[Optimization 6/n] Introduce Optimization Worker #80

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kaiming-cheng wants to merge 33 commits intomainfrom

kaiming/opt_component_6

Commits on Jan 15, 2026

NCU profiling wrapper generation and execution
Kaiming Cheng
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Refactor profiling components and add kernel_perf_util
Kaiming Cheng
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Refactor profiling components and add kernel_perf_util
Kaiming Cheng
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Refactor profiling components and add kernel_perf_util
Kaiming Cheng
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update directory name and add package in pyproject
Kaiming Cheng
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Remove kernel_perf_util directory
Kaiming Cheng
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move gpu spec.py to future PR and fix import
Kaiming Cheng
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Add copyright header
Kaiming Cheng
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fix ruff
Kaiming Cheng
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address previous comments
Kaiming Cheng
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fix ruff
Kaiming Cheng
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Add unified benchmarking module for kernel performance measurement
Kaiming Cheng
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Introducing benchmarking infra for kernel performance
Kaiming Cheng
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fix ruff
Kaiming Cheng
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fix ruff
Kaiming Cheng
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address comments
Kaiming Cheng
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Diagnose module - prompt constructor
Kaiming Cheng
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Refactors the diagnose_prompt module into a modular architecture
Kaiming Cheng
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fix diff issue
Kaiming Cheng
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fix ruff issue
Kaiming Cheng
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fix
Kaiming Cheng
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fix ruff
Kaiming Cheng
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optimization prompt
Kaiming Cheng
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add optimization orchestrator and add an API in the worker.py
Kaiming Cheng
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fix ruff
Kaiming Cheng
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fix
Kaiming Cheng
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fix
Kaiming Cheng
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Commits on Jan 18, 2026

fix from e2e testing
Kaiming Cheng
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integrating opt component into optimization worker. Add necessary utility to the worker_util.py
Kaiming Cheng
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refactor helper function and clean up comments
Kaiming Cheng
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fix missing arg of _call_llm
Kaiming Cheng
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move bottleneck_analyzer to its own class in the opt_worker_component. remove class that can be directly imported
Kaiming Cheng
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Commits on Jan 20, 2026

update ncu wrapper, profiler to capture the current kernel instead of auxiliary kernels
Kaiming Cheng
committed