Knowledge note
Inference Serving Systems
Topic hub for LLM serving runtimes, cache systems, and deployment pipelines.
Inference Serving Systems
- vLLM — GPU serving architecture, scheduling, caches, deployment, and model paths.
- vLLM Ascend — Ascend NPU integration and model-specific execution paths.
- SGLang — Structured language-model programming and serving.
- Sarathi — Chunked-prefill scheduling for efficient inference.
- KV Cache Optimization — Eviction, compression, hybrid-memory, and alternative-attention strategies.
- KVSwap — Disk-aware KV-cache offloading for on-device inference.
- InferenceX — Continuous inference benchmark and execution pipeline.
- DeepSeek Integrations — Framework-level DeepSeek implementation readings.
- AgentX / InferenceX v3 — Agentic inference workload and hardware comparison.