openAI-math-dataset / lean /OAI /NumberTheory /TwoPoint /Circuits /CircuitIsolationEvent.lean
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import OAI.NumberTheory.TwoPoint.Circuits.CircuitBooleanOps
import OAI.NumberTheory.TwoPoint.Circuits.CircuitGateApproximation
namespace OAI
/-! The single-hit test used by the random polynomial is itself a small
constant-depth circuit on the original child outputs. -/
namespace TwoPointCorrelations
open Finset
open scoped Classical
namespace AC0Circuit
noncomputable def certificateDisjunction {ι : Type*} [Fintype ι] {n : ℕ}
(c : ι → AC0Circuit n) : AC0Circuit n :=
(conjunction (fun i => (c i).negate)).negate
lemma certificateDisjunction_eval {ι : Type*} [Fintype ι] {n : ℕ}
(c : ι → AC0Circuit n) (x : BooleanCube n) :
(certificateDisjunction c).eval x = true ↔ ∃ i, (c i).eval x = true := by
rw [certificateDisjunction, negate_eval]
simp only [ne_eq, conjunction_eval, negate_eval, not_forall, not_not]
lemma certificateDisjunction_depth {ι : Type*} [Fintype ι] {n d : ℕ}
(c : ι → AC0Circuit n) (hc : ∀ i, (c i).depth ≤ d) :
(certificateDisjunction c).depth ≤ d + 1 := by
simp only [certificateDisjunction, negate_depth]
exact conjunction_depth _ (fun i => by simpa only [negate_depth] using hc i)
lemma certificateDisjunction_size {ι : Type*} [Fintype ι] {n : ℕ}
(c : ι → AC0Circuit n) : (certificateDisjunction c).size = 1 + ∑ i, (c i).size := by
simp only [certificateDisjunction, negate_size, conjunction_size]
noncomputable def uniqueFalseTerm {n k : ℕ} (c : Fin k → AC0Circuit n)
(S : Finset (Fin k)) (i : S) : AC0Circuit n :=
conjunction (fun j : S => if j = i then (c j).negate else c j)
lemma uniqueFalseTerm_eval {n k : ℕ} (c : Fin k → AC0Circuit n)
(S : Finset (Fin k)) (i : S) (x : BooleanCube n) :
(uniqueFalseTerm c S i).eval x = true ↔
(c i).eval x = false ∧ ∀ j : S, j ≠ i → (c j).eval x = true := by
rw [uniqueFalseTerm, conjunction_eval]
constructor
· intro h
refine ⟨?_, fun j hj => ?_⟩
· have hi := h i
apply Bool.eq_false_iff.mpr
simpa only [ite_true, negate_eval] using hi
· simpa only [ite_eq_right hj] using h j
· rintro ⟨hi, h⟩ j
by_cases hj : j = i
· subst j
rw [ite_eq_left rfl, negate_eval, hi]
decide
· simpa only [ite_eq_right hj] using h j hj
noncomputable def uniqueFalseCircuit {n k : ℕ} (c : Fin k → AC0Circuit n)
(S : Finset (Fin k)) : AC0Circuit n :=
certificateDisjunction (fun i : S => uniqueFalseTerm c S i)
lemma uniqueFalseCircuit_eval {n k : ℕ} (c : Fin k → AC0Circuit n)
(S : Finset (Fin k)) (x : BooleanCube n) :
(uniqueFalseCircuit c S).eval x = true ↔
∃ i : S, (c i).eval x = false ∧ ∀ j : S, j ≠ i → (c j).eval x = true := by
simp only [uniqueFalseCircuit, certificateDisjunction_eval, uniqueFalseTerm_eval]
lemma uniqueFalseTerm_depth {n k d : ℕ} (c : Fin k → AC0Circuit n)
(hc : ∀ i, (c i).depth ≤ d) (S : Finset (Fin k)) (i : S) :
(uniqueFalseTerm c S i).depth ≤ d + 1 := by
apply conjunction_depth
intro j
split_ifs <;> simpa only [negate_depth] using hc j
lemma uniqueFalseCircuit_depth {n k d : ℕ} (c : Fin k → AC0Circuit n)
(hc : ∀ i, (c i).depth ≤ d) (S : Finset (Fin k)) :
(uniqueFalseCircuit c S).depth ≤ d + 2 := by
exact certificateDisjunction_depth _ (uniqueFalseTerm_depth c hc S)
lemma uniqueFalseTerm_size {n k : ℕ} (c : Fin k → AC0Circuit n)
(S : Finset (Fin k)) (i : S) :
(uniqueFalseTerm c S i).size = 1 + ∑ j : S, (c j).size := by
rw [uniqueFalseTerm, conjunction_size]
congr 1
apply sum_congr rfl
intro j _
split_ifs <;> simp only [negate_size]
lemma uniqueFalseCircuit_size {n k : ℕ} (c : Fin k → AC0Circuit n)
(S : Finset (Fin k)) :
(uniqueFalseCircuit c S).size = 1 + S.card * (1 + ∑ j : S, (c j).size) := by
simp only [uniqueFalseCircuit, certificateDisjunction_size, uniqueFalseTerm_size, sum_const,
card_univ, Fintype.card_coe, nsmul_eq_mul, Nat.cast_id]
lemma uniqueFalseCircuit_size_le {n k : ℕ} (c : Fin k → AC0Circuit n)
(S : Finset (Fin k)) :
(uniqueFalseCircuit c S).size ≤ 1 + k * (1 + ∑ j, (c j).size) := by
rw [uniqueFalseCircuit_size]
have hcard : S.card ≤ k := (card_le_card (subset_univ S)).trans_eq (card_fin k)
have hsum : ∑ j : S, (c j).size ≤ ∑ j, (c j).size := by
calc
_ = ∑ j ∈ S, (c j).size := sum_coe_sort S (fun j => (c j).size)
_ ≤ _ := sum_le_sum_of_subset_of_nonneg (subset_univ S) (fun _ _ _ => Nat.zero_le _)
exact Nat.add_le_add_left (Nat.mul_le_mul hcard (Nat.add_le_add_left hsum 1)) 1
end AC0Circuit
end TwoPointCorrelations
end OAI