Edge 410: Learn About Virtual Token Counter: A Novel Method that Address One of the Major Challenges LLM Serving
Was this email forwarded to you? Sign up here Edge 410: Learn About Virtual Token Counter: A Novel Method that Address One of the Major Challenges LLM ServingCreated by UC Berkeley and Stanford University, VTC introduced a fairness in LLM serving schedulingImagine the following scenarios in an LLM application:
Should the requests from both clients follow be served by the same LLM resources. The answer seems obviously no as the second client requires much less resources than the first client. However, today’s LLM infrastructures do not differentiate between the two types of requests. This is come to be known as fair serving as is the subject of a fascinating paper by a list of rock star researchers that includes UC Berkeley’s Joseph Gonzalez and Ion Stoica as well as researchers from Stanford University and Duke University. Current LLM serving systems rely on a commonly used method for handling incoming requests based on the First-Come-First-Serve (FCFS) approach. However, this method is not without its problems. ... Subscribe to TheSequence to unlock the rest.Become a paying subscriber of TheSequence to get access to this post and other subscriber-only content. A subscription gets you:
|
Older messages
Edge 409: Augmenting Autonomous Agents with Long-Term Memory
Tuesday, July 2, 2024
Making agents remember beyond the context window. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
📝 Guest Post: Yandex develops and open-sources YaFSDP — a tool for faster LLM training and optimized GPU consumpt…
Monday, July 1, 2024
A few weeks ago, Yandex open-sourced the YaFSDP method — a new tool that is designed to dramatically speed up the training of large language models. In this article, Mikhail Khrushchev, the leader of
The Single-Algorithm AI Chip
Sunday, June 30, 2024
Plus a tremendous activity in funding activity in generative AI startups. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
📝 Guest Post: Designing Prompts for LLM-as-a-Judge Model Evals*
Friday, June 28, 2024
In this guest post, Nikolai Liubimov, CTO of HumanSignal provides helpful resources to get started building LLM-as-a-judge evaluators for AI models. HumanSignal recently launched a suite of tools
Edge 406: Inside OpenAI's Recent Breakthroughs in GPT-4 Interpretability
Thursday, June 27, 2024
A new method helps to extract interpretable concepts from large models like GPT-4. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
You Might Also Like
Aspire Deployment: Course Updates (coming soon)
Wednesday, October 23, 2024
Hey, it's Milan. Just wanted to share something I'm working on as we're getting closer to the .NET 9 release. I'm working on a brand new chapter for my courses about integrating .NET
📟 Turning Old Tech Into Keychains — How to Use Android's Theft Protection Feature
Tuesday, October 22, 2024
Also: Modern Video Games Are Too Easy, and More! How-To Geek Logo October 22, 2024 Did You Know When Galoob released the "Game Genie" product in the 1990s to allow players on the Nintendo
Unlock Python's Pattern Matching, Combinatoric Iterators, SSH Scripting, and More
Tuesday, October 22, 2024
Structural Pattern Matching in Python #652 – OCTOBER 22, 2024 VIEW IN BROWSER The PyCoder's Weekly Logo Structural Pattern Matching in Python In this tutorial, you'll learn how to harness the
Daily Coding Problem: Problem #1586 [Hard]
Tuesday, October 22, 2024
Daily Coding Problem Good morning! Here's your coding interview problem for today. This problem was asked by Airbnb. An 8-puzzle is a game played on a 3 x 3 board of tiles, with the ninth tile
Mapped | The Home Price-to-Income Ratio of Large U.S. Cities 🏘️
Tuesday, October 22, 2024
The top five large US cities have a home price-to-income ratio more than double the national average of 4.7. View Online | Subscribe | Download Our App Presented by Hinrich Foundation NEW REPORT:
Ushering In
Tuesday, October 22, 2024
Netflix's Theatrical Strategy • Blade Runner vs. Elon Musk • Disney vs. App Store • Anthropic's AI PC Control • AirPods Hearing Boost Ushering In Netflix's Theatrical Strategy • Blade
Speeding up with SIMD and Go assembly
Tuesday, October 22, 2024
Plus some Go code generation magic, test parallelism, and working with Excel spreadsheets. | #528 — October 22, 2024 Unsub | Web Version Together with Ardan Labs Go Weekly A Taste of Go Code Generator
LW 155 - Optimizing Shopify Themes for Long Product Descriptions
Tuesday, October 22, 2024
Optimizing Shopify Themes for Long Product Descriptions Shopify Development news and articles
Secure Your Election 2024 eBook at the Best Value Today ⏰
Tuesday, October 22, 2024
Stay informed with our visual guide to the US Presidential Election—exclusively for VC+ members, along with additional updates. View email in browser Now Available: The Visual Guide to the US Election
Startups of The Year: How To Vote
Tuesday, October 22, 2024
Top Tech Content sent at Noon! How the world collects web data Read this email in your browser How are you, @newsletterest1? 🪐 What's happening in tech today, October 22, 2024? The HackerNoon