| import Mathlib |
| import OAI.Computability.DirectedFeedback.Games.NonlinearRecurrence |
|
|
| namespace OAI |
|
|
| namespace DFVSGames.Quadratic |
|
|
| open MvPolynomial |
| open scoped BigOperators |
| open scoped nonZeroDivisors |
|
|
| variable {σ : Type*} |
|
|
| theorem zmodTwo_sq (a : ZMod 2) : a ^ 2 = a := by |
| classical |
| have ha : a = 0 ∨ a = 1 := by |
| fin_cases a |
| · exact Or.inl rfl |
| · exact Or.inr rfl |
| rcases ha with rfl | rfl |
| · exact zero_pow (by decide) |
| · exact one_pow 2 |
|
|
| theorem expand_two_eq_sq (p : MvPolynomial σ (ZMod 2)) : expand 2 p = p ^ 2 := by |
| induction p using MvPolynomial.induction_on' with |
| | monomial m a => simp only [expand_monomial, monomial_pow, zmodTwo_sq] |
| | add p q hp hq => rw [map_add, CharTwo.add_sq, hp, hq] |
|
|
| theorem exists_coordinate_separator {X K : Type*} [Field K] [Fintype X] |
| (W : Submodule K (X → K)) (v : X → K) (hv : v ∉ W) : |
| ∃ a : X → K, (∀ w ∈ W, ∑ x, a x * w x = 0) ∧ |
| (∑ x, a x * v x) ≠ 0 := by |
| classical |
| obtain ⟨f, hfv, hfW⟩ := W.exists_dual_map_eq_bot_of_notMem hv inferInstance |
| let a : X → K := fun x => f (fun y => if x = y then 1 else 0) |
| have hrepr (w : X → K) : f w = ∑ x, a x * w x := by |
| rw [LinearMap.pi_apply_eq_sum_univ] |
| apply Finset.sum_congr rfl |
| intro x _ |
| exact mul_comm _ _ |
| refine ⟨a, ?_, ?_⟩ |
| · intro w hw |
| have hmem : f w ∈ W.map f := ⟨w, hw, rfl⟩ |
| rw [hfW, Submodule.mem_bot, hrepr] at hmem |
| exact hmem |
| · rwa [← hrepr] |
|
|
| variable {J X : Type*} [Fintype J] [Fintype X] |
|
|
| noncomputable def universalLinearForm (t : J → ZMod 2) (i : Fin 3) : |
| MvPolynomial (Fin 3 × J) (ZMod 2) := |
| ∑ j, C (t j) * MvPolynomial.X (i, j) |
|
|
| noncomputable def universalAlignmentColumn (t : X → J → ZMod 2) |
| (ij : Fin 3 × J) (x : X) : MvPolynomial (Fin 3 × J) (ZMod 2) := |
| C (t x ij.2) * universalLinearForm (t x) ij.1 |
|
|
| theorem universalLinearForm_prod (t : J → ZMod 2) : |
| (∏ i, universalLinearForm t i) = |
| ∑ v : Fin 3 → J, C (∏ i, t (v i)) * monomial (blockExponent v) 1 := by |
| classical |
| unfold universalLinearForm |
| rw [Fintype.prod_sum] |
| apply Finset.sum_congr rfl |
| intro v _ |
| rw [Finset.prod_mul_distrib, ← map_prod, monomial_blockExponent] |
|
|
| noncomputable def cubicPairing (t : X → J → ZMod 2) |
| (p : X → MvPolynomial (Fin 3 × J) (ZMod 2)) (v : Fin 3 → J) : |
| MvPolynomial (Fin 3 × J) (ZMod 2) := |
| ∑ x, p x * C (∏ i, t x (v i)) |
|
|
| noncomputable def alignmentObstruction (t : X → J → ZMod 2) |
| (p : X → MvPolynomial (Fin 3 × J) (ZMod 2)) : |
| MvPolynomial (Fin 3 × J) (ZMod 2) := |
| ∑ x, p x ^ 2 * ∏ i, universalLinearForm (t x) i |
|
|
| theorem alignmentObstruction_parity_expansion (t : X → J → ZMod 2) |
| (p : X → MvPolynomial (Fin 3 × J) (ZMod 2)) : |
| alignmentObstruction t p = ∑ v : Fin 3 → J, |
| cubicPairing t p v ^ 2 * monomial (blockExponent v) 1 := by |
| classical |
| unfold alignmentObstruction |
| simp_rw [universalLinearForm_prod, Finset.mul_sum] |
| rw [Finset.sum_comm] |
| apply Finset.sum_congr rfl |
| intro v _ |
| unfold cubicPairing |
| rw [CharTwo.sum_sq, Finset.sum_mul] |
| apply Finset.sum_congr rfl |
| intro x _ |
| simp only [mul_pow, ← map_pow, zmodTwo_sq, mul_assoc] |
|
|
| theorem alignmentObstruction_ne_zero (t : X → J → ZMod 2) |
| (p : X → MvPolynomial (Fin 3 × J) (ZMod 2)) |
| (v : Fin 3 → J) (hv : cubicPairing t p v ≠ 0) : |
| alignmentObstruction t p ≠ 0 := by |
| intro h |
| rw [alignmentObstruction_parity_expansion] at h |
| have hzero : ∀ w, cubicPairing t p w = 0 := by |
| apply (sum_expand_mul_blockMonomial_eq_zero_iff _).mp |
| simpa only [expand_two_eq_sq] using h |
| exact hv (hzero v) |
|
|
| end DFVSGames.Quadratic |
|
|
| namespace DFVSGames.Quadratic |
|
|
| open scoped BigOperators |
|
|
| theorem eq_top_of_binary_coordinates |
| {F X I : Type*} [Field F] [Fintype X] |
| (c : I → X → F) (W : Submodule F (X → F)) |
| (hbinary : ∀ i x, c i x = 0 ∨ c i x = 1) |
| (hseparate : ∀ x y, x ≠ y → ∃ i, c i x ≠ c i y) |
| (hnonzero : ∀ x, ∃ i, c i x ≠ 0) |
| (hcoordinate : ∀ i, c i ∈ W) |
| (hstable : ∀ i f, f ∈ W → (fun x => c i x * f x) ∈ W) : |
| W = ⊤ := by |
| classical |
| have hindicator : ∀ x : X, (fun y => if x = y then (1 : F) else 0) ∈ W := by |
| intro x |
| have hfilter : ∀ s : Finset X, |
| ∃ f : X → F, f ∈ W ∧ f x = 1 ∧ ∀ y ∈ s, y ≠ x → f y = 0 := by |
| intro s |
| induction s using Finset.induction_on with |
| | empty => |
| obtain ⟨i, hi⟩ := hnonzero x |
| refine ⟨c i, hcoordinate i, (hbinary i x).resolve_left hi, ?_⟩ |
| simp |
| | @insert y s hy ih => |
| obtain ⟨f, hf, hfx, hfzero⟩ := ih |
| by_cases hyx : y = x |
| · refine ⟨f, hf, hfx, ?_⟩ |
| intro z hz hzx |
| rcases Finset.mem_insert.mp hz with rfl | hz |
| · exact (hzx hyx).elim |
| · exact hfzero z hz hzx |
| · obtain ⟨i, hi⟩ := hseparate x y (Ne.symm hyx) |
| rcases hbinary i x with hix | hix <;> |
| rcases hbinary i y with hiy | hiy |
| · exact (hi (hix.trans hiy.symm)).elim |
| · refine ⟨fun z => f z - c i z * f z, |
| W.sub_mem hf (hstable i f hf), ?_, ?_⟩ |
| · simp [hfx, hix] |
| · intro z hz hzx |
| rcases Finset.mem_insert.mp hz with rfl | hz |
| · simp [hiy] |
| · simp [hfzero z hz hzx] |
| · refine ⟨fun z => c i z * f z, hstable i f hf, ?_, ?_⟩ |
| · simp [hfx, hix] |
| · intro z hz hzx |
| rcases Finset.mem_insert.mp hz with rfl | hz |
| · simp [hiy] |
| · simp [hfzero z hz hzx] |
| · exact (hi (hix.trans hiy.symm)).elim |
| obtain ⟨f, hf, hfx, hfzero⟩ := hfilter Finset.univ |
| have heq : f = fun y => if x = y then (1 : F) else 0 := by |
| funext y |
| by_cases hxy : x = y |
| · subst y |
| simp [hfx] |
| · simp [hxy, hfzero y (Finset.mem_univ y) (Ne.symm hxy)] |
| rwa [← heq] |
| apply top_unique |
| intro f _ |
| rw [pi_eq_sum_univ f] |
| exact W.sum_mem fun x _ => W.smul_mem (f x) (hindicator x) |
|
|
| def quadraticEvaluationSpan {F X I : Type*} [Field F] |
| (c : I → X → F) : Submodule F (X → F) := |
| Submodule.span F (Set.range fun ij : I × I => fun x => c ij.1 x * c ij.2 x) |
|
|
| def cubicEvaluationSpan {F X I : Type*} [Field F] |
| (c : I → X → F) : Submodule F (X → F) := |
| Submodule.span F |
| (Set.range fun ijk : I × I × I => fun x => c ijk.1 x * c ijk.2.1 x * c ijk.2.2 x) |
|
|
| theorem eq_top_of_cubic_le_of_le_quadratic |
| {F X I : Type*} [Field F] [Fintype X] |
| (c : I → X → F) (W : Submodule F (X → F)) |
| (hbinary : ∀ i x, c i x = 0 ∨ c i x = 1) |
| (hseparate : ∀ x y, x ≠ y → ∃ i, c i x ≠ c i y) |
| (hnonzero : ∀ x, ∃ i, c i x ≠ 0) |
| (hcubic : cubicEvaluationSpan c ≤ W) |
| (hquadratic : W ≤ quadraticEvaluationSpan c) : W = ⊤ := by |
| apply eq_top_of_binary_coordinates c W hbinary hseparate hnonzero |
| · intro i |
| have hi : (fun x => c i x * c i x * c i x) ∈ cubicEvaluationSpan c := |
| Submodule.subset_span ⟨(i, i, i), rfl⟩ |
| have heq : (fun x => c i x * c i x * c i x) = c i := by |
| funext x |
| rcases hbinary i x with h | h <;> simp [h] |
| rw [heq] at hi |
| exact hcubic hi |
| · intro k f hf |
| have hf' : f ∈ Submodule.span F |
| (Set.range fun ij : I × I => fun x => c ij.1 x * c ij.2 x) := |
| hquadratic hf |
| clear hf |
| induction hf' using Submodule.span_induction with |
| | mem f hf => |
| obtain ⟨⟨i, j⟩, rfl⟩ := hf |
| have h : (fun x => c k x * c i x * c j x) ∈ cubicEvaluationSpan c := |
| Submodule.subset_span ⟨(k, i, j), rfl⟩ |
| simpa only [mul_assoc] using hcubic h |
| | zero => |
| have heq : (fun x => c k x * (0 : X → F) x) = (0 : X → F) := by |
| funext x |
| exact mul_zero _ |
| rw [heq] |
| exact W.zero_mem |
| | add f g hf hg ihf ihg => |
| have heq : (fun x => c k x * ((f + g) x)) = |
| (fun x => c k x * f x) + (fun x => c k x * g x) := by |
| funext x |
| exact mul_add _ _ _ |
| rw [heq] |
| exact W.add_mem ihf ihg |
| | smul a f hf ih => |
| have heq : (fun x => c k x * ((a • f) x)) = |
| a • (fun x => c k x * f x) := by |
| funext x |
| exact mul_left_comm _ _ _ |
| rw [heq] |
| exact W.smul_mem a ih |
|
|
| theorem quadraticEvaluationSpan_eq_top_of_cubic_le |
| {F X I : Type*} [Field F] [Fintype X] |
| (c : I → X → F) |
| (hbinary : ∀ i x, c i x = 0 ∨ c i x = 1) |
| (hseparate : ∀ x y, x ≠ y → ∃ i, c i x ≠ c i y) |
| (hnonzero : ∀ x, ∃ i, c i x ≠ 0) |
| (h : cubicEvaluationSpan c ≤ quadraticEvaluationSpan c) : |
| quadraticEvaluationSpan c = ⊤ := |
| eq_top_of_cubic_le_of_le_quadratic c _ hbinary hseparate hnonzero h le_rfl |
|
|
| theorem binary_eq_zero_or_one (x : ZMod 2) : x = 0 ∨ x = 1 := by |
| fin_cases x |
| · exact Or.inl rfl |
| · exact Or.inr rfl |
|
|
| theorem eq_top_of_binary_evaluation_stable |
| {F : Type*} [Field F] {r : ℕ} |
| (E : Finset (Fin r → ZMod 2)) |
| (hzero : (0 : Fin r → ZMod 2) ∉ E) |
| (φ : ZMod 2 →+* F) |
| (W : Submodule F (E → F)) |
| (hcoordinate : ∀ i : Fin r, (fun t : E => φ (t.val i)) ∈ W) |
| (hstable : ∀ (i : Fin r) (f : E → F), f ∈ W → |
| (fun t : E => φ (t.val i) * f t) ∈ W) : W = ⊤ := by |
| classical |
| have hφ : Function.Injective φ := by |
| intro a b h |
| rcases binary_eq_zero_or_one a with rfl | rfl <;> |
| rcases binary_eq_zero_or_one b with rfl | rfl <;> simp_all |
| apply eq_top_of_binary_coordinates (fun i (t : E) => φ (t.val i)) W |
| _ _ _ hcoordinate hstable |
| · intro i t |
| rcases binary_eq_zero_or_one (t.val i) with h | h |
| · left |
| simp [h] |
| · right |
| simp [h] |
| · intro t u htu |
| have hne : t.val ≠ u.val := fun h => htu (Subtype.ext h) |
| obtain ⟨i, hi⟩ := Function.ne_iff.mp hne |
| exact ⟨i, fun h => hi (hφ h)⟩ |
| · intro t |
| have hne : t.val ≠ 0 := by |
| intro h |
| exact hzero (h ▸ t.property) |
| have hi : ∃ i : Fin r, t.val i ≠ 0 := by |
| by_contra h |
| apply hne |
| funext i |
| exact Classical.not_not.mp (fun hi => h ⟨i, hi⟩) |
| obtain ⟨i, hi⟩ := hi |
| exact ⟨i, fun h => hi (hφ (by simpa using h))⟩ |
|
|
| end DFVSGames.Quadratic |
|
|
| namespace DFVSGames.Quadratic |
|
|
| theorem exists_cubic_not_mem_of_finrank_lt |
| {F X I : Type*} [Field F] [Fintype X] |
| (c : I → X → F) (W : Submodule F (X → F)) |
| (hbinary : ∀ i x, c i x = 0 ∨ c i x = 1) |
| (hseparate : ∀ x y, x ≠ y → ∃ i, c i x ≠ c i y) |
| (hnonzero : ∀ x, ∃ i, c i x ≠ 0) |
| (hquadratic : W ≤ quadraticEvaluationSpan c) |
| (hdim : Module.finrank F W < Fintype.card X) : |
| ∃ i j k, (fun x => c i x * c j x * c k x) ∉ W := by |
| classical |
| by_contra h |
| have hcubic : cubicEvaluationSpan c ≤ W := by |
| apply Submodule.span_le.mpr |
| rintro f ⟨⟨i, j, k⟩, rfl⟩ |
| by_contra hn |
| exact h ⟨i, j, k, hn⟩ |
| have htop := eq_top_of_cubic_le_of_le_quadratic c W hbinary hseparate |
| hnonzero hcubic hquadratic |
| rw [htop, finrank_top, Module.finrank_fintype_fun_eq_card] at hdim |
| exact (lt_irrefl _) hdim |
|
|
| end DFVSGames.Quadratic |
|
|
| namespace DFVSGames.Quadratic |
|
|
| open MvPolynomial |
| open scoped nonZeroDivisors |
|
|
| theorem exists_polynomial_alignment_annihilator |
| {J X : Type*} [Fintype J] [Fintype X] |
| (t : X → J → ZMod 2) (ht : Function.Injective t) |
| (hnonzero : ∀ x, t x ≠ 0) (hcard : 3 * Fintype.card J < Fintype.card X) : |
| ∃ p : X → MvPolynomial (Fin 3 × J) (ZMod 2), |
| (∀ ij, ∑ x, p x * universalAlignmentColumn t ij x = 0) ∧ |
| ∃ v : Fin 3 → J, cubicPairing t p v ≠ 0 := by |
| classical |
| let P := MvPolynomial (Fin 3 × J) (ZMod 2) |
| let K := FractionRing P |
| let f : P →+* K := algebraMap P K |
| let φ : ZMod 2 →+* K := f.comp C |
| let c : J → X → K := fun j x => φ (t x j) |
| let M : Matrix X (Fin 3 × J) K := fun x ij => f (universalAlignmentColumn t ij x) |
| let W := LinearMap.range M.mulVecLin |
| have hquadratic : W ≤ quadraticEvaluationSpan c := by |
| change LinearMap.range M.mulVecLin ≤ _ |
| rw [Matrix.range_mulVecLin] |
| apply Submodule.span_le.mpr |
| rintro _ ⟨ij, rfl⟩ |
| have heq : M.col ij = ∑ j, f (MvPolynomial.X (ij.1, j)) • |
| (fun x => c ij.2 x * c j x) := by |
| funext x |
| simp only [Finset.sum_apply, Pi.smul_apply, smul_eq_mul] |
| change f (C (t x ij.2) * ∑ j, C (t x j) * MvPolynomial.X (ij.1, j)) = |
| ∑ j, f (MvPolynomial.X (ij.1, j)) * (f (C (t x ij.2)) * f (C (t x j))) |
| simp only [map_mul, map_sum, Finset.mul_sum] |
| apply Finset.sum_congr rfl |
| intro j _ |
| ac_rfl |
| rw [heq] |
| apply Submodule.sum_mem |
| intro j _ |
| apply Submodule.smul_mem |
| exact Submodule.subset_span ⟨(ij.2, j), rfl⟩ |
| have hbinary : ∀ j x, c j x = 0 ∨ c j x = 1 := by |
| intro j x |
| rcases binary_eq_zero_or_one (t x j) with h | h |
| · left |
| simp [c, h] |
| · right |
| simp [c, h] |
| have hseparate : ∀ x y, x ≠ y → ∃ j, c j x ≠ c j y := by |
| intro x y hxy |
| have hfun : t x ≠ t y := fun h => hxy (ht h) |
| obtain ⟨j, hj⟩ := Function.ne_iff.mp hfun |
| exact ⟨j, fun h => hj (φ.injective h)⟩ |
| have hnz : ∀ x, ∃ j, c j x ≠ 0 := by |
| intro x |
| obtain ⟨j, hj⟩ := Function.ne_iff.mp (hnonzero x) |
| refine ⟨j, ?_⟩ |
| intro h |
| exact hj (φ.injective (by simpa [c] using h)) |
| have hdim : Module.finrank K W < Fintype.card X := by |
| have hle : Module.finrank K W ≤ 3 * Fintype.card J := by |
| calc |
| Module.finrank K W ≤ Module.finrank K ((Fin 3 × J) → K) := |
| LinearMap.finrank_range_le M.mulVecLin |
| _ = 3 * Fintype.card J := by |
| rw [Module.finrank_fintype_fun_eq_card] |
| simp |
| exact hle.trans_lt hcard |
| obtain ⟨i, j, k, hijk⟩ := exists_cubic_not_mem_of_finrank_lt |
| c W hbinary hseparate hnz hquadratic hdim |
| let v : Fin 3 → J := ![i, j, k] |
| have hcubic : (fun x => ∏ b : Fin 3, c (v b) x) ∉ W := by |
| simpa [v, Fin.prod_univ_succ, mul_assoc] using hijk |
| obtain ⟨a, ha, hav⟩ := exists_coordinate_separator W _ hcubic |
| obtain ⟨b, hb⟩ := IsLocalization.exist_integer_multiples_of_finite P⁰ a |
| choose p hp using hb |
| have hp' (x : X) : f (p x) = f (b : P) * a x := by |
| simpa only [Algebra.smul_def] using hp x |
| have hbne : f (b : P) ≠ 0 := |
| IsFractionRing.to_map_ne_zero_of_mem_nonZeroDivisors b.property |
| refine ⟨p, ?_, v, ?_⟩ |
| · intro ij |
| apply IsFractionRing.injective P K |
| change f (∑ x, p x * universalAlignmentColumn t ij x) = f 0 |
| rw [map_sum, map_zero] |
| simp only [map_mul, hp', mul_assoc] |
| rw [← Finset.mul_sum] |
| have hcol : M.col ij ∈ W := by |
| change M.col ij ∈ LinearMap.range M.mulVecLin |
| rw [Matrix.range_mulVecLin] |
| exact Submodule.subset_span ⟨ij, rfl⟩ |
| have hsum := ha (M.col ij) hcol |
| change (∑ x, a x * f (universalAlignmentColumn t ij x)) = 0 at hsum |
| rw [hsum, mul_zero] |
| · have heq : f (cubicPairing t p v) = |
| f (b : P) * ∑ x, a x * ∏ i : Fin 3, c (v i) x := by |
| unfold cubicPairing |
| rw [map_sum, Finset.mul_sum] |
| apply Finset.sum_congr rfl |
| intro x _ |
| simp [hp', c, φ, map_prod, mul_assoc] |
| intro hz |
| have : f (b : P) * (∑ x, a x * ∏ i : Fin 3, c (v i) x) = 0 := by |
| rw [← heq, hz, map_zero] |
| exact (mul_ne_zero hbne hav) this |
|
|
| theorem alignmentObstruction_eval_eq_zero |
| {J X F : Type*} [Fintype J] [Fintype X] [Field F] [CharP F 2] |
| (t : X → J → ZMod 2) |
| (p : X → MvPolynomial (Fin 3 × J) (ZMod 2)) |
| (hann : ∀ ij, ∑ x, p x * universalAlignmentColumn t ij x = 0) |
| (ρ : MvPolynomial (Fin 3 × J) (ZMod 2) →+* F) |
| (c : X → F) (a : (Fin 3 × J) → F) |
| (hc : ∀ x, c x ^ 2 = ρ (∏ i, universalLinearForm (t x) i)) |
| (ha : ∀ x, c x = ∑ ij, ρ (universalAlignmentColumn t ij x) * a ij) : |
| ρ (alignmentObstruction t p) = 0 := by |
| classical |
| have hann' (ij : Fin 3 × J) : |
| (∑ x, ρ (p x) * ρ (universalAlignmentColumn t ij x)) = 0 := by |
| have h := congrArg ρ (hann ij) |
| simpa only [map_sum, map_mul, map_zero] using h |
| have hpair : (∑ x, ρ (p x) * c x) = 0 := by |
| simp_rw [ha, Finset.mul_sum] |
| rw [Finset.sum_comm] |
| apply Finset.sum_eq_zero |
| intro ij _ |
| simp only [← mul_assoc] |
| rw [← Finset.sum_mul, hann', zero_mul] |
| calc |
| ρ (alignmentObstruction t p) = ∑ x, ρ (p x) ^ 2 * |
| ρ (∏ i, universalLinearForm (t x) i) := by |
| simp only [alignmentObstruction, map_sum, map_mul, map_pow] |
| _ = (∑ x, ρ (p x) * c x) ^ 2 := by |
| rw [CharTwo.sum_sq] |
| apply Finset.sum_congr rfl |
| intro x _ |
| rw [mul_pow, hc] |
| _ = 0 := by rw [hpair, zero_pow (by decide)] |
|
|
| theorem exists_nonzero_alignment_obstruction |
| {J X : Type*} [Fintype J] [Fintype X] |
| (t : X → J → ZMod 2) (ht : Function.Injective t) |
| (hnonzero : ∀ x, t x ≠ 0) (hcard : 3 * Fintype.card J < Fintype.card X) : |
| ∃ P : MvPolynomial (Fin 3 × J) (ZMod 2), P ≠ 0 ∧ |
| ∀ (F : Type*) [Field F] [CharP F 2] |
| (ρ : MvPolynomial (Fin 3 × J) (ZMod 2) →+* F) |
| (c : X → F) (a : (Fin 3 × J) → F), |
| (∀ x, c x ^ 2 = ρ (∏ i, universalLinearForm (t x) i)) → |
| (∀ x, c x = ∑ ij, ρ (universalAlignmentColumn t ij x) * a ij) → |
| ρ P = 0 := by |
| obtain ⟨p, hann, v, hv⟩ := exists_polynomial_alignment_annihilator t ht hnonzero hcard |
| refine ⟨alignmentObstruction t p, alignmentObstruction_ne_zero t p v hv, ?_⟩ |
| intro F _ _ ρ c a hc ha |
| exact alignmentObstruction_eval_eq_zero t p hann ρ c a hc ha |
|
|
| end DFVSGames.Quadratic |
|
|
| namespace DFVSGames.Quadratic |
|
|
| open Module |
| open scoped BigOperators |
|
|
| noncomputable section |
|
|
| variable {F J : Type*} [Field F] [CharP F 2] [Algebra (ZMod 2) F] [Fintype J] |
|
|
| def parameterMap (x : (Fin 3 × J) → F) : (J → ZMod 2) →ₗ[ZMod 2] (Fin 3 → F) := |
| (Pi.basisFun (ZMod 2) J).constr (ZMod 2) (fun j i => x (i, j)) |
|
|
| omit [CharP F 2] in |
| theorem parameterMap_apply (x : (Fin 3 × J) → F) (t : J → ZMod 2) (i : Fin 3) : |
| parameterMap x t i = ∑ j, algebraMap (ZMod 2) F (t j) * x (i, j) := by |
| classical |
| simp [parameterMap, Basis.constr_apply_fintype, Algebra.smul_def] |
|
|
| omit [CharP F 2] in |
| theorem parameterMap_basis (x : (Fin 3 × J) → F) (j : J) (i : Fin 3) : |
| parameterMap x ((Pi.basisFun (ZMod 2) J) j) i = x (i, j) := by |
| exact congrFun ((Pi.basisFun (ZMod 2) J).constr_basis (ZMod 2) |
| (fun j i => x (i, j)) j) i |
|
|
| omit [CharP F 2] in |
|
|
| theorem eval_universalLinearForm (x : (Fin 3 × J) → F) (t : J → ZMod 2) (i : Fin 3) : |
| MvPolynomial.eval₂ (algebraMap (ZMod 2) F) x (universalLinearForm t i) = |
| parameterMap x t i := by |
| rw [parameterMap_apply] |
| simp [universalLinearForm] |
|
|
| omit [CharP F 2] in |
| theorem dot_parameter_lift (x : (Fin 3 × J) → F) |
| (g : (J → ZMod 2) →ₗ[ZMod 2] (Fin 3 → F)) (t : J → ZMod 2) : |
| (∑ i, parameterMap x t i * g t i) = |
| ∑ ij : Fin 3 × J, |
| MvPolynomial.eval₂ (algebraMap (ZMod 2) F) x |
| (universalAlignmentColumn (fun t : J → ZMod 2 => t) ij t) * |
| g ((Pi.basisFun (ZMod 2) J) ij.2) ij.1 := by |
| have h := dot_lift_eq_alignment_mulVec (Pi.basisFun (ZMod 2) J) |
| (fun t : J → ZMod 2 => t) (parameterMap x) g t |
| simpa [Matrix.mulVec, dotProduct, alignmentMatrix, Pi.basisFun_repr, |
| universalAlignmentColumn, eval_universalLinearForm] using h |
|
|
| variable [Fintype F] |
|
|
| theorem alignmentRightHandSide_sq (x : (Fin 3 × J) → F) (t : J → ZMod 2) : |
| alignmentRightHandSide (parameterMap x t) ^ 2 = |
| MvPolynomial.eval₂ (algebraMap (ZMod 2) F) x |
| (∏ i : Fin 3, universalLinearForm t i) := by |
| simp [alignmentRightHandSide, Fin.prod_univ_succ, eval_universalLinearForm, mul_assoc] |
|
|
| end |
|
|
| end DFVSGames.Quadratic |
|
|
| namespace DFVSGames.Quadratic |
|
|
| open scoped BigOperators |
|
|
| noncomputable section |
|
|
| theorem exists_all_lifts_alignment_polynomial (J : Type*) [Fintype J] [DecidableEq J] : |
| ∃ P : MvPolynomial (Fin 3 × J) (ZMod 2), P ≠ 0 ∧ |
| ∀ (F : Type*) [Field F] [Fintype F] [CharP F 2] [Algebra (ZMod 2) F] |
| (x : (Fin 3 × J) → F), |
| MvPolynomial.eval₂ (algebraMap (ZMod 2) F) x P ≠ 0 → |
| ∀ g : (J → ZMod 2) →ₗ[ZMod 2] (Fin 3 → F), |
| (alignmentEvent (R := ZMod 2) (parameterMap x) g |
| (fun t => alignmentRightHandSide (parameterMap x t))).card ≤ |
| 3 * Fintype.card J := by |
| classical |
| let V := J → ZMod 2 |
| let Esets := {E : Finset V // (0 : V) ∉ E ∧ E.card = 3 * Fintype.card J + 1} |
| have hex (E : Esets) := exists_nonzero_alignment_obstruction |
| (fun t : E.val => (t : V)) Subtype.val_injective |
| (fun t : E.val => by |
| intro hz |
| apply E.property.1 |
| simpa only [hz] using t.property) |
| (show 3 * Fintype.card J < Fintype.card E.val by |
| simpa only [Fintype.card_coe, E.property.2] using |
| Nat.lt_succ_self (3 * Fintype.card J)) |
| choose p hp hvanish using hex |
| let P : MvPolynomial (Fin 3 × J) (ZMod 2) := ∏ E : Esets, p E |
| refine ⟨P, Finset.prod_ne_zero_iff.mpr (fun E _ => hp E), ?_⟩ |
| intro F _ _ _ _ x hP g |
| by_contra hbad |
| have hlarge : 3 * Fintype.card J + 1 ≤ |
| (alignmentEvent (R := ZMod 2) (parameterMap x) g |
| (fun t => alignmentRightHandSide (parameterMap x t))).card := by omega |
| obtain ⟨E, hsub, hcard⟩ := Finset.exists_subset_card_eq hlarge |
| have hzero : (0 : V) ∉ E := by |
| intro hz |
| have hmem := hsub hz |
| simp only [alignmentEvent, Finset.mem_filter, Finset.mem_univ, true_and] at hmem |
| exact hmem.1 rfl |
| let E' : Esets := ⟨E, hzero, hcard⟩ |
| let ρ : MvPolynomial (Fin 3 × J) (ZMod 2) →+* F := |
| MvPolynomial.eval₂Hom (algebraMap (ZMod 2) F) x |
| let c : E → F := fun t => alignmentRightHandSide (parameterMap x (t : V)) |
| let a : (Fin 3 × J) → F := |
| fun ij => g ((Pi.basisFun (ZMod 2) J) ij.2) ij.1 |
| have hc (t : E) : |
| c t ^ 2 = ρ (∏ i : Fin 3, universalLinearForm (t : V) i) := by |
| exact alignmentRightHandSide_sq x t |
| have ha (t : E) : c t = ∑ ij, ρ |
| (universalAlignmentColumn (fun t : E => (t : V)) ij t) * a ij := by |
| have hmem := hsub t.property |
| simp only [alignmentEvent, Finset.mem_filter, Finset.mem_univ, true_and] at hmem |
| have ht := hmem.2 |
| calc |
| c t = ∑ i, parameterMap x (t : V) i * g (t : V) i := ht.symm |
| _ = _ := dot_parameter_lift x g t |
| have hz : ρ (p E') = 0 := hvanish E' F ρ c a hc ha |
| apply hP |
| change ρ P = 0 |
| simp only [P, map_prod] |
| exact Finset.prod_eq_zero (Finset.mem_univ E') hz |
|
|
| end |
|
|
| end DFVSGames.Quadratic |
|
|
| namespace DFVSGames.Quadratic |
|
|
| open MvPolynomial |
|
|
| theorem exists_binary_coordinate_one {J : Type*} (t : J → ZMod 2) (ht : t ≠ 0) : |
| ∃ j, t j = 1 := by |
| obtain ⟨j, hj⟩ := Function.ne_iff.mp ht |
| exact ⟨j, (binary_eq_zero_or_one (t j)).resolve_left hj⟩ |
|
|
| theorem exists_binary_minor_one {J : Type*} (t u : J → ZMod 2) |
| (ht : t ≠ 0) (hu : u ≠ 0) (htu : t ≠ u) : |
| ∃ j k, t j * u k + t k * u j = 1 := by |
| obtain ⟨j, hj⟩ := exists_binary_coordinate_one t ht |
| by_cases huj : u j = 0 |
| · obtain ⟨k, hk⟩ := exists_binary_coordinate_one u hu |
| exact ⟨j, k, by simp [hj, huj, hk]⟩ |
| · have huj' : u j = 1 := (binary_eq_zero_or_one (u j)).resolve_left huj |
| obtain ⟨k, hk⟩ := Function.ne_iff.mp htu |
| refine ⟨j, k, ?_⟩ |
| rcases binary_eq_zero_or_one (t k) with htk | htk <;> |
| rcases binary_eq_zero_or_one (u k) with huk | huk |
| · exact (hk (htk.trans huk.symm)).elim |
| · simp [hj, huj', htk, huk] |
| · simp [hj, huj', htk, huk] |
| · exact (hk (htk.trans huk.symm)).elim |
|
|
| variable {J : Type*} [Fintype J] |
|
|
| noncomputable def selectorAssignment (j k : J) : (Fin 3 × J) → ZMod 2 := by |
| classical |
| exact fun x => if x.1 = 0 then (if x.2 = j then 1 else 0) |
| else if x.1 = 1 then (if x.2 = k then 1 else 0) else 0 |
|
|
| theorem eval_universalLinearForm_selector_zero (t : J → ZMod 2) (j k : J) : |
| eval (selectorAssignment j k) (universalLinearForm t 0) = t j := by |
| classical |
| simp [universalLinearForm, selectorAssignment] |
|
|
| theorem eval_universalLinearForm_selector_one (t : J → ZMod 2) (j k : J) : |
| eval (selectorAssignment j k) (universalLinearForm t 1) = t k := by |
| classical |
| simp [universalLinearForm, selectorAssignment] |
|
|
| theorem universalLinearForm_zero_ne_zero (t : J → ZMod 2) (ht : t ≠ 0) : |
| universalLinearForm t 0 ≠ 0 := by |
| obtain ⟨j, hj⟩ := exists_binary_coordinate_one t ht |
| intro h |
| have hc := congrArg (eval (selectorAssignment j j)) h |
| rw [eval_universalLinearForm_selector_zero, map_zero, hj] at hc |
| exact one_ne_zero hc |
|
|
| noncomputable def universalPairMinor (t u : J → ZMod 2) : |
| MvPolynomial (Fin 3 × J) (ZMod 2) := |
| universalLinearForm t 0 * universalLinearForm u 1 + |
| universalLinearForm t 1 * universalLinearForm u 0 |
|
|
| theorem universalPairMinor_ne_zero (t u : J → ZMod 2) |
| (ht : t ≠ 0) (hu : u ≠ 0) (htu : t ≠ u) : |
| universalPairMinor t u ≠ 0 := by |
| obtain ⟨j, k, hjk⟩ := exists_binary_minor_one t u ht hu htu |
| intro h |
| have hc := congrArg (eval (selectorAssignment j k)) h |
| simp only [universalPairMinor, map_add, map_mul, |
| eval_universalLinearForm_selector_zero, eval_universalLinearForm_selector_one, |
| map_zero] at hc |
| rw [hjk] at hc |
| exact one_ne_zero hc |
|
|
| theorem universalPairMinor_eq_zero_of_proportional |
| {F : Type*} [Field F] [CharP F 2] |
| (t u : J → ZMod 2) |
| (ρ : MvPolynomial (Fin 3 × J) (ZMod 2) →+* F) (a : F) |
| (h : ∀ i, ρ (universalLinearForm t i) = a * ρ (universalLinearForm u i)) : |
| ρ (universalPairMinor t u) = 0 := by |
| simp only [universalPairMinor, map_add, map_mul, h] |
| simpa only [mul_assoc, mul_left_comm, mul_comm] using |
| (CharTwo.add_self_eq_zero |
| (a * ρ (universalLinearForm u 0) * ρ (universalLinearForm u 1))) |
|
|
| end DFVSGames.Quadratic |
|
|
| namespace DFVSGames.Quadratic |
|
|
| open MvPolynomial |
| open scoped BigOperators |
|
|
| noncomputable section |
|
|
| variable (J : Type*) [Fintype J] |
|
|
| def nonzeroBinaryInputs : Finset (J → ZMod 2) := by |
| classical |
| exact Finset.univ.erase 0 |
|
|
| def distinctNonzeroBinaryPairs : Finset ((J → ZMod 2) × (J → ZMod 2)) := by |
| classical |
| exact Finset.univ.filter (fun tu => tu.1 ≠ 0 ∧ tu.2 ≠ 0 ∧ tu.1 ≠ tu.2) |
|
|
| def separationPolynomial : MvPolynomial (Fin 3 × J) (ZMod 2) := |
| (∏ t ∈ nonzeroBinaryInputs J, universalLinearForm t 0) * |
| ∏ tu ∈ distinctNonzeroBinaryPairs J, universalPairMinor tu.1 tu.2 |
|
|
| theorem separationPolynomial_ne_zero : separationPolynomial J ≠ 0 := by |
| classical |
| apply mul_ne_zero |
| · apply Finset.prod_ne_zero_iff.mpr |
| intro t ht |
| exact universalLinearForm_zero_ne_zero t |
| (Finset.mem_erase.mp ht).1 |
| · apply Finset.prod_ne_zero_iff.mpr |
| intro tu htu |
| have h := (Finset.mem_filter.mp htu).2 |
| exact universalPairMinor_ne_zero tu.1 tu.2 h.1 h.2.1 h.2.2 |
|
|
| variable {J} |
|
|
| theorem parameterMap_separated_of_eval_ne_zero |
| {F : Type*} [Field F] [CharP F 2] [Algebra (ZMod 2) F] |
| (x : (Fin 3 × J) → F) |
| (hx : eval₂ (algebraMap (ZMod 2) F) x (separationPolynomial J) ≠ 0) : |
| Function.Injective (parameterMap x) ∧ |
| ∀ t u : J → ZMod 2, t ≠ 0 → u ≠ 0 → |
| (∃ a : F, parameterMap x t = a • parameterMap x u) → t = u := by |
| classical |
| let ρ : MvPolynomial (Fin 3 × J) (ZMod 2) →+* F := |
| eval₂Hom (algebraMap (ZMod 2) F) x |
| have hprod : |
| (∏ t ∈ nonzeroBinaryInputs J, ρ (universalLinearForm t 0)) * |
| (∏ tu ∈ distinctNonzeroBinaryPairs J, ρ (universalPairMinor tu.1 tu.2)) ≠ 0 := by |
| change ρ (separationPolynomial J) ≠ 0 at hx |
| simpa only [separationPolynomial, map_mul, map_prod] using hx |
| have hlinear := (mul_ne_zero_iff.mp hprod).1 |
| have hminor := (mul_ne_zero_iff.mp hprod).2 |
| have hnonzero (t : J → ZMod 2) (ht : t ≠ 0) : parameterMap x t 0 ≠ 0 := by |
| have hmem : t ∈ nonzeroBinaryInputs J := by |
| simp [nonzeroBinaryInputs, ht] |
| have h := Finset.prod_ne_zero_iff.mp hlinear t hmem |
| change eval₂ (algebraMap (ZMod 2) F) x (universalLinearForm t 0) ≠ 0 at h |
| rwa [eval_universalLinearForm] at h |
| constructor |
| · intro t u htu |
| by_contra hne |
| have hz : parameterMap x (t - u) = 0 := by |
| rw [map_sub, htu, sub_self] |
| exact hnonzero (t - u) (sub_ne_zero.mpr hne) (congrFun hz 0) |
| · intro t u ht hu hprop |
| by_contra hne |
| have hmem : (t, u) ∈ distinctNonzeroBinaryPairs J := by |
| simp [distinctNonzeroBinaryPairs, ht, hu, hne] |
| have hnz := Finset.prod_ne_zero_iff.mp hminor (t, u) hmem |
| obtain ⟨a, ha⟩ := hprop |
| apply hnz |
| apply universalPairMinor_eq_zero_of_proportional t u ρ a |
| intro i |
| change eval₂ (algebraMap (ZMod 2) F) x (universalLinearForm t i) = |
| a * eval₂ (algebraMap (ZMod 2) F) x (universalLinearForm u i) |
| rw [eval_universalLinearForm, eval_universalLinearForm] |
| simpa only [Pi.smul_apply, smul_eq_mul] using congrFun ha i |
|
|
| end |
|
|
| end DFVSGames.Quadratic |
|
|
| end OAI |
|
|
