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+ import math
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+
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+ def gcd(a, b):
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+ while b:
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+ a, b = b, a % b
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+ return a
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+
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+ def phi(n):
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+ result = n
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+ p = 2
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+ temp_n = n
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+ while p * p <= temp_n:
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+ if temp_n % p == 0:
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+ while temp_n % p == 0:
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+ temp_n //= p
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+ result -= result // p
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+ p += 1
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+ if temp_n > 1:
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+ result -= result // temp_n
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+ return result
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+
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+ def test_theorem_2_1(m):
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+ """Theorem 2.1: N_b(m) = m^{m-1} * phi(m)"""
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+ nb_theoretical = (m**(m-1)) * phi(m)
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+ # Brute force count for small m
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+ count = 0
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+ for i in range(m**m):
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+ b = []
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+ temp = i
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+ for _ in range(m):
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+ b.append(temp % m)
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+ temp //= m
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+ if gcd(sum(b), m) == 1:
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+ count += 1
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+ print(f"Theorem 2.1 (m={m}): Theoretical={nb_theoretical}, Empirical={count}")
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+ return nb_theoretical == count
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+
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+ def test_theorem_3_1(m, k):
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+ """Theorem 3.1: |M_k(G_m)| = phi(m) * [N_b(m)]^{k-1}"""
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+ nb = (m**(m-1)) * phi(m)
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+ mk_theoretical = phi(m) * (nb**(k-1))
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+ print(f"Theorem 3.1 (m={m}, k={k}): Theoretical={mk_theoretical}")
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+ return mk_theoretical
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+
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+ def test_theorem_4_1(m, k):
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+ """Theorem 4.1: Obstruction when m is even and k is odd"""
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+ if m % 2 == 0 and k % 2 != 0:
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+ print(f"Theorem 4.1 (m={m}, k={k}): Obstruction Predicted.")
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+ return True
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+ return False
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+
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+ def test_law_vi_2d(m):
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+ """Law VI: 2D Torus is universally solvable for all m"""
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+ # Sum of two r_c must be m.
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+ # For m=4, r=(1, 3) works. (1+3=4, gcd(1,4)=1, gcd(3,4)=1)
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+ # For m=3, r=(1, 2) works. (1+2=3, gcd(1,3)=1, gcd(2,3)=1)
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+ # Coprimality is possible for both odd and even m when k=2.
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+ if m % 2 == 0:
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+ # Sum of two odd numbers is even. r1=1, r2=m-1 are both odd.
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+ r1, r2 = 1, m-1
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+ valid = (gcd(r1, m) == 1 and gcd(r2, m) == 1)
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+ else:
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+ # Sum of an odd and an even is odd.
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+ # But we need r1, r2 to be coprime to m.
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+ # For m=3, r1=1, r2=2 works.
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+ r1, r2 = 1, m-1
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+ valid = (gcd(r1, m) == 1 and gcd(r2, m) == 1)
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+ print(f"Law VI (m={m}, k=2): r=({r1}, {r2}), coprimality={valid}")
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+ return valid
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+
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+ def test_spike_construction(m):
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+ """Theorem 5.1 & 5.3: Spike Construction (1, m-2, 1)"""
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+ if m % 2 == 0:
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+ return False
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+ r = (1, m-2, 1)
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+ sum_b0 = 2 % m
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+ sum_b1 = (m-1) % m
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+ sum_b2 = (m-1) % m
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+ valid0 = gcd(sum_b0, m) == 1
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+ valid1 = gcd(sum_b1, m) == 1
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+ valid2 = gcd(sum_b2, m) == 1
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+ print(f"Spike (m={m}): r={r}, sums=({sum_b0}, {sum_b1}, {sum_b2}), valid=({valid0}, {valid1}, {valid2})")
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+ return valid0 and valid1 and valid2
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+
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+ if __name__ == "__main__":
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+ print("--- FSO Mathematical Verification ---")
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+ for m in [3, 4, 5]:
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+ assert test_theorem_2_1(m)
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+ assert test_theorem_3_1(3, 3) == 648
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+ assert test_theorem_4_1(4, 3) == True
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+ assert test_theorem_4_1(3, 3) == False
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+ for m in [3, 4, 5, 6, 100, 101]:
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+ assert test_law_vi_2d(m)
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+ for m in [3, 5, 7, 9, 11, 13, 101]:
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+ assert test_spike_construction(m)
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+ print("--- All Tests Passed Successfully ---")