Implement i/fft from ethspecs
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@ -1,37 +1,37 @@
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from typing import Sequence
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def _simple_ft(vals, modulus, roots_of_unity):
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L = len(roots_of_unity)
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o = []
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for i in range(L):
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last = 0
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for j in range(L):
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last += vals[j] * roots_of_unity[(i*j)%L]
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o.append(last % modulus)
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return o
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from eth2spec.deneb.mainnet import BLSFieldElement
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def _fft(vals, modulus, roots_of_unity):
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if len(vals) == 4:
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return _simple_ft(vals, modulus, roots_of_unity)
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def _fft(
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vals: Sequence[BLSFieldElement],
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roots_of_unity: Sequence[BLSFieldElement],
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modulus: int,
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) -> Sequence[BLSFieldElement]:
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if len(vals) == 1:
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return vals
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L = _fft(vals[::2], modulus, roots_of_unity[::2])
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R = _fft(vals[1::2], modulus, roots_of_unity[::2])
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o = [0 for _ in vals]
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L = _fft(vals[::2], roots_of_unity[::2], modulus)
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R = _fft(vals[1::2], roots_of_unity[::2], modulus)
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o = [BLSFieldElement(0) for _ in vals]
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for i, (x, y) in enumerate(zip(L, R)):
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y_times_root = (y*roots_of_unity[i]) % modulus
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o[i] = (x+y_times_root) % modulus
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o[i+len(L)] = (x-y_times_root+modulus) % modulus
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y_times_root = (int(y) * int(roots_of_unity[i])) % modulus
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o[i] = BLSFieldElement((int(x) + y_times_root) % modulus)
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o[i + len(L)] = BLSFieldElement((int(x) - y_times_root + modulus) % modulus)
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return o
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def fft(vals, modulus, root_of_unity):
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def fft(vals, root_of_unity, modulus):
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assert len(vals) == len(root_of_unity)
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return _fft(vals, modulus, root_of_unity)
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return _fft(vals, root_of_unity, modulus)
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def ifft(vals, modulus, root_of_unity):
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def ifft(vals, root_of_unity, modulus):
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assert len(vals) == len(root_of_unity)
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# modular inverse
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invlen = pow(len(vals), -1, modulus)
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return [(x * invlen) % modulus for x in _fft(vals, modulus, list(reversed(root_of_unity)))]
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invlen = pow(len(vals), modulus-2, modulus)
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return [
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BLSFieldElement((int(x) * invlen) % modulus)
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for x in _fft(
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vals, [root_of_unity[0], *root_of_unity[:0:-1]], modulus
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)
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]
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@ -2,12 +2,12 @@ from unittest import TestCase
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from da.kzg_rs.common import BLS_MODULUS
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from fft import fft, ifft
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from eth2spec.eip7594.mainnet import fft_field, BLSFieldElement
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class TestFFT(TestCase):
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def test_fft_ifft(self):
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roots_of_unity = [pow(2, i, BLS_MODULUS) for i in range(8)]
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vals = list(BLSFieldElement(x) for x in range(8))
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vals_fft = fft_field(vals, roots_of_unity)
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self.assertEqual(vals, fft_field(vals_fft, roots_of_unity, inv=True))
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roots_of_unity = [pow(23674694431658770659612952115660802947967373701506253797663184111817857449850, i, BLS_MODULUS) for i in range(1024)]
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vals = list(x for x in range(1024))
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vals_fft = fft(vals, roots_of_unity, BLS_MODULUS)
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self.assertEqual(vals, ifft(vals_fft, roots_of_unity, BLS_MODULUS))
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