Advanced vLLM and SGLang Infrastructure

Master high-performance inference by deep-diving into SGLang and vLLM internals to fine-tune resource allocation, monitor critical metrics, and drastically cut your infrastructure overhead. * **Optimize PagedAttention and RadixAttention** for high-throughput serving * **Configure continuous batching** to maximize hardware utilization * **Monitor KV cache metrics** for precise resource scaling * **Fine-tune quantization strategies** to reduce infrastructure costs

3 sections ยท 8 lessons

Course outline

Memory Management

  1. PagedAttention Internals
  2. KV Cache
  3. RadixAttention Mechanics
  4. Memory Management

Serving Optimization

  1. Continuous Batching
  2. Quantization Strategies
  3. Speculative Decoding
  4. Serving Optimization

Infrastructure Monitoring

  1. Efficiency Metrics
  2. Resource Profiling
  3. Infrastructure Monitoring

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