Frameworks simplify KV cache management and request batching
Specialized inference frameworks enable a single GPU to handle more concurrent requests with lower latency by automating KV cache management and request scheduling.
- Field
- applying language models
- What they did
- Compared 8 inference frameworks for large language models that help process many requests simultaneously by managing key-value cache memory and request batching.
- Why it matters
- This allows using a single GPU to serve more concurrent users with lower latency without changing the model itself.
#llm#inference#gpu#kv cache#production


