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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 689–699

    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, dy = args
        compiled_layernorm = torch.compile(
            self.layernorm_ref, mode=self.compile_mode, fullgraph=True
        )
        y = compiled_layernorm(x, w)
        return lambda: torch.autograd.grad(
            y, [x, w], grad_outputs=dy, retain_graph=True
        )

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