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compiled() — pytorch Function Reference

Architecture documentation for the compiled() function in kernels.py from the pytorch codebase.

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benchmarks/dynamo/genai_layers/kernels.py lines 606–617

    def compiled(self, args, kwargs=None) -> Any:
        if kwargs is not None:
            raise AssertionError(f"Expected kwargs to be None, but got {kwargs}")
        x, w = args

        # Mark batch size as dynamic for realistic workload
        torch._dynamo.mark_dynamic(x, 0)

        compiled_layernorm = torch.compile(
            self.layernorm_ref, mode=self.compile_mode, fullgraph=True
        )
        return lambda: compiled_layernorm(x, w, eps=1e-6)

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