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torch.concat missing #927

@toolgood

Description

@toolgood

url :https://github.com/salesforce/DeepTime/blob/main/models/modules/regressors.py

code:

    def get_weights(self, X: Tensor, Y: Tensor, reg_coeff: float) -> Tensor:
        batch_size, n_samples, n_dim = X.shape
        ones = torch.ones(batch_size, n_samples, 1, device=X.device)
        X = torch.concat([X, ones], dim=-1)   # this

        if n_samples >= n_dim:
            # standard
            A = torch.bmm(X.mT, X)
            A.diagonal(dim1=-2, dim2=-1).add_(reg_coeff)
            B = torch.bmm(X.mT, Y)
            weights = torch.linalg.solve(A, B)
        else:
            # Woodbury
            A = torch.bmm(X, X.mT)
            A.diagonal(dim1=-2, dim2=-1).add_(reg_coeff)
            weights = torch.bmm(X.mT, torch.linalg.solve(A, Y))

        return weights[:, :-1], weights[:, -1:]

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