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| import Mathlib | |
| import OAI.Combinatorics.MatchingCount.Sampling.TierClamp | |
| namespace OAI | |
| namespace MatchingFPRAS.Transport | |
| section | |
| open Finset | |
| variable {Ω : Type*} [Fintype Ω] [DecidableEq Ω] | |
| noncomputable def relationDestinations (R : Ω → Ω → Prop) (a : Ω) : Finset Ω := by | |
| classical | |
| exact Finset.univ.filter (fun b => a ≠ b ∧ R a b) | |
| noncomputable def relationOff (R : Ω → Ω → Prop) (d : ℕ) (a b : Ω) : ℝ := by | |
| classical | |
| exact if b ∈ relationDestinations R a then (d:ℝ)⁻¹ else 0 | |
| noncomputable def relationProposal (R : Ω → Ω → Prop) (d : ℕ) (a b : Ω) : ℝ := by | |
| classical | |
| exact if a = b then 1-∑ z, relationOff R d a z else relationOff R d a b | |
| lemma relationOff_self (R : Ω → Ω → Prop) (d : ℕ) (a : Ω) : relationOff R d a a = 0 := by | |
| classical | |
| simp [relationOff,relationDestinations] | |
| lemma relationOff_nonneg (R : Ω → Ω → Prop) (d : ℕ) (a b : Ω) : 0 ≤ relationOff R d a b := by | |
| classical | |
| unfold relationOff; split_ifs <;> positivity | |
| lemma relationOff_sum (R : Ω → Ω → Prop) (d : ℕ) (a : Ω) : | |
| (∑ b, relationOff R d a b) = (relationDestinations R a).card / (d:ℝ) := by | |
| classical | |
| unfold relationOff | |
| rw [← Finset.sum_filter] | |
| simp [div_eq_mul_inv] | |
| lemma relationOff_sum_le_one (R : Ω → Ω → Prop) (d : ℕ) (a : Ω) | |
| (hd : (relationDestinations R a).card ≤ d) : (∑ b, relationOff R d a b) ≤ 1 := by | |
| rw [relationOff_sum] | |
| by_cases h : d = 0 | |
| · simp [h] | |
| · apply (div_le_one (by positivity)).mpr | |
| exact_mod_cast hd | |
| lemma relationProposal_nonneg (R : Ω → Ω → Prop) (d : ℕ) | |
| (hd : ∀ a, (relationDestinations R a).card ≤ d) (a b : Ω) : 0 ≤ relationProposal R d a b := by | |
| classical | |
| unfold relationProposal; split_ifs | |
| · exact sub_nonneg.mpr (relationOff_sum_le_one R d a (hd a)) | |
| · exact relationOff_nonneg _ _ _ _ | |
| lemma relationProposal_row (R : Ω → Ω → Prop) (d : ℕ) (a : Ω) : | |
| (∑ b, relationProposal R d a b) = 1 := by | |
| classical | |
| rw [← Finset.sum_erase_add _ _ (Finset.mem_univ a)] | |
| have hh : (∑ b ∈ Finset.univ.erase a, relationProposal R d a b) = | |
| ∑ b, relationOff R d a b := by | |
| rw [← Finset.sum_erase_add _ _ (Finset.mem_univ a),relationOff_self,add_zero] | |
| apply Finset.sum_congr rfl; intro b hb | |
| simp only [relationProposal,ite_eq_right (Finset.ne_of_mem_erase hb).symm] | |
| rw [hh] | |
| simp only [relationProposal,ite_true] | |
| ring | |
| lemma relationProposal_symmetric (R : Ω → Ω → Prop) (d : ℕ) | |
| (hR : ∀ a b, R a b ↔ R b a) (a b : Ω) : relationProposal R d a b = relationProposal R d b a := by | |
| classical | |
| by_cases h : a = b | |
| · subst b; rfl | |
| · simp [relationProposal,h,Ne.symm h,relationOff,relationDestinations,hR a b] | |
| end | |
| section | |
| open Finset | |
| variable {V E : Type*} [Fintype V] [DecidableEq V] [Fintype E] [DecidableEq E] | |
| variable (ends : E → Sym2 V) | |
| attribute [local instance] Classical.propDecidable | |
| noncomputable def colorProposal (A B : PM (fun e v => v ∈ ends e)) : ℝ := | |
| relationProposal (ColorChange ends) (Fintype.card V) A B | |
| omit [DecidableEq V] in | |
| lemma colorProposal_row (A : PM (fun e v => v ∈ ends e)) : (∑ B, colorProposal ends A B) = 1 := | |
| relationProposal_row _ _ _ | |
| omit [DecidableEq V] in | |
| lemma colorProposal_symmetric (A B : PM (fun e v => v ∈ ends e)) : | |
| colorProposal ends A B = colorProposal ends B A := | |
| relationProposal_symmetric _ _ (fun _ _ => ⟨ColorChange.symm ends,ColorChange.symm ends⟩) A B | |
| lemma colorProposal_nonneg (hloop : ∀ e, ¬(ends e).IsDiag) | |
| (hpar : ∀ e, (Finset.univ.filter (fun f => ends f = ends e)).card ≤ 2) | |
| (A B : PM (fun e v => v ∈ ends e)) : 0 ≤ colorProposal ends A B := by | |
| classical | |
| apply relationProposal_nonneg | |
| intro C | |
| calc | |
| _ ≤ (colorDestinations ends C).card := Finset.card_le_card (by | |
| intro D hD; exact Finset.mem_filter.mpr ⟨Finset.mem_univ _,((Finset.mem_filter.mp hD).2).2⟩) | |
| _ ≤ 2*C.val.card := colorDestinations_card_bound ends hpar C | |
| _ = _ := C.twice_card ends hloop | |
| lemma colorProposal_off (hloop : ∀ e, ¬(ends e).IsDiag) | |
| (A B : PM (fun e v => v ∈ ends e)) (h : A ≠ B) : | |
| colorProposal ends A B = if ColorChange ends A B then (2*(A.val.card:ℝ))⁻¹ else 0 := by | |
| classical | |
| have hn : (Fintype.card V:ℝ) = 2*(A.val.card:ℝ) := by exact_mod_cast (A.twice_card ends hloop).symm | |
| simp [colorProposal,relationProposal,relationOff,relationDestinations,h,hn] | |
| theorem colorProposal_dirichlet (hloop : ∀ e, ¬(ends e).IsDiag) | |
| (w : E → ℝ) (f : Finset E → ℝ) : | |
| (∑ A : PM (fun e v => v ∈ ends e), ∑ B : PM (fun e v => v ∈ ends e), | |
| min (gibbs w A) (gibbs w B)*colorProposal ends A B*(f A.val-f B.val)^2) / 6 = | |
| colorDirichlet ends w f := by | |
| classical | |
| unfold colorDirichlet | |
| rw [Finset.sum_div] | |
| apply Finset.sum_congr rfl; intro A _ | |
| rw [Finset.sum_div] | |
| unfold colorDestinations | |
| rw [Finset.sum_filter] | |
| apply Finset.sum_congr rfl; intro B _ | |
| by_cases h : A = B | |
| · subst B; simp | |
| · rw [colorProposal_off ends hloop A B h] | |
| by_cases hc : ColorChange ends A B | |
| · rw [ite_eq_left hc,ite_eq_left hc] | |
| simp only [div_eq_mul_inv,mul_inv_rev] | |
| ring | |
| · simp [hc] | |
| end | |
| section | |
| open Finset | |
| variable {V E : Type*} [Fintype V] [DecidableEq V] [Fintype E] [DecidableEq E] | |
| variable {inc : E → V → Prop} | |
| omit [DecidableEq V] [Fintype E] in | |
| lemma TwoEdgeSwitch.symm {A B : PM inc} (h : TwoEdgeSwitch A B) : TwoEdgeSwitch B A := by | |
| obtain ⟨v,e,R,hv,he,hA,hB⟩ := h | |
| refine ⟨(fun i => v (i+1)),(fun i => e (i+1)),R,?_,?_,?_,?_⟩ | |
| · exact hv.comp (fun _ _ h => add_right_cancel h) | |
| · intro i x | |
| simpa only [add_assoc] using he (i+1) x | |
| · simpa using hB | |
| · simpa [Finset.pair_comm] using hA | |
| omit [DecidableEq V] [Fintype E] in | |
| lemma TwoEdgeSwitch.normal_form {A B : PM inc} (h : TwoEdgeSwitch A B) : | |
| ∃ (v : Fin 4 → V) (e : Fin 4 → E), Function.Injective v ∧ | |
| (∀ i x, inc (e i) x ↔ x = v i ∨ x = v (i+1)) ∧ | |
| e 0 ≠ e 2 ∧ {e 0,e 2} ⊆ A.val ∧ | |
| B.val = (A.val \ {e 0,e 2}) ∪ {e 1,e 3} := by | |
| classical | |
| obtain ⟨v,e,R,hv,he,hA,hB⟩ := h | |
| have hne (i j : Fin 4) (hij : i ≠ j) (hij' : i ≠ j+1) : e i ≠ e j := by | |
| intro h | |
| have hi := (he i (v i)).mpr (Or.inl rfl) | |
| rw [h] at hi | |
| rcases (he j (v i)).mp hi with h | h | |
| · exact hij (hv h) | |
| · exact hij' (hv h) | |
| have h01 : e 0 ≠ e 1 := hne 0 1 (by decide) (by decide) | |
| have h23 : e 2 ≠ e 3 := hne 2 3 (by decide) (by decide) | |
| have h02 : e 0 ≠ e 2 := hne 0 2 (by decide) (by decide) | |
| have hRB : R ⊆ B.val := by rw [hB]; exact Finset.subset_union_left | |
| have hb1 : e 1 ∈ B.val := by rw [hB]; simp | |
| have hb3 : e 3 ∈ B.val := by rw [hB]; simp | |
| have hr0 : e 0 ∉ R := by | |
| intro hr | |
| exact h01 (B.property.unique (Finset.mem_univ (v 1)) (hRB hr) | |
| ((he 0 (v 1)).mpr (Or.inr rfl)) hb1 ((he 1 (v 1)).mpr (Or.inl rfl))) | |
| have hr2 : e 2 ∉ R := by | |
| intro hr | |
| exact h23 (B.property.unique (Finset.mem_univ (v 3)) (hRB hr) | |
| ((he 2 (v 3)).mpr (Or.inr rfl)) hb3 ((he 3 (v 3)).mpr (Or.inl rfl))) | |
| have hR : A.val \ {e 0,e 2} = R := by | |
| rw [hA] | |
| ext a | |
| simp only [Finset.mem_sdiff,Finset.mem_union,Finset.mem_insert,Finset.mem_singleton] | |
| constructor | |
| · tauto | |
| · intro ha | |
| exact ⟨Or.inl ha,by rintro (rfl|rfl) <;> contradiction⟩ | |
| exact ⟨v,e,hv,he,h02,by rw [hA]; exact Finset.subset_union_right,by rw [hR]; exact hB⟩ | |
| variable (ends : E → Sym2 V) | |
| noncomputable def edgeEndpoints (e : E) : V × V := | |
| Classical.choose (show ∃ p : V × V, ends e = s(p.1,p.2) from | |
| Sym2.inductionOn (ends e) (fun a b => ⟨(a,b),rfl⟩)) | |
| omit [Fintype V] [DecidableEq V] [Fintype E] [DecidableEq E] in | |
| lemma edgeEndpoints_spec (e : E) : ends e = s((edgeEndpoints ends e).1,(edgeEndpoints ends e).2) := | |
| Classical.choose_spec (show ∃ p : V × V, ends e = s(p.1,p.2) from | |
| Sym2.inductionOn (ends e) (fun a b => ⟨(a,b),rfl⟩)) | |
| noncomputable def pairRep (I : Finset E) (h : I.card = 2) : E × E := | |
| Classical.choose (show ∃ p : E × E, p.1 ≠ p.2 ∧ I = {p.1,p.2} from by | |
| obtain ⟨a,b,hab,he⟩ := Finset.card_eq_two.mp h | |
| exact ⟨(a,b),hab,he⟩) | |
| omit [Fintype E] in | |
| lemma pairRep_spec (I : Finset E) (h : I.card = 2) : | |
| (pairRep I h).1 ≠ (pairRep I h).2 ∧ I = {(pairRep I h).1,(pairRep I h).2} := | |
| Classical.choose_spec (show ∃ p : E × E, p.1 ≠ p.2 ∧ I = {p.1,p.2} from by | |
| obtain ⟨a,b,hab,he⟩ := Finset.card_eq_two.mp h | |
| exact ⟨(a,b),hab,he⟩) | |
| noncomputable def withEnds (a b : V) : Finset E := by | |
| classical | |
| exact Finset.univ.filter (fun e => ends e = s(a,b)) | |
| omit [Fintype V] [DecidableEq E] in | |
| lemma mem_withEnds (a b : V) (e : E) : e ∈ withEnds ends a b ↔ ends e = s(a,b) := by | |
| classical | |
| simp [withEnds] | |
| omit [Fintype V] [DecidableEq E] in | |
| lemma withEnds_card_le (hpar : ∀ e, (Finset.univ.filter (fun f => ends f = ends e)).card ≤ 2) | |
| (a b : V) : (withEnds ends a b).card ≤ 2 := by | |
| classical | |
| by_cases h : (withEnds ends a b).Nonempty | |
| · obtain ⟨e,he⟩ := h | |
| have hh : withEnds ends a b = Finset.univ.filter (fun f => ends f = ends e) := by | |
| unfold withEnds | |
| rw [(mem_withEnds ends a b e).mp he] | |
| rw [hh]; exact hpar e | |
| · simp [Finset.not_nonempty_iff_eq_empty.mp h] | |
| noncomputable def edgePairOptions (R : Finset E) (a b c d : V) : Finset (Finset E) := by | |
| classical | |
| exact (withEnds ends a b).biUnion fun e => | |
| (withEnds ends c d).image fun f => R ∪ {e,f} | |
| omit [Fintype V] in | |
| lemma mem_edgePairOptions (R : Finset E) (a b c d : V) (e f : E) | |
| (he : ends e = s(a,b)) (hf : ends f = s(c,d)) : | |
| R ∪ {e,f} ∈ edgePairOptions ends R a b c d := by | |
| classical | |
| exact Finset.mem_biUnion.mpr ⟨e,(mem_withEnds ends a b e).mpr he, | |
| Finset.mem_image.mpr ⟨f,(mem_withEnds ends c d f).mpr hf,rfl⟩⟩ | |
| omit [Fintype V] in | |
| lemma edgePairOptions_card_le | |
| (hpar : ∀ e, (Finset.univ.filter (fun f => ends f = ends e)).card ≤ 2) | |
| (R : Finset E) (a b c d : V) : (edgePairOptions ends R a b c d).card ≤ 4 := by | |
| classical | |
| calc | |
| _ ≤ ∑ e ∈ withEnds ends a b, ((withEnds ends c d).image (fun f => R ∪ {e,f})).card := Finset.card_biUnion_le | |
| _ ≤ ∑ e ∈ withEnds ends a b, 2 := Finset.sum_le_sum (fun _ _ => | |
| Finset.card_image_le.trans (withEnds_card_le ends hpar c d)) | |
| _ ≤ 4 := by simp only [Finset.sum_const,smul_eq_mul]; have := withEnds_card_le ends hpar a b; omega | |
| noncomputable def switchOptions (A : Finset E) (I : Finset E) : Finset (Finset E) := by | |
| classical | |
| exact if h : I.card = 2 then | |
| let p := pairRep I h | |
| let u := edgeEndpoints ends p.1 | |
| let v := edgeEndpoints ends p.2 | |
| edgePairOptions ends (A\I) u.1 v.1 u.2 v.2 ∪ | |
| edgePairOptions ends (A\I) u.1 v.2 u.2 v.1 | |
| else ∅ | |
| omit [Fintype V] in | |
| lemma switchOptions_card_le | |
| (hpar : ∀ e, (Finset.univ.filter (fun f => ends f = ends e)).card ≤ 2) | |
| (A I : Finset E) : (switchOptions ends A I).card ≤ 8 := by | |
| classical | |
| unfold switchOptions | |
| split_ifs with h | |
| · exact (Finset.card_union_le _ _).trans (Nat.add_le_add | |
| (edgePairOptions_card_le ends hpar _ _ _ _ _) (edgePairOptions_card_le ends hpar _ _ _ _ _)) | |
| · simp | |
| end | |
| section | |
| open Finset | |
| variable {V E : Type*} [Fintype V] [DecidableEq V] [Fintype E] [DecidableEq E] | |
| variable (ends : E → Sym2 V) | |
| omit [Fintype V] in | |
| lemma mem_pairOptions_of_endpoints (R : Finset E) (p q f g : E) (a b c d : V) | |
| (hp : ends p = s(a,b)) (hq : ends q = s(c,d)) | |
| (hf : ends f = s(b,c)) (hg : ends g = s(d,a)) : | |
| R ∪ {f,g} ∈ | |
| edgePairOptions ends R (edgeEndpoints ends p).1 (edgeEndpoints ends q).1 | |
| (edgeEndpoints ends p).2 (edgeEndpoints ends q).2 ∪ | |
| edgePairOptions ends R (edgeEndpoints ends p).1 (edgeEndpoints ends q).2 | |
| (edgeEndpoints ends p).2 (edgeEndpoints ends q).1 := by | |
| classical | |
| have hu := Sym2.eq_iff.mp ((edgeEndpoints_spec ends p).symm.trans hp) | |
| have hv := Sym2.eq_iff.mp ((edgeEndpoints_spec ends q).symm.trans hq) | |
| rcases hu with ⟨h1,h2⟩ | ⟨h1,h2⟩ <;> rcases hv with ⟨h3,h4⟩ | ⟨h3,h4⟩ | |
| · rw [h1,h2,h3,h4] | |
| apply Finset.mem_union_right | |
| rw [Finset.pair_comm f g] | |
| exact mem_edgePairOptions ends R a d b c g f (hg.trans (Sym2.eq_swap)) hf | |
| · rw [h1,h2,h3,h4] | |
| apply Finset.mem_union_left | |
| rw [Finset.pair_comm f g] | |
| exact mem_edgePairOptions ends R a d b c g f (hg.trans (Sym2.eq_swap)) hf | |
| · rw [h1,h2,h3,h4] | |
| apply Finset.mem_union_left | |
| exact mem_edgePairOptions ends R b c a d f g hf (hg.trans (Sym2.eq_swap)) | |
| · rw [h1,h2,h3,h4] | |
| apply Finset.mem_union_right | |
| exact mem_edgePairOptions ends R b c a d f g hf (hg.trans (Sym2.eq_swap)) | |
| omit [Fintype V] [DecidableEq V] [Fintype E] [DecidableEq E] in | |
| lemma inc_eq_ends (e : E) (a b : V) (hab : a ≠ b) | |
| (h : ∀ x, x ∈ ends e ↔ x = a ∨ x = b) : ends e = s(a,b) := by | |
| exact (Sym2.mem_and_mem_iff hab).mp ⟨(h a).mpr (Or.inl rfl),(h b).mpr (Or.inr rfl)⟩ | |
| lemma switch_mem_options {A B : PM (fun e v => v ∈ ends e)} (h : TwoEdgeSwitch A B) : | |
| ∃ I ∈ A.val.powersetCard 2, B.val ∈ switchOptions ends A.val I := by | |
| classical | |
| obtain ⟨v,e,hv,he,h02,hsub,hB⟩ := h.normal_form | |
| let I : Finset E := {e 0,e 2} | |
| have hI : I.card = 2 := by simp [I,h02] | |
| refine ⟨I,Finset.mem_powersetCard.mpr ⟨hsub,hI⟩,?_⟩ | |
| have hend (i : Fin 4) : ends (e i) = s(v i,v (i+1)) := | |
| inc_eq_ends ends (e i) (v i) (v (i+1)) | |
| (fun h => (by omega : i ≠ i+1) (hv h)) (he i) | |
| unfold switchOptions | |
| rw [dite_eq_left hI] | |
| dsimp only | |
| obtain ⟨hne,hr⟩ := pairRep_spec I hI | |
| have h1 : (pairRep I hI).1 = e 0 ∨ (pairRep I hI).1 = e 2 := by | |
| have : (pairRep I hI).1 ∈ I := by | |
| exact (congrArg (fun S : Finset E => (pairRep I hI).1 ∈ S) hr).mpr (by simp) | |
| simpa [I] using this | |
| have h2 : (pairRep I hI).2 = e 0 ∨ (pairRep I hI).2 = e 2 := by | |
| have : (pairRep I hI).2 ∈ I := by | |
| exact (congrArg (fun S : Finset E => (pairRep I hI).2 ∈ S) hr).mpr (by simp) | |
| simpa [I] using this | |
| rw [hB] | |
| rcases h1 with h1 | h1 <;> rcases h2 with h2 | h2 | |
| · exact False.elim (hne (h1.trans h2.symm)) | |
| · rw [h1,h2] | |
| exact mem_pairOptions_of_endpoints ends (A.val\I) (e 0) (e 2) (e 1) (e 3) | |
| (v 0) (v 1) (v 2) (v 3) (hend 0) (hend 2) (hend 1) (hend 3) | |
| · rw [h1,h2,Finset.pair_comm (e 1) (e 3)] | |
| exact mem_pairOptions_of_endpoints ends (A.val\I) (e 2) (e 0) (e 3) (e 1) | |
| (v 2) (v 3) (v 0) (v 1) (hend 2) (hend 0) (hend 3) (hend 1) | |
| · exact False.elim (hne (h1.trans h2.symm)) | |
| lemma switchDestinations_card_bound | |
| (hpar : ∀ e, (Finset.univ.filter (fun f => ends f = ends e)).card ≤ 2) | |
| (A : PM (fun e v => v ∈ ends e)) : | |
| (switchDestinations A).card ≤ 8 * A.val.card.choose 2 := by | |
| classical | |
| have hsub : (switchDestinations A).image Subtype.val ⊆ | |
| (A.val.powersetCard 2).biUnion (switchOptions ends A.val) := by | |
| intro B hB | |
| obtain ⟨C,hC,hCB⟩ := Finset.mem_image.mp hB | |
| rw [← hCB] | |
| obtain ⟨I,hI,hB⟩ := switch_mem_options ends ((Finset.mem_filter.mp hC).2) | |
| exact Finset.mem_biUnion.mpr ⟨I,hI,hB⟩ | |
| calc | |
| _ = ((switchDestinations A).image Subtype.val).card := | |
| (Finset.card_image_of_injective _ Subtype.val_injective).symm | |
| _ ≤ ((A.val.powersetCard 2).biUnion (switchOptions ends A.val)).card := Finset.card_le_card hsub | |
| _ ≤ ∑ I ∈ A.val.powersetCard 2, (switchOptions ends A.val I).card := Finset.card_biUnion_le | |
| _ ≤ ∑ I ∈ A.val.powersetCard 2, 8 := | |
| Finset.sum_le_sum fun I _ => switchOptions_card_le ends hpar A.val I | |
| _ = _ := by simp [Nat.mul_comm] | |
| end | |
| open Finset | |
| variable {V E : Type*} [Fintype V] [DecidableEq V] [Fintype E] [DecidableEq E] | |
| variable (ends : E → Sym2 V) | |
| attribute [local instance] Classical.propDecidable | |
| noncomputable def switchProposal (A B : PM (fun e v => v ∈ ends e)) : ℝ := | |
| relationProposal TwoEdgeSwitch (8*(Fintype.card V/2).choose 2) A B | |
| omit [DecidableEq V] in | |
| lemma switchProposal_row (A : PM (fun e v => v ∈ ends e)) : (∑ B, switchProposal ends A B) = 1 := | |
| relationProposal_row _ _ _ | |
| omit [DecidableEq V] in | |
| lemma switchProposal_symmetric (A B : PM (fun e v => v ∈ ends e)) : | |
| switchProposal ends A B = switchProposal ends B A := | |
| relationProposal_symmetric _ _ (fun _ _ => ⟨TwoEdgeSwitch.symm,TwoEdgeSwitch.symm⟩) A B | |
| lemma switchProposal_nonneg (hloop : ∀ e, ¬(ends e).IsDiag) | |
| (hpar : ∀ e, (Finset.univ.filter (fun f => ends f = ends e)).card ≤ 2) | |
| (A B : PM (fun e v => v ∈ ends e)) : 0 ≤ switchProposal ends A B := by | |
| classical | |
| apply relationProposal_nonneg | |
| intro C | |
| have hn : Fintype.card V/2 = C.val.card := by have := C.twice_card ends hloop; omega | |
| calc | |
| _ ≤ (switchDestinations C).card := Finset.card_le_card (by | |
| intro D hD; exact Finset.mem_filter.mpr ⟨Finset.mem_univ _,((Finset.mem_filter.mp hD).2).2⟩) | |
| _ ≤ 8*C.val.card.choose 2 := switchDestinations_card_bound ends hpar C | |
| _ = _ := by rw [hn] | |
| lemma switchProposal_off (hloop : ∀ e, ¬(ends e).IsDiag) | |
| (A B : PM (fun e v => v ∈ ends e)) (h : A ≠ B) : | |
| switchProposal ends A B = if TwoEdgeSwitch A B then (8*(A.val.card.choose 2:ℝ))⁻¹ else 0 := by | |
| have hn : Fintype.card V/2 = A.val.card := by have := A.twice_card ends hloop; omega | |
| simp [switchProposal,relationProposal,relationOff,relationDestinations,h,hn] | |
| theorem switchProposal_dirichlet (hloop : ∀ e, ¬(ends e).IsDiag) | |
| (w : E → ℝ) (f : Finset E → ℝ) : | |
| (∑ A : PM (fun e v => v ∈ ends e), ∑ B : PM (fun e v => v ∈ ends e), | |
| min (gibbs w A) (gibbs w B)*switchProposal ends A B*(f A.val-f B.val)^2) / 6 = | |
| switchDirichlet (inc := fun e v => v ∈ ends e) w f := by | |
| classical | |
| unfold switchDirichlet | |
| rw [Finset.sum_div] | |
| apply Finset.sum_congr rfl; intro A _ | |
| rw [Finset.sum_div] | |
| unfold switchDestinations | |
| rw [Finset.sum_filter] | |
| apply Finset.sum_congr rfl; intro B _ | |
| by_cases h : A = B | |
| · subst B; simp | |
| · rw [switchProposal_off ends hloop A B h] | |
| by_cases hc : TwoEdgeSwitch A B | |
| · rw [ite_eq_left hc,ite_eq_left hc] | |
| simp only [div_eq_mul_inv,mul_inv_rev] | |
| ring | |
| · simp [hc] | |
| end MatchingFPRAS.Transport | |
| end OAI | |