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| 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 | |