torch-compile
claudePyTorch torch.compile debugging tools and workflow automation
8 skills · 4 agents
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PyTorch torch.compile debugging tools and workflow automation
8 skills · 4 agents
Audit testing in vllm to enforce contracts of correctness.
2 skills · 3 agents · hooks
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MCP server for conversational PyTorch codebase analysis: trace Python->C++->CUDA binding chains, impact analysis, dispatch mapping, call-graph visualization, and test discovery across the PyTorch source.
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Refactor PyTorch test files to be device-agnostic with hardware classification (GENERIC/DEVICE_GENERIC/DEVICE_SPECIFIC/MULTI_DEVICE). Guides analysis, classification, class splitting, and verification.
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Review PyTorch test refactoring PRs for hw_classification, code patterns, decorators, CI compliance, and PR structure. Acts as a PyTorch maintainer gate before upstream submission.
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Expert guidance for vLLM's custom compiler - @support_torch_compile decorator, vllmBackend/Inductor passes, PiecewiseBackend graph splitting, and CudaGraphWrapper CUDA graph management
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Triage vLLM CI failures from PyTorch/Triton version bumps. Groups novel failures by root cause, classifies by repo, rates confidences.
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Evaluation harness for vllm-test-audit with audit-contract skill, golden dataset, and F1/cost judges.
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