Download lean/OAI/Computability/DepthThree/LanguageBitEvaluator.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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5.15 kB
| import OAI.Computability.DepthThree.LanguageBitArithmetic | |
| import OAI.Computability.DepthThree.Language | |
| import Mathlib.Tactic.Ring | |
| namespace OAI | |
| namespace DepthThreeLowerBound | |
| open scoped BigOperators | |
| open BinaryAlgebra | |
| open Polynomial | |
| theorem mul_remainder_modByMonic (a b p : Polynomial (ZMod 2)) (hp : p.Monic) : | |
| (a * (b %ₘ p)) %ₘ p = (a * b) %ₘ p := by | |
| symm | |
| calc | |
| (a * b) %ₘ p = (a * (b %ₘ p + p * (b /ₘ p))) %ₘ p := by | |
| rw [Polynomial.modByMonic_add_div b p] | |
| _ = (a * (b %ₘ p)) %ₘ p := by | |
| rw [mul_add, Polynomial.add_modByMonic] | |
| have hz : (a * (p * (b /ₘ p))) %ₘ p = 0 := by | |
| rw [← mul_assoc, mul_comm a p, mul_assoc, | |
| Polynomial.self_mul_modByMonic hp] | |
| rw [hz, add_zero] | |
| theorem wordPoly_mod_self {r : ℕ} (p a : BitWord r) : | |
| wordPoly a %ₘ inputPolynomialBits p = wordPoly a := by | |
| apply (Polynomial.modByMonic_eq_self_iff (inputPolynomialBits_monic p)).2 | |
| rw [inputPolynomialBits_degree] | |
| exact degree_wordPoly_lt a | |
| def wordHorner {r : ℕ} (p h : BitWord r) : | |
| (t : ℕ) → (Fin t → BitWord r) → BitWord r | |
| | 0, _ => fun _ => false | |
| | t + 1, b => wordFreeze (wordXor (b 0) | |
| (wordMulMod p h (wordHorner p h t (fun i => b i.succ)))) | |
| theorem wordPoly_horner {r : ℕ} (p h : BitWord r) (t : ℕ) | |
| (b : Fin t → BitWord r) : | |
| wordPoly (wordHorner p h t b) = | |
| (∑ j : Fin t, wordPoly (b j) * wordPoly h ^ j.val) %ₘ | |
| inputPolynomialBits p := by | |
| induction t with | |
| | zero => simp [wordHorner] | |
| | succ t ih => | |
| have hsum : | |
| (∑ j : Fin (t + 1), wordPoly (b j) * wordPoly h ^ j.val) = | |
| wordPoly (b 0) + wordPoly h * | |
| ∑ j : Fin t, wordPoly (b j.succ) * wordPoly h ^ j.val := by | |
| rw [Fin.sum_univ_succ] | |
| simp only [Fin.val_zero, pow_zero, mul_one, Fin.val_succ, pow_succ] | |
| rw [Finset.mul_sum] | |
| apply congrArg (fun z : Polynomial (ZMod 2) => wordPoly (b 0) + z) | |
| apply Finset.sum_congr rfl | |
| intro j _ | |
| ring | |
| rw [wordHorner, wordFreeze_eq, wordPoly_xor, wordPoly_mulMod, | |
| ih, mul_remainder_modByMonic _ _ _ (inputPolynomialBits_monic p), | |
| hsum, Polynomial.add_modByMonic, wordPoly_mod_self] | |
| def wordHash {d r : ℕ} (u : BitWord (d + r - 1)) (x : BitWord d) : BitWord r := | |
| wordFreeze fun i => | |
| xorBits (List.ofFn fun s : Fin d => u (BinaryHash.sumIndex i s) && x s) | |
| theorem wordHash_eq {d r : ℕ} (u : BitWord (d + r - 1)) (x : BitWord d) : | |
| wordHash u x = BinaryHash.hashBool u x := by | |
| funext i | |
| apply bitValue_injective | |
| simp only [wordHash, wordFreeze_eq, bitValue_xorBits_ofFn, bitValue_and, | |
| BinaryHash.bitValue_hashBool, BinaryHash.hashF2] | |
| def multiplyBitLists (r : ℕ) (p a b : List Bool) : List Bool := | |
| wordList (wordMulMod (listWord r p) (listWord r a) (listWord r b)) | |
| @[simp] theorem multiplyBitLists_length (r : ℕ) (p a b : List Bool) : | |
| (multiplyBitLists r p a b).length = r := by | |
| simp [multiplyBitLists] | |
| theorem multiplyBitLists_correct (r : ℕ) (p a b : List Bool) : | |
| wordPoly (listWord r (multiplyBitLists r p a b)) = | |
| (wordPoly (listWord r a) * wordPoly (listWord r b)) %ₘ | |
| inputPolynomialBits (listWord r p) := by | |
| simp only [multiplyBitLists, listWord_wordList, wordPoly_mulMod] | |
| def hornerBitLists (r : ℕ) (p h : List Bool) (b : List (List Bool)) : List Bool := | |
| wordList (wordHorner (listWord r p) (listWord r h) b.length | |
| (fun j => listWord r (b.getD j.val []))) | |
| @[simp] theorem hornerBitLists_length (r : ℕ) (p h : List Bool) | |
| (b : List (List Bool)) : (hornerBitLists r p h b).length = r := by | |
| simp [hornerBitLists] | |
| theorem hornerBitLists_correct (r : ℕ) (p h : List Bool) (b : List (List Bool)) : | |
| wordPoly (listWord r (hornerBitLists r p h b)) = | |
| (∑ j : Fin b.length, wordPoly (listWord r (b.getD j.val [])) * | |
| wordPoly (listWord r h) ^ j.val) %ₘ inputPolynomialBits (listWord r p) := by | |
| simp only [hornerBitLists, listWord_wordList, wordPoly_horner] | |
| namespace ParsedInput | |
| def evaluationBits (q : ParsedInput) : BitWord q.ringDegree := | |
| wordHorner q.polynomial (wordHash q.hashSeed q.data) | |
| q.coefficientCount q.coefficients | |
| theorem wordPoly_evaluationBits (q : ParsedInput) : | |
| wordPoly q.evaluationBits = q.evaluationRemainder := by | |
| rw [evaluationBits, wordPoly_horner, wordHash_eq] | |
| rfl | |
| def evaluateBits (q : ParsedInput) : Bool := | |
| !(wordGet q.evaluationBits 0) | |
| theorem evaluateBits_eq (q : ParsedInput) : q.evaluateBits = q.evaluate := by | |
| have hc : bitValue (wordGet q.evaluationBits 0) = | |
| q.evaluationRemainder.coeff 0 := by | |
| rw [← coeff_wordPoly, wordPoly_evaluationBits] | |
| apply Bool.eq_iff_iff.mpr | |
| rw [evaluate_eq_true_iff] | |
| unfold evaluateBits | |
| rw [← hc, bitValue_eq_zero_iff] | |
| cases wordGet q.evaluationBits 0 <;> decide | |
| end ParsedInput | |
| def languageBits (w : List Bool) : Bool := | |
| match parseInput w with | |
| | none => false | |
| | some q => q.evaluateBits | |
| theorem languageBits_eq_language (w : List Bool) : languageBits w = language w := by | |
| unfold languageBits language | |
| cases parseInput w with | |
| | none => rfl | |
| | some q => exact q.evaluateBits_eq | |
| end DepthThreeLowerBound | |
| end OAI | |