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obsidian/phd/weekly-report/25/251116.md

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Objectives

  • Auto LLM inference config tuner

Key Results

  • [5/10] Build the first version auto tuner system
  • [5/10] Check the current situation of parallelism config optimization
  • [4/10] Understand the possibility/challenges in LLM inference compute graph arrangement automatically
  • [0/10] Trace vLLM compute graph and data flow
  • [3/10] Implement a minimal Rust inference framework
  • [1/10] Define the IR for automatic optimization
  • [5/10] Profile different parallelism setup with real trace and analysis their difference
  • [0/10] Meta-analysis for the theory maximum improvement with heterogenous setup [offtrack]

Last Week

  • [KR1] Struggle to prepare running environment for Qwen3-Max-fp4. Try to fix/bypass a lot of dependencies/code problems.
  • [mics] Prepare the first version review agent w/ Yingyi. 0b288d64 ~ 57093ff4

Next Week

  • Think about the insight in our system target.
  • Continue to implement the tuner part in our system.