import OAI.Computability.StarHeight.Avoidance namespace OAI namespace GeneralizedStarHeight universe u universe uC uS uι uι2 uι3 uι4 uA uI universe uS2 uS3 uS4 uS5 uI2 uA2 uA3 uK universe uS6 namespace FiniteProduct variable {C : Type uC} {S : Type uS} def DependsOn (E : Set (C → S)) (s : Set C) : Prop := ∀ β γ, Set.EqOn β γ s → (β ∈ E ↔ γ ∈ E) lemma DependsOn.mono {E : Set (C → S)} {s t : Set C} (h : DependsOn E s) (hst : s ⊆ t) : DependsOn E t := by intro β γ he exact h β γ (he.mono hst) noncomputable def splice (s : Set C) (β γ : C → S) : C → S := by classical exact fun c => if c ∈ s then β c else γ c lemma splice_eqOn_left (s : Set C) (β γ : C → S) : Set.EqOn (splice s β γ) β s := by classical intro c hc simp [splice, hc] lemma splice_eqOn_right (s : Set C) (β γ : C → S) : Set.EqOn (splice s β γ) γ sᶜ := by classical intro c hc simp only [Set.mem_compl_iff] at hc simp [splice, hc] lemma splice_splice (s : Set C) (β γ : C → S) : splice s (splice s β γ) (splice s γ β) = β := by classical funext c by_cases hc : c ∈ s <;> simp [splice, hc] noncomputable def cylinderEquiv (E F : Set (C → S)) (s : Set C) (hE : DependsOn E s) (hF : DependsOn F sᶜ) : ↥(E ∩ F) × (C → S) ≃ E × F where toFun p := (⟨splice s p.1.1 p.2, (hE _ _ (splice_eqOn_left _ _ _)).mpr p.1.2.1⟩, ⟨splice s p.2 p.1.1, (hF _ _ (splice_eqOn_right _ _ _)).mpr p.1.2.2⟩) invFun p := (⟨splice s p.1.1 p.2.1, ⟨(hE _ _ (splice_eqOn_left _ _ _)).mpr p.1.2, (hF _ _ (splice_eqOn_right _ _ _)).mpr p.2.2⟩⟩, splice s p.2.1 p.1.1) left_inv p := by apply Prod.ext · exact Subtype.ext (splice_splice _ _ _) · exact splice_splice _ _ _ right_inv p := by apply Prod.ext <;> exact Subtype.ext (splice_splice _ _ _) lemma independent_of_disjoint_support [Fintype C] [Fintype S] [DecidableEq C] (E F : Set (C → S)) (s t : Set C) (hE : DependsOn E s) (hF : DependsOn F t) (hst : Disjoint s t) : FiniteAvoidance.mass (fun _ => (1 : ℝ)) (E ∩ F) * FiniteAvoidance.mass (fun _ : C → S => (1 : ℝ)) Set.univ = FiniteAvoidance.mass (fun _ => (1 : ℝ)) E * FiniteAvoidance.mass (fun _ => (1 : ℝ)) F := by classical have htc : t ⊆ sᶜ := by intro c hc hs exact Set.disjoint_left.mp hst hs hc have hcard := Fintype.card_congr (cylinderEquiv E F s hE (hF.mono htc)) simp only [Fintype.card_prod] at hcard simpa only [FiniteAvoidance.mass_one_eq_card, Nat.card_eq_fintype_card, Fintype.card_setUniv, Nat.cast_mul] using congrArg (fun n : ℕ => (n : ℝ)) hcard lemma DependsOn.compl {E : Set (C → S)} {s : Set C} (h : DependsOn E s) : DependsOn Eᶜ s := by intro β γ he exact not_congr (h β γ he) lemma DependsOn.inter {E F : Set (C → S)} {s t : Set C} (hE : DependsOn E s) (hF : DependsOn F t) : DependsOn (E ∩ F) (s ∪ t) := by intro β γ he exact and_congr (hE β γ (he.mono Set.subset_union_left)) (hF β γ (he.mono Set.subset_union_right)) lemma probability_inter [Fintype C] [Fintype S] [DecidableEq C] [Nonempty S] (E F : Set (C → S)) (s t : Set C) (hE : DependsOn E s) (hF : DependsOn F t) (hst : Disjoint s t) : FiniteAvoidance.probability (E ∩ F) = FiniteAvoidance.probability E * FiniteAvoidance.probability F := FiniteAvoidance.probability_inter_of_independent _ _ (independent_of_disjoint_support E F s t hE hF hst) noncomputable def agreementEquiv (s : Set C) (d : C → S) : {β : C → S // Set.EqOn β d s} ≃ (↥(sᶜ) → S) := by classical exact { toFun β c := β.1 c invFun γ := ⟨fun c => if h : c ∈ s then d c else γ ⟨c, h⟩, by intro c hc simp [hc]⟩ left_inv β := by apply Subtype.ext funext c dsimp split_ifs with hc · exact (β.2 hc).symm · rfl right_inv γ := by funext c have hc : (c : C) ∉ s := c.2 simp [hc] } lemma probability_agreement [Fintype C] [Fintype S] [DecidableEq C] [Nonempty S] (s : Set C) (d : C → S) : FiniteAvoidance.probability {β : C → S | Set.EqOn β d s} = ((Fintype.card S : ℝ) ^ Nat.card s)⁻¹ := by classical have hsplit := Fintype.card_congr (Equiv.piEquivPiSubtypeProd (· ∈ s) (fun _ => S)) simp only [Fintype.card_prod, Fintype.card_fun] at hsplit have hc := Nat.card_congr (agreementEquiv s d) unfold FiniteAvoidance.probability rw [FiniteAvoidance.mass_one_eq_card] change (Nat.card {β : C → S // Set.EqOn β d s} : ℝ) / Fintype.card (C → S) = _ rw [hc] simp only [Nat.card_eq_fintype_card, Fintype.card_fun, Nat.cast_pow] have hsplit' := congrArg (fun n : ℕ => (n : ℝ)) hsplit simp only [Nat.cast_mul, Nat.cast_pow] at hsplit' rw [hsplit'] have hq : (Fintype.card S : ℝ) ≠ 0 := by exact_mod_cast ne_of_gt Fintype.card_pos field_simp congr 1 lemma agreement_dependsOn (s : Set C) (d : C → S) : DependsOn {β : C → S | Set.EqOn β d s} s := by intro β γ he exact ⟨fun hb c hc => (he hc).symm.trans (hb hc), fun hg c hc => (he hc).trans (hg hc)⟩ def allEvents {ι : Type uι} (E : ι → Set (C → S)) (J : Finset ι) : Set (C → S) := {β | ∀ i ∈ J, β ∈ E i} def supportUnion {ι : Type uι2} (s : ι → Set C) (J : Finset ι) : Set C := {c | ∃ i ∈ J, c ∈ s i} lemma allEvents_dependsOn {ι : Type uι3} (E : ι → Set (C → S)) (s : ι → Set C) (hE : ∀ i, DependsOn (E i) (s i)) (J : Finset ι) : DependsOn (allEvents E J) (supportUnion s J) := by intro β γ he have hi (i) (hi : i ∈ J) : β ∈ E i ↔ γ ∈ E i := by have hs : s i ⊆ supportUnion s J := fun _ hc => ⟨i, hi, hc⟩ exact hE i β γ (he.mono hs) exact ⟨fun hb i hm => (hi i hm).mp (hb i hm), fun hg i hm => (hi i hm).mpr (hg i hm)⟩ lemma probability_allEvents {ι : Type uι4} [Fintype C] [Fintype S] [DecidableEq C] [Nonempty S] (E : ι → Set (C → S)) (s : ι → Set C) (hE : ∀ i, DependsOn (E i) (s i)) (hd : Pairwise (fun i j => Disjoint (s i) (s j))) (J : Finset ι) : FiniteAvoidance.probability (allEvents E J) = ∏ i ∈ J, FiniteAvoidance.probability (E i) := by classical induction J using Finset.induction_on with | empty => simp [allEvents] | @insert i J hi ih => have heq : allEvents E (insert i J) = E i ∩ allEvents E J := by ext β simp [allEvents] have hdisj : Disjoint (s i) (supportUnion s J) := by apply Set.disjoint_left.mpr rintro c hc ⟨j, hj, hcj⟩ have hij : i ≠ j := fun he => hi (he ▸ hj) exact Set.disjoint_left.mp (hd hij) hc hcj rw [heq, probability_inter _ _ _ _ (hE i) (allEvents_dependsOn E s hE J) hdisj, ih, Finset.prod_insert hi] section Centering variable [AddCommGroup S] [DecidableEq C] def centeredEquiv (a : C) : (C → S) ≃ (C → S) where toFun β c := if c = a then β c else β c - β a invFun γ c := if c = a then γ c else γ c + γ a left_inv β := by funext c by_cases hc : c = a <;> simp [hc] right_inv γ := by funext c by_cases hc : c = a <;> simp [hc] def translationEquiv (g : C → S) : (C → S) ≃ (C → S) where toFun β c := g c + β c invFun γ c := γ c - g c left_inv β := by funext c simp right_inv γ := by funext c simp end Centering end FiniteProduct namespace ShiftCombinatorics variable {A : Type uA} {I : Type uI} [DecidableEq I] def offLine (a : I → A) (i : I) : Set (I → A) := Set.range (fun b : {b : A // b ≠ a i} => Function.update a i b.1) lemma update_ne_center (a : I → A) (i : I) {b : A} (hb : b ≠ a i) : Function.update a i b ≠ a := by intro he exact hb (by simpa using congrFun he i) lemma offLine_pairwise (a : I → A) : Pairwise (fun i j : I => Disjoint (offLine a i) (offLine a j)) := by intro i j hij apply Set.disjoint_left.mpr rintro c ⟨b, rfl⟩ ⟨d, hd⟩ have he := congrFun hd i simp only [Function.update_self, Function.update_of_ne hij] at he exact b.2 he.symm lemma card_offLine [Fintype A] (a : I → A) (i : I) : Nat.card (offLine a i) = Fintype.card A - 1 := by classical have hinj : Function.Injective (fun b : {b : A // b ≠ a i} => Function.update a i b.1) := by intro b d he apply Subtype.ext simpa using congrFun he i unfold offLine rw [Nat.card_congr (Equiv.ofInjective _ hinj).symm, Nat.card_eq_fintype_card, Fintype.card_subtype_compl, Fintype.card_subtype_eq] lemma centered_line_iff {S : Type uS2} [AddCommGroup S] [DecidableEq (I → A)] (a : I → A) (γ : (I → A) → S) (i : I) : Set.EqOn (FiniteProduct.centeredEquiv a γ) (fun _ => 0) (offLine a i) ↔ ∀ b : A, γ (Function.update a i b) = γ a := by classical constructor · intro h b by_cases hb : b = a i · simp [hb] · have hc := h (show Function.update a i b ∈ offLine a i from ⟨⟨b, hb⟩, rfl⟩) simpa [FiniteProduct.centeredEquiv, update_ne_center a i hb, sub_eq_zero] using hc · intro h c hc obtain ⟨b, rfl⟩ := hc simpa [FiniteProduct.centeredEquiv, update_ne_center a i b.2, sub_eq_zero] using h b def starSupport (a : I → A) : Set (I → A) := {c | c = a ∨ ∃ i b, c = Function.update a i b} def badEvent {S : Type uS3} [AddCommGroup S] (g : (I → A) → S) (a : I → A) : Set ((I → A) → S) := {β | ¬∃ i : I, ∀ b : A, g (Function.update a i b) + β (Function.update a i b) = g a + β a} lemma badEvent_dependsOn {S : Type uS4} [AddCommGroup S] (g : (I → A) → S) (a : I → A) : FiniteProduct.DependsOn (badEvent g a) (starSupport a) := by intro β γ he apply not_congr apply exists_congr intro i apply forall_congr' intro b rw [he (show Function.update a i b ∈ starSupport a from Or.inr ⟨i, b, rfl⟩), he (show a ∈ starSupport a from Or.inl rfl)] lemma probability_badEvent {S : Type uS5} [AddCommGroup S] [Fintype I] [Fintype A] [DecidableEq A] [Fintype S] (g : (I → A) → S) (a : I → A) : FiniteAvoidance.probability (badEvent g a) = (1 - ((Fintype.card S : ℝ) ^ (Fintype.card A - 1))⁻¹) ^ Fintype.card I := by classical let E (i : I) : Set ((I → A) → S) := {γ | Set.EqOn γ (fun _ => 0) (offLine a i)}ᶜ let e := (FiniteProduct.translationEquiv g).trans (FiniteProduct.centeredEquiv a) have he (β : (I → A) → S) : β ∈ badEvent g a ↔ e β ∈ FiniteProduct.allEvents E Finset.univ := by change (¬∃ i, ∀ b, g (Function.update a i b) + β (Function.update a i b) = g a + β a) ↔ ∀ i ∈ Finset.univ, ¬Set.EqOn (e β) (fun _ => 0) (offLine a i) simp only [not_exists, Finset.mem_univ, forall_const] apply forall_congr' intro i exact not_congr (centered_line_iff a (FiniteProduct.translationEquiv g β) i).symm rw [FiniteAvoidance.probability_eq_of_equiv _ _ (e.subtypeEquiv he)] rw [FiniteProduct.probability_allEvents E (offLine a) (fun i => (FiniteProduct.agreement_dependsOn _ _).compl) (offLine_pairwise a)] have hE (i : I) : FiniteAvoidance.probability (E i) = 1 - ((Fintype.card S : ℝ) ^ (Fintype.card A - 1))⁻¹ := by rw [FiniteAvoidance.probability_compl, FiniteProduct.probability_agreement, card_offLine] simp only [hE, Finset.prod_const, Finset.card_univ] abbrev CenterCode (I : Type uI2) (A : Type uA2) := Unit ⊕ ((I × A) ⊕ ((I × A) × (I × A))) def centerOfCode (a : I → A) : CenterCode I A → (I → A) | .inl _ => a | .inr (.inl (i, b)) => Function.update a i b | .inr (.inr ((i, b), (j, d))) => Function.update (Function.update a i b) j d noncomputable def nearCenters [Fintype I] [Fintype A] (a : I → A) : Finset (I → A) := by classical exact Finset.univ.image (centerOfCode a) lemma mem_nearCenters [Fintype I] [Fintype A] (a : I → A) (k : CenterCode I A) : centerOfCode a k ∈ nearCenters a := by classical exact Finset.mem_image.mpr ⟨k, Finset.mem_univ _, rfl⟩ lemma card_nearCenters [Fintype I] [Fintype A] (a : I → A) : (nearCenters a).card ≤ 1 + Fintype.card I * Fintype.card A + (Fintype.card I) ^ 2 * (Fintype.card A) ^ 2 := by classical calc (nearCenters a).card ≤ Fintype.card (CenterCode I A) := (Finset.card_image_le).trans_eq (Finset.card_univ) _ = _ := by simp only [CenterCode, Fintype.card_sum, Fintype.card_prod, Fintype.card_unit] ring lemma restore_center (d c : I → A) (j : I) (b : A) (h : c = Function.update d j b) : d = Function.update c j (d j) := by rw [h] simp lemma mem_nearCenters_of_shared [Fintype I] [Fintype A] {a d c : I → A} (ha : c ∈ starSupport a) (hd : c ∈ starSupport d) : d ∈ nearCenters a := by rcases ha with ha | ⟨i, b, ha⟩ · rcases hd with hd | ⟨j, b, hj⟩ · have he : d = a := hd.symm.trans ha rw [he] exact mem_nearCenters a (.inl ()) · have he := restore_center d a j b (ha.symm.trans hj) rw [he] exact mem_nearCenters a (.inr (.inl (j, d j))) · rcases hd with hd | ⟨j, e, hj⟩ · have he : d = Function.update a i b := hd.symm.trans ha rw [he] exact mem_nearCenters a (.inr (.inl (i, b))) · have he := restore_center d (Function.update a i b) j e (ha.symm.trans hj) rw [he] exact mem_nearCenters a (.inr (.inr ((i, b), (j, d j)))) end ShiftCombinatorics section ShiftTable variable {A : Type uA3} {K : Type uK} {S : Type uS6} [Field K] [AddCommGroup S] [Module K S] def ShiftTableProperty (l : ℕ) (f : (Fin l → A) → (S →ₗ[K] S)) (β : (Fin l → A) → S) : Prop := ∀ (a : Fin l → A) (x : S), ∃ i : Fin l, ∀ b : A, f (Function.update a i b) x + β (Function.update a i b) = f a x + β a theorem exists_shift_table_length (a q r : ℝ) (hr : 0 ≤ r) (hr' : r < 1) : ∃ l : ℕ, 1 ≤ l ∧ 4 * (q * (1 + l * a + (l : ℝ) ^ 2 * a ^ 2) + 1) * r ^ l ≤ 1 := by have h0 := tendsto_pow_atTop_nhds_zero_of_lt_one hr hr' have h1 := tendsto_pow_const_mul_const_pow_of_lt_one 1 hr hr' have h2 := tendsto_pow_const_mul_const_pow_of_lt_one 2 hr hr' have ht : Filter.Tendsto (fun l : ℕ => 4 * (q * (1 + l * a + (l : ℝ) ^ 2 * a ^ 2) + 1) * r ^ l) Filter.atTop (nhds 0) := by have ht' := ((h0.const_mul (4 * q + 4)).add (h1.const_mul (4 * q * a))).add (h2.const_mul (4 * q * a ^ 2)) convert ht' using 1 · ext l simp only [pow_one] ring · simp only [mul_zero, add_zero] have he : ∀ᶠ l : ℕ in Filter.atTop, 1 ≤ l ∧ 4 * (q * (1 + l * a + (l : ℝ) ^ 2 * a ^ 2) + 1) * r ^ l < 1 := (Filter.eventually_ge_atTop 1).and (ht.eventually (gt_mem_nhds zero_lt_one)) obtain ⟨l, hl, hb⟩ := he.exists exact ⟨l, hl, hb.le⟩ theorem shift_table_at_length [Fintype A] [Fintype S] [DecidableEq A] (l : ℕ) (hnum : 4 * ((Fintype.card S : ℝ) * (1 + l * (Fintype.card A : ℝ) + (l : ℝ) ^ 2 * (Fintype.card A : ℝ) ^ 2) + 1) * (1 - ((Fintype.card S : ℝ) ^ (Fintype.card A - 1))⁻¹) ^ l ≤ 1) (f : (Fin l → A) → (S →ₗ[K] S)) : ∃ β : (Fin l → A) → S, ShiftTableProperty l f β := by classical let C := Fin l → A let Ω := C → S let B (j : S × C) : Set Ω := ShiftCombinatorics.badEvent (fun c => f c j.1) j.2 let N (j : S × C) : Finset (S × C) := Finset.univ ×ˢ ShiftCombinatorics.nearCenters j.2 let D := Fintype.card S * (1 + l * Fintype.card A + l ^ 2 * (Fintype.card A) ^ 2) let p : ℝ := (1 - ((Fintype.card S : ℝ) ^ (Fintype.card A - 1))⁻¹) ^ l have hp : 4 * ((D : ℝ) + 1) * p ≤ 1 := by simpa only [D, p, Nat.cast_mul, Nat.cast_add, Nat.cast_one, Nat.cast_pow] using hnum obtain ⟨s, hs0, hs1, hps⟩ := FiniteAvoidance.local_parameter D p hp have htotal : 0 < FiniteAvoidance.mass (fun _ : Ω => (1 : ℝ)) Set.univ := by rw [FiniteAvoidance.mass_one_univ] exact_mod_cast Fintype.card_pos have hdegree (j : S × C) : (N j).card ≤ D := by rw [Finset.card_product, Finset.card_univ] exact Nat.mul_le_mul_left _ (by simpa only [Fintype.card_fin] using ShiftCombinatorics.card_nearCenters j.2) have hbad (j : S × C) : FiniteAvoidance.mass (fun _ : Ω => (1 : ℝ)) (B j) ≤ s * (1 - s) ^ D * FiniteAvoidance.mass (fun _ : Ω => (1 : ℝ)) Set.univ := by have he : FiniteAvoidance.probability (B j) = p := by simpa only [Fintype.card_fin] using ShiftCombinatorics.probability_badEvent (fun c => f c j.1) j.2 have hc : (Fintype.card Ω : ℝ) ≠ 0 := by exact_mod_cast ne_of_gt Fintype.card_pos have he' := (div_eq_iff hc).mp he rw [FiniteAvoidance.mass_one_univ, he'] exact mul_le_mul_of_nonneg_right hps (by positivity) have hind (j : S × C) (J : Finset (S × C)) (_hj : j ∉ J) (hJ : Disjoint J (N j)) : FiniteAvoidance.mass (fun _ : Ω => (1 : ℝ)) (B j ∩ FiniteAvoidance.avoids B J) * FiniteAvoidance.mass (fun _ : Ω => (1 : ℝ)) Set.univ = FiniteAvoidance.mass (fun _ : Ω => (1 : ℝ)) (B j) * FiniteAvoidance.mass (fun _ : Ω => (1 : ℝ)) (FiniteAvoidance.avoids B J) := by apply FiniteProduct.independent_of_disjoint_support _ _ (ShiftCombinatorics.starSupport j.2) (FiniteProduct.supportUnion (fun k : S × C => ShiftCombinatorics.starSupport k.2) J) · exact ShiftCombinatorics.badEvent_dependsOn _ _ · exact FiniteProduct.allEvents_dependsOn (fun k => (B k)ᶜ) _ (fun k => (ShiftCombinatorics.badEvent_dependsOn _ _).compl) J · apply Set.disjoint_left.mpr rintro c hc ⟨k, hk, hck⟩ apply Finset.disjoint_left.mp hJ hk exact Finset.mem_product.mpr ⟨Finset.mem_univ _, ShiftCombinatorics.mem_nearCenters_of_shared hc hck⟩ have hav := FiniteAvoidance.local_lemma (fun _ : Ω => (1 : ℝ)) (fun _ => zero_le_one) htotal B N D s hs0 hs1 hdegree hbad hind Finset.univ obtain ⟨β, hβ⟩ := FiniteAvoidance.nonempty_of_mass_pos hav refine ⟨β, ?_⟩ intro a x exact not_not.mp (hβ (x, a) (Finset.mem_univ _)) theorem exists_shift_table [Fintype A] [Nonempty A] [Fintype S] : ∃ l : ℕ, 1 ≤ l ∧ ∀ f : (Fin l → A) → (S →ₗ[K] S), ∃ β : (Fin l → A) → S, ShiftTableProperty l f β := by classical let r : ℝ := 1 - ((Fintype.card S : ℝ) ^ (Fintype.card A - 1))⁻¹ have hq : (1 : ℝ) ≤ Fintype.card S := by exact_mod_cast Fintype.card_pos have hpow : (1 : ℝ) ≤ (Fintype.card S : ℝ) ^ (Fintype.card A - 1) := one_le_pow₀ hq have hr0 : 0 ≤ r := sub_nonneg.mpr (inv_le_one_of_one_le₀ hpow) have hr1 : r < 1 := by have hi := inv_pos.mpr (lt_of_lt_of_le zero_lt_one hpow) dsimp [r] linarith obtain ⟨l, hl, hnum⟩ := exists_shift_table_length (Fintype.card A) (Fintype.card S) r hr0 hr1 exact ⟨l, hl, fun f => shift_table_at_length l hnum f⟩ end ShiftTable end GeneralizedStarHeight end OAI