openAI-math-dataset / lean /OAI /Computability /DepthThree /LanguageBitConvolution.lean
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Add lean source and binary files (part 60)
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import OAI.Computability.DepthThree.LanguageBitWord
import Mathlib.Algebra.BigOperators.Fin
import Mathlib.Data.List.OfFn
namespace OAI
namespace DepthThreeLowerBound
open scoped BigOperators
def xorBits (xs : List Bool) : Bool := xs.foldr Bool.xor false
@[simp] theorem xorBits_nil : xorBits [] = false := rfl
@[simp] theorem xorBits_cons (x : Bool) (xs : List Bool) :
xorBits (x :: xs) = Bool.xor x (xorBits xs) := rfl
theorem bitValue_xorBits (xs : List Bool) :
BinaryAlgebra.bitValue (xorBits xs) = (xs.map BinaryAlgebra.bitValue).sum := by
induction xs with
| nil => rfl
| cons x xs ih =>
change BinaryAlgebra.bitValue (Bool.xor x (xorBits xs)) =
BinaryAlgebra.bitValue x + (xs.map BinaryAlgebra.bitValue).sum
rw [BinaryAlgebra.bitValue_xor, ih]
theorem bitValue_xorBits_ofFn {n : ℕ} (f : Fin n → Bool) :
BinaryAlgebra.bitValue (xorBits (List.ofFn f)) =
∑ i : Fin n, BinaryAlgebra.bitValue (f i) := by
simp only [bitValue_xorBits, List.map_ofFn, List.sum_ofFn, Function.comp_apply]
def wordConvolve {r s : ℕ} (a : BitWord r) (b : BitWord s) : BitWord (r + s) :=
fun k => xorBits (List.ofFn fun i : Fin r =>
xorBits (List.ofFn fun j : Fin s =>
if i.val + j.val = k.val then a i && b j else false))
theorem coeff_wordPoly_mul {r s : ℕ} (a : BitWord r) (b : BitWord s) (k : ℕ) :
(wordPoly a * wordPoly b).coeff k =
∑ i : Fin r, ∑ j : Fin s,
if i.val + j.val = k then
BinaryAlgebra.bitValue (a i) * BinaryAlgebra.bitValue (b j)
else 0 := by
classical
simp only [wordPoly, BinaryAlgebra.pack, Finset.sum_mul_sum,
Polynomial.monomial_mul_monomial, Polynomial.finsetSum_coeff,
Polynomial.coeff_monomial]
theorem wordPoly_convolve {r s : ℕ} (a : BitWord r) (b : BitWord s) :
wordPoly (wordConvolve a b) = wordPoly a * wordPoly b := by
ext k
rw [coeff_wordPoly, coeff_wordPoly_mul]
by_cases hk : k < r + s
· rw [wordGet_of_lt _ hk]
simp only [wordConvolve, bitValue_xorBits_ofFn, apply_ite,
BinaryAlgebra.bitValue_and, BinaryAlgebra.bitValue_false]
· rw [wordGet_of_le _ (Nat.le_of_not_lt hk), BinaryAlgebra.bitValue_false]
symm
apply Finset.sum_eq_zero
intro i _
apply Finset.sum_eq_zero
intro j _
have hsum : i.val + j.val < r + s := Nat.add_lt_add i.is_lt j.is_lt
have hne : i.val + j.val ≠ k := by omega
simp [hne]
def wordList {n : ℕ} (a : BitWord n) : List Bool := List.ofFn a
def listWord (n : ℕ) (xs : List Bool) : BitWord n :=
fun i => xs.getD i.val false
@[simp] theorem wordList_length {n : ℕ} (a : BitWord n) :
(wordList a).length = n := List.length_ofFn
theorem wordList_getD {n : ℕ} (a : BitWord n) (i : ℕ) :
(wordList a).getD i false = wordGet a i := by
by_cases hi : i < n <;> simp [wordList, wordGet, hi]
@[simp] theorem listWord_wordList {n : ℕ} (a : BitWord n) :
listWord n (wordList a) = a := by
funext i
change (wordList a).getD i.val false = a i
rw [wordList_getD, wordGet_fin]
theorem wordList_listWord_length (xs : List Bool) :
wordList (listWord xs.length xs) = xs := by
apply List.ext_getElem
· simp [wordList]
· intro i _ hi
simp [wordList, listWord, List.getElem?_eq_getElem hi]
theorem wordList_listWord {n : ℕ} (xs : List Bool) (h : xs.length = n) :
wordList (listWord n xs) = xs := by
subst n
exact wordList_listWord_length xs
end DepthThreeLowerBound
end OAI