fine-tuning results. Detailed documentation and diverse examples are provided to assist users in navigating the fine-tuning process effectively.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Businesses and banks seeking a solution to improve their customer and client experience

Audience

AI researchers and developers wanting a solution to fine-tune a wide array of language and vision-language models

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

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Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Akamas
Founded: 2019
Italy
akamas.io

Company Information

hoshi-hiyouga
github.com/hiyouga/LLaMA-Factory

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Categories

Categories

Integrations

ChatGLM
DeepSeek
Gemma
LLaVA
Llama
Llama 3
MLflow
Mistral AI
Mixtral 8x22B
Mixtral 8x7B
OpenAI
PaliGemma 2
Phi-2
Qwen
TensorBoard
TensorWave
Yi-Large

Integrations

ChatGLM
DeepSeek
Gemma
LLaVA
Llama
Llama 3
MLflow
Mistral AI
Mixtral 8x22B
Mixtral 8x7B
OpenAI
PaliGemma 2
Phi-2
Qwen
TensorBoard
TensorWave
Yi-Large
Claim Akamas and update features and information
Claim Akamas and update features and information
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