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We will construct a fast transform, based on low-rank approximation, which evaluates Fourier coefficients of piecewise-polynomial generalized functions. These generalized functions are supported on d-dimensional simplices such as points, lines, triangles, or tetrahedra, in D-dimensional space. The transform employs a stable new dimensional recurrence and a tree-based butterfly scheme.