opt.py 文件源码

def make_node(self, x, y, p_data, p_ind, p_ptr, p_ncols):
        x = tensor.as_tensor_variable(x)
        y = tensor.as_tensor_variable(y)
        p_data = tensor.as_tensor_variable(p_data)
        p_ind = tensor.as_tensor_variable(p_ind)
        p_ptr = tensor.as_tensor_variable(p_ptr)
        p_ncols = tensor.as_tensor_variable(p_ncols)

        assert p_ncols.dtype == 'int32'

        dtype_out = scalar.upcast(x.type.dtype, y.type.dtype,
                                  p_data.type.dtype)
        dot_out = scalar.upcast(x.type.dtype, y.type.dtype)

        # We call blas ?dot function that take only param of the same type
        x = tensor.cast(x, dot_out)
        y = tensor.cast(y, dot_out)

        return gof.Apply(self, [x, y, p_data, p_ind, p_ptr, p_ncols], [
            tensor.tensor(dtype=dtype_out, broadcastable=(False,)),
            tensor.tensor(dtype=p_ind.type.dtype, broadcastable=(False,)),
            tensor.tensor(dtype=p_ptr.type.dtype, broadcastable=(False,))
        ])