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Add lean source and binary files (part 64)
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import OAI.Computability.WLIdentification.PolynomialArithmetic
namespace OAI
namespace WLIdentification
namespace NumericFinite
def elements (b : ℕ) (p : ℕ → Bool) : List ℕ := (List.range b).filter p
def count (b : ℕ) (p : ℕ → Bool) : ℕ := (elements b p).length
@[simp] theorem elements_zero (p : ℕ → Bool) : elements 0 p = [] := rfl
@[simp] theorem elements_succ (b : ℕ) (p : ℕ → Bool) :
elements (b+1) p = elements b p ++ if p b then [b] else [] := by
simp only [elements, List.range_succ, List.filter_append]
cases hb : p b <;> simp [hb]
@[simp] theorem count_zero (p : ℕ → Bool) : count 0 p = 0 := rfl
@[simp] theorem count_succ (b : ℕ) (p : ℕ → Bool) :
count (b+1) p = count b p + if p b then 1 else 0 := by
simp only [count, elements_succ, List.length_append]
cases p b <;> rfl
theorem mem_elements {b v : ℕ} {p : ℕ → Bool} : v ∈ elements b p ↔ v < b ∧ p v = true := by
simp [elements, and_comm]
theorem count_mono (p : ℕ → Bool) {a b : ℕ} (h : a ≤ b) : count a p ≤ count b p := by
induction h with
| refl => rfl
| @step b h ih => rw [count_succ]; omega
theorem count_strict {p : ℕ → Bool} {a b : ℕ} (h : a < b) (ha : p a = true) :
count a p < count b p := by
have hh := count_mono p h
rw [count_succ, ha] at hh
simp only [↓reduceIte] at hh
omega
theorem rank (b : ℕ) (p : ℕ → Bool) (j : ℕ) (hj : j < (elements b p).length) :
count (elements b p)[j] p = j := by
induction b with
| zero => simp at hj
| succ b ih =>
by_cases hp : p b = true
· have he : elements (b+1) p = elements b p ++ [b] := by simp [hp]
simp only [he, List.length_append, List.length_singleton] at hj
simp only [he]
by_cases hh : j < (elements b p).length
· rw [List.getElem_append_left hh]
exact ih hh
· have hj' : j = (elements b p).length := by omega
subst j
simp [count]
· have he : elements (b+1) p = elements b p := by simp [hp]
simp only [he]
exact ih (by simpa only [he] using hj)
def select (b : ℕ) (p : ℕ → Bool) (j : ℕ) : ℕ :=
Nat.findGreatest (fun i => i < b ∧ p i = true ∧ count i p = j) b
theorem select_correct (b : ℕ) (p : ℕ → Bool) (j : ℕ) (hj : j < (elements b p).length) :
select b p j = (elements b p)[j] := by
let v := (elements b p)[j]
have hv : v < b ∧ p v = true := mem_elements.mp (List.getElem_mem hj)
have hr : count v p = j := rank b p j hj
apply Nat.findGreatest_eq_iff.mpr
refine ⟨by omega, fun _ => ⟨hv.1,hv.2,hr⟩, ?_⟩
intro i hi _ hh
have hlt := count_strict (p := p) hi hv.2
exact (ne_of_gt hlt) (hh.2.2.trans hr.symm)
end NumericFinite
namespace WordExpressions.NatPoly
variable {n : ℕ}
theorem filterCount {b : (Fin n → Word) → ℕ} {p : (Fin (n+1) → Word) → Bool}
(hb : NatPoly b) (hp : BoolPoly p) :
NatPoly (fun S => NumericFinite.count (b S) (fun i => p (Fin.snoc S (unary i)))) := by
apply (sum hb (ite hp (const 1) (const 0))).congr
intro S
dsimp only
congr 1
generalize b S = k
induction k with
| zero => rfl
| succ k ih => simp only [List.sum_range_succ, ih, NumericFinite.count_succ]
end WordExpressions.NatPoly
namespace WordExpressions.NatPoly
variable {n : ℕ}
theorem filterSelect {b j : (Fin n → Word) → ℕ} {p : (Fin (n+1) → Word) → Bool}
(hb : NatPoly b) (hj : NatPoly j) (hp : BoolPoly p) :
NatPoly (fun S => NumericFinite.select (b S) (fun i => p (Fin.snoc S (unary i))) (j S)) := by
have hp' : BoolPoly (fun T : Fin (n+2) → Word =>
p (Fin.snoc (T ∘ Fin.castSucc ∘ Fin.castSucc) (T (Fin.last (n+1))))) :=
Poly.applyWord hp (Fin.castSucc ∘ Fin.castSucc) (Poly.var _)
have hc := filterCount (var (Fin.last n)) hp'
have htest := BoolPoly.and (lt (var (Fin.last n)) (rename hb Fin.castSucc))
(BoolPoly.and hp (eqtest hc (rename hj Fin.castSucc)))
apply (findGreatest hb htest).congr
intro S
dsimp only [NumericFinite.select]
congr 2
funext i
simp only [Fin.snoc_last, unary, List.length_replicate, snoc_prefix,
Bool.and_eq_true, decide_eq_true_eq]
simp only [Function.comp_def, Fin.snoc_castSucc]
end WordExpressions.NatPoly
namespace WordExpressions.Expr
open StackModel.Command ComputationBounds
def decisionBound {n} (e : Expr n) (B : ℕ) : ℕ :=
2+(e.cost B+15*B+15)*(2*(B+(e.cost B+15*B+15))+3)
theorem decisionBound_polynomial {n} (e : Expr n) : Polynomial e.decisionBound := by
have h := add (add e.cost_polynomial (mul (constant 15) identity)) (constant 15)
exact add (constant 2) (mul h (add (mul (constant 2) (add identity h)) (constant 3)))
/-- The output bit is tested by three actual finite-control instructions.
Rejection is a literal rejecting state, including on malformed words. -/
theorem decides (e : Expr 1) (B : ℕ → ℕ)
(hw : ∀ n, n ≤ B n) (h : ∀ w, e.Bounded (fun _ => w) (B w.length)) :
∃ M : Machine, DecidesWithin M {w | (e.eval (fun _ => w)).getLast?.getD false = true}
(fun n => e.decisionBound (B n)) := by
obtain ⟨N,hN,hsmall⟩ := e.outputCode.small_exists
let c := e.outputCode.rename (finiteIndex N (by omega))
let input : Fin N := finiteIndex N (by omega) 0
let P := c.testProgram none input
refine ⟨StackModel.compile P input, ?_⟩
intro w
obtain ⟨t,ht,he⟩ := e.outputCode_exec w (B w.length) (hw _) (h w)
have he' := he.restrict N (by omega) hsmall
simp only [restrict_update (show 0 < N by omega) (show 0 < N by omega)] at he'
have hs : (fun _ : ℕ => ([] : Word)) ∘ Fin.val = fun _ : Fin N => [] := rfl
rw [hs] at he'
have hr := he'.testRun input input w rfl
simp only [input, Function.update_self] at hr
change (StackModel.run P input w (3+t)).control =
.inl ((e.eval (fun _ => w)).getLast?.getD false) at hr
obtain ⟨T,hT,hTe⟩ := StackModel.run_execution P input w (3+t)
refine ⟨T, ?_, ?_, ?_⟩
· apply hT.trans
dsimp only [decisionBound]
have htp : 3+t ≤ e.cost (B w.length)+15*(B w.length)+15 := by omega
have hn := hw w.length
gcongr
· rw [hTe]
simp only [Halted, StackModel.encodeConfig, hr]
cases hb : (e.eval (fun _ => w)).getLast?.getD false <;> simp
· rw [hTe]
simp only [StackModel.encodeConfig, hr, Set.mem_ofPred_eq]
cases hb : (e.eval (fun _ => w)).getLast?.getD false <;> simp
change ¬(2 : Fin ((StackModel.compile P input).extraStates+3)) = 1
intro heq
have hv := congrArg Fin.val heq
change 2 % ((StackModel.compile P input).extraStates+3) =
1 % ((StackModel.compile P input).extraStates+3) at hv
have h1 : 1 < (StackModel.compile P input).extraStates+3 := by omega
have h2 : 2 < (StackModel.compile P input).extraStates+3 := by omega
rw [Nat.mod_eq_of_lt h2, Nat.mod_eq_of_lt h1] at hv
omega
end WordExpressions.Expr
namespace ComputationBounds
/-- A single exponential with a polynomial exponent (not an iterated exponential). -/
def Exponential (f : ℕ → ℕ) : Prop := ∃ C d : ℕ, ∀ n, f n ≤ 2^(C*(n+1)^d)
theorem power {f : ℕ → ℕ} (hf : Polynomial f) (d : ℕ) : Polynomial (fun n => (f n)^d) := by
induction d with
| zero => simpa using constant 1
| succ d ih => simpa only [pow_succ] using mul ih hf
theorem exp_dominates {f g : ℕ → ℕ} (hf : Exponential f) (h : ∀ n, g n ≤ f n) : Exponential g := by
obtain ⟨C,d,hf⟩ := hf
exact ⟨C,d,fun n => (h n).trans (hf n)⟩
theorem two_pow {f : ℕ → ℕ} (hf : Polynomial f) : Exponential (fun n => 2^(f n)) := by
obtain ⟨C,d,hf⟩ := hf
exact ⟨C,d,fun n => Nat.pow_le_pow_right (by decide) (hf n)⟩
theorem polynomial_exponential {f : ℕ → ℕ} (hf : Polynomial f) : Exponential f :=
exp_dominates (two_pow hf) (fun _ => (Nat.lt_two_pow_self).le)
theorem exp_constant (c : ℕ) : Exponential (fun _ => c) := polynomial_exponential (constant c)
theorem exp_identity : Exponential id := polynomial_exponential identity
theorem exp_add {f g : ℕ → ℕ} (hf : Exponential f) (hg : Exponential g) :
Exponential (fun n => f n+g n) := by
obtain ⟨C,d,hf⟩ := hf
obtain ⟨D,e,hg⟩ := hg
let p := fun n => C*(n+1)^d
let q := fun n => D*(n+1)^e
have hp : Polynomial p := ⟨C,d,fun _ => le_rfl⟩
have hq : Polynomial q := ⟨D,e,fun _ => le_rfl⟩
apply exp_dominates (two_pow (add (add hp hq) (constant 1)))
intro n
have ha : f n ≤ 2^(p n+q n) := (hf n).trans (Nat.pow_le_pow_right (by decide) (Nat.le_add_right (p n) (q n)))
have hb : g n ≤ 2^(p n+q n) := (hg n).trans (Nat.pow_le_pow_right (by decide) (Nat.le_add_left (q n) (p n)))
change f n+g n ≤ 2^(p n+q n+1)
rw [pow_succ]
omega
theorem exp_mul {f g : ℕ → ℕ} (hf : Exponential f) (hg : Exponential g) :
Exponential (fun n => f n*g n) := by
obtain ⟨C,d,hf⟩ := hf
obtain ⟨D,e,hg⟩ := hg
have hp : Polynomial (fun n => C*(n+1)^d) := ⟨C,d,fun _ => le_rfl⟩
have hq : Polynomial (fun n => D*(n+1)^e) := ⟨D,e,fun _ => le_rfl⟩
apply exp_dominates (two_pow (add hp hq))
intro n
simpa only [pow_add] using Nat.mul_le_mul (hf n) (hg n)
theorem exp_power {f : ℕ → ℕ} (hf : Exponential f) (d : ℕ) : Exponential (fun n => (f n)^d) := by
induction d with
| zero => simpa using exp_constant 1
| succ d ih => simpa only [pow_succ] using exp_mul ih hf
theorem polynomial_exp_comp {f g : ℕ → ℕ} (hf : Polynomial f) (hg : Exponential g) :
Exponential (fun n => f (g n)) := by
obtain ⟨C,d,hf⟩ := hf
exact exp_dominates (exp_mul (exp_constant C) (exp_power (exp_add hg (exp_constant 1)) d))
(fun n => hf (g n))
end ComputationBounds
end WLIdentification
end OAI