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vLLM

vLLM internals, PagedAttention, continuous batching, and inference serving optimization.

2 articles

vllm expert

Dissecting vLLM's PagedAttention: A Memory-Level Analysis

A deep technical analysis of PagedAttention's memory management, including KV cache fragmentation analysis, page table implementation details, and performance implications at the GPU memory hierarchy level.

Nov 15, 2024 · 25 min read
#vllm#pagedattention#kv-cache +2
vllm expert

Implementing Continuous Batching: From Scheduling Theory to vLLM Practice

A detailed analysis of continuous batching algorithms, including iteration-level scheduling, preemption strategies, and the interaction between scheduler and memory manager in production inference systems.

Nov 10, 2024 · 23 min read
#vllm#continuous-batching#scheduling +2
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⚡ Fridays with Faraday

Deep technical explorations in systems performance optimization, from bare-metal microcontrollers to large-scale LLM inference systems.

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