import OAI.Combinatorics.PerfectMatching.DyadicEntropy namespace OAI section namespace BinaryMatching noncomputable section open Finset variable {n : ℕ} lemma sum_pairs (f : Fin n → Fin n → ℝ) : (∑ e : Pair n, f e.val.1 e.val.2)=∑ i,∑ j,if i < j then f i j else 0 := by let s : Finset (Fin n × Fin n) := univ.filter (fun ij => ij.1 < ij.2) have hs : ∀ ij : Fin n × Fin n,ij∈s ↔ ij.1 < ij.2 := by simp [s] rw [←sum_subtype s hs (fun ij => f ij.1 ij.2)] rw [show s=univ.filter (fun ij => ij.1 < ij.2) from rfl,sum_filter,Fintype.sum_prod_type] lemma sum_skip (g : Fin n → ℝ) (v : Fin n) : (∑ j,if j=v then 0 else g j)=(∑ j,g j)-g v := by have hh : (∑ j,g j)=(∑ j,if j=v then 0 else g j)+g v := by calc _ = ∑ j, ((if j=v then 0 else g j)+(if j=v then g j else 0)) := by apply sum_congr rfl; intro j _; split_ifs <;> simp _ = _ := by rw [sum_add_distrib]; simp linarith lemma degree_from_symm (f : Fin n → Fin n → ℝ) (hf : ∀ i j,f i j=f j i) (v : Fin n) : (completeGraph n).degree (fun e => f e.val.1 e.val.2) v = ∑ j,if j=v then 0 else f v j := by change (∑ e : Pair n,if e.val.1=v ∨ e.val.2=v then f e.val.1 e.val.2 else 0)=_ rw [sum_pairs (fun i j => if i=v ∨ j=v then f i j else 0)] have he (i j : Fin n) : (if i < j then (if i=v ∨ j=v then f i j else 0) else 0) = (if i=v then (if i < j then f i j else 0) else 0)+ (if j=v then (if i < j then f i j else 0) else 0) := by by_cases hiv : i=v <;> by_cases hjv : j=v <;> by_cases hij : i < j <;> simp_all simp_rw [he,sum_add_distrib] have hleft : (∑ i,∑ j,if i=v then (if i < j then f i j else 0) else 0)= ∑ j,if v < j then f v j else 0 := by simp [Finset.sum_ite_irrel] have hright : (∑ i,∑ j,if j=v then (if i < j then f i j else 0) else 0)= ∑ j,if j < v then f v j else 0 := by simp only [sum_ite_eq',mem_univ,ite_true] apply sum_congr rfl; intro j _; rw [hf j v] rw [hleft,hright,←sum_add_distrib] apply sum_congr rfl; intro j _ rcases lt_trichotomy j v with h|h|h · simp [h, ne_of_lt h, not_lt_of_ge h.le] · subst j; simp · simp [h, ne_of_gt h, not_lt_of_ge h.le] lemma degree_constant (b : ℝ) (v : Fin n) : (completeGraph n).degree (fun _ => b) v=((n:ℝ)-1)*b := by rw [degree_from_symm (fun _ _ => b) (fun _ _ => rfl),sum_skip] simp; ring lemma degree_vertex_add (d : Fin n → ℝ) (v : Fin n) : (completeGraph n).degree (fun e => d e.val.1+d e.val.2) v = ((n:ℝ)-2)*d v+∑ j,d j := by rw [degree_from_symm (fun i j => d i+d j) (fun _ _ => add_comm _ _),sum_skip] simp only [sum_add_distrib,sum_const,nsmul_eq_mul,card_univ,Fintype.card_fin] ring lemma cut_from_symm (f : Fin n → Fin n → ℝ) (hf : ∀ i j,f i j=f j i) (S : Finset (Fin n)) : (completeGraph n).cutMass (fun e => f e.val.1 e.val.2) S = ∑ i∈S,∑ j∈Sᶜ,f i j := by unfold MatchingEntropy.LooplessGraph.cutMass MatchingEntropy.LooplessGraph.cut rw [sum_filter] change (∑ e : Pair n,if (e.val.1∈S ∧ e.val.2∉S) ∨ (e.val.1∉S ∧ e.val.2∈S) then f e.val.1 e.val.2 else 0)=_ rw [sum_pairs (fun i j => if (i∈S ∧ j∉S) ∨ (i∉S ∧ j∈S) then f i j else 0)] have he (i j : Fin n) : (if i < j then (if (i∈S ∧ j∉S) ∨ (i∉S ∧ j∈S) then f i j else 0) else 0) = (if i < j ∧ i∈S ∧ j∉S then f i j else 0)+ (if i < j ∧ i∉S ∧ j∈S then f i j else 0) := by by_cases hij : i < j <;> by_cases hi : i∈S <;> by_cases hj : j∈S <;> simp [hij,hi,hj] simp_rw [he,sum_add_distrib] have hswap : (∑ i,∑ j,if i < j ∧ i∉S ∧ j∈S then f i j else 0)= ∑ i,∑ j,if j < i ∧ i∈S ∧ j∉S then f i j else 0 := by rw [sum_comm] apply sum_congr rfl; intro i _ apply sum_congr rfl; intro j _ rw [hf j i] by_cases hij : j < i <;> by_cases hi : i∈S <;> by_cases hj : j∈S <;> simp [hij,hi,hj] rw [hswap,←sum_add_distrib] simp_rw [←sum_add_distrib] have hterm (i j : Fin n) : (if i < j ∧ i∈S ∧ j∉S then f i j else 0)+ (if j < i ∧ i∈S ∧ j∉S then f i j else 0)= if i∈S ∧ j∉S then f i j else 0 := by rcases lt_trichotomy i j with h|h|h · simp [h,not_lt_of_ge h.le] · subst j; simp · simp [h,not_lt_of_ge h.le] simp_rw [hterm] have hS : S=univ.filter (fun i => i∈S) := by ext i; simp have hSc : Sᶜ=univ.filter (fun j => j∉S) := by ext j; simp conv_rhs => rw [hS]; rw [sum_filter] simp only [ite_and] apply sum_congr rfl; intro i _ by_cases hi : i∈S · simp only [hi,ite_true] rw [←hS,hSc,sum_filter] · simp only [hi,ite_false,sum_const_zero] lemma cut_constant (b : ℝ) (S : Finset (Fin n)) : (completeGraph n).cutMass (fun _ => b) S=(S.card:ℝ)*(Sᶜ.card:ℝ)*b := by rw [cut_from_symm (fun _ _ => b) (fun _ _ => rfl)] simp [mul_assoc] lemma q_le_square : Fintype.card (Pair n) ≤ n^2 := by calc _ ≤ Fintype.card (Fin n × Fin n) := Fintype.card_subtype_le _ _ = n^2 := by simp [pow_two] end end BinaryMatching end end OAI