LLaMA-Factory vs. Stochastic Comparison


LLaMA-Factory hoshi-hiyouga	Stochastic	+	+
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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.	About Enterprise-ready AI system that trains locally on your data, deploys on your cloud and scales to millions of users without an engineering team. Build customize and deploy your own chat-based AI. Finance chatbot. xFinance, a 13-billion parameter model fine-tuned on an open-source model using LoRA. Our goal was to show that it is possible to achieve impressive results in financial NLP tasks without breaking the bank. Personal AI assistant, your own AI to chat with your documents. Single or multiple documents, easy or complex questions, and much more. Effortless deep learning platform for enterprises, hardware efficient algorithms to speed up inference at a lower cost. Real-time logging and monitoring of resource utilization and cloud costs of deployed models. xTuring is an open-source AI personalization software. xTuring makes it easy to build and control LLMs by providing a simple interface to personalize LLMs to your own data and application.
Platforms Supported Windows Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience AI researchers and developers wanting a solution to fine-tune a wide array of language and vision-language models	Audience Enterprises and companies seeking a solution to to build their own personalized AI
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
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	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 Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Supported In Person Supported
Company Information hoshi-hiyouga github.com/hiyouga/LLaMA-Factory	Company Information Stochastic United States www.stochastic.ai/
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Categories AI Fine-Tuning Supported	Categories AI Development Supported AI Fine-Tuning Supported AI Inference Supported Artificial Intelligence Supported

Integrations ChatGLM Supported DeepSeek Supported Gemma Supported LLaVA Supported Llama Supported Llama 3 Supported MLflow Supported Mistral AI Supported Mixtral 8x22B Supported Mixtral 8x7B Supported OpenAI Supported PaliGemma 2 Supported Phi-2 Supported Qwen Supported TensorBoard Supported TensorWave Supported Yi-Large Supported Show More Integrations View All 17 Integrations	Integrations ChatGLM Not Supported DeepSeek Not Supported Gemma Not Supported LLaVA Not Supported Llama Not Supported Llama 3 Not Supported MLflow Not Supported Mistral AI Not Supported Mixtral 8x22B Not Supported Mixtral 8x7B Not Supported OpenAI Not Supported PaliGemma 2 Not Supported Phi-2 Not Supported Qwen Not Supported TensorBoard Not Supported TensorWave Not Supported Yi-Large Not Supported Show More Integrations
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