Download lean/OAI/Computability/VertexCover/PCP/PoweringCounting.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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6.64 kB
| import Mathlib | |
| import OAI.Computability.VertexCover.PCP.PoweringAddresses | |
| import OAI.Computability.VertexCover.PCP.PoweringTest | |
| namespace OAI | |
| namespace UniqueGames.Foundations.PCP.PoweringCounting | |
| open PoweringWalks PoweringLabels PoweringTest | |
| open scoped BigOperators | |
| variable {V D A E : Type*} | |
| theorem constraint_rejection_mean_eq_count [Fintype E] | |
| (H : ConstraintGraph V E A) (labels : V → A) : | |
| SpectralReturn.mean (fun e : E => PoweringMoment.bit | |
| (H.edgeSatisfied labels e = false)) = | |
| (H.rejectionCount labels : ℝ) / (Fintype.card E : ℝ) := by | |
| classical | |
| rw [SpectralReturn.mean_eq_sum_div_card] | |
| simp only [PoweringMoment.bit, ConstraintGraph.rejectionCount, ConstraintGraph.rejectedDarts] | |
| apply congrArg (fun x : ℝ => x / (Fintype.card E : ℝ)) | |
| convert (Finset.sum_boole (R := ℝ) | |
| (fun e => H.edgeSatisfied labels e = false) Finset.univ) using 1 ; try rfl | |
| apply Finset.sum_congr rfl | |
| intro e _ | |
| by_cases h : H.edgeSatisfied labels e = false <;> simp [h] | |
| theorem constraint_rejection_lower_iff [Fintype E] | |
| (H : ConstraintGraph V E A) (labels : V → A) | |
| (hcard : 0 < Fintype.card E) (ε : ℝ) : | |
| ε ≤ SpectralReturn.mean (fun e : E => PoweringMoment.bit | |
| (H.edgeSatisfied labels e = false)) ↔ | |
| ε * (Fintype.card E : ℝ) ≤ (H.rejectionCount labels : ℝ) := by | |
| rw [constraint_rejection_mean_eq_count] | |
| exact le_div_iff₀ (Nat.cast_pos.mpr hcard) | |
| theorem edgeDensity_eq_bit_mean [Fintype V] [Fintype D] | |
| (bad : Edge V D → Bool) : | |
| SpectralReturn.edgeDensity bad = | |
| SpectralReturn.mean (fun e : Edge V D => PoweringMoment.bit (bad e = true)) := by | |
| convert (SpectralReturn.mean_prod | |
| (fun e : Edge V D => PoweringMoment.bit (bad e = true))).symm using 1 ; try rfl | |
| change SpectralReturn.mean (fun v => SpectralReturn.mean | |
| (fun d => if bad (v, d) then (1 : ℝ) else 0)) = _ | |
| apply congrArg SpectralReturn.mean | |
| funext v | |
| apply congrArg SpectralReturn.mean | |
| funext d | |
| cases h : bad (v, d) <;> simp [PoweringMoment.bit] | |
| theorem base_edgeDensity_eq_rejection_count [Fintype V] [Fintype D] | |
| (G : PortGraph V D) (accepts : Edge V D → A → A → Bool) | |
| (reverse_accepts : ∀ e a b, accepts (G.rot e) b a = accepts e a b) | |
| (assignment : V → A) : | |
| SpectralReturn.edgeDensity (decodedBad G accepts assignment) = | |
| ((baseGraph G accepts reverse_accepts).rejectionCount assignment : ℝ) / | |
| (Fintype.card (Edge V D) : ℝ) := by | |
| calc | |
| _ = SpectralReturn.mean (fun e : Edge V D => PoweringMoment.bit | |
| (decodedBad G accepts assignment e = true)) := edgeDensity_eq_bit_mean _ | |
| _ = SpectralReturn.mean (fun e : Edge V D => PoweringMoment.bit | |
| ((baseGraph G accepts reverse_accepts).edgeSatisfied assignment e = false)) := by | |
| apply congrArg SpectralReturn.mean | |
| funext e | |
| exact congrArg PoweringMoment.bit | |
| (propext (decodedBad_eq_true_iff G accepts assignment e)) | |
| _ = _ := constraint_rejection_mean_eq_count _ _ | |
| theorem base_count_lower_to_density [Fintype V] [Fintype D] | |
| (G : PortGraph V D) (accepts : Edge V D → A → A → Bool) | |
| (reverse_accepts : ∀ e a b, accepts (G.rot e) b a = accepts e a b) | |
| (assignment : V → A) (hcard : 0 < Fintype.card (Edge V D)) (ε : ℝ) | |
| (hcount : ε * (Fintype.card (Edge V D) : ℝ) ≤ | |
| ((baseGraph G accepts reverse_accepts).rejectionCount assignment : ℝ)) : | |
| ε ≤ SpectralReturn.edgeDensity (decodedBad G accepts assignment) := by | |
| rw [base_edgeDensity_eq_rejection_count G accepts reverse_accepts assignment] | |
| exact (le_div_iff₀ (Nat.cast_pos.mpr hcard)).2 hcount | |
| theorem powered_rejection_mean_eq_count [Fintype V] [Fintype D] | |
| (G : PortGraph V D) (accepts : Edge V D → A → A → Bool) (n : Nat) | |
| (selectors : ∀ v, AddressSelector G (n + 1) v) | |
| (labels : V → PaddedLabel D (n + 1) A) : | |
| SpectralReturn.mean (fun d : Dart V D n => PoweringMoment.bit | |
| ((poweredGraph G accepts n selectors).edgeSatisfied labels d = false)) = | |
| ((poweredGraph G accepts n selectors).rejectionCount labels : ℝ) / | |
| (Fintype.card (Dart V D n) : ℝ) := | |
| constraint_rejection_mean_eq_count _ _ | |
| theorem path_rejection_mean_eq_count [Fintype V] [Fintype D] | |
| (G : PortGraph V D) (accepts : Edge V D → A → A → Bool) (n : Nat) | |
| (selectors : ∀ v, AddressSelector G (n + 1) v) | |
| (labels : V → PaddedLabel D (n + 1) A) : | |
| SpectralReturn.mean (fun w : Walk V D (n + 1) => PoweringMoment.bit | |
| (pathAccepts G accepts n selectors w (labels w.1) (labels (endpoint G w)) = false)) = | |
| ((poweredGraph G accepts n selectors).rejectionCount labels : ℝ) / | |
| (Fintype.card (Dart V D n) : ℝ) := by | |
| rw [← rejection_mean_eq_path_mean G accepts n selectors labels] | |
| exact powered_rejection_mean_eq_count G accepts n selectors labels | |
| theorem powered_density_lower_to_count [Fintype V] [Fintype D] | |
| (G : PortGraph V D) (accepts : Edge V D → A → A → Bool) (n : Nat) | |
| (selectors : ∀ v, AddressSelector G (n + 1) v) | |
| (labels : V → PaddedLabel D (n + 1) A) | |
| (hcard : 0 < Fintype.card (Dart V D n)) (ε : ℝ) | |
| (hlower : ε ≤ SpectralReturn.mean (fun w : Walk V D (n + 1) => PoweringMoment.bit | |
| (pathAccepts G accepts n selectors w (labels w.1) (labels (endpoint G w)) = false))) : | |
| ε * (Fintype.card (Dart V D n) : ℝ) ≤ | |
| ((poweredGraph G accepts n selectors).rejectionCount labels : ℝ) := by | |
| rw [path_rejection_mean_eq_count G accepts n selectors labels] at hlower | |
| exact (le_div_iff₀ (Nat.cast_pos.mpr hcard)).1 hlower | |
| theorem natCard_dart [Finite V] [Finite D] (n : Nat) : | |
| Nat.card (Dart V D n) = 2 * Nat.card V * Nat.card D ^ (n + 1) := by | |
| simp [Dart, Walk, Nat.card_prod, Nat.card_fun, Nat.mul_assoc] | |
| theorem fintypeCard_dart [Fintype V] [Fintype D] (n : Nat) : | |
| Fintype.card (Dart V D n) = | |
| 2 * Fintype.card V * Fintype.card D ^ (n + 1) := by | |
| simpa only [Nat.card_eq_fintype_card] using (natCard_dart (V := V) (D := D) n) | |
| theorem natCard_poweredAlphabet [Finite D] [Finite A] (n : Nat) : | |
| Nat.card (PaddedLabel D (n + 1) A) = | |
| Nat.card A ^ (∑ j : Fin (n + 2), Nat.card D ^ j.val) := | |
| PoweringLabels.card_paddedLabel (n + 1) | |
| theorem natCard_finitePortAlphabet [Finite A] (d n : Nat) : | |
| Nat.card (PaddedLabel (Fin d) (n + 1) A) = | |
| Nat.card A ^ (PoweringAddresses.allAddresses d (n + 1)).length := by | |
| rw [PoweringLabels.card_paddedLabel, PoweringAddresses.length_allAddresses] | |
| simp only [Nat.card_fin] | |
| end UniqueGames.Foundations.PCP.PoweringCounting | |
| end OAI | |