openAI-math-dataset / lean /OAI /Computability /MeanPayoff /ArithmeticBounds.lean
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Add lean source and binary files (part 61)
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import OAI.Computability.MeanPayoff.StackSimulation
namespace OAI
section
namespace MeanPayoff
namespace RandomTree
def maximum {α : Type} : RandomTree α → (α → ℕ) → ℕ
| .leaf a, f => f a
| .coin l r, f => max (maximum l f) (maximum r f)
theorem maximum_le_iff {α : Type} (t : RandomTree α) (f : α → ℕ) (N : ℕ) :
t.maximum f ≤ N ↔ t.All (fun a => f a ≤ N) := by
induction t with
| leaf a => rfl
| coin l r hl hr => simp only [maximum, max_le_iff, All, hl, hr]
theorem all_le_maximum {α : Type} (t : RandomTree α) (f : α → ℕ) :
t.All (fun a => f a ≤ t.maximum f) := (maximum_le_iff t f _).mp le_rfl
theorem maximum_add {α : Type} (t : RandomTree α) (f : α → ℕ) (c : ℕ) :
t.maximum (fun a => c+f a) = c+t.maximum f := by
induction t with
| leaf a => rfl
| coin l r hl hr => simp only [maximum, hl, hr, ← Nat.add_max_add_left]
theorem not_all_false {α : Type} (t : RandomTree α) : ¬t.All (fun _ => False) := by
induction t with
| leaf a => exact id
| coin l r hl hr => exact fun h => hl h.1
end RandomTree
namespace Counted
def maximum {α : Type} (t : Counted α) : ℕ := t.tree.maximum Prod.snd
theorem maximum_le_iff {α : Type} (t : Counted α) (N : ℕ) :
t.maximum ≤ N ↔ t.Bounded N := RandomTree.maximum_le_iff _ _ _
theorem maximum_bind {α β : Type} (t : Counted α) (f : α → Counted β) :
t.tree.All (fun p => p.2+(f p.1).maximum ≤ (t.bind f).maximum) := by
have h := RandomTree.all_le_maximum (t.bind f).tree Prod.snd
simp only [bind, RandomTree.all_bind, RandomTree.all_map] at h
apply RandomTree.all_mono _ h
intro p hp
have hm := (RandomTree.maximum_le_iff (f p.1).tree (fun q => p.2+q.2) _).mpr hp
simpa only [RandomTree.maximum_add, maximum, bind] using hm
end Counted
namespace SourceControl
def State.rank {G : Game} {B : ℕ} {R : Result G B} (s : State G B R) : ℕ :=
s.credit+controlAllowance G.n B*s.denote.maximum
theorem step_rank {G : Game} {B : ℕ} {R : Result G B} (s : State G B R)
(h : ¬s.halted) : (step s).tree.All (fun p => p.1.rank < s.rank) := by
have hc := step_credit s h
have hm := Counted.maximum_bind (step s) State.denote
rw [step_denote] at hm
apply RandomTree.all_mono _ (RandomTree.all_and _ hc hm)
intro p hp
have hmul := Nat.mul_le_mul_left (controlAllowance G.n B) hp.2
rw [Nat.mul_add] at hmul
simp only [State.rank]
omega
def run {G : Game} {B : ℕ} {R : Result G B} : ℕ → State G B R → Counted (State G B R)
| 0, s => Counted.pure s
| n+1, s => (step s).bind (run n)
theorem run_halted {G : Game} {B : ℕ} {R : Result G B} (n : ℕ) (s : State G B R)
(h : s.halted) : run n s = Counted.pure s := by
cases s with
| call j k => exact h.elim
| ret k v =>
cases k with
| push f k => exact h.elim
| done =>
induction n with
| zero => rfl
| succ n ih => simpa only [run, step, Counted.pure_bind] using ih
theorem run_halts {G : Game} {B : ℕ} {R : Result G B} (n : ℕ) (s : State G B R)
(hn : s.rank ≤ n) : (run n s).tree.All (fun p => p.1.halted) := by
induction n generalizing s with
| zero =>
change s.halted
by_contra h
have hd := step_rank s h
exact RandomTree.not_all_false (step s).tree
(RandomTree.all_mono _ hd (fun p hp => by omega))
| succ n ih =>
by_cases h : s.halted
· rw [run_halted _ _ h]
exact h
· simp only [run, Counted.bind, RandomTree.all_bind, RandomTree.all_map]
apply RandomTree.all_mono _ (step_rank s h)
intro p hp
exact ih p.1 (by omega)
theorem run_denote {G : Game} {B : ℕ} {R : Result G B} (n : ℕ) (s : State G B R) :
(run n s).bind State.denote = s.denote := by
induction n generalizing s with
| zero => exact Counted.pure_bind _ _
| succ n ih => simp only [run, Counted.bind_assoc, ih, step_denote]
theorem run_solve_halts (G : Game) {B : ℕ} (P : Budgets G.n) (I : SolveBox G.n B) :
(run (controlAllowance G.n B*callBound G.n B (parameterRank P.parameter))
(.call (.solve P I) .done)).tree.All (fun p => p.1.halted) := by
apply run_halts
simp only [State.rank, State.credit, Job.credit, Kont.credit, Nat.zero_add,
State.denote, Job.denote, Kont.denote, Counted.bind_pure]
exact Nat.mul_le_mul_left _ ((Counted.maximum_le_iff _ _).mpr
(CountedAlgorithm.bounded_solve G P I))
end SourceControl
end MeanPayoff
namespace MeanPayoff.SourceControl
theorem affine_power {a X d k c : ℕ} (hX : 1 ≤ X) (ha : a ≤ X^d)
(hk : k+c ≤ X) : k*a+c ≤ X^(d+1) := by
have hp : 1 ≤ X^d := Nat.one_le_pow _ _ hX
have hm := Nat.mul_le_mul_left k ha
have hh := Nat.mul_le_mul_right (X^d) hk
rw [pow_succ]
nlinarith only [hp, hm, hh]
theorem controlAllowance_scale {n B X : ℕ} (hX : 32 ≤ X) (hn : n+1 ≤ X)
(hg : globalG B+1 ≤ X) (hs : globalS B ≤ X) :
controlAllowance n B ≤ X^39 := by
have hx : 1 ≤ X := by omega
have hj := globalJ_scale hX hn hs
have ha : askCredit n B ≤ X^15 := by
simpa only [askCredit, trialCredit, Nat.add_assoc] using
(affine_power hx hj (by omega : 3+3 ≤ X))
have he : exceptionCredit n B ≤ X^16 := by
simpa only [one_mul, exceptionCredit] using (affine_power hx ha (by omega : 1+3 ≤ X))
have hu : updateCredit n B ≤ X^16 := by
exact affine_power hx ha (by omega : 2+3 ≤ X)
have hu3 : updateCredit n B+3 ≤ X^17 := by
simpa only [one_mul] using (affine_power hx hu (by omega : 1+3 ≤ X))
have hcent0 := Nat.mul_le_mul hs hu3
have hcent0' : globalS B*(updateCredit n B+3) ≤ X^18 := by
simpa only [← pow_succ'] using hcent0
have hcent : centersCredit n B (globalS B) ≤ X^19 := by
simpa only [centersCredit, one_mul] using (affine_power hx hcent0' (by omega : 1+1 ≤ X))
have he19 : exceptionCredit n B ≤ X^19 := he.trans (Nat.pow_le_pow_right hx (by norm_num))
have hunit0 : orientUnit n B ≤ 3*X^19+3 := by unfold orientUnit; omega
have hunit : orientUnit n B ≤ X^20 := hunit0.trans (affine_power hx le_rfl (by omega : 3+3 ≤ X))
have hoc : orientCredit n B (B+1) ≤ X^21 := by
have h := Nat.mul_le_mul (by unfold globalG at hg; omega : Nat.clog 2 (B+1)+1 ≤ X) hunit
simpa only [orientCredit, ← pow_succ'] using h
have hoc3 : orientCredit n B (B+1)+3 ≤ X^22 := by
simpa only [one_mul] using (affine_power hx hoc (by omega : 1+3 ≤ X))
have hp0 : globalJ n B*(orientCredit n B (B+1)+3) ≤ X^36 := by
simpa only [← pow_add] using Nat.mul_le_mul hj hoc3
have hp : orientPlusCredit n B (B+1) ≤ X^37 := by
simpa only [orientPlusCredit, orientTrialsCredit, Nat.add_assoc, one_mul] using
(affine_power hx hp0 (by omega : 1+3 ≤ X))
have htu : tightenUnit n B ≤ X^16 := affine_power hx ha (by omega : 2+5 ≤ X)
have hns := Nat.mul_le_mul (by omega : n ≤ X) hs
have hfact : 8*n*globalS B+1 ≤ X^3 := by
have hsq : 8*n*globalS B+1 ≤ 8*X^2+1 := by nlinarith only [hns]
exact hsq.trans (affine_power hx le_rfl (by omega : 8+1 ≤ X))
have ht : (8*n*globalS B+1)*tightenUnit n B ≤ X^19 := by
simpa only [← pow_add] using Nat.mul_le_mul hfact htu
have ht37 := ht.trans (Nat.pow_le_pow_right hx (by norm_num : 19 ≤ 37))
have hall : controlAllowance n B ≤ 2*X^37+7 := by unfold controlAllowance; omega
exact (hall.trans (affine_power hx le_rfl (by omega : 2+7 ≤ X))).trans
(Nat.pow_le_pow_right hx (by norm_num : 38 ≤ 39))
noncomputable def rootControlBound (G : Game) : ℕ :=
controlAllowance G.n (topWidth G).toNat * rootInvocationBound G
theorem rootControlBound_nat (G : Game) :
rootControlBound G ≤ 2^(25000*(Nat.clog 2 ((input G).length+2))^2) := by
let h := Nat.clog 2 ((input G).length+2)
have hh : 1 ≤ h := by
apply (Nat.lt_clog_iff_pow_lt (by norm_num : 1 < 2)).mpr
simp only [pow_zero]
omega
have hk := controlAllowance_scale (inputScale_large G) (inputScale_n G)
(inputScale_g G) (inputScale_s G)
have hx : inputScale G ≤ 2^(24+h) := by
have hp := Nat.le_pow_clog (by norm_num : 1 < 2) ((input G).length+2)
have hm := Nat.mul_le_mul_left (2^24) hp
simpa only [inputScale, pow_add] using hm
have hk' : controlAllowance G.n (topWidth G).toNat ≤ 2^((24+h)*39) :=
hk.trans (by simpa only [← pow_mul] using Nat.pow_le_pow_left hx 39)
have hi := rootInvocationBound_nat G
have ht := Nat.mul_le_mul hk' hi
rw [← pow_add] at ht
apply ht.trans
apply Nat.pow_le_pow_right (by norm_num)
change (24+h)*39+24000*h^2 ≤ 25000*h^2
nlinarith only [hh]
theorem root_operational_halts (G : Game) :
(run (rootControlBound G) (.call (.solve (rootBudgets G) (rootBox G)) .done)).tree.All
(fun p => p.1.halted) := run_solve_halts G _ _
end MeanPayoff.SourceControl
namespace MeanPayoff
namespace WorkStack.RegisterCompile
inductive Label (s : ℕ) where
| get0 (q : Fin s)
| get1 (q : Fin s) (a : Option Bool) (coin : Bool)
| get2 (q : Fin s) (a b : Option Bool) (coin : Bool)
| put (q : Fin s) (top : Fin 3 → Option Bool) (coin : Bool) (k : Fin 3)
deriving DecidableEq, Fintype
noncomputable def equiv (P : Program) : Label P.states ≃ Fin (Fintype.card (Label P.states)) :=
Fintype.equivFin _
noncomputable def enc (P : Program) (q : Label P.states) := equiv P q
@[simp] theorem decode (P : Program) (q : Label P.states) : (equiv P).symm (enc P q) = q :=
(equiv P).symm_apply_apply q
noncomputable def program (P : Program) : RegisterBits.Program 3 where
states := Fintype.card (Label P.states)
start := enc P (.get0 P.start)
read q := match (equiv P).symm q with
| .get0 _ => 0
| .get1 _ _ _ => 1
| .get2 _ _ _ _ => 2
| .put _ _ _ k => k
transition q top coin := match (equiv P).symm q with
| .get0 q => some ⟨enc P (.get1 q top coin), .keep, none⟩
| .get1 q a c => some ⟨enc P (.get2 q a top c), .keep, none⟩
| .get2 q a b c => some ⟨enc P (.put q ![a,b,top] c 0), .keep, none⟩
| .put q ts c k => match P.transition q ts c with
| none => none
| some a => some ⟨enc P (if h : k.val = 2 then .get0 a.next else
.put q ts c ⟨k.val+1, by have := k.isLt; omega⟩), a.work k, none⟩
noncomputable def lift (P : Program) (out : List Bool) (c : Config P) :
RegisterBits.Config (program P) :=
⟨c.control.map (fun q => enc P (.get0 q)), c.stack, out⟩
noncomputable def state (P : Program) (q : Label P.states) (xs : Fin 3 → List Bool)
(out : List Bool) : RegisterBits.Config (program P) := ⟨some (enc P q), xs, out⟩
@[simp] theorem read0 (P : Program) (q : Fin P.states) (xs : Fin 3 → List Bool)
(out : List Bool) (b : Bool) :
RegisterBits.step (program P) (state P (.get0 q) xs out) b =
state P (.get1 q (xs 0).head? b) xs out := by
simp [RegisterBits.step, program, state, BinaryStack.applyOp]
@[simp] theorem read1 (P : Program) (q : Fin P.states) (a : Option Bool) (c b : Bool)
(xs : Fin 3 → List Bool) (out : List Bool) :
RegisterBits.step (program P) (state P (.get1 q a c) xs out) b =
state P (.get2 q a (xs 1).head? c) xs out := by
simp [RegisterBits.step, program, state, BinaryStack.applyOp]
@[simp] theorem read2 (P : Program) (q : Fin P.states) (a d : Option Bool) (c b : Bool)
(xs : Fin 3 → List Bool) (out : List Bool) :
RegisterBits.step (program P) (state P (.get2 q a d c) xs out) b =
state P (.put q ![a,d,(xs 2).head?] c 0) xs out := by
simp [RegisterBits.step, program, state, BinaryStack.applyOp]
@[simp] theorem put_step (P : Program) (q : Fin P.states) (ts : Fin 3 → Option Bool)
(c b : Bool) (k : Fin 3) (xs : Fin 3 → List Bool) (out : List Bool)
(a : Act P.states) (ha : P.transition q ts c = some a) :
RegisterBits.step (program P) (state P (.put q ts c k) xs out) b =
state P (if h : k.val = 2 then .get0 a.next else
.put q ts c ⟨k.val+1, by have := k.isLt; omega⟩)
(Function.update xs k (BinaryStack.applyOp (a.work k) (xs k))) out := by
simp [RegisterBits.step, program, state, ha]
@[simp] theorem put_stop (P : Program) (q : Fin P.states) (ts : Fin 3 → Option Bool)
(c b : Bool) (k : Fin 3) (xs : Fin 3 → List Bool) (out : List Bool)
(ha : P.transition q ts c = none) :
RegisterBits.step (program P) (state P (.put q ts c k) xs out) b =
⟨none, xs, out⟩ := by
simp [RegisterBits.step, program, state, ha]
theorem six_steps (P : Program) (out : List Bool) (c : Config P) (bits : ℕ → Bool) :
RegisterBits.advance (program P) bits (lift P out c) 6 =
lift P out (step P c (bits 0)) := by
rcases c with ⟨q,xs⟩
cases q with
| none => rfl
| some q =>
have ht : ![(xs 0).head?, (xs 1).head?, (xs 2).head?] =
(fun i => (xs i).head?) := by funext i; fin_cases i <;> rfl
change RegisterBits.advance _ bits (state P (.get0 q) xs out) 6 = _
simp only [RegisterBits.advance, read0, read1, read2, ht]
cases ha : P.transition q (fun i => (xs i).head?) (bits 0) with
| none =>
rw [put_stop (ha := ha)]
simp [RegisterBits.step, step, ha, lift]
rfl
| some a =>
simp only [put_step (ha := ha), Fin.val_zero, Nat.reduceAdd, Nat.reduceEqDiff, dite_false, dite_true]
apply BinaryData.Take.config_ext
· simp [step, ha, lift, state]; rfl
· funext i; fin_cases i <;> simp [step, ha, lift, state]
· rfl
theorem advance_six (P : Program) (out : List Bool) (c : Config P) (bits : ℕ → Bool)
(n : ℕ) :
RegisterBits.advance (program P) bits (lift P out c) (6*n) =
lift P out (advance P (fun i => bits (6*i)) c n) := by
induction n with
| zero => rfl
| succ n ih =>
rw [show 6*(n+1) = 6*n+6 by omega, BinaryData.Take.advance_add, ih, six_steps]
rfl
end WorkStack.RegisterCompile
end MeanPayoff
end
end OAI