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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 315–323

    def compiled(self, args, kwargs=None) -> Any:
        if kwargs is not None:
            raise AssertionError(f"Expected kwargs to be None, but got {kwargs}")
        x, dy = args
        compiled_softmax = torch.compile(
            lambda x: F.softmax(x, dim=-1), mode=self.compile_mode, fullgraph=True
        )
        y = compiled_softmax(x)
        return lambda: torch.autograd.grad(y, x, grad_outputs=dy, retain_graph=True)

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