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SlideBatching

2 articles · Page 1 of 1
DataFunSummit
DataFunSummit
Jun 21, 2026 · Artificial Intelligence

Unified Scheduling Optimization for xLLM in Complex Business Scenarios

This article analyzes how the xLLM open‑source LLM inference engine tackles the coexistence of multiple priority levels and strict SLO latency targets by introducing a dynamic, SLO‑aware batch scheduler and a PD‑separation architecture that improve throughput and SLO satisfaction across diverse workloads.

Hierarchical Block ManagerKV cachePD Separation
0 likes · 13 min read
Unified Scheduling Optimization for xLLM in Complex Business Scenarios
DataFunSummit
DataFunSummit
Mar 21, 2026 · Artificial Intelligence

How Slidebatching Revolutionizes LLM Inference Scheduling for Faster, More Efficient AI Services

The article examines the memory and latency challenges of 1750‑billion‑parameter LLM inference, introduces the xLLM framework’s Slidebatching and PD‑separation scheduling strategies, and details how these techniques achieve up to 35% system‑throughput gains and 52% SLO compliance improvements in real‑world multi‑priority workloads.

AI performanceLLMPD Separation
0 likes · 15 min read
How Slidebatching Revolutionizes LLM Inference Scheduling for Faster, More Efficient AI Services