openAI-math-dataset / lean /OAI /Computability /Logspace /IterationSchedule.lean
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import OAI.Computability.Logspace.EstimatorMachine
namespace OAI
/-!
Finite iteration schedules and the decomposition of estimator increments.
From OpenAI, *Exact Derandomization of Logarithmic Space: L = RL = BPL*.
-/
set_option autoImplicit true
section
namespace ExactDerandomization.Rain
open Counter Relay Rill Fret Chime Finset Grain Net Hie Est Analysis Stage Glass
open Helix Helix.Foil Helix.Age Helix.Moon Helix.Night Helix.Mold Helix.Orbit Scheme
open Dome Cone ConeX Buf At SiteX SiteX.MintV
noncomputable section
/- Enumerate the increments by a pool in which each piece of a telescope,
variant of the walk, and multiplicand port have one reserved index. -/
abbrev Crack:= Bool×ℕ
abbrev CellQ:= Crack × (ℕ×ℕ)
abbrev Fog := (Bool×CellQ) × (Bool×ℕ)
abbrev Seed := (ℕ× ℕ×ℕ) × Fog
abbrev store0 (_:Word)(x:ℕ):Seed:=dec x
namespace Fog
abbrev first0 (q:Fog):Bool:=q.1.1
abbrev cell0 (q:Fog):= q.1.2
abbrev sig (q:Fog) := q.cell0.2.2
abbrev event (q:Fog):= q.2.2
abbrev k (q:Fog)(a:ℕ):= if q.cell0.1.1 then a+q.cell0.1.2 else a-q.cell0.1.2
abbrev ray (q:Fog)(a:ℕ):ℕ×ℕ:= (q.k a,q.cell0.2.1)
abbrev slackM (q:Fog)(M:ℕ):= M-q.sig-1
abbrev budget (q:Fog)(M:ℕ) := if q.2.1 then q.slackM M+1 else q.slackM M
abbrev tick (q:Fog)(v:Wares):=v.ell*q.sig
def habitat (q:Fog)(w:Wares)(a m i:ℕ)(forest:Finset Ray):Prop:=
let p:=q.ray a
let s:Est.Stair:=⟨m,0,⟨a,0,0⟩,w.ell⟩
p∈forest ∧ q.slackM m ∈ s.layers p.1 i ∧ s.slack (q.slackM m)=q.sig ∧
q.cell0.1=(if a ≤ p.1 then (true,p.1-a) else (false,a-p.1)) ∧
q.event<Print.rad^(q.tick w)
def number0 (s: Stair)(b:Bool) (k:Ray) (m:ℕ)(a:Bool)(i:ℕ):Fog:=
let v:=s.key.a
(((b,(if v ≤ k.1 then (true,k.1-v) else (false,v-k.1)),k.2,s.slack m)),a,i)
lemma from0 (s:Stair)b r m v i:
(number0 s b r m v i).ray s.key.a=r := by
refine Prod.ext ?_ rfl
unfold ray k number0 cell0; dsimp only; split <;> simp_all ; omega
lemma just (s:Stair)(p:Ray)(m:ℕ):s.layers p.1 m =
Est.Stair.layers ⟨s.M,0,⟨s.key.a,0,0⟩,s.lam⟩ p.1 m := by
cases m <;> rfl
lemma hews {s:Stair} {w:Wares}(hp:s.lam=w.ell) (b:Bool) {p:Ray}{forest:Finset Ray}(he:p∈forest)
{i m:ℕ}(hm:m∈s.layers p.1 i)(a:Bool) {j:ℕ}(hj:j<Print.rad^(s.lam*s.slack m)):
(number0 s b p m a j).habitat w s.key.a s.M i forest ∧ (number0 s b p m a j).slackM s.M=m:=by
let q:= number0 s b p m a j
have h:s.gap i ≤ s.slack m ∧ s.cut p.1 ≤ s.slack m ∧m+1<s.M := s.cheap (mem_Ico.1 hm).2
have hd:q.slackM s.M=m:=by unfold q number0 slackM Stair.slack; have hh:= h.2.2; dsimp [sig,cell0]; omega
refine ⟨?_,hd⟩
let a0:=s.key.a
let n:Stair:=⟨s.M,0,⟨a0,0,0⟩,w.ell⟩
have hZ := just s p i
rw [hp] at hZ hj
have hh:q.ray a0=p:=from0 ..
have hf:q.k a0=p.1:=congrArg Prod.fst hh
change q.ray a0∈forest ∧ q.slackM s.M∈n.layers (q.k a0) i∧ n.slack (q.slackM s.M)=q.sig∧
q.cell0.1=(if a0≤ q.k a0 then _ else _)∧ q.event<_
refine ⟨hh.symm ▸ he,?_,?_,?_,hj⟩
· rw [hf,hd]; exact hZ ▸ hm
· rw [hd]; rfl
change q.cell0.1=(if a0 ≤ q.k a0 then (true,q.k a0-a0) else (false,a0-q.k a0)); rw [hf]; rfl
lemma totally {s:Stair}{w:Wares}(_:s.lam=w.ell){i:ℕ}{forest:Finset Ray}
{q:Fog}(h:q.habitat w s.key.a s.M i forest):
let p:=q.ray s.key.a
p∈forest ∧ q.slackM s.M∈s.layers p.1 i ∧
number0 s q.first0 p (q.slackM s.M) q.2.1 q.event=q :=by
dsimp only; refine ⟨h.1,?_,?_⟩
· rw [just s (q.ray s.key.a) i]; exact h.2.1
obtain ⟨hj,hk,hC⟩:=h.2.2
dsimp only [number0]; change q.cell0.1=(if s.key.a ≤ q.k s.key.a then (true,q.k s.key.a-s.key.a) else (false,s.key.a-q.k s.key.a)) at hk; rw [← hk,show s.slack _=q.sig from hj]
lemma far0 {s:Stair} {w:Wares}(hp:s.lam=w.ell){i:ℕ}(hi:i<s.L){forest:Finset Ray}{q:Fog}
(h:q.habitat w s.key.a s.M i forest):
q.cell0.1.2 ≤ 2*s.gap i ∧ s.gap i ≤ q.sig∧ q.sig< 2*s.gap i:=by
let r:=q.ray s.key.a; let m:=q.slackM s.M
have hm:m∈s.layers r.1 i:= (totally hp h).2.1
have hr :s.slack m=q.sig:=h.2.2.1
have h0:=s.full hm hi
have he :distn s.key.a r.1+1 ≤ s.slack m:= (s.cheap (mem_Ico.1 hm).2).2.1
have hu:q.cell0.1.2 ≤ distn s.key.a r.1:= by
rw [show q.cell0.1=(if s.key.a ≤ r.1 then (true,r.1-s.key.a)else(false,s.key.a-r.1)) from h.2.2.2.1]
unfold distn; split <;> dsimp only <;> omega
omega
end Fog
namespace Seed
abbrev fog:(Seed)→ Fog:=Prod.snd
abbrev x (v:Seed):ℕ:= v.1.2.1
abbrev y (v:Seed):ℕ:=v.1.2.2
def old (b:Bool)(i:ℕ):Seed:=((if b then 0 else 1,i,0),(false,(true,0),0,0),false,0)
def along (v:Fog)(i j:ℕ):Seed:= ((2,i,j),v)
lemma old_inj {b c i j}: Seed.old b i=Seed.old c j ↔ b=c∧i=j:=by
cases b <;> cases c <;> simp [Seed.old]
lemma along_inj {q f i j a b}: along q i j=along f a b ↔ q=f∧i=a∧j=b:=by simp [along]; tauto
lemma old_not (p i j q v):old p i ≠ along q j v:=by cases p <;> simp [old,along]
end Seed
abbrev CarryE(p:Wares) :ℕ:= cexpo 2 p.p.K *4
def passport (v:Wares):ℕ:= 50+v.p.M^2+v.p.K+2*v.p.M+4*CarryE v+2*v.ell*lb Print.rad
namespace Pass
variable (v:Wares)
lemma small {p d i j:ℕ}(h:p ≤ i*d)(he:i ≤ j):p ≤ j*d:=le_trans h (Nat.mul_le_mul_right d he)
abbrev sized {α} [Wire α] (u:α)(k d:ℕ):= lb (enc u) ≤ k*d
lemma pair {α β} [Wire α] [Wire β] {p:α}{q:β}{c d:ℕ}(h:1 ≤ d)(hc:2 ≤ c)
(hp:sized p c d)(hq:sized q c d):sized (p,q) (4*c) d:=by
have he:lb (enc (p,q)) ≤ 2*lb (enc p)+lb (enc q)+2:=measure_pair ..
unfold sized at *; nlinarith
lemma little (p d:ℕ)(h:1 ≤ d):sized p (p+1) d:=by
change lb p ≤ _; have := lb_le_inc p; nlinarith
lemma left {α} [Wire α] (p:α)(k d:ℕ)(h:sized p k d) (c:ℕ)(hp:k ≤ c):sized p c d:=small h hp
lemma boo (p:Bool)(k d:ℕ)(he:1 ≤ k)(hp:1 ≤ d):sized p k d:=by
unfold sized
have h: lb (enc p)=1:=by cases p<;> rfl
rw [h]; nlinarith
abbrev reserve (v:Wares):=4^7 *passport v
lemma lengthC {s:Stair} {i:ℕ}(hp:s.lam=v.ell)(hi:i<s.L){forest:Finset Ray}
(h:∀ q∈forest,q.2 ≤ v.p.M^2+2*v.p.M+2){q:Fog}(hq:q.habitat v s.key.a s.M i forest) {p r:ℕ}
(he:p ≤ v.p.K)(ht:r ≤ v.p.K):sized (Seed.along q p r) (reserve v) (s.gap i):=by
let c:=passport v; let d:=s.gap i
have hc:c≥50:=by unfold c passport; omega
have hd:d ≥ 1:=gapD_pos ..
have hz:q.cell0.2.1 ≤ v.p.M^2+2*v.p.M+2:=h (q.ray s.key.a) hq.1
obtain ⟨hm,hL,hs⟩:= Fog.far0 hp hi hq
have hK : lb (enc q.event) ≤ c*d:=by
have hr:q.event< Print.rad^ (v.ell*q.sig):=hq.2.2.2.2
have hh:Print.rad ≤ 2^lb Print.rad:= (below _).le
have hv:q.event<2^(c*d):= hr.trans_le (le_trans (Nat.pow_le_pow_left hh _) (by
rw [←pow_mul]; apply Nat.pow_le_pow_right (by omega)
let L:= lb Print.rad
have he: 2*v.ell*L ≤ c:=by unfold L; unfold c passport; omega
change q.sig < 2*d at hs
change L*(v.ell*_) ≤ _
nlinarith [Nat.mul_le_mul_left (L*v.ell) hs.le,Nat.mul_le_mul_right d he]))
exact modest hv (by nlinarith)
have hC(x:ℕ)(hi:x+1 ≤ c):sized x c d:= left x _ d (little x d hd) c hi
have hl(x:ℕ)(hi:x ≤ 2*d):sized x c d:=by change lb x ≤ _; have := lb_le_inc x; nlinarith
have hA:sized q.cell0.1 (4*c) d:=pair hd (by omega) (boo _ _ _ (by omega) hd) (hl _ hm)
have hB:sized q.cell0.2 (4*c) d:=pair hd (by omega)
(hC q.cell0.2.1 (by unfold c passport; omega)) (hl q.sig hs.le)
have hv:sized q.cell0 (4*(4*c)) d:= pair hd (by omega) hA hB
have hw:sized q.1 (4*(4*(4*c))) d:=pair hd (by omega) (boo _ _ _ (by omega) hd) hv
have hq1:sized q (4*(4*(4*(4*c)))) d:=pair hd (by omega) hw (pair hd (by omega)
(boo _ _ _ (by omega) hd) (left _ c d hK _ (by omega)))
have hi:sized (2,p,r) (4*(4*c)) d:= by
refine pair hd (by omega) (left (2:ℕ) c d (hC 2 (by omega)) (4*c) (by omega)) (pair hd (by omega) (hC _ ?_) (hC _ ?_))
all_goals unfold c passport; omega
exact left (Seed.along q p r) _ d (pair hd (by omega) (left _ _ d hi _ (by omega)) hq1)
_ (by unfold reserve; change _ ≤ _ * c; omega)
end Pass
end
end ExactDerandomization.Rain
end
section
namespace ExactDerandomization.Rain
open Counter Relay Rill Fret Chime Finset Grain Net Hie Est Analysis Stage Glass
open Helix Helix.Foil Helix.Age Helix.Moon Helix.Night Helix.Mold Helix.Orbit Scheme
open Dome Cone ConeX Buf At SiteX SiteX.MintV Fog Env
noncomputable section
open scoped Classical
variable {n:ℕ} [Fact n.Prime]
/- Iteration radii by slack chart. -/
namespace Census
variable (s:Stair)
abbrev h(i) := s.lam*s.slack i
def calendar (m:ℕ) := ((Finset.univ:Finset Bool)×ˢ (range (Print.rad^h s m)))
def tracks (p:Finset Ray)(i:ℕ) := p.biUnion (fun q=>{q}×ˢ ((s.layers q.1 i).biUnion
fun m=>{m}×ˢ calendar s m))
abbrev Arc:= Ray × ℕ × Bool×ℕ
lemma pat (p:Finset Ray)(i:ℕ)(x:Arc): x∈tracks s p i ↔
x.1∈p∧ x.2.1∈s.layers x.1.1 i∧ x.2.2.2< Print.rad^h s x.2.1:=by
unfold tracks calendar
rcases x with ⟨a,b,c,d⟩; cases c <;> simp [and_assoc,and_left_comm,and_comm]
def drops (b:Bool)(q:Arc):Fog:= number0 s b q.1 q.2.1 q.2.2.1 q.2.2.2
lemma grange {w:Wares}(ht:s.lam=w.ell)(b:Bool){x:Arc}{p i}(h:x∈tracks s p i):
(drops s b x).habitat w s.key.a s.M i p∧ (drops s b x).ray s.key.a=x.1 ∧
(drops s b x).slackM s.M=x.2.1:=by
obtain ⟨hl,hA,hQ⟩:= (pat s p i x).mp h
obtain ⟨hz,hf⟩:=hews ht b hl hA x.2.2.1 hQ
exact ⟨hz,from0 ..,hf⟩
lemma disjoint0 {w:Wares}(ht:s.lam=w.ell) (b p i):Set.InjOn (drops s b) ↑(tracks s p i):= by
intro x hx y hy he
have h1:=grange s ht b hx; have h2:=grange s ht b hy
have ha:x.1=y.1:= h1.2.1.symm.trans ((congrArg (fun x=> ray x s.key.a) he).trans h2.2.1)
have hb:x.2.1=y.2.1:= h1.2.2.symm.trans ((congrArg (fun x=> slackM x s.M) he).trans h2.2.2)
have hc:x.2.2=y.2.2:=congrArg (fun q:Fog=>q.2) he
exact Prod.ext ha (Prod.ext hb hc)
lemma total (p:Finset Ray) (i:ℕ) (f:Arc→ℝ):
∑ x∈tracks s p i,f x=
∑ x∈p,∑ m∈s.layers x.1 i,∑ j∈range (Print.rad^(h s m)),∑ b:Bool,f (x,m,b,j):=by
unfold tracks
rw [sum_biUnion]
· apply sum_congr rfl; intro x hx
rw [sum_product]; simp only [sum_singleton]
rw [sum_biUnion]
· apply sum_congr rfl; intro m hm; rw [sum_product]
simp only [sum_singleton]; unfold calendar; rw [sum_product,sum_comm]
intro i hi j hj ht; apply Finset.disjoint_left.2
intro a ha hc; simp only [mem_product,mem_singleton] at ha hc; grind
intro i hi j hj ht; apply Finset.disjoint_left.2
intro a ha hc; simp only [mem_product,mem_singleton] at ha hc; grind
def wind (f:Est.Flame n)(d:Axis)(u:Pool n)(x y:ℕ)(r:Arc):ℝ:=
let t:= Print.queue (h s r.2.1) r.2.2.2
if Env.live d.u d.a (↑x:ZMod n) (↑y:ZMod n) (w:=0) (d:=0) le_rfl t.1 t.2 u then
(if r.2.2.1 then 1 else -1)*Env.weight^(h s r.2.1)*
(f.lines r.1).seq (if r.2.2.1 then r.2.1+1 else r.2.1)
(go d.u d.a (w:=0) (d:=0) le_rfl t.1 t.2 u) x y
else 0
theorem humid (f:Flame n)(d:Axis)(i:ℕ)(u:Pool n)(x y:ℕ) :
f.portion s d i u x y=(∑ j∈tracks s f.rays i,wind s f d u x y j)+
if i=0 then f.base x y else 0 :=by
rw [total]
unfold Flame.portion
apply congrArg (fun (p:ℝ)=>p+_)
apply sum_congr rfl; intro j hj; unfold Est.Line.waveR
apply sum_congr rfl; intro m hm
unfold Est.Line.pick Axis.fw Env.sampling
rw [← Print.touring]
apply sum_congr rfl; intro p hp
simp only [Fintype.sum_bool]
unfold wind
let v:= Print.queue (h s m) p
dsimp only
unfold Est.Line.shake h
split
· next hx=> simp only [ite_true,Bool.false_eq_true,ite_false]; ring
next hc=>ring
end Census
end
end ExactDerandomization.Rain
end
end OAI