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Convolve two sequences in Stan with the FFT. Matches `convolve(x, rev(y), type = "open")` in R.
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functions { | |
vector convolve(vector a, vector b) { | |
int na = num_elements(a); // Vector lengths | |
int nb = num_elements(b); | |
int n_zero_a = nb - 1; // Zero padding lengths | |
int n_zero_b = na - 1; | |
vector[nb] b_rev = reverse(b); // The reversed b vector | |
vector[na + n_zero_a] a_pad; // Instantiate zero padded vectors | |
vector[nb + n_zero_b] b_rev_pad; | |
// Perform zero padding | |
a_pad[1 : n_zero_a] = rep_vector(0, n_zero_a); | |
b_rev_pad[(nb + 1) : (nb + n_zero_b)] = rep_vector(0, n_zero_b); | |
// Fill in padded vector | |
a_pad[(n_zero_a + 1) : (na + n_zero_a)] = a; | |
b_rev_pad[1 : nb] = b_rev; | |
// Stan automatically scales the inverse FFT, so no rescaling needed | |
return get_real(inv_fft(fft(a_pad) .* conj(fft(b_rev_pad)))); | |
} | |
} |
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