19 lines
829 B
Markdown
19 lines
829 B
Markdown
Objectives
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- Auto distributed LLM inference config optimization
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Key Results
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- [4/10] Understand the possibility/challenges in LLM inference compute graph arrangement automatically
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- [0/10] Trace vLLM compute graph and data flow
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- [3/10] Implement a minimal Rust inference framework
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- [1/10] Define the IR for automatic optimization
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- [5/10] Profile different parallelism setup with real trace and analysis their difference
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- [0/10] Meta-analysis for the theory maximum improvement with heterogenous setup [offtrack]
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Last Week
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- [KR1] Learn about how vLLM implements the DBO. Check the feasibility to apply an execution flow automatically with a generated config.
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- [misc] Write a paper commentary for SOSP.
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Next Week
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- Summary the optimizations in Qwen.
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- Profile model's different stage (module), analyze the overlap status.
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