openAI-math-dataset / lean /OAI /Combinatorics /EditApproximation /Probability /FiniteBitPolynomial.lean
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| import OAI.Combinatorics.EditApproximation.Binary.BinaryAffineGuard | |
| namespace OAI | |
| /-! A structural polynomial bound for finite Boolean arithmetic loops. | |
| The expression language includes only operations whose magnitude is bounded | |
| by a fixed power of a common input bound. -/ | |
| namespace EditApproximation | |
| inductive FiniteBitPolynomial (ι : Type*) where | |
| | input (i : ι) | |
| | constant (n : ℕ) | |
| | add (a b : FiniteBitPolynomial ι) | |
| | mul (a b : FiniteBitPolynomial ι) | |
| | pow (a : FiniteBitPolynomial ι) (n : ℕ) | |
| | maximum (a b : FiniteBitPolynomial ι) | |
| | minimum (a b : FiniteBitPolynomial ι) | |
| | bitLength (a : FiniteBitPolynomial ι) | |
| namespace FiniteBitPolynomial | |
| instance {ι : Type*} (n : ℕ) : OfNat (FiniteBitPolynomial ι) n := ⟨.constant n⟩ | |
| instance {ι : Type*} : Add (FiniteBitPolynomial ι) := ⟨.add⟩ | |
| instance {ι : Type*} : Mul (FiniteBitPolynomial ι) := ⟨.mul⟩ | |
| instance {ι : Type*} : Pow (FiniteBitPolynomial ι) ℕ := ⟨.pow⟩ | |
| def eval {ι : Type*} (env : ι → ℕ) : FiniteBitPolynomial ι → ℕ | |
| | .input i => env i | |
| | .constant n => n | |
| | .add a b => a.eval env + b.eval env | |
| | .mul a b => a.eval env * b.eval env | |
| | .pow a n => a.eval env ^ n | |
| | .maximum a b => max (a.eval env) (b.eval env) | |
| | .minimum a b => min (a.eval env) (b.eval env) | |
| | .bitLength a => Nat.size (a.eval env) | |
| def degree {ι : Type*} : FiniteBitPolynomial ι → ℕ | |
| | .input _ => 1 | |
| | .constant n => Nat.size n | |
| | .add a b => max a.degree b.degree + 1 | |
| | .mul a b => a.degree + b.degree | |
| | .pow a n => a.degree * n | |
| | .maximum a b => max a.degree b.degree | |
| | .minimum a b => max a.degree b.degree | |
| | .bitLength a => a.degree | |
| theorem eval_le_pow {ι : Type*} (p : FiniteBitPolynomial ι) (env : ι → ℕ) | |
| (S : ℕ) (hS : 2 ≤ S) (henv : ∀ i, env i ≤ S) : | |
| p.eval env ≤ S ^ p.degree := by | |
| induction p with | |
| | input i => simpa only [eval, degree, pow_one] using henv i | |
| | constant n => | |
| exact (Nat.lt_size_self n).le.trans (Nat.pow_le_pow_left hS _) | |
| | add a b ha hb => | |
| have ha' := ha.trans (Nat.pow_le_pow_right (by omega : 0 < S) (Nat.le_max_left a.degree b.degree)) | |
| have hb' := hb.trans (Nat.pow_le_pow_right (by omega : 0 < S) (Nat.le_max_right a.degree b.degree)) | |
| change a.eval env + b.eval env ≤ S ^ (max a.degree b.degree + 1) | |
| calc | |
| _ ≤ 2 * S ^ max a.degree b.degree := by omega | |
| _ ≤ S * S ^ max a.degree b.degree := Nat.mul_le_mul_right _ hS | |
| _ = _ := (pow_succ' S _).symm | |
| | mul a b ha hb => | |
| exact (Nat.mul_le_mul ha hb).trans_eq (pow_add S a.degree b.degree).symm | |
| | pow a n ha => | |
| exact (Nat.pow_le_pow_left ha n).trans_eq (pow_mul S a.degree n).symm | |
| | maximum a b ha hb => | |
| exact max_le | |
| (ha.trans (Nat.pow_le_pow_right (by omega) (Nat.le_max_left a.degree b.degree))) | |
| (hb.trans (Nat.pow_le_pow_right (by omega) (Nat.le_max_right a.degree b.degree))) | |
| | minimum a b ha _ => | |
| exact (Nat.min_le_left _ _).trans | |
| (ha.trans (Nat.pow_le_pow_right (by omega) (Nat.le_max_left a.degree b.degree))) | |
| | bitLength a ha => | |
| exact (Nat.size_le.mpr Nat.lt_two_pow_self).trans ha | |
| end FiniteBitPolynomial | |
| end EditApproximation | |
| end OAI | |