import Mathlib import OAI.Combinatorics.MatchingCount.Complexity.TreePolynomialGCD namespace OAI namespace MatchingFPRAS.TreeTyped open Polynomial variable {A B C : Type} [Codec A] [Codec B] [Codec C] lemma polynomial_listCase (b : B) {g : A×List A → B} {G : Realizer g} (hG : PolynomialTime G) : PolynomialTime (listCase b G) := by obtain ⟨p,hp⟩:=hG obtain ⟨q,hq⟩:=polynomial_constant (A:=List A) b refine ⟨p+q+3,fun as=>?_⟩ simp only [Polynomial.eval_add,Polynomial.eval_ofNat] cases as with | nil => have hh:=hq [] change (constant b (A:=List A)).cost []+weight b≤_ at hh change 3+(constant b (A:=List A)).cost []+weight b≤_ omega | cons a as => have hh:=hp (a,as) have he : weight (a,as)=weight (a::as) := rfl rw [he] at hh change 3+G.cost (a,as)+weight (g (a,as))≤_ omega lemma polynomial_head (d : A) : PolynomialTime (head d) := by unfold head exact polynomial_congr _ (polynomial_listCase d polynomial_first) lemma polynomial_tail : PolynomialTime (tail (A:=A)) := polynomial_listCase [] polynomial_second lemma polynomial_isEmpty : PolynomialTime (isEmpty (A:=A)) := polynomial_listCase true (polynomial_constant false) lemma weight_sublist {as bs : List A} (h : as.Sublist bs) : weight as≤weight bs := by induction h with | slnil => exact le_rfl | cons a h ih => rw [weight_cons]; omega | cons_cons a h ih => simp only [weight_cons]; omega lemma polynomial_append : PolynomialTime (append (A:=A)) := by unfold append apply polynomial_congr apply polynomial_composition (polynomial_pair (polynomial_composition polynomial_first polynomial_reverse) polynomial_second) apply polynomial_fold polynomial_listCons (2*X+1) intro as bs pre post he simp only [List.foldl_flip_cons_eq_append'] have hh:=weight_append pre.reverse bs rw [weight_reverse] at hh have hp:=weight_prefix he simp only [Polynomial.eval_add,Polynomial.eval_mul,Polynomial.eval_ofNat,Polynomial.eval_X,weight_prod] omega lemma polynomial_mapStep {f : A×B → C} {F : Realizer f} (hF : PolynomialTime F) : PolynomialTime (mapStepRealizer F) := by unfold mapStepRealizer exact polynomial_pair (polynomial_composition polynomial_second polynomial_first) (polynomial_composition (polynomial_pair (polynomial_composition (polynomial_pair (polynomial_composition polynomial_second polynomial_first) polynomial_first) hF) (polynomial_composition polynomial_second polynomial_second)) polynomial_listCons) lemma polynomial_mapWith {f : A×B → C} {F : Realizer f} (hF : PolynomialTime F) : PolynomialTime (mapWith F) := by unfold mapWith apply polynomial_congr apply polynomial_composition _ (polynomial_composition polynomial_second polynomial_reverse) apply polynomial_composition (polynomial_pair polynomial_second (polynomial_pair polynomial_first (polynomial_constant []))) obtain ⟨p,hp⟩:=hF apply polynomial_fold (polynomial_mapStep ⟨p,hp⟩) (2*X+X*(p.comp (1+2*X)+1)+2) rintro bs ⟨a,cs⟩ pre post he let S:=weight (bs,(a,cs)) have hb : weight bs≤S := by dsimp [S]; simp only [weight_prod]; omega have ha : weight a≤S := by dsimp [S]; simp only [weight_prod]; omega have hc : weight cs≤S := by dsimp [S]; simp only [weight_prod]; omega have hl : pre.length≤S := (list_length_le_weight pre).trans ((weight_prefix he).trans hb) have hm:=weight_map_bound (f:=fun b=>f (a,b)) (as:=pre) (N:=p.eval (1+2*S)) (by intro b hmem have hbs:=weight_mem hmem have hpre:=weight_prefix he have hh:=hp (a,b) have ht:=polynomial_eval_monotone p (show weight (a,b)≤1+2*S by rw [weight_prod]; omega) dsimp only at ht omega) rw [mapStep_fold,weight_prod] have happ:=weight_append (pre.map fun b=>f (a,b)).reverse cs rw [weight_reverse] at happ simp only [Polynomial.eval_add,Polynomial.eval_mul,Polynomial.eval_ofNat,Polynomial.eval_X,Polynomial.eval_one,Polynomial.eval_comp] change _≤2*S+S*(p.eval (1+2*S)+1)+2 nlinarith [Nat.mul_le_mul_right (p.eval (1+2*S)+1) hl] lemma polynomial_map {f : A → B} {F : Realizer f} (hF : PolynomialTime F) : PolynomialTime (map F) := by unfold map apply polynomial_congr apply polynomial_composition _ polynomial_reverse apply polynomial_composition (polynomial_pair polynomial_identity (polynomial_constant [])) obtain ⟨p,hp⟩:=hF apply polynomial_fold (polynomial_composition (polynomial_pair (polynomial_composition polynomial_first ⟨p,hp⟩) polynomial_second) polynomial_listCons) (X+X*(p+1)+1) intro as bs pre post he let S:=weight (as,bs) have ha : weight as≤S := by dsimp [S]; rw [weight_prod]; omega have hb : weight bs≤S := by dsimp [S]; rw [weight_prod]; omega have hl : pre.length≤S := (list_length_le_weight pre).trans ((weight_prefix he).trans ha) have hm:=weight_map_bound (f:=f) (as:=pre) (N:=p.eval S) (by intro a hmem have hh:=hp a have ht:=polynomial_eval_monotone p ((weight_mem hmem).trans ((weight_prefix he).trans ha)) dsimp only at ht omega) have hfold : pre.foldl (fun bs a=>f a::bs) bs=(pre.map f).reverse++bs := by simp [List.foldl_flip_cons_eq_append] change weight (pre.foldl (fun bs a=>f a::bs) bs)≤_ rw [hfold] have happ:=weight_append (pre.map f).reverse bs rw [weight_reverse] at happ simp only [Polynomial.eval_add,Polynomial.eval_mul,Polynomial.eval_X,Polynomial.eval_one] change _≤S+S*(p.eval S+1)+1 nlinarith [Nat.mul_le_mul_right (p.eval S+1) hl] omit [Codec A] in lemma filter_fold (f : A → Bool) (as bs : List A) : as.foldl (fun bs a=>if f a then a::bs else bs) bs=(as.filter f).reverse++bs := by induction as generalizing bs with | nil => rfl | cons a as ih => cases hf:f a <;> simp [List.foldl_cons,hf,ih,List.append_assoc] lemma polynomial_filter {f : A → Bool} {F : Realizer f} (hF : PolynomialTime F) : PolynomialTime (filter F) := by unfold filter apply polynomial_congr apply polynomial_composition _ polynomial_reverse apply polynomial_composition (polynomial_pair polynomial_identity (polynomial_constant [])) apply polynomial_fold (polynomial_choose (polynomial_composition polynomial_first hF) polynomial_listCons polynomial_second) (2*X+1) intro as bs pre post he change weight (pre.foldl (fun bs a=>if f a then a::bs else bs) bs)≤_ rw [filter_fold] have happ:=weight_append (pre.filter f).reverse bs rw [weight_reverse] at happ have hf:=weight_sublist (List.filter_sublist (p:=f) (l:=pre)) have hp:=weight_prefix he simp only [Polynomial.eval_add,Polynomial.eval_mul,Polynomial.eval_ofNat,Polynomial.eval_X,weight_prod] omega lemma weight_bool_le (b : Bool) : weight b≤3 := by cases b <;> decide lemma polynomial_any : PolynomialTime any := by unfold any apply polynomial_congr apply polynomial_composition (polynomial_pair polynomial_identity (polynomial_constant false)) apply polynomial_fold (polynomial_choose polynomial_first (polynomial_constant true) polynomial_second) 3 intro as b pre post he simpa using weight_bool_le (pre.foldl (fun z b=>if b then true else z) b) lemma polynomial_membership : PolynomialTime membership := by unfold membership exact polynomial_congr _ (polynomial_composition (polynomial_composition (polynomial_pair polynomial_second polynomial_first) (polynomial_mapWith polynomial_natEqual)) polynomial_any) end MatchingFPRAS.TreeTyped end OAI