Add kernel performance agent with optimization framework #31
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- Add kernel_perf_agent module with decorator-based optimization - Include database of code samples (matmul, matadd, TMA examples) - Add retriever for relevant optimization patterns - Add verifier for numeric and benchmark validation - Add examples for gemm, gemm_sw, and grouped_gemm - Update pyproject.toml with new dependencies - Update agent, providers, and worker with perf integration
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Context:
We are adding kernal_perf_agent to improve the overall performance of Triton KernelAgent