21 lines
940 B
Markdown
21 lines
940 B
Markdown
Objectives
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- Auto LLM inference config tuner
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Key Results
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- [4/10] Build the first version auto tuner system
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- [5/10] Check the current situation of parallelism config optimization
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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] Write code for basic config generator and benchmark to check the performance.
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- [KR1] Trying to find a way to tune the config for better performance.
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Next Week
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- Benchmark for baseline and some human-tuned configs to prove the necessary of config tuning.
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- Continue to design a way for auto tuning.
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