import Mathlib import OAI.Combinatorics.MatchingCount.Graphs.FillHoles namespace OAI namespace MatchingFPRAS.Switching open Finset variable {V : Type*} lemma edgeActivity_of_symmetric [LinearOrder V] (B : V → V → ℝ) (hB : ∀ a b, B a b = B b a) (a b : V) : edgeActivity B a b = B a b := by unfold edgeActivity split_ifs · rfl · exact hB b a theorem erasePair_factor [Fintype V] [LinearOrder V] (B : V → V → ℝ) (hB : ∀ a b, B a b = B b a) (q : Mate V) (a b : V) (hq : q.val a = b) (hab : a ≠ b) : weight B q = B a b * weight B (erasePair q a b) := by have ha : (erasePair q a b).val a = a := by simp [hq] have hb : (erasePair q a b).val b = b := by simp [hq] have hw := withEdge_weight B (erasePair q a b) a b ha hb hab rw [withEdge_erasePair q a b hq,edgeActivity_of_symmetric B hB] at hw exact hw lemma ultrametric_vertex_charge {A C D T : ℝ} (hA : 0 ≤ A) (hC : 0 ≤ C) (hD : 0 ≤ D) (hAT : A ≤ T) (hCT : C ≤ T) (htri : min A C ≤ D) : A*C ≤ T*D := by rcases le_total A C with h | h · rw [min_eq_left h] at htri exact (mul_le_mul htri hCT hC hD).trans_eq (mul_comm D T) · rw [min_eq_right h] at htri exact mul_le_mul hAT htri hC (hA.trans hAT) lemma ultrametric_pair_charge {A B C D Tj Tk : ℝ} (hA : 0 ≤ A) (hB : 0 ≤ B) (hC : 0 ≤ C) (hD : 0 ≤ D) (hAj : A ≤ Tj) (hBk : B ≤ Tk) (hCj : C ≤ Tj) (hCk : C ≤ Tk) (htri : min A (min C B) ≤ D) : A*B*C ≤ Tj*Tk*D := by have hj0 := hA.trans hAj have hk0 := hB.trans hBk rcases le_total A (min C B) with h | h · rw [min_eq_left h] at htri calc A*B*C ≤ D*Tk*Tj := by gcongr _ = Tj*Tk*D := by ring · rw [min_eq_right h] at htri rcases le_total C B with hcb | hbc · rw [min_eq_left hcb] at htri gcongr · rw [min_eq_right hbc] at htri calc A*B*C ≤ Tj*D*Tk := by gcongr _ = Tj*Tk*D := by ring lemma pairing_mate_mem [Fintype V] [DecidableEq V] (q : Mate V) (U : Finset V) (hq : HasHoles q Uᶜ) (v : V) : q.val v ∈ U ↔ v ∈ U := by have h := mate_mem_holes_iff q Uᶜ hq v simpa only [Finset.mem_compl, not_iff_not] using h theorem pairing_replace_vertex [Fintype V] [LinearOrder V] (B : V → V → ℝ) (hB : ∀ a b, B a b = B b a) (hB0 : ∀ a b, 0 ≤ B a b) (htri : ∀ a b c, a ≠ b → a ≠ c → b ≠ c → min (B a c) (B c b) ≤ B a b) (U : Finset V) (j u : V) (hj : j ∈ U) (hu : u ∉ U) (T : ℝ) (hT : ∀ a, a ≠ j → B j a ≤ T) (q : Mate V) (hq : HasHoles q Uᶜ) : ∃ q' : Mate V, HasHoles q' (insert u (U.erase j))ᶜ ∧ weight B q * B j u ≤ T * weight B q' := by classical let a := q.val j have hja : j ≠ a := by intro h exact (Finset.mem_compl.mp ((hq j).mp h.symm)) hj have haU : a ∈ U := (pairing_mate_mem q U hq j).mpr hj have hua : u ≠ a := fun h => hu (h ▸ haU) have huj : u ≠ j := fun h => hu (h ▸ hj) have hqj : q.val j = a := rfl have hqa : q.val a = j := mate_mate q j have hqu : q.val u = u := (hq u).mpr (Finset.mem_compl.mpr hu) let r := erasePair q j a have hra : r.val a = a := by simp [r,hqj] have hru : r.val u = u := by simp [r,hqj,huj,hua,hqu] let q' := withEdge r u a have he (v) : q'.val v = if v = u then a else if v = a then u else if v = j ∨ v = a then v else q.val v := by rw [show q'.val v = (withEdge r u a).val v from rfl, withEdge_apply r u a v hru hra,erasePair_apply q j a v hqj] split_ifs <;> rfl refine ⟨q',?_,?_⟩ · intro v rw [he] by_cases hvu : v = u · subst v simp [hua.symm] by_cases hva : v = a · subst v simp [hvu,hua,haU,hja.symm] by_cases hvj : v = j · subst v simp [hvu,hva] simp only [hvu,hva,hvj,false_or,↓reduceIte] rw [hq] simp [hvu,hvj] · have hwq := erasePair_factor B hB q j a hqj hja have hwq' : weight B q' = B u a * weight B r := by simpa only [q',edgeActivity_of_symmetric B hB] using withEdge_weight B r u a hru hra hua have ht : min (B j a) (B j u) ≤ B u a := by have hh := htri u a j hua huj hja.symm simpa only [hB u j,min_comm] using hh have hh := ultrametric_vertex_charge (hB0 j a) (hB0 j u) (hB0 u a) (hT a hja.symm) (hT u huj) ht have hr0 := weight_nonneg B hB0 r have hf := mul_le_mul_of_nonneg_right hh hr0 rw [hwq,hwq'] dsimp only [r] at hf nlinarith only [hf] theorem pairing_remove_pair [Fintype V] [LinearOrder V] (B : V → V → ℝ) (hB : ∀ a b, B a b = B b a) (hB0 : ∀ a b, 0 ≤ B a b) (htri : ∀ a b c, a ≠ b → a ≠ c → b ≠ c → min (B a c) (B c b) ≤ B a b) (U : Finset V) (j k : V) (hj : j ∈ U) (hk : k ∈ U) (hjk : j ≠ k) (Tj Tk : ℝ) (hTj : ∀ a, a ≠ j → B j a ≤ Tj) (hTk : ∀ a, a ≠ k → B k a ≤ Tk) (q : Mate V) (hq : HasHoles q Uᶜ) : ∃ q' : Mate V, HasHoles q' (U \ {j,k})ᶜ ∧ weight B q * B j k ≤ Tj * Tk * weight B q' := by classical have hcj : B j k ≤ Tj := hTj k hjk.symm have hck : B j k ≤ Tk := (hB j k).trans_le (hTk j hjk) by_cases hqjk : q.val j = k · let q' := erasePair q j k refine ⟨q',?_,?_⟩ · have hh := erasePair_holes q Uᶜ hq j k hqjk have he : insert j (insert k Uᶜ) = (U \ {j,k})ᶜ := by ext v; simp; tauto rwa [he] at hh · rw [erasePair_factor B hB q j k hqjk hjk] have hv := weight_nonneg B hB0 q' change (B j k * weight B q') * B j k ≤ _ calc _ = (B j k * B j k) * weight B q' := by ring _ ≤ (Tj*Tk) * weight B q' := by exact mul_le_mul_of_nonneg_right (mul_le_mul hcj hck (hB0 j k) ((hB0 j k).trans hcj)) hv · let a := q.val j let b := q.val k have hqj : q.val j = a := rfl have hqk : q.val k = b := rfl have hqa : q.val a = j := mate_mate q j have hqb : q.val b = k := mate_mate q k have hja : j ≠ a := by intro h exact (Finset.mem_compl.mp ((hq j).mp h.symm)) hj have hkb : k ≠ b := by intro h exact (Finset.mem_compl.mp ((hq k).mp h.symm)) hk have hak : a ≠ k := hqjk have hbj : b ≠ j := by intro h have hh := congrArg q.val h rw [hqb,hqj] at hh exact hak hh.symm have hab : a ≠ b := by intro h have hh := congrArg q.val h rw [hqa,hqb] at hh exact hjk hh have haU : a ∈ U := (pairing_mate_mem q U hq j).mpr hj have hbU : b ∈ U := (pairing_mate_mem q U hq k).mpr hk let r := erasePair q j a have hrk : r.val k = b := by simp [r,hqj,hjk.symm,hak.symm,hqk] let z := erasePair r k b have hza : z.val a = a := by rw [show z.val a = (erasePair r k b).val a from rfl, erasePair_apply r k b a hrk] simp [hak,hab,r,hqj] have hzb : z.val b = b := by simp [z,hrk] let q' := withEdge z a b have he (v) : q'.val v = if v = a then b else if v = b then a else if v = k ∨ v = b then v else if v = j ∨ v = a then v else q.val v := by rw [show q'.val v = (withEdge z a b).val v from rfl, withEdge_apply z a b v hza hzb,erasePair_apply r k b v hrk, erasePair_apply q j a v hqj] split_ifs <;> rfl refine ⟨q',?_,?_⟩ · intro v rw [he] by_cases hva : v = a · subst v simp [hab.symm,haU,hja.symm,hak] by_cases hvb : v = b · subst v simp [hva,hab,hbU,hbj,hkb.symm] by_cases hvj : v = j · subst v simp [hva,hvb] by_cases hvk : v = k · subst v simp [hva,hvb] simp only [hva,hvb,hvj,hvk,false_or,↓reduceIte] rw [hq] simp [hvj,hvk] · have hwq := erasePair_factor B hB q j a hqj hja have hwr := erasePair_factor B hB r k b hrk hkb have hwq' : weight B q' = B a b * weight B z := by simpa only [q',edgeActivity_of_symmetric B hB] using withEdge_weight B z a b hza hzb hab have ht : min (B j a) (min (B j k) (B k b)) ≤ B a b := by calc _ ≤ min (B j a) (B j b) := min_le_min_left _ (htri j b k hbj.symm hjk hkb.symm) _ = min (B a j) (B j b) := by rw [hB j a] _ ≤ _ := htri a b j hab hja.symm hbj have hh := ultrametric_pair_charge (hB0 j a) (hB0 k b) (hB0 j k) (hB0 a b) (hTj a hja.symm) (hTk b hkb.symm) hcj hck ht have hz0 := weight_nonneg B hB0 z have hf := mul_le_mul_of_nonneg_right hh hz0 rw [hwq,show weight B (erasePair q j a) = weight B r from rfl,hwr,hwq'] change (B j a * (B k b * weight B z)) * B j k ≤ Tj*Tk*(B a b*weight B z) nlinarith only [hf] lemma weight_le_pairingCapacity [Fintype V] [LinearOrder V] (B : V → V → ℝ) (U : Finset V) (hU : Even U.card) (q : Mate V) (hq : HasHoles q Uᶜ) : weight B q ≤ pairingCapacity B U hU := by exact Finset.le_sup' _ ((mem_matchings q Uᶜ).mpr hq) lemma pairingCapacity_nonneg [Fintype V] [LinearOrder V] (B : V → V → ℝ) (hB : ∀ a b, 0 ≤ B a b) (U : Finset V) (hU : Even U.card) : 0 ≤ pairingCapacity B U hU := by obtain ⟨q,hq⟩ := pairing_exists U hU exact (weight_nonneg B hB q).trans (weight_le_pairingCapacity B U hU q hq) theorem capacity_replace_vertex [Fintype V] [LinearOrder V] (B : V → V → ℝ) (hB : ∀ a b, B a b = B b a) (hB0 : ∀ a b, 0 ≤ B a b) (htri : ∀ a b c, a ≠ b → a ≠ c → b ≠ c → min (B a c) (B c b) ≤ B a b) (U : Finset V) (hU : Even U.card) (j u : V) (hj : j ∈ U) (hu : u ∉ U) (hU' : Even (insert u (U.erase j)).card) (T : ℝ) (hT0 : 0 ≤ T) (hT : ∀ a, a ≠ j → B j a ≤ T) : pairingCapacity B U hU * B j u ≤ T * pairingCapacity B (insert u (U.erase j)) hU' := by classical obtain ⟨q,hq,hmax⟩ := Finset.exists_mem_eq_sup' (show (matchings Uᶜ).Nonempty from by obtain ⟨q,hq⟩ := pairing_exists U hU exact ⟨q,(mem_matchings _ _).mpr hq⟩) (weight B) have hcap : pairingCapacity B U hU = weight B q := hmax obtain ⟨q',hq',hle⟩ := pairing_replace_vertex B hB hB0 htri U j u hj hu T hT q ((mem_matchings _ _).mp hq) rw [hcap] exact hle.trans (mul_le_mul_of_nonneg_left (weight_le_pairingCapacity B _ hU' q' hq') hT0) theorem capacity_remove_pair [Fintype V] [LinearOrder V] (B : V → V → ℝ) (hB : ∀ a b, B a b = B b a) (hB0 : ∀ a b, 0 ≤ B a b) (htri : ∀ a b c, a ≠ b → a ≠ c → b ≠ c → min (B a c) (B c b) ≤ B a b) (U : Finset V) (hU : Even U.card) (j k : V) (hj : j ∈ U) (hk : k ∈ U) (hjk : j ≠ k) (hU' : Even (U \ {j,k}).card) (Tj Tk : ℝ) (hj0 : 0 ≤ Tj) (hk0 : 0 ≤ Tk) (hTj : ∀ a, a ≠ j → B j a ≤ Tj) (hTk : ∀ a, a ≠ k → B k a ≤ Tk) : pairingCapacity B U hU * B j k ≤ Tj * Tk * pairingCapacity B (U \ {j,k}) hU' := by classical obtain ⟨q,hq,hmax⟩ := Finset.exists_mem_eq_sup' (show (matchings Uᶜ).Nonempty from by obtain ⟨q,hq⟩ := pairing_exists U hU exact ⟨q,(mem_matchings _ _).mpr hq⟩) (weight B) have hcap : pairingCapacity B U hU = weight B q := hmax obtain ⟨q',hq',hle⟩ := pairing_remove_pair B hB hB0 htri U j k hj hk hjk Tj Tk hTj hTk q ((mem_matchings _ _).mp hq) rw [hcap] exact hle.trans (mul_le_mul_of_nonneg_left (weight_le_pairingCapacity B _ hU' q' hq') (mul_nonneg hj0 hk0)) def thresholdGraph [LinearOrder V] (w : V → V → ℝ) (t : ℝ) : SimpleGraph V where Adj a b := a ≠ b ∧ t ≤ edgeActivity w a b symm := ⟨by intro a b h exact ⟨h.1.symm,by simpa only [edgeActivity_comm w b a] using h.2⟩⟩ loopless := ⟨by intro a h; exact h.1 rfl⟩ lemma strong_walk_reachable [LinearOrder V] (w : V → V → ℝ) (t : ℝ) {a b : V} (p : (⊤ : SimpleGraph V).Walk a b) (hp : ∀ d ∈ p.darts, t ≤ edgeActivity w d.fst d.snd) : (thresholdGraph w t).Reachable a b := by induction p with | nil => exact SimpleGraph.Reachable.refl _ | @cons a c b hac p ih => have he : t ≤ edgeActivity w a c := hp ⟨(a,c),hac⟩ (by simp) have htail : ∀ d ∈ p.darts, t ≤ edgeActivity w d.fst d.snd := by intro d hd exact hp d (by simp [hd]) exact (SimpleGraph.Adj.reachable (G := thresholdGraph w t) ⟨by simpa using hac,he⟩).trans (ih htail) lemma threshold_map_strong [LinearOrder V] (w : V → V → ℝ) (t : ℝ) {a b : V} (p : (thresholdGraph w t).Walk a b) : ∀ d ∈ (p.map (SimpleGraph.Hom.ofLE le_top)).darts, t ≤ edgeActivity w d.fst d.snd := by intro d hd rw [SimpleGraph.Walk.darts_map] at hd obtain ⟨e,he,rfl⟩ := List.mem_map.mp hd exact e.adj.2 theorem bottleneck_threshold [Fintype V] [LinearOrder V] (w : V → V → ℝ) (a b : V) (hab : a ≠ b) (t : ℝ) (ht : 1 < t) : t ≤ bottleneck w a b ↔ (thresholdGraph w t).Reachable a b := by classical constructor · intro h obtain ⟨p,hp,hmax⟩ := Finset.exists_mem_eq_sup' (show (Finset.univ : Finset ((⊤ : SimpleGraph V).Path a b)).Nonempty from ⟨SimpleGraph.Path.singleton (by simpa using hab), Finset.mem_univ _⟩) (pathStrength w hab) have he : t ≤ pathStrength w hab p := by unfold bottleneck at h rw [dite_eq_right hab,hmax] at h exact (le_max_iff.mp h).resolve_left (not_le_of_gt ht) apply strong_walk_reachable w t p.val intro d hd exact he.trans (Finset.inf'_le _ (List.mem_toFinset.mpr hd)) · intro h obtain ⟨p,hp⟩ := h.exists_isPath let q : (⊤ : SimpleGraph V).Path a b := ⟨p.map (SimpleGraph.Hom.ofLE le_top),hp.map Function.injective_id⟩ have hstr : t ≤ pathStrength w hab q := by apply Finset.le_inf' intro d hd exact threshold_map_strong w t p d (List.mem_toFinset.mp hd) unfold bottleneck rw [dite_eq_right hab] exact hstr.trans ((Finset.le_sup' _ (Finset.mem_univ q)).trans (le_max_right _ _)) theorem bottleneck_comm [Fintype V] [LinearOrder V] (w : V → V → ℝ) (a b : V) : bottleneck w a b = bottleneck w b a := by by_cases hab : a = b · subst b; rfl apply le_antisymm · by_cases h : 1 < bottleneck w a b · exact (bottleneck_threshold w b a (Ne.symm hab) _ h).mpr (((bottleneck_threshold w a b hab _ h).mp le_rfl).symm) · exact (le_of_not_gt h).trans (one_le_bottleneck w b a) · by_cases h : 1 < bottleneck w b a · exact (bottleneck_threshold w a b hab _ h).mpr (((bottleneck_threshold w b a (Ne.symm hab) _ h).mp le_rfl).symm) · exact (le_of_not_gt h).trans (one_le_bottleneck w a b) theorem bottleneck_ultrametric [Fintype V] [LinearOrder V] (w : V → V → ℝ) (a b c : V) (hab : a ≠ b) (hac : a ≠ c) (hbc : b ≠ c) : min (bottleneck w a c) (bottleneck w c b) ≤ bottleneck w a b := by let t := min (bottleneck w a c) (bottleneck w c b) by_cases ht : 1 < t · apply (bottleneck_threshold w a b hab t ht).mpr exact ((bottleneck_threshold w a c hac t ht).mp (min_le_left _ _)).trans ((bottleneck_threshold w c b hbc.symm t ht).mp (min_le_right _ _)) · exact (le_of_not_gt ht).trans (one_le_bottleneck w a b) theorem capacity_charged_remove [Fintype V] [LinearOrder V] (B : V → V → ℝ) (hB : ∀ a b, B a b = B b a) (hB0 : ∀ a b, 0 ≤ B a b) (htri : ∀ a b c, a ≠ b → a ≠ c → b ≠ c → min (B a c) (B c b) ≤ B a b) (U : Finset V) (hU : Even U.card) (j k : V) (hj : j ∈ U) (hk : k ∈ U) (hjk : j ≠ k) (hU' : Even (U \ {j,k}).card) (Tj Tk f : ℝ) (hj0 : 0 < Tj) (hk0 : 0 < Tk) (hTj : ∀ a, a ≠ j → B j a ≤ Tj) (hTk : ∀ a, a ≠ k → B k a ≤ Tk) (hf : f*Tj*Tk ≤ B j k) : pairingCapacity B U hU * f ≤ pairingCapacity B (U \ {j,k}) hU' := by have hc := capacity_remove_pair B hB hB0 htri U hU j k hj hk hjk hU' Tj Tk hj0.le hk0.le hTj hTk have hs := mul_le_mul_of_nonneg_left hf (pairingCapacity_nonneg B hB0 U hU) have hprod : 0 < Tj*Tk := mul_pos hj0 hk0 apply (mul_le_mul_iff_of_pos_right hprod).mp calc _ = pairingCapacity B U hU * (f*Tj*Tk) := by ring _ ≤ pairingCapacity B U hU * B j k := hs _ ≤ _ := by nlinarith only [hc] theorem capacity_charged_replace [Fintype V] [LinearOrder V] (B : V → V → ℝ) (hB : ∀ a b, B a b = B b a) (hB0 : ∀ a b, 0 ≤ B a b) (htri : ∀ a b c, a ≠ b → a ≠ c → b ≠ c → min (B a c) (B c b) ≤ B a b) (U : Finset V) (hU : Even U.card) (j u : V) (hj : j ∈ U) (hu : u ∉ U) (hU' : Even (insert u (U.erase j)).card) (T f : ℝ) (hT0 : 0 < T) (hT : ∀ a, a ≠ j → B j a ≤ T) (hf : f*T ≤ B j u) : pairingCapacity B U hU * f ≤ pairingCapacity B (insert u (U.erase j)) hU' := by have hc := capacity_replace_vertex B hB hB0 htri U hU j u hj hu hU' T hT0.le hT have hs := mul_le_mul_of_nonneg_left hf (pairingCapacity_nonneg B hB0 U hU) apply (mul_le_mul_iff_of_pos_right hT0).mp calc _ = pairingCapacity B U hU * (f*T) := by ring _ ≤ pairingCapacity B U hU * B j u := hs _ ≤ _ := by nlinarith only [hc] inductive ChargeTrace [DecidableEq V] (B : V → V → ℝ) : Finset V → Finset V → ℝ → Prop | done (U) : ChargeTrace B U U 1 | remove (U W : Finset V) (j k : V) (hj : j ∈ U) (hk : k ∈ U) (hjk : j ≠ k) (Tj Tk f F : ℝ) (hj0 : 0 < Tj) (hk0 : 0 < Tk) (hf0 : 0 ≤ f) (hF0 : 0 ≤ F) (hTj : ∀ a, a ≠ j → B j a ≤ Tj) (hTk : ∀ a, a ≠ k → B k a ≤ Tk) (hf : f*Tj*Tk ≤ B j k) (next : ChargeTrace B (U \ {j,k}) W F) : ChargeTrace B U W (f*F) | replace (U W : Finset V) (j u : V) (hj : j ∈ U) (hu : u ∉ U) (T f F : ℝ) (hT0 : 0 < T) (hf0 : 0 ≤ f) (hF0 : 0 ≤ F) (hT : ∀ a, a ≠ j → B j a ≤ T) (hf : f*T ≤ B j u) (next : ChargeTrace B (insert u (U.erase j)) W F) : ChargeTrace B U W (f*F) lemma ChargeTrace.card_le [DecidableEq V] {B : V → V → ℝ} {U W : Finset V} {F : ℝ} (h : ChargeTrace B U W F) : W.card ≤ U.card := by induction h with | done => rfl | remove U W j k hj hk hjk Tj Tk f F hj0 hk0 hf0 hF0 hTj hTk hf next ih => exact ih.trans (Finset.card_le_card Finset.sdiff_subset) | replace U W j u hj hu T f F hT0 hf0 hF0 hT hf next ih => have hnu : u ∉ U.erase j := fun h => hu (Finset.mem_of_mem_erase h) rw [Finset.card_insert_of_notMem hnu,Finset.card_erase_of_mem hj] at ih have : 0 < U.card := Finset.card_pos.mpr ⟨j,hj⟩ omega lemma even_remove_two [DecidableEq V] (U : Finset V) (hU : Even U.card) (j k : V) (hj : j ∈ U) (hk : k ∈ U) (hjk : j ≠ k) : Even (U \ {j,k}).card := by have he : U \ {j,k} = (U.erase j).erase k := by ext a; simp; tauto have hk' : k ∈ U.erase j := Finset.mem_erase.mpr ⟨hjk.symm,hk⟩ rw [he,Finset.card_erase_of_mem hk',Finset.card_erase_of_mem hj] have h2 : 2 ≤ U.card := by apply (Finset.card_pair hjk).symm.trans_le apply Finset.card_le_card intro a ha simp only [Finset.mem_insert,Finset.mem_singleton] at ha rcases ha with rfl | rfl <;> assumption exact (Nat.even_iff.mpr (by have := Nat.even_iff.mp hU; omega)) lemma even_replace_one [DecidableEq V] (U : Finset V) (hU : Even U.card) (j u : V) (hj : j ∈ U) (hu : u ∉ U) : Even (insert u (U.erase j)).card := by have hnu : u ∉ U.erase j := fun h => hu (Finset.mem_of_mem_erase h) rw [Finset.card_insert_of_notMem hnu,Finset.card_erase_of_mem hj] have : 0 < U.card := Finset.card_pos.mpr ⟨j,hj⟩ simpa only [Nat.sub_add_cancel (by omega : 1 ≤ U.card)] using hU theorem ChargeTrace.capacity_bound [Fintype V] [LinearOrder V] {B : V → V → ℝ} (hB : ∀ a b, B a b = B b a) (hB0 : ∀ a b, 0 ≤ B a b) (htri : ∀ a b c, a ≠ b → a ≠ c → b ≠ c → min (B a c) (B c b) ≤ B a b) {U W : Finset V} {F : ℝ} (h : ChargeTrace B U W F) (hU : Even U.card) : ∃ hW : Even W.card, pairingCapacity B U hU * F ≤ pairingCapacity B W hW := by induction h with | done U => exact ⟨hU,by simp⟩ | remove U W j k hj hk hjk Tj Tk f F hj0 hk0 hf0 hF0 hTj hTk hf next ih => have he := even_remove_two U hU j k hj hk hjk obtain ⟨hW,hWb⟩ := ih he refine ⟨hW,?_⟩ calc _ = (pairingCapacity B U hU * f) * F := by ring _ ≤ pairingCapacity B (U \ {j,k}) he * F := mul_le_mul_of_nonneg_right (capacity_charged_remove B hB hB0 htri U hU j k hj hk hjk he Tj Tk f hj0 hk0 hTj hTk hf) hF0 _ ≤ _ := hWb | replace U W j u hj hu T f F hT0 hf0 hF0 hT hf next ih => have he := even_replace_one U hU j u hj hu obtain ⟨hW,hWb⟩ := ih he refine ⟨hW,?_⟩ calc _ = (pairingCapacity B U hU * f) * F := by ring _ ≤ pairingCapacity B (insert u (U.erase j)) he * F := mul_le_mul_of_nonneg_right (capacity_charged_replace B hB hB0 htri U hU j u hj hu he T f hT0 hT hf) hF0 _ ≤ _ := hWb theorem edgeActivity_le_bottleneck [Fintype V] [LinearOrder V] (w : V → V → ℝ) (a b : V) (hab : a ≠ b) : edgeActivity w a b ≤ bottleneck w a b := by by_cases h : 1 < edgeActivity w a b · exact (bottleneck_threshold w a b hab _ h).mpr (SimpleGraph.Adj.reachable (G := thresholdGraph w _) ⟨hab,le_rfl⟩) · exact (le_of_not_gt h).trans (one_le_bottleneck w a b) theorem bottleneck_le_row_bound [Fintype V] [LinearOrder V] (w : V → V → ℝ) (a : V) (T : ℝ) (hT : 1 ≤ T) (hrow : ∀ b, a ≠ b → edgeActivity w a b ≤ T) (b : V) : bottleneck w a b ≤ T := by by_cases hab : a = b · subst b; simpa [bottleneck] using hT by_cases hB : 1 < bottleneck w a b · obtain ⟨L,hL,hnd,hb⟩ := bottleneck_path w a b hab hB cases L with | nil => simp at hb | cons c L => have hne : a ≠ c := by have h := (List.nodup_cons.mp hnd).1 simp only [List.mem_cons,not_or] at h exact h.1 have he := (List.isChain_cons_cons.mp hL).1 exact he.trans (hrow c hne) · exact (le_of_not_gt hB).trans hT theorem bottleneck_eq_of_threshold_iff {W : Type*} [Fintype V] [LinearOrder V] [Fintype W] [LinearOrder W] (w : V → V → ℝ) (w' : W → W → ℝ) (a b : V) (a' b' : W) (hab : a ≠ b) (hab' : a' ≠ b') (h : ∀ t : ℝ, 1 < t → ((thresholdGraph w t).Reachable a b ↔ (thresholdGraph w' t).Reachable a' b')) : bottleneck w a b = bottleneck w' a' b' := by apply le_antisymm · by_cases ht : 1 < bottleneck w a b · exact (bottleneck_threshold w' a' b' hab' _ ht).mpr ((h _ ht).mp ((bottleneck_threshold w a b hab _ ht).mp le_rfl)) · exact (le_of_not_gt ht).trans (one_le_bottleneck w' a' b') · by_cases ht : 1 < bottleneck w' a' b' · exact (bottleneck_threshold w a b hab _ ht).mpr ((h _ ht).mpr ((bottleneck_threshold w' a' b' hab' _ ht).mp le_rfl)) · exact (le_of_not_gt ht).trans (one_le_bottleneck w a b) def pairVertices (xs : List (V × V)) : List V := xs.flatMap (fun q => [q.1,q.2]) lemma ChargeTrace.trans [DecidableEq V] {B : V → V → ℝ} {U W X : Finset V} {F G : ℝ} (h : ChargeTrace B U W F) (h' : ChargeTrace B W X G) (hG : 0 ≤ G) : ChargeTrace B U X (F*G) := by induction h with | done U => simpa using h' | remove U W j k hj hk hjk Tj Tk f F hj0 hk0 hf0 hF0 hTj hTk hf next ih => have ht := ChargeTrace.remove U X j k hj hk hjk Tj Tk f (F*G) hj0 hk0 hf0 (mul_nonneg hF0 hG) hTj hTk hf (ih h') simpa [mul_assoc] using ht | replace U W j u hj hu T f F hT0 hf0 hF0 hT hf next ih => have ht := ChargeTrace.replace U X j u hj hu T f (F*G) hT0 hf0 (mul_nonneg hF0 hG) hT hf (ih h') simpa [mul_assoc] using ht theorem charge_remove_list [DecidableEq V] (B : V → V → ℝ) (T : V → ℝ) (f : V × V → ℝ) (xs : List (V × V)) (U : Finset V) (hnd : (pairVertices xs).Nodup) (hsub : ∀ a ∈ pairVertices xs, a ∈ U) (hlocal : ∀ q ∈ xs, 0 < T q.1 ∧ 0 < T q.2 ∧ 0 ≤ f q ∧ (∀ a, a ≠ q.1 → B q.1 a ≤ T q.1) ∧ (∀ a, a ≠ q.2 → B q.2 a ≤ T q.2) ∧ f q*T q.1*T q.2 ≤ B q.1 q.2) : ChargeTrace B U (U \ (pairVertices xs).toFinset) (xs.map f).prod := by induction xs generalizing U with | nil => simpa [pairVertices] using ChargeTrace.done (B := B) U | cons q xs ih => obtain ⟨j,k⟩ := q have hn : j ≠ k ∧ j ∉ pairVertices xs ∧ k ∉ pairVertices xs ∧ (pairVertices xs).Nodup := by simpa [pairVertices,List.nodup_cons,and_assoc] using hnd have hj : j ∈ U := hsub j (by simp [pairVertices]) have hk : k ∈ U := hsub k (by simp [pairVertices]) have hs : ∀ a ∈ pairVertices xs, a ∈ U \ {j,k} := by intro a ha have haj : a ≠ j := fun he => hn.2.1 (he ▸ ha) have hak : a ≠ k := fun he => hn.2.2.1 (he ▸ ha) simp only [Finset.mem_sdiff,Finset.mem_insert,Finset.mem_singleton,not_or] exact ⟨hsub a (by simp [pairVertices] at ha ⊢; exact Or.inr (Or.inr ha)),haj,hak⟩ have hl : ∀ q ∈ xs, 0 < T q.1 ∧ 0 < T q.2 ∧ 0 ≤ f q ∧ (∀ a, a ≠ q.1 → B q.1 a ≤ T q.1) ∧ (∀ a, a ≠ q.2 → B q.2 a ≤ T q.2) ∧ f q*T q.1*T q.2 ≤ B q.1 q.2 := fun q hq => hlocal q (List.mem_cons_of_mem _ hq) have ht := ih (U \ {j,k}) hn.2.2.2 hs hl have hp : 0 ≤ (xs.map f).prod := by apply List.prod_nonneg intro a ha obtain ⟨q,hq,rfl⟩ := List.mem_map.mp ha exact (hl q hq).2.2.1 have he : (U \ {j,k}) \ (pairVertices xs).toFinset = U \ (pairVertices ((j,k)::xs)).toFinset := by ext a simp [pairVertices] tauto obtain ⟨hTj,hTk,hf,hjrow,hkrow,hbound⟩ := hlocal (j,k) (by simp) have hr := ChargeTrace.remove U _ j k hj hk hn.1 (T j) (T k) (f (j,k)) (xs.map f).prod hTj hTk hf hp hjrow hkrow hbound ht simpa only [List.map_cons,List.prod_cons,he] using hr theorem charge_replace_list [DecidableEq V] (B : V → V → ℝ) (T : V → ℝ) (f : V × V → ℝ) (xs : List (V × V)) (U : Finset V) (hsrc : (xs.map Prod.fst).Nodup) (hdst : (xs.map Prod.snd).Nodup) (hsub : ∀ q ∈ xs, q.1 ∈ U) (hfresh : ∀ q ∈ xs, q.2 ∉ U) (hlocal : ∀ q ∈ xs, 0 < T q.1 ∧ 0 ≤ f q ∧ (∀ a, a ≠ q.1 → B q.1 a ≤ T q.1) ∧ f q*T q.1 ≤ B q.1 q.2) : ChargeTrace B U ((U \ (xs.map Prod.fst).toFinset) ∪ (xs.map Prod.snd).toFinset) (xs.map f).prod := by induction xs generalizing U with | nil => simpa using ChargeTrace.done (B := B) U | cons q xs ih => obtain ⟨j,u⟩ := q have hsrc' : j ∉ xs.map Prod.fst ∧ (xs.map Prod.fst).Nodup := by simpa using hsrc have hdst' : u ∉ xs.map Prod.snd ∧ (xs.map Prod.snd).Nodup := by simpa using hdst have hj : j ∈ U := hsub (j,u) (by simp) have hu : u ∉ U := hfresh (j,u) (by simp) have hs : ∀ q ∈ xs, q.1 ∈ insert u (U.erase j) := by intro q hq have hn : q.1 ≠ j := by intro he; exact hsrc'.1 (he ▸ List.mem_map.mpr ⟨q,hq,rfl⟩) simp only [Finset.mem_insert,Finset.mem_erase] exact Or.inr ⟨hn,hsub q (by simp [hq])⟩ have hf : ∀ q ∈ xs, q.2 ∉ insert u (U.erase j) := by intro q hq have hn : q.2 ≠ u := by intro he; exact hdst'.1 (he ▸ List.mem_map.mpr ⟨q,hq,rfl⟩) simp only [Finset.mem_insert,Finset.mem_erase,not_or,not_and] exact ⟨hn,fun _ => hfresh q (by simp [hq])⟩ have hl : ∀ q ∈ xs, 0 < T q.1 ∧ 0 ≤ f q ∧ (∀ a, a ≠ q.1 → B q.1 a ≤ T q.1) ∧ f q*T q.1 ≤ B q.1 q.2 := fun q hq => hlocal q (List.mem_cons_of_mem _ hq) have ht := ih (insert u (U.erase j)) hsrc'.2 hdst'.2 hs hf hl have hp : 0 ≤ (xs.map f).prod := by apply List.prod_nonneg intro a ha obtain ⟨q,hq,rfl⟩ := List.mem_map.mp ha exact (hl q hq).2.1 have hus : u ∉ xs.map Prod.fst := by rintro h obtain ⟨q,hq,he⟩ := List.mem_map.mp h exact hu (he ▸ hsub q (by simp [hq])) have he : ((insert u (U.erase j)) \ (xs.map Prod.fst).toFinset) ∪ (xs.map Prod.snd).toFinset = (U \ (((j,u)::xs).map Prod.fst).toFinset) ∪ (((j,u)::xs).map Prod.snd).toFinset := by ext a by_cases hau : a=u · subst a; simp [hus] · simp only [List.map_cons,List.toFinset_cons,Finset.mem_union,Finset.mem_sdiff, Finset.mem_insert,Finset.mem_erase,List.mem_toFinset,hau,false_or] tauto obtain ⟨hT,hf0,hrow,hbound⟩ := hlocal (j,u) (by simp) have hr := ChargeTrace.replace U _ j u hj hu (T j) (f (j,u)) (xs.map f).prod hT hf0 hp hrow hbound ht simpa only [List.map_cons,List.prod_cons,he] using hr end MatchingFPRAS.Switching end OAI