openAI-math-dataset / lean /OAI /Computability /MaxCut /Encoding /BinaryCoordinates.lean
roseking's picture
Add lean source and binary files (part 61)
ea76aac verified
Raw History Blame Contribute Delete
5.01 kB
import Mathlib
import OAI.Computability.MaxCut.Model
namespace OAI
/-!
Dimension-independent transport between the compact bit-vector coordinates of
the finite motif and the coordinate functions used by the later constructions.
The vector-space addition involved here is XOR, not modular integer addition.
-/
namespace MaxCutGames.Integration.BinaryCoordinates
abbrev Coordinates (n : Nat) := Fin n → Bool
def pack : {n : Nat} → Coordinates n → BitVec n
| 0, _ => 0
| _ + 1, f => BitVec.concat (pack (fun i => f i.succ)) (f 0)
def unpack {n : Nat} (v : BitVec n) : Coordinates n :=
fun i => v.getLsbD i.val
theorem pack_get {n : Nat} (f : Coordinates n) (i : Fin n) :
(pack f).getLsbD i.val = f i := by
induction n with
| zero => exact Fin.elim0 i
| succ n ih =>
refine Fin.cases ?_ (fun j => ?_) i
· exact BitVec.getLsbD_concat_zero
· exact (BitVec.getLsbD_concat_succ).trans (ih (fun j => f j.succ) j)
theorem unpack_pack {n : Nat} (f : Coordinates n) : unpack (pack f) = f := by
funext i
exact pack_get f i
theorem pack_unpack {n : Nat} (v : BitVec n) : pack (unpack v) = v := by
apply BitVec.eq_of_getLsbD_eq
intro i hi
exact pack_get (unpack v) ⟨i, hi⟩
theorem unpack_injective {n : Nat} : Function.Injective (@unpack n) := by
intro u v h
have h' := congrArg pack h
simpa only [pack_unpack] using h'
theorem pack_injective {n : Nat} : Function.Injective (@pack n) := by
intro u v h
have h' := congrArg unpack h
simpa only [unpack_pack] using h'
theorem unpack_xor {n : Nat} (u v : BitVec n) :
unpack (u ^^^ v) = fun i => (unpack u i ^^ unpack v i) := by
funext i
exact BitVec.getLsbD_xor
theorem pack_xor {n : Nat} (u v : Coordinates n) :
pack (fun i => (u i ^^ v i)) = pack u ^^^ pack v := by
apply unpack_injective
rw [unpack_pack, unpack_xor, unpack_pack, unpack_pack]
theorem unpack_zero {n : Nat} : unpack (0 : BitVec n) = fun _ => false := by
funext i
simp [unpack]
theorem pack_zero {n : Nat} : pack (fun _ : Fin n => false) = 0 := by
apply unpack_injective
rw [unpack_pack, unpack_zero]
end MaxCutGames.Integration.BinaryCoordinates
/-! Exact transport from XOR bit vectors to vector spaces over `ZMod 2`. -/
namespace MaxCutGames.Integration.BinaryLinear
open BinaryCoordinates
abbrev F2 := ZMod 2
abbrev Vector (n : Nat) := Fin n → F2
def ofBit (b : Bool) : F2 := if b then 1 else 0
def toBit (a : F2) : Bool := decide (a = 1)
theorem scalar_cases : ∀ a : F2, a = 0 ∨ a = 1 := by decide
theorem ofBit_toBit : ∀ a : F2, ofBit (toBit a) = a := by decide
theorem toBit_ofBit : ∀ b : Bool, toBit (ofBit b) = b := by decide
theorem ofBit_xor : ∀ a b : Bool, ofBit (a ^^ b) = ofBit a + ofBit b := by decide
theorem toBit_add : ∀ a b : F2, toBit (a + b) = (toBit a ^^ toBit b) := by decide
def toVector {n : Nat} (v : BitVec n) : Vector n := fun i => ofBit (unpack v i)
def fromVector {n : Nat} (v : Vector n) : BitVec n := pack (fun i => toBit (v i))
theorem toVector_fromVector {n : Nat} (v : Vector n) : toVector (fromVector v) = v := by
funext i
simp only [toVector, fromVector, unpack_pack, ofBit_toBit]
theorem fromVector_toVector {n : Nat} (v : BitVec n) : fromVector (toVector v) = v := by
simp only [fromVector, toVector, toBit_ofBit]
exact pack_unpack v
def coordinatesEquiv (n : Nat) : BitVec n ≃ Vector n where
toFun := toVector
invFun := fromVector
left_inv := fromVector_toVector
right_inv := toVector_fromVector
theorem toVector_xor {n : Nat} (u v : BitVec n) :
toVector (u ^^^ v) = toVector u + toVector v := by
funext i
simp only [toVector, unpack_xor, ofBit_xor, Pi.add_apply]
theorem fromVector_add {n : Nat} (u v : Vector n) :
fromVector (u + v) = fromVector u ^^^ fromVector v := by
simp only [fromVector, Pi.add_apply, toBit_add, pack_xor]
@[simp] theorem toVector_zero {n : Nat} : toVector (0 : BitVec n) = 0 := by
unfold toVector
rw [unpack_zero]
rfl
@[simp] theorem fromVector_zero {n : Nat} : fromVector (0 : Vector n) = 0 := by
simp [fromVector, toBit, pack_zero]
/-- A zero-preserving XOR-additive map becomes a genuine binary linear map. -/
def liftLinear {n m : Nat} (f : BitVec n → BitVec m)
(hzero : f 0 = 0) (hadd : ∀ x y, f (x ^^^ y) = f x ^^^ f y) :
Vector n →ₗ[F2] Vector m where
toFun x := toVector (f (fromVector x))
map_add' x y := by rw [fromVector_add, hadd, toVector_xor]
map_smul' c x := by
rcases scalar_cases c with rfl | rfl
· change toVector (f (fromVector (0 • x))) = 0 • toVector (f (fromVector x))
rw [zero_smul, fromVector_zero, hzero, toVector_zero, zero_smul]
· simp
theorem liftLinear_apply {n m : Nat} (f : BitVec n → BitVec m)
(hzero : f 0 = 0) (hadd : ∀ x y, f (x ^^^ y) = f x ^^^ f y)
(x : Vector n) :
liftLinear f hzero hadd x = toVector (f (fromVector x)) := rfl
theorem finrank_vector (n : Nat) : Module.finrank F2 (Vector n) = n := by
simp [Vector]
end MaxCutGames.Integration.BinaryLinear
end OAI