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Add lean source and binary files (part 47)
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import Mathlib
import OAI.Combinatorics.MatchingCount.Sampling.TreeDPCounts
import OAI.Combinatorics.MatchingCount.Arithmetic.TreeFraction
import OAI.Combinatorics.MatchingCount.Machines.TreeListMore
namespace OAI
namespace MatchingFPRAS.TreeFraction
open TreeTyped
def sum (xs : List Fraction) : Fraction := xs.foldl (fun a b=>add (b,a)) (0,1)
def sumRealizer : Realizer sum :=
(composition (pair (identity (A:=List Fraction)) (constant (0,1))) (fold addRealizer)).congr (fun _=>rfl)
lemma fold_den (xs : List Fraction) (a : Fraction) (ha : 0<a.2) :
0<(xs.foldl (fun a b=>add (b,a)) a).2 := by
induction xs generalizing a with
| nil => exact ha
| cons _ _ ih => exact ih _ (normalize_den_pos _)
lemma fold_val (xs : List Fraction) (a : Fraction) (ha : 0<a.2)
(hx : ∀ b∈xs,0<b.2) :
val (xs.foldl (fun a b=>add (b,a)) a)=val a+(xs.map val).sum := by
induction xs generalizing a with
| nil => simp
| cons b bs ih =>
have hab : 0<(add (b,a)).2 := normalize_den_pos _
rw [List.foldl_cons,ih _ hab (fun c hc=>hx c (by simp [hc])),
add_val b a (Nat.ne_of_gt (hx b (by simp))) (Nat.ne_of_gt ha)]
simp only [List.map_cons,List.sum_cons]
ring
lemma sum_den (xs : List Fraction) : 0<(sum xs).2 := fold_den xs (0,1) (by decide)
lemma sum_val (xs : List Fraction) (hx : ∀ b∈xs,0<b.2) :
val (sum xs)=(xs.map val).sum := by
rw [sum,fold_val xs (0,1) (by decide) hx]
simp [val]
def cumulativeFraction (x : List Fraction×ℕ) : Fraction := sum (x.1.take x.2)
def cumulativeFractionRealizer : Realizer cumulativeFraction := (composition (take (0,1)) sumRealizer).congr (fun _=>rfl)
lemma cumulativeFraction_val {r : ℕ} (p : Fin r → ℚ) (hp : ∀ i,0≤p i) (n : ℕ) :
val (cumulativeFraction (List.ofFn (fun i=>repr (p i)),n))=FiniteChoice.cumulative p n := by
rw [cumulativeFraction,sum_val]
· simp only [List.map_take,List.map_ofFn,Function.comp_apply,val_repr (hp _),List.sum_take_ofFn,
FiniteChoice.cumulative,Finset.sum_filter]
· intro b hb
obtain ⟨i,hi⟩ := List.mem_ofFn.mp (List.mem_of_mem_take hb)
subst b
exact (p i).pos
end MatchingFPRAS.TreeFraction
namespace MatchingFPRAS.TreeTyped
def bitValue : Realizer StackAddition.value :=
(composition (composition (pair (reverse (A:=Bool)) (constant (1,0)))
(fold mulStepRealizer)) second).congr (by
intro bs
change (bs.reverse.foldl (fun z b=>mulStep (b,z)) (1,0)).2=_
rw [mulStep_fold]
simp)
def bitDenominator (bs : List Bool) : ℕ := bs.foldl (fun a _=>2*a) 1
lemma bitDenominator_eq (bs : List Bool) : bitDenominator bs=2^bs.length := by
have h : ∀ a,bs.foldl (fun a _=>2*a) a=a*2^bs.length := by
induction bs with
| nil => intro a; simp
| cons _ _ ih => intro a; simp only [List.foldl_cons,ih,List.length_cons,pow_succ]; ring
simpa [bitDenominator] using h 1
def bitDenominatorRealizer : Realizer bitDenominator :=
(composition (pair (identity (A:=List Bool)) (constant 1))
(fold (composition second double))).congr (fun _=>rfl)
end MatchingFPRAS.TreeTyped
namespace MatchingFPRAS.ExecutableChoice
open TreeTyped TreeFraction
def predicate (x : (List Fraction×Fraction)×ℕ) : Bool :=
TreeFraction.less (x.1.2,cumulativeFraction (x.1.1,x.2+1))
def predicateRealizer : Realizer predicate := by
let C : Realizer (fun x : (List Fraction×Fraction)×ℕ=>cumulativeFraction (x.1.1,x.2+1)) :=
(composition (pair first.fst (composition second successor)) cumulativeFractionRealizer).congr (fun _=>rfl)
exact (composition (pair first.snd C) lessRealizer).congr (fun _=>rfl)
def choose (x : List Fraction×Fraction) : ℕ :=
listMin ((List.range x.1.length).filter (fun i=>predicate (x,i)),x.1.length)
def chooseRealizer : Realizer choose := by
let rs : Realizer (fun x : List Fraction×Fraction=>List.range x.1.length) :=
composition (composition first listLength) range
let good := composition (pair identity rs) (filterWith predicateRealizer)
exact (composition (pair good (composition first listLength)) listMinRealizer).congr (fun _=>rfl)
lemma choose_eq {r K : ℕ} (p : Fin r → ℚ) (hp : ∀ i,0≤p i)
(hs : ∑ i,p i=1) (hK : 0<K) (J : Fin K) :
choose (List.ofFn (fun i=>repr (p i)),(J.val,K))=(FiniteChoice.choose p hs hK J).val := by
let j := FiniteChoice.choose p hs hK J
have hpred (i : ℕ) : predicate ((List.ofFn (fun i=>repr (p i)),(J.val,K)),i)=
decide ((J.val:ℚ)/K<FiniteChoice.cumulative p (i+1)) := by
rw [predicate,less_val (J.val,K) (cumulativeFraction (List.ofFn (fun i=>repr (p i)),i+1)) hK (sum_den _),cumulativeFraction_val p hp]
rfl
unfold choose
simp only [List.length_ofFn]
apply le_antisymm
· apply listMin_le
simp only [List.mem_filter,List.mem_range,hpred,decide_eq_true_eq]
exact ⟨j.isLt,FiniteChoice.choose_upper p hs hK J⟩
· apply le_listMin j.isLt.le
intro i hi
simp only [List.mem_filter,List.mem_range,hpred,decide_eq_true_eq] at hi
exact FiniteChoice.choose_le p hs hK J ⟨i,hi.1⟩ hi.2
def chooseBits (x : List Fraction×List Bool) : ℕ :=
choose (x.1,(StackAddition.value x.2,bitDenominator x.2))
def chooseBitsRealizer : Realizer chooseBits :=
composition (pair first (pair (composition second bitValue) (composition second bitDenominatorRealizer)))
chooseRealizer
lemma chooseBits_eq {r k : ℕ} (p : Fin r → ℚ) (hp : ∀ i,0≤p i)
(hs : ∑ i,p i=1) (bits : Fin k → Bool) :
chooseBits (List.ofFn (fun i=>repr (p i)),List.ofFn bits)=
(FiniteChoice.chooseBits p hs k bits).val := by
have hv' (k : ℕ) (bits : Fin k → Bool) :
StackAddition.value (List.ofFn bits)=∑ i, (if bits i then 1 else 0)*2^i.val := by
induction k with
| zero => simp [StackAddition.value]
| succ k ih =>
rw [List.ofFn_succ,StackAddition.value,ih,Fin.sum_univ_succ]
simp only [Fin.val_zero,pow_zero,Nat.mul_one,Fin.val_succ,pow_succ]
rw [Finset.mul_sum]
have hn : (bits 0).toNat=(if bits 0 then 1 else 0) := by cases bits 0 <;> rfl
rw [hn]
congr 1
apply Finset.sum_congr rfl
intro i _
ring
have hv : StackAddition.value (List.ofFn bits)=(FiniteChoice.tapeIndex k bits).val := by
rw [FiniteChoice.tapeIndex_value,hv']
rw [chooseBits,bitDenominator_eq,List.length_ofFn,hv]
exact choose_eq p hp hs (by positivity) (FiniteChoice.tapeIndex k bits)
end MatchingFPRAS.ExecutableChoice
end OAI