llmserving - わかめtube

Fast LLM Serving with vLLM and PagedAttention

Fast LLM Serving with vLLM and PagedAttention

1 year ago - 32:07

vLLM: Easy, Fast, and Cheap LLM Serving for Everyone - Woosuk Kwon & Xiaoxuan Liu, UC Berkeley

vLLM: Easy, Fast, and Cheap LLM Serving for Everyone - Woosuk Kwon & Xiaoxuan Liu, UC Berkeley

9 months ago - 23:33

Scalable and Efficient LLM Serving With the VLLM Production Stack - Junchen Jiang & Yue Zhu

The Linux Foundation

Scalable and Efficient LLM Serving With the VLLM Production Stack - Junchen Jiang & Yue Zhu

11 days ago - 39:36

Create your multi-node LLM serving K8s cluster with one click

Create your multi-node LLM serving K8s cluster with one click

4 months ago - 0:31

LLM Serving: The 4 Hard Truths No One Tells You

LLM Serving: The 4 Hard Truths No One Tells You

11 days ago - 49:59

How to Efficiently Serve an LLM?

How to Efficiently Serve an LLM?

11 months ago - 12:13

What Production-Grade LLM Serving Actually Requires (Infrastructure Deep Dive)

What Production-Grade LLM Serving Actually Requires (Infrastructure Deep Dive)

1 month ago - 5:58

[MLArchSys 2025]| Runtime Attestation for Secure LLM Serving in Cloud-Native TEE

[MLArchSys 2025]| Runtime Attestation for Secure LLM Serving in Cloud-Native TEE

1 month ago - 8:26

MobiSys 25 Teaser - EdgeLoRA: An Efficient Multi-Tenant LLM Serving System on Edge Devices

MobiSys 25 Teaser - EdgeLoRA: An Efficient Multi-Tenant LLM Serving System on Edge Devices

2 weeks ago - 1:31

Simplify Your Open-Source LLM Serving with Anyscale's Aviary: Ray Serve Automation & Autoscaling

AI Insight News

Simplify Your Open-Source LLM Serving with Anyscale's Aviary: Ray Serve Automation & Autoscaling

2 years ago - 0:53

vLLM vs NanoVLLM ⚡ Fast LLM Inference Battle! Which AI Engine Wins?

Serverwala Cloud Data Centers Pvt Ltd

vLLM vs NanoVLLM ⚡ Fast LLM Inference Battle! Which AI Engine Wins?

2 weeks ago - 1:00

Simon Mo on vLLM: Easy, Fast, and Cost-Effective LLM Serving for Everyone

AMD Developer Central

Simon Mo on vLLM: Easy, Fast, and Cost-Effective LLM Serving for Everyone

2 weeks ago - 18:08

Lightning Talk: Best Practices for LLM Serving with DRA - Chen Wang & Abhishek Malvankar, IBM

CNCF [Cloud Native Computing Foundation]

Lightning Talk: Best Practices for LLM Serving with DRA - Chen Wang & Abhishek Malvankar, IBM

1 year ago - 9:37

Enabling Cost-Efficient LLM Serving with Ray Serve

Enabling Cost-Efficient LLM Serving with Ray Serve

1 year ago - 30:28

[MLArchSys 2025]|SafeKV: Safe KV-Cache Sharing in LLM Serving

[MLArchSys 2025]|SafeKV: Safe KV-Cache Sharing in LLM Serving

1 month ago - 11:27

LLM Serving (Rust) demo

LLM Serving (Rust) demo

7 months ago - 5:06

Reducing Prefill Delay for LLM Serving in RAG By Sharing Knowledge

Reducing Prefill Delay for LLM Serving in RAG By Sharing Knowledge

1 year ago - 19:10

Ray Aviary: Open-Source Multi-LLM Serving

Ray Aviary: Open-Source Multi-LLM Serving

1 year ago - 19:16

E15 | MuxServe: Flexible Multiplexing for Efficient Multiple LLM Serving (ICML'24) 【中文】

MLSys Singapore

E15 | MuxServe: Flexible Multiplexing for Efficient Multiple LLM Serving (ICML'24) 【中文】

1 year ago - 35:14

MLSys'25 - LServe: Efficient Long-sequence LLM Serving with Unified Sparse Attention

MLSys'25 - LServe: Efficient Long-sequence LLM Serving with Unified Sparse Attention

1 month ago - 11:36

MLSys'25 - QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving

MLSys'25 - QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving

1 month ago - 13:45

Efficient LLM Serving on Hybrid Real-time and Best-effort Requests

The Prompt Index

Efficient LLM Serving on Hybrid Real-time and Best-effort Requests

2 months ago - 3:02

PagedAttention: Revolutionizing LLM Inference with Efficient Memory Management - DevConf.CZ 2025

PagedAttention: Revolutionizing LLM Inference with Efficient Memory Management - DevConf.CZ 2025

2 weeks ago - 28:05

Introducing Ray Aviary | 🦜🔍 Open Source Multi-LLM Serving

Introducing Ray Aviary | 🦜🔍 Open Source Multi-LLM Serving

2 years ago - 13:33

Legion Retreat 2024 - Low-Latency, High-Performance LLM Serving and Fine-tuning - Zhihao Jia

Legion Programming System

Legion Retreat 2024 - Low-Latency, High-Performance LLM Serving and Fine-tuning - Zhihao Jia

6 months ago - 30:35

What is vLLM? Efficient AI Inference for Large Language Models

What is vLLM? Efficient AI Inference for Large Language Models

1 month ago - 4:58

Offline Energy-Optimal LLM Serving: Workload-Based Energy Models for LLM Inf. on Heterogen. Syst.

Offline Energy-Optimal LLM Serving: Workload-Based Energy Models for LLM Inf. on Heterogen. Syst.

1 year ago - 10:47

TPI-LLM: Serving 70B-scale LLMs Efficiently on Low-resource Edge Devices

TPI-LLM: Serving 70B-scale LLMs Efficiently on Low-resource Edge Devices

9 months ago - 8:46

E07 | Fast LLM Serving with vLLM and PagedAttention

MLSys Singapore

E07 | Fast LLM Serving with vLLM and PagedAttention

1 year ago - 55:36

Mélange - Cost Efficient LLM Serving by Using Mixture of GPUs - Hands on Demo

Mélange - Cost Efficient LLM Serving by Using Mixture of GPUs - Hands on Demo

1 year ago - 10:58

Unlock LLM Speed: VLLM Crushes the Competition!

Unlock LLM Speed: VLLM Crushes the Competition!

1 month ago - 0:48

vLLM: Fast & Affordable LLM Serving with PagedAttention | UC Berkeley's Open-Source Library

AI Insight News

vLLM: Fast & Affordable LLM Serving with PagedAttention | UC Berkeley's Open-Source Library

2 years ago - 2:25

vLLM Inference Engine [ಕನ್ನಡದಲ್ಲಿ] | Easy, Fast, and Cheap LLM Serving with PagedAttention

vLLM Inference Engine [ಕನ್ನಡದಲ್ಲಿ] | Easy, Fast, and Cheap LLM Serving with PagedAttention

1 year ago - 15:45

GOSIM CHINA 2024 - Kaichao You: vLLM - Easy, Fast, and Cheap LLM Serving for Everyone

GOSIM Foundation

GOSIM CHINA 2024 - Kaichao You: vLLM - Easy, Fast, and Cheap LLM Serving for Everyone

7 months ago - 30:12

OSDI '24 - dLoRA: Dynamically Orchestrating Requests and Adapters for LoRA LLM Serving

OSDI '24 - dLoRA: Dynamically Orchestrating Requests and Adapters for LoRA LLM Serving

10 months ago - 14:34

GOSIM CHINA 2024-Kaichao You vLLM: Easy, Fast, and Cheap LLM Serving for Everyone

GOSIM Foundation

GOSIM CHINA 2024-Kaichao You vLLM: Easy, Fast, and Cheap LLM Serving for Everyone

8 months ago - 31:42

Building a Multi-Cluster Privately Hosted LLM Serving Platform on Ku... Julian Bright & Noah Yoshida

CNCF [Cloud Native Computing Foundation]

Building a Multi-Cluster Privately Hosted LLM Serving Platform on Ku... Julian Bright & Noah Yoshida

1 year ago - 25:48

LLM inference optimization: Architecture, KV cache and Flash attention

LLM inference optimization: Architecture, KV cache and Flash attention

10 months ago - 44:06

InstCache - A Predictive Cache for LLM Serving

InstCache - A Predictive Cache for LLM Serving

5 months ago - 7:08

Task Scheduling for Decentralized LLM Serving | Dr. Sanjaya Kumar Panda | GenLang 5.0

Task Scheduling for Decentralized LLM Serving | Dr. Sanjaya Kumar Panda | GenLang 5.0

Streamed 6 days ago - 4:06:11

[vLLM Office Hours #27] Intro to llm-d for Distributed LLM Inference

[vLLM Office Hours #27] Intro to llm-d for Distributed LLM Inference

4 weeks ago - 1:19:57

【GOSIM AI Paris 2025】Erwan Gallen & Eldar Kurtic: vLLM: Multi-Accelerator & Quantized LLM Serving

GOSIM Foundation

【GOSIM AI Paris 2025】Erwan Gallen & Eldar Kurtic: vLLM: Multi-Accelerator & Quantized LLM Serving

3 weeks ago - 21:08

Large Language Model Serving - ML Systems Design Interview

Large Language Model Serving - ML Systems Design Interview

3 months ago - 12:59

LitServe - LLM Serving Inference Engine - Install and Test Locally

LitServe - LLM Serving Inference Engine - Install and Test Locally

10 months ago - 10:29

Scaling LLM Inference Globally: Novita AI & Vultr in Partnership

Scaling LLM Inference Globally: Novita AI & Vultr in Partnership

2 weeks ago - 13:44

vLLM: Easy, Fast, and Cheap LLM Serving, Woosuk Kwon, UC Berkeley

AMD Developer Central

vLLM: Easy, Fast, and Cheap LLM Serving, Woosuk Kwon, UC Berkeley

6 months ago - 22:30

R&B song about AnyScale's Aviary, LLM serving library (AI music video) - Sway Ducky

R&B song about AnyScale's Aviary, LLM serving library (AI music video) - Sway Ducky

1 year ago - 0:55

Andes: Defining and Enhancing Quality-of-Experience in LLM-Based Text Streaming Services

Andes: Defining and Enhancing Quality-of-Experience in LLM-Based Text Streaming Services

4 months ago - 46:59

MLSys Singapore

MLSys Singapore

MLSys Seminar @SG is a special interest group for Machine Learning System researchers and engineers in Singapore. We meet ...

@MLSysSingapore subscribers

Mastering LLM Inference Optimization From Theory to Cost Effective Deployment: Mark Moyou

Mastering LLM Inference Optimization From Theory to Cost Effective Deployment: Mark Moyou

6 months ago - 33:39

Isaac Chung - Speed up open source LLM-serving with llama-cpp-python

PyCon Lithuania

Isaac Chung - Speed up open source LLM-serving with llama-cpp-python

1 year ago - 23:41

Autellix: An Efficient Serving Engine for LLM Agents as General Programs

Autellix: An Efficient Serving Engine for LLM Agents as General Programs

4 months ago - 36:28

FAST '25 - Mooncake: Trading More Storage for Less Computation — A KVCache-centric Architecture...

FAST '25 - Mooncake: Trading More Storage for Less Computation — A KVCache-centric Architecture...

3 months ago - 17:17

BROS: Revolutionizing LLM Request Handling!

The Prompt Index

BROS: Revolutionizing LLM Request Handling!

2 months ago - 0:43

What is vLLM & How do I Serve Llama 3.1 With It?

What is vLLM & How do I Serve Llama 3.1 With It?

10 months ago - 7:23

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