Decoding With PagedAttention and vLLM

Table of Links Abstract and 1 Introduction 2 Background and 2.1 Transformer-Based Large Language Models 2.2 LLM Service & Autoregressive Generation 2.3 Batching Techniques for LLMs 3 Memory Challenges in LLM Serving 3.1 Memory Management in Existing Systems 4 Method and 4.1 PagedAttention 4.2 KV Cache Manager 4.3 Decoding with PagedAttention and vLLM 4.4 Application … Read more

Introducing LLaVA-Phi: A Compact Vision-Language Assistant Powered By a Small Language Model

Table of Links Abstract and 1 Introduction 2. Related Work 3. LLaVA-Phi and 3.1. Training 3.2. Qualitative Results 4. Experiments 5. Conclusion, Limitation, and Future Works and References Abstract In this paper, we introduce LLaVA-ϕ (LLaVA-Phi), an efficient multi-modal assistant that harnesses the power of the recently advanced small language model, Phi-2, to facilitate multi-modal … Read more

KV Cache Manager: The Key Idea Behind It and How It Works

Table of Links Abstract and 1 Introduction 2 Background and 2.1 Transformer-Based Large Language Models 2.2 LLM Service & Autoregressive Generation 2.3 Batching Techniques for LLMs 3 Memory Challenges in LLM Serving 3.1 Memory Management in Existing Systems 4 Method and 4.1 PagedAttention 4.2 KV Cache Manager 4.3 Decoding with PagedAttention and vLLM 4.4 Application … Read more

Our Method for Developing PagedAttention

Table of Links Abstract and 1 Introduction 2 Background and 2.1 Transformer-Based Large Language Models 2.2 LLM Service & Autoregressive Generation 2.3 Batching Techniques for LLMs 3 Memory Challenges in LLM Serving 3.1 Memory Management in Existing Systems 4 Method and 4.1 PagedAttention 4.2 KV Cache Manager 4.3 Decoding with PagedAttention and vLLM 4.4 Application … Read more

PagedAttention: Memory Management in Existing Systems

Table of Links Abstract and 1 Introduction 2 Background and 2.1 Transformer-Based Large Language Models 2.2 LLM Service & Autoregressive Generation 2.3 Batching Techniques for LLMs 3 Memory Challenges in LLM Serving 3.1 Memory Management in Existing Systems 4 Method and 4.1 PagedAttention 4.2 KV Cache Manager 4.3 Decoding with PagedAttention and vLLM 4.4 Application … Read more

Memory Challenges in LLM Serving: The Obstacles to Overcome

Table of Links Abstract and 1 Introduction 2 Background and 2.1 Transformer-Based Large Language Models 2.2 LLM Service & Autoregressive Generation 2.3 Batching Techniques for LLMs 3 Memory Challenges in LLM Serving 3.1 Memory Management in Existing Systems 4 Method and 4.1 PagedAttention 4.2 KV Cache Manager 4.3 Decoding with PagedAttention and vLLM 4.4 Application … Read more

Understanding the Monotonicity of the Sparsity Objective Function

Table of Links Abstract and 1. Introduction 2. Preliminaries and 2.1. Blind deconvolution 2.2. Quadratic neural networks 3. Methodology 3.1. Time domain quadratic convolutional filter 3.2. Superiority of cyclic features extraction by QCNN 3.3. Frequency domain linear filter with envelope spectrum objective function 3.4. Integral optimization with uncertainty-aware weighing scheme 4. Computational experiments 4.1. Experimental … Read more

Holder Collateral-Free Cross-Chain Options

Table of Links Abstract and Introduction Preliminaries Overview Protocol 4.1 Efficient Option Transfer Protocol 4.2 Holder Collateral-Free Cross-Chain Options Security Analysis 5.1 Option Transfer Properties 5.2 Option Properties Implementation Related Work Conclusion and Discussion, and References A. Codes A.1 Robust and Efficient Transfer Protocol A.2 Holder Collateral-Free Cross-Chain Options B. Proofs B.1 Transfer Protocol Proofs … Read more

HPL Games: Pioneering The Future Of Mobile Gaming With Blockchain Integration

San Francisco, United States, December 27th, 2024/Chainwire/–HPL, an innovative start-up at the forefront of gaming and blockchain technology, is working to reshape the future of mobile gaming. By bridging the gap between traditional gaming and Web3 innovation, HPL Games seeks to deliver immersive mobile experiences with the power of blockchain-backed in-game currencies. HPL Games is … Read more

Robust and Efficient Transfer Protocol for Cross-Chain Options

Table of Links Abstract and Introduction Preliminaries Overview Protocol 4.1 Efficient Option Transfer Protocol 4.2 Holder Collateral-Free Cross-Chain Options Security Analysis 5.1 Option Transfer Properties 5.2 Option Properties Implementation Related Work Conclusion and Discussion, and References A. Codes A.1 Robust and Efficient Transfer Protocol A.2 Holder Collateral-Free Cross-Chain Options B. Proofs B.1 Transfer Protocol Proofs … Read more

OPX Live: Launching a Unified Platform For The Creator Economy 2.0

Los Angeles, United States, December 27th, 2024/Chainwire/–OPX Live is scheduled to launch this Saturday, December 28th, offering a unified platform that integrates token creation, trading, and streaming to support the evolving Creator Economy 2.0. To celebrate launch day, OPX Live will host a live Keynote Event on OPXLIVE.com, December 28th at 3 PM PST, where … Read more

ClassBD: A New Method for Enhanced Bearing Fault Diagnosis in Noisy Environments

Table of Links Abstract and 1. Introduction 2. Preliminaries and 2.1. Blind deconvolution 2.2. Quadratic neural networks 3. Methodology 3.1. Time domain quadratic convolutional filter 3.2. Superiority of cyclic features extraction by QCNN 3.3. Frequency domain linear filter with envelope spectrum objective function 3.4. Integral optimization with uncertainty-aware weighing scheme 4. Computational experiments 4.1. Experimental … Read more

New System Cuts Time and Costs in Cross-Chain Crypto Options Trading

Table of Links Abstract and Introduction Preliminaries Overview Protocol 4.1 Efficient Option Transfer Protocol 4.2 Holder Collateral-Free Cross-Chain Options Security Analysis 5.1 Option Transfer Properties 5.2 Option Properties Implementation Related Work Conclusion and Discussion, and References A. Codes A.1 Robust and Efficient Transfer Protocol A.2 Holder Collateral-Free Cross-Chain Options B. Proofs B.1 Transfer Protocol Proofs … Read more

Researchers Discover Optimal Combination of Time and Frequency Domain Filters in ClassBD

Table of Links Abstract and 1. Introduction 2. Preliminaries and 2.1. Blind deconvolution 2.2. Quadratic neural networks 3. Methodology 3.1. Time domain quadratic convolutional filter 3.2. Superiority of cyclic features extraction by QCNN 3.3. Frequency domain linear filter with envelope spectrum objective function 3.4. Integral optimization with uncertainty-aware weighing scheme 4. Computational experiments 4.1. Experimental … Read more

How to Increase Your Intelligence (even if You’re Not Genetically Gifted)

If You’re So Smart, Why Aren’t You Happy? The true test of intelligence is getting what you want out of life. It’s not about IQ scores, academic accolades, or your ability to solve puzzles; it’s about consistently aligning your behaviour with your goals. Intelligence is a behaviour, and understanding this can transform your life. Introduction: … Read more

Week 2: It Was Within Me All Along

Designed by Freepik It makes sense that moving to a new city will cost you something valuable – leaving behind the people you’ve known and loved your entire life perhaps. For me, it was the biggest sacrifice I’ve made. When I was going through the process of relocating, I remember thinking “Damn, I won’t be … Read more

Will AI Widen Global Inequality?

Technological advancement empowered by digitalization transforms the nature of work in ways humans could never have expected. Despite having existed for only a few years, advanced artificial intelligence is in a position to take over jobs, influence economies and shift entire markets. For better or worse, AI will have a global impact. What does that … Read more

New Meme Coin Pepeto Launches Presale – New Impressive Measures To Engage Pepeto Army

CALIFORNIA, United States, December 27th, 2024, Chainwire Pepeto’s Social Media Presence Reaches New Milestone With a combined social media following of over 45,800 across platforms, the God of Frogs, Pepeto, is making a mark in the memecoin space. Across X (formerly Twitter), Instagram, YouTube, Telegram, and TikTok, Pepeto has cultivated a thriving and engaged community. … Read more

The Architect of Global Business Services: Nishant Dave’s Mastery in Application Management

Global Business Services (GBS) consolidates and integrates operations across regions and functional areas, aiming to improve efficiency, reduce costs, and enhance service delivery. Covering finance, IT, customer service, and supply chain management, GBS enables companies to centralize processes and leverage shared expertise. In a globalized market, GBS has become a vital strategy for corporations seeking … Read more

A New Era for Procurement Text Mining

Table of Links Abstract and Introduction Domain and Task 2.1. Data sources and complexity 2.2. Task definition Related Work 3.1. Text mining and NLP research overview 3.2. Text mining and NLP in industry use 3.3. Text mining and NLP for procurement 3.4. Conclusion from literature review Proposed Methodology 4.1. Domain knowledge 4.2. Content extraction 4.3. … Read more

Wildcat: Undercollateralized Credit Expansion for Fun and Profit 2.0

A huge amount of crypto’s valuation is due to the extraordinary success of the decentralized finance (DeFi) industry. By leveraging the trustless and immutable nature of blockchains we have crafted different composable financial services that improve on traditional finance (TradFi) products. Today, we have stablecoins to rival global banking and foreign exchange; decentralized exchanges and … Read more

Multi-Asset Brokerage & The Future Of Digital Trading: An Interview With B2Broker CEO Arthur Azizov

Conservative figures estimate that there are over 300 million crypto traders in the world. When compared to the FX market, which has about 50 million traders and 128 currency pairs, the crypto market occupies a larger part of the rapidly evolving digital trading landscape. To bridge this market gap and harmonize digital trading experience, brokers … Read more

Can Pirates Save Democracy?

Historically, anarchist and libertarian ideologies have often been situated outside the traditional political spectrum due to their emphasis on individualism, direct action, anti-capitalism, and the pursuit of a stateless society. However, the emergence of American libertarianism, particularly its pro-capitalist free-market variant, has challenged this traditional alignment. Historically, there has been limited collaboration between left-libertarians and … Read more

Sentient AI Secures $1.5M Raise, Prepares AI Agent Launchpad On Sui

PANAMA, Republic of Panama, December 27th, 2024/Chainwire/–Sentient AI, incubated by GameFi.org and partnered with Ape Terminal, Polkastarter, and ChainGPT, has closed its first funding period, securing a total raise of $1.5M. Sentient AI (SETAI) introduces an AI Agent capable of human-like thoughts and emotions. Serving as both a chatbot and personal assistant, it generates creative … Read more

Gate Group Announces Acquisition Of Coin Master Co., Ltd., Officially Entering The Japanese Market

Dec 26th, Panama -According to an announcement by a cryptocurrency exchange platform, Gate.io and Financial Services Agency of Japan (FSA) today, Gate Group has successfully acquired all issued shares of Coin Master Co., Ltd., a Japanese cryptocurrency service provider. The acquisition was carried out through  Gate Information Pte. Ltd 「CEO: Lin Han」, a Singaporean entity, … Read more