T0 Big tech Tencent Internship Round 1
Tencent AI Infra internship first round (1)
Real Tencent AI Infra internship first-round interview questions covering inference optimization, operator optimization, high-performance computing, and related topics
Inference optimization Operator optimization High-performance computing
Project experience
- Introduce project experience and related technical details
Inference optimization
- Explain the design motivation of chunked prefill and the core problem it solves
- In a large cluster (NVLink within a node, RDMA between some machines across nodes), how would you design a distributed inference plan
High-performance computing
- Compare reduce-scatter and all-to-all collective communication
- What methods can reduce launch kernel overhead
- Causes of bank conflict in CUDA programming and how to fix them
Coding
- Reverse nodes in k-Group