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Vllm

Creator
Creator
Seonglae ChoSeonglae Cho
Created
Created
2023 Jun 22 15:37
Editor
Editor
Seonglae ChoSeonglae Cho
Edited
Edited
2026 Mar 24 14:25
Refs
Refs
vllm
vllm-project • Updated 2026 Mar 27 14:52
AWQ
NCCL
Efficient management of attention key and value memory with
PagedAttention
Vllm Usages
Vllm Streaming Requests
Vllm Realtime API
Vllm Semantic Router
 
 

Log probs

[Bug]: Cannot request more than 5 logprobs
Updated 2025 Aug 16 14:14
 
 
 
Streaming Requests & Realtime API in vLLM
Large language model inference has traditionally operated on a simple premise: the user submits a complete prompt (request), the model processes it, and returns
Streaming Requests & Realtime API in vLLM
https://vllm.ai/blog/streaming-realtime
Streaming Requests & Realtime API in vLLM
vLLM v0.6.0: 2.7x Throughput Improvement and 5x Latency Reduction
TL;DR: vLLM achieves 2.7x higher throughput and 5x faster TPOT (time per output token) on Llama 8B model, and 1.8x higher throughput and 2x less TPOT on Llama 70B model.
https://blog.vllm.ai/2024/09/05/perf-update.html
Supported Models — vLLM
Supported Models — vLLM
https://vllm.readthedocs.io/en/latest/models/supported_models.html
 
 

Backlinks

FlashInferIn-Flight BatchingTGIFinetuning

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Vllm
Copyright Seonglae Cho