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vLLM
Easy, fast, and cheap LLM serving for everyone
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vLLM is a fast and easy-to-use library for LLM inference and serving. It offers state-of-the-art serving throughput, efficient management of attention key and value memory, continuous batching of incoming requests, fast model execution with CUDA/HIP graph, and various decoding algorithms. The tool is flexible with seamless integration with popular HuggingFace models, high-throughput serving, tensor parallelism support, and streaming outputs. It supports NVIDIA GPUs and AMD GPUs, Prefix caching, and Multi-lora. vLLM is designed to provide fast and efficient LLM serving for everyone.
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Features
- State-of-the-art serving throughput
- Efficient management of attention key and value memory
- Continuous batching of incoming requests
- Fast model execution with CUDA/HIP graph
- Seamless integration with popular HuggingFace models
Advantages
- High throughput serving
- Flexible and easy to use
- Support for NVIDIA GPUs and AMD GPUs
- Various decoding algorithms
- Tensor parallelism support
Disadvantages
- Experimental support for AMD GPUs
- Prefix caching support is experimental
- Limited documentation on some features
Frequently Asked Questions
-
Q:What is vLLM?
A:vLLM is a library for LLM inference and serving. -
Q:What are the key features of vLLM?
A:Key features include state-of-the-art serving throughput, efficient memory management, and seamless integration with HuggingFace models. -
Q:Does vLLM support NVIDIA GPUs?
A:Yes, vLLM supports NVIDIA GPUs.
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vLLM
vLLM is a fast and easy-to-use library for LLM inference and serving. It offers state-of-the-art serving throughput, efficient management of attention key and value memory, continuous batching of incoming requests, fast model execution with CUDA/HIP graph, and various decoding algorithms. The tool is flexible with seamless integration with popular HuggingFace models, high-throughput serving, tensor parallelism support, and streaming outputs. It supports NVIDIA GPUs and AMD GPUs, Prefix caching, and Multi-lora. vLLM is designed to provide fast and efficient LLM serving for everyone.
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Practical Deep Learning for Coders
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Imbue
Imbue is a company focused on building AI systems that can reason and code, with the goal of rekindling the dream of the personal computer by creating practical AI agents that can accomplish larger goals and work safely in the real world. The company emphasizes innovation in AI technology and aims to push the boundaries of what AI can achieve in various fields.
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Decrypt
Decrypt is an AI-powered platform that provides news and information on topics such as AI, Bitcoin, culture, gaming, and crypto. The platform offers detailed insights into coin prices, market trends, and top news stories related to the cryptocurrency world. Decrypt combines AI-generated content with human curation to deliver up-to-date and relevant information to its users.
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EnterpriseAI
EnterpriseAI is an advanced computing platform that focuses on the intersection of high-performance computing (HPC) and artificial intelligence (AI). The platform provides in-depth coverage of the latest developments, trends, and innovations in the AI-enabled computing landscape. EnterpriseAI offers insights into various sectors such as financial services, government, healthcare, life sciences, energy, manufacturing, retail, and academia. The platform covers a wide range of topics including AI applications, security, data storage, networking, and edge/IoT technologies.
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KINOMOTO.MAG
KINOMOTO.MAG is a platform that delves into the fusion of culture and technology, exploring how they influence the art world. The website showcases the latest advancements in AI technology and its impact on artistic expression. Through insightful articles and features, Kinomoto.Mag aims to bridge the gap between traditional art forms and cutting-edge AI innovations.
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AI Parabellum
AI Parabellum is a specialized AI Tools Directory that aims to unite creators, innovators, and AI enthusiasts. It serves as a platform to discover and showcase the most advanced AI tools in the industry. The website provides a comprehensive collection of AI tools across various categories, catering to individuals and businesses looking to leverage artificial intelligence for different purposes.
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Labellerr
Labellerr is a data labeling software that helps AI teams prepare high-quality labels 99 times faster for Vision, NLP, and LLM models. The platform offers automated annotation, advanced analytics, and smart QA to process millions of images and thousands of hours of videos in just a few weeks. Labellerr's powerful analytics provides full control over output quality and project management, making it a valuable tool for AI labeling partners.
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Papers With Code
Papers With Code is an AI tool that provides access to the latest research papers in the field of Machine Learning, along with corresponding code implementations. It offers a platform for researchers and enthusiasts to stay updated on state-of-the-art datasets, methods, and trends in the ML domain. Users can explore a wide range of topics such as language modeling, image generation, virtual try-on, and more through the collection of papers and code available on the website.
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Anycores
Anycores is an AI tool designed to optimize the performance of deep neural networks and reduce the cost of running AI models in the cloud. It offers a platform that provides automated solutions for tuning and inference consultation, optimized networks zoo, and platform for reducing AI model cost. Anycores focuses on faster execution, reducing inference time over 10x times, and footprint reduction during model deployment. It is device agnostic, supporting Nvidia, AMD GPUs, Intel, ARM, AMD CPUs, servers, and edge devices. The tool aims to provide highly optimized, low footprint networks tailored to specific deployment scenarios.
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SiliconANGLE
SiliconANGLE is an AI tool that focuses on enterprise and emerging technologies. It provides insights, analysis, and news on various tech topics such as Cloud, AI, Security, Blockchain, Big Data, and more. The platform offers in-depth coverage of industry events, research reports, and exclusive interviews with tech experts.
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THE DECODER
THE DECODER is an AI tool that provides news, insights, and updates on artificial intelligence across various domains such as business, research, and society. It covers the latest advancements in AI technologies, applications, and their impact on different industries. THE DECODER aims to keep its audience informed about the rapidly evolving field of artificial intelligence.
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Deepfake Detection Challenge Dataset
The Deepfake Detection Challenge Dataset is a project initiated by Facebook AI to accelerate the development of new ways to detect deepfake videos. The dataset consists of over 100,000 videos and was created in collaboration with industry leaders and academic experts. It includes two versions: a preview dataset with 5k videos and a full dataset with 124k videos, each featuring facial modification algorithms. The dataset was used in a Kaggle competition to create better models for detecting manipulated media. The top-performing models achieved high accuracy on the public dataset but faced challenges when tested against the black box dataset, highlighting the importance of generalization in deepfake detection. The project aims to encourage the research community to continue advancing in detecting harmful manipulated media.
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CCN
CCN is a website providing news, analysis, and guides related to cryptocurrencies, blockchain technology, and AI developments. The platform covers a wide range of topics including crypto investing, exchanges, gambling, technology advancements, and regulatory updates. With a focus on delivering accurate and up-to-date information, CCN aims to educate and inform its audience about the latest trends and developments in the crypto and AI industries.
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vLLM
vLLM is a fast and easy-to-use library for LLM inference and serving. It offers state-of-the-art serving throughput, efficient management of attention key and value memory, continuous batching of incoming requests, fast model execution with CUDA/HIP graph, and various decoding algorithms. The tool is flexible with seamless integration with popular HuggingFace models, high-throughput serving, tensor parallelism support, and streaming outputs. It supports NVIDIA GPUs and AMD GPUs, Prefix caching, and Multi-lora. vLLM is designed to provide fast and efficient LLM serving for everyone.
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Toloka AI
Toloka AI is a data labeling platform that empowers AI development by combining human insight with machine learning models. It offers adaptive AutoML, human-in-the-loop workflows, large language models, and automated data labeling. The platform supports various AI solutions with human input, such as e-commerce services, content moderation, computer vision, and NLP. Toloka AI aims to accelerate machine learning processes by providing high-quality human-labeled data and leveraging the power of the crowd.
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Next AI Jobs
Next AI Jobs is an AI-powered platform that specializes in connecting professionals with job opportunities in the fields of Artificial Intelligence (AI), Machine Learning (ML), Natural Language Processing (NLP), and Data Science. The platform utilizes advanced algorithms to match candidates with relevant job listings, streamlining the recruitment process for both employers and job seekers. Next AI Jobs provides a user-friendly interface where users can create profiles, upload resumes, and apply for jobs with ease. With a focus on the rapidly growing AI industry, Next AI Jobs aims to bridge the gap between talented individuals and top-tier companies seeking AI expertise.
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AI Investing Tools
AI Investing Tools is a curated directory of AI tools designed to help users automate their investing process. The platform offers a handpicked collection of AI investing tools that assist in making more money, developing trading strategies, automating investing, rebalancing portfolios, and analyzing markets. It aims to leverage AI technology to enhance trading efficiency, optimize portfolios, and eliminate emotional biases in investment decisions.
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Geeky Gadgets
Geeky Gadgets is a technology news website that covers the latest updates on Apple, Android, deals, gadgets, technology hardware, gaming, and guides. The site features articles on various AI tools and applications, providing insights and reviews to help professionals navigate the world of artificial intelligence.
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AICamp
AICamp is an AI application that offers live learning events, workshops, meetups, and seminars on various AI-related topics such as machine learning, data processing, generative AI, and more. It provides a platform for developers to share knowledge, practical experiences, and best practices in the field of AI and data science. AICamp aims to connect like-minded individuals globally and facilitate learning and networking opportunities in the AI community.
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DMLR
DMLR (Data-centric Machine Learning Research) is an AI tool that focuses on advancing research in data-centric machine learning. It organizes workshops, research retreats, maintains a journal, and runs a working group to support infrastructure projects. The platform covers topics such as data collection, governance, bias, and drifts, as well as data-centric explainable AI and AI alignment. DMLR encourages submissions around the theme of AI for Science, using AI to tackle scientific challenges and accelerate discoveries.
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DeepLearning.AI
DeepLearning.AI is an online platform offering a wide range of courses, discussions, and resources related to artificial intelligence. Users can engage in discussions, ask questions, and participate in various AI projects. The platform covers topics such as deep learning, machine learning, natural language processing, and more. DeepLearning.AI aims to provide a comprehensive learning experience for individuals interested in AI technologies.