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phd/weekly-report/25/250928.md
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phd/weekly-report/25/250928.md
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Objectives
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- Auto distributed LLM inference config optimization
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Key Results
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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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- [0/10] Trace vLLM compute graph and data flow
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- [2/10] Understand the possibility/challenges in LLM inference compute graph arrangement automatically
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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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- [KR2] Rethink about the project target and the definition of IR for automatic distribution optimization.
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- [KR2] Learn something about category for IR abstraction.
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- [KR2] Survey the TVM and MLC LLM to learning about their IR abstraction.
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Next Week
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- Profile the compute and communication time for kernels to show the bubble in micro-batch under different models and different input lengths.
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