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| import OAI.Computability.FourierCircuit.LinearDAG | |
| namespace OAI | |
| section | |
| /-! Exact finite tensor and disjoint-block constructions for the triangular | |
| monotonicity experiment in 05-corners:130–201. -/ | |
| namespace ExactFourier | |
| open scoped Kronecker BigOperators | |
| namespace TensorTools | |
| variable {ι κ τ : Type} [Fintype ι] [Fintype κ] [Fintype τ] | |
| [DecidableEq ι] [DecidableEq κ] [DecidableEq τ] | |
| theorem unit_reindex (e : ι ≃ κ) (A : Matrix ι ι ℂ) (hA : IsUnit A) : | |
| IsUnit (Matrix.reindex e e A) := | |
| hA.map (Matrix.reindexAlgEquiv ℂ ℂ e).toMonoidHom | |
| theorem unit_tensor (A : Matrix ι ι ℂ) (B : Matrix κ κ ℂ) | |
| (hA : IsUnit A) (hB : IsUnit B) : IsUnit (A ⊗ₖ B) := by | |
| apply (Matrix.isUnit_iff_isUnit_det _).mpr | |
| rw [Matrix.det_kronecker] | |
| exact ((Matrix.isUnit_iff_isUnit_det _).mp hA).pow _ |>.mul | |
| (((Matrix.isUnit_iff_isUnit_det _).mp hB).pow _) | |
| def middleEquiv : (ι ⊕ κ) ⊕ τ ≃ (ι ⊕ τ) ⊕ κ where | |
| toFun := Sum.elim (Sum.elim (Sum.inl ∘ Sum.inl) Sum.inr) (Sum.inl ∘ Sum.inr) | |
| invFun := Sum.elim (Sum.elim (Sum.inl ∘ Sum.inl) Sum.inr) (Sum.inl ∘ Sum.inr) | |
| left_inv := by rintro ((i|k)|t) <;> rfl | |
| right_inv := by rintro ((i|t)|k) <;> rfl | |
| theorem pad_middle | |
| {ι : Type} {κ : Type} {τ : Type} [Fintype ι] [Fintype κ] [Fintype τ] [DecidableEq ι] [DecidableEq κ] [DecidableEq τ] (A : Matrix ι ι ℂ) (E : Matrix ι κ ℂ) (Y : Matrix κ κ ℂ) : | |
| Matrix.reindex (middleEquiv (τ := τ)) middleEquiv | |
| (Matrix.fromBlocks (Matrix.fromBlocks A E 0 Y) 0 0 (1 : Matrix τ τ ℂ)) = | |
| Matrix.fromBlocks (Matrix.fromBlocks A 0 0 (1 : Matrix τ τ ℂ)) | |
| (Matrix.fromRows E 0) 0 Y := by | |
| ext i j | |
| rcases i with (i|t)|k <;> rcases j with (j|t')|k' <;> | |
| simp [Matrix.reindex_apply, middleEquiv, Matrix.fromBlocks, Matrix.fromRows, Sum.elim, Matrix.one_apply] | |
| theorem pad_front | |
| {ι : Type} {κ : Type} {τ : Type} [Fintype ι] [Fintype κ] [Fintype τ] [DecidableEq ι] [DecidableEq κ] [DecidableEq τ] (B : Matrix τ τ ℂ) (F : Matrix τ κ ℂ) (Z : Matrix κ κ ℂ) : | |
| Matrix.reindex (Equiv.sumAssoc ι τ κ).symm (Equiv.sumAssoc ι τ κ).symm | |
| (Matrix.fromBlocks (1 : Matrix ι ι ℂ) 0 0 (Matrix.fromBlocks B F 0 Z)) = | |
| Matrix.fromBlocks (Matrix.fromBlocks (1 : Matrix ι ι ℂ) 0 0 B) | |
| (Matrix.fromRows 0 F) 0 Z := by | |
| ext i j | |
| rcases i with (i|t)|k <;> rcases j with (j|t')|k' <;> | |
| simp [Matrix.reindex_apply, Matrix.fromBlocks, Matrix.fromRows, Sum.elim, Matrix.one_apply] | |
| theorem join_mul | |
| {ι : Type} {κ : Type} {τ : Type} [Fintype ι] [Fintype κ] [Fintype τ] [DecidableEq ι] [DecidableEq κ] [DecidableEq τ] (A : Matrix ι ι ℂ) (B : Matrix τ τ ℂ) | |
| (E : Matrix ι κ ℂ) (F : Matrix τ κ ℂ) (Y Z : Matrix κ κ ℂ) : | |
| Matrix.fromBlocks (Matrix.fromBlocks (1 : Matrix ι ι ℂ) 0 0 B) | |
| (Matrix.fromRows 0 F) 0 Z * | |
| Matrix.fromBlocks (Matrix.fromBlocks A 0 0 (1 : Matrix τ τ ℂ)) | |
| (Matrix.fromRows E 0) 0 Y = | |
| Matrix.fromBlocks (Matrix.fromBlocks A 0 0 B) | |
| (Matrix.fromRows E (F * Y)) 0 (Z * Y) := by | |
| simp only [Matrix.fromBlocks_multiply, Matrix.mul_zero, Matrix.zero_mul, add_zero, | |
| zero_add, Matrix.one_mul, Matrix.mul_one] | |
| congr 1 | |
| ext i j | |
| rcases i with i|t <;> | |
| simp [Matrix.mul_apply, Fintype.sum_sum_type, Matrix.fromBlocks, Matrix.fromRows, Sum.elim, Matrix.one_apply] | |
| theorem price_join (p : MatrixPrice) (A : Matrix ι ι ℂ) (B : Matrix τ τ ℂ) | |
| (E : Matrix ι κ ℂ) (F : Matrix τ κ ℂ) (Y Z : Matrix κ κ ℂ) | |
| (hA : IsUnit A) (hB : IsUnit B) (hY : IsUnit Y) (hZ : IsUnit Z) : | |
| p.value (Matrix.fromBlocks (Matrix.fromBlocks A 0 0 B) | |
| (Matrix.fromRows E (F * Y)) 0 (Z * Y)) ≤ | |
| p.value (Matrix.fromBlocks A E 0 Y) + p.value (Matrix.fromBlocks B F 0 Z) := by | |
| have hT : IsUnit (Matrix.fromBlocks A E 0 Y) := | |
| Matrix.isUnit_fromBlocks_zero₂₁.mpr ⟨hA,hY⟩ | |
| have hU : IsUnit (Matrix.fromBlocks B F 0 Z) := | |
| Matrix.isUnit_fromBlocks_zero₂₁.mpr ⟨hB,hZ⟩ | |
| have hT' : IsUnit (Matrix.fromBlocks (Matrix.fromBlocks A E 0 Y) 0 0 (1 : Matrix τ τ ℂ)) := | |
| Matrix.isUnit_fromBlocks_zero₂₁.mpr ⟨hT,isUnit_one⟩ | |
| have hU' : IsUnit (Matrix.fromBlocks (1 : Matrix ι ι ℂ) 0 0 (Matrix.fromBlocks B F 0 Z)) := | |
| Matrix.isUnit_fromBlocks_zero₂₁.mpr ⟨isUnit_one,hU⟩ | |
| rw [← join_mul, ← pad_middle, ← pad_front] | |
| calc | |
| _ ≤ _ := p.mul_le _ _ (unit_reindex _ _ hU') (unit_reindex _ _ hT') | |
| _ = _ := by rw [p.reindex _ _ hU', p.reindex _ _ hT', | |
| p.directSum _ _ isUnit_one hU, p.identity_pad _ hT, p.one]; ring | |
| end TensorTools | |
| end ExactFourier | |
| end | |
| section | |
| /-! Two cell programs sharing only their persistent state space. Unlike the | |
| triangular experiment, no invertibility of the state block is assumed. -/ | |
| namespace ExactFourier | |
| open TensorTools | |
| namespace CellJoin | |
| variable {α β γ : Type} [Fintype α] [Fintype β] [Fintype γ] | |
| [DecidableEq α] [DecidableEq β] [DecidableEq γ] | |
| abbrev join (X : Matrix (α ⊕ β) (α ⊕ β) ℂ) (Y : Matrix (γ ⊕ β) (γ ⊕ β) ℂ) : | |
| Matrix ((α ⊕ γ) ⊕ β) ((α ⊕ γ) ⊕ β) ℂ := | |
| Matrix.fromBlocks | |
| (Matrix.fromBlocks X.toBlocks₁₁ 0 (Y.toBlocks₁₂ * X.toBlocks₂₁) Y.toBlocks₁₁) | |
| (Matrix.fromRows X.toBlocks₁₂ (Y.toBlocks₁₂ * X.toBlocks₂₂)) | |
| (Matrix.fromCols (Y.toBlocks₂₂ * X.toBlocks₂₁) Y.toBlocks₂₁) | |
| (Y.toBlocks₂₂ * X.toBlocks₂₂) | |
| theorem join_eq | |
| {α : Type} {β : Type} {γ : Type} [Fintype α] [Fintype β] [Fintype γ] [DecidableEq α] [DecidableEq β] [DecidableEq γ] (X : Matrix (α ⊕ β) (α ⊕ β) ℂ) (Y : Matrix (γ ⊕ β) (γ ⊕ β) ℂ) : | |
| join X Y = | |
| Matrix.reindex (Equiv.sumAssoc α γ β).symm (Equiv.sumAssoc α γ β).symm | |
| (Matrix.fromBlocks (1 : Matrix α α ℂ) 0 0 Y) * | |
| Matrix.reindex (middleEquiv (ι := α) (κ := β) (τ := γ)) middleEquiv | |
| (Matrix.fromBlocks X 0 0 (1 : Matrix γ γ ℂ)) := by | |
| have hX : Matrix.reindex (middleEquiv (ι := α) (κ := β) (τ := γ)) middleEquiv | |
| (Matrix.fromBlocks X 0 0 (1 : Matrix γ γ ℂ)) = | |
| Matrix.fromBlocks (Matrix.fromBlocks X.toBlocks₁₁ 0 0 1) | |
| (Matrix.fromRows X.toBlocks₁₂ 0) (Matrix.fromCols X.toBlocks₂₁ 0) X.toBlocks₂₂ := by | |
| ext i j | |
| rcases i with (a|c)|b <;> rcases j with (a'|c')|b' <;> | |
| simp [Matrix.reindex_apply, middleEquiv, Matrix.fromBlocks, Matrix.fromRows, | |
| Matrix.fromCols, Sum.elim, Matrix.toBlocks₁₁, Matrix.toBlocks₁₂, Matrix.toBlocks₂₁, | |
| Matrix.toBlocks₂₂, Matrix.one_apply] | |
| have hY : Matrix.reindex (Equiv.sumAssoc α γ β).symm (Equiv.sumAssoc α γ β).symm | |
| (Matrix.fromBlocks (1 : Matrix α α ℂ) 0 0 Y) = | |
| Matrix.fromBlocks (Matrix.fromBlocks 1 0 0 Y.toBlocks₁₁) | |
| (Matrix.fromRows 0 Y.toBlocks₁₂) (Matrix.fromCols 0 Y.toBlocks₂₁) Y.toBlocks₂₂ := by | |
| ext i j | |
| rcases i with (a|c)|b <;> rcases j with (a'|c')|b' <;> | |
| simp [Matrix.reindex_apply, Matrix.fromBlocks, Matrix.fromRows, | |
| Matrix.fromCols, Sum.elim, Matrix.toBlocks₁₁, Matrix.toBlocks₁₂, Matrix.toBlocks₂₁, | |
| Matrix.toBlocks₂₂, Matrix.one_apply] | |
| rw [hX,hY] | |
| simp only [join, Matrix.fromBlocks_multiply] | |
| ext i j | |
| rcases i with (a|c)|b <;> rcases j with (a'|c')|b' <;> | |
| simp [Matrix.mul_apply, Fintype.sum_sum_type, Matrix.fromBlocks, | |
| Matrix.fromRows, Matrix.fromCols, Sum.elim, Matrix.one_apply] | |
| theorem unit (X : Matrix (α ⊕ β) (α ⊕ β) ℂ) (Y : Matrix (γ ⊕ β) (γ ⊕ β) ℂ) | |
| (hX : IsUnit X) (hY : IsUnit Y) : IsUnit (join X Y) := by | |
| rw [join_eq] | |
| exact (unit_reindex _ _ (Matrix.isUnit_fromBlocks_zero₂₁.mpr ⟨isUnit_one,hY⟩)).mul | |
| (unit_reindex _ _ (Matrix.isUnit_fromBlocks_zero₂₁.mpr ⟨hX,isUnit_one⟩)) | |
| theorem price (p : MatrixPrice) (X : Matrix (α ⊕ β) (α ⊕ β) ℂ) | |
| (Y : Matrix (γ ⊕ β) (γ ⊕ β) ℂ) (hX : IsUnit X) (hY : IsUnit Y) : | |
| p.value (join X Y) ≤ p.value X + p.value Y := by | |
| have hX' : IsUnit (Matrix.fromBlocks X 0 0 (1 : Matrix γ γ ℂ)) := | |
| Matrix.isUnit_fromBlocks_zero₂₁.mpr ⟨hX,isUnit_one⟩ | |
| have hY' : IsUnit (Matrix.fromBlocks (1 : Matrix α α ℂ) 0 0 Y) := | |
| Matrix.isUnit_fromBlocks_zero₂₁.mpr ⟨isUnit_one,hY⟩ | |
| rw [join_eq] | |
| calc | |
| _ ≤ _ := p.mul_le _ _ (unit_reindex _ _ hY') (unit_reindex _ _ hX') | |
| _ = _ := by rw [p.reindex _ _ hY',p.reindex _ _ hX', | |
| p.directSum _ _ isUnit_one hY,p.identity_pad _ hX,p.one]; ring | |
| end CellJoin | |
| end ExactFourier | |
| end | |
| section | |
| namespace ExactFourier.Triangular | |
| open scoped Kronecker BigOperators | |
| open TensorTools | |
| variable {α β σ κ : Type} [Fintype α] [Fintype β] [Fintype σ] [Fintype κ] | |
| [DecidableEq α] [DecidableEq β] [DecidableEq σ] [DecidableEq κ] | |
| def swapLast : (σ × α) × β ≃ (σ × β) × α where | |
| toFun x := ((x.1.1,x.2),x.1.2) | |
| invFun x := ((x.1.1,x.2),x.1.2) | |
| left_inv := by rintro ⟨⟨s,a⟩,b⟩; rfl | |
| right_inv := by rintro ⟨⟨s,b⟩,a⟩; rfl | |
| def liftEquiv : ((σ × α) ⊕ κ) × β ≃ ((σ × β) × α) ⊕ (κ × β) := | |
| (Equiv.sumProdDistrib _ _ _).trans (Equiv.sumCongr swapLast (Equiv.refl _)) | |
| def oldE (E : Matrix (σ × α) κ ℂ) : Matrix ((σ × β) × α) (κ × β) ℂ := | |
| fun i j => E (i.1.1,i.2) j.1 * (1 : Matrix β β ℂ) i.1.2 j.2 | |
| theorem lift_identity | |
| {α : Type} {β : Type} {σ : Type} {κ : Type} [Fintype α] [Fintype β] [Fintype σ] [Fintype κ] [DecidableEq α] [DecidableEq β] [DecidableEq σ] [DecidableEq κ] (M : Matrix α α ℂ) (E : Matrix (σ × α) κ ℂ) | |
| (Y : Matrix κ κ ℂ) : | |
| Matrix.reindex liftEquiv liftEquiv | |
| (Matrix.fromBlocks ((1 : Matrix σ σ ℂ) ⊗ₖ M) E 0 Y ⊗ₖ (1 : Matrix β β ℂ)) = | |
| Matrix.fromBlocks ((1 : Matrix (σ × β) (σ × β) ℂ) ⊗ₖ M) (oldE E) 0 | |
| (Y ⊗ₖ (1 : Matrix β β ℂ)) := by | |
| ext i j | |
| rcases i with ⟨⟨s,b⟩,a⟩|⟨i,b⟩ <;> rcases j with ⟨⟨s',b'⟩,a'⟩|⟨j,b'⟩ <;> | |
| simp [Matrix.reindex_apply, liftEquiv, swapLast, Matrix.kroneckerMap_apply, | |
| Matrix.fromBlocks, oldE, Matrix.one_apply, mul_comm, Prod.mk.injEq, and_comm] | |
| split_ifs <;> simp_all | |
| theorem new_identity | |
| {α : Type} {β : Type} {κ : Type} [Fintype α] [Fintype β] [Fintype κ] [DecidableEq α] [DecidableEq β] [DecidableEq κ] (M : Matrix α α ℂ) (C : Matrix α β ℂ) (D : Matrix β β ℂ) : | |
| Matrix.reindex (Equiv.prodSumDistrib κ α β) (Equiv.prodSumDistrib κ α β) | |
| ((1 : Matrix κ κ ℂ) ⊗ₖ Matrix.fromBlocks M C 0 D) = | |
| Matrix.fromBlocks ((1 : Matrix κ κ ℂ) ⊗ₖ M) ((1 : Matrix κ κ ℂ) ⊗ₖ C) 0 | |
| ((1 : Matrix κ κ ℂ) ⊗ₖ D) := by | |
| ext i j | |
| rcases i with ⟨i,a⟩|⟨i,b⟩ <;> rcases j with ⟨j,a'⟩|⟨j,b'⟩ <;> | |
| simp [Matrix.reindex_apply, Matrix.kroneckerMap_apply, Matrix.fromBlocks] | |
| def nextE (E : Matrix (σ × α) κ ℂ) (Y : Matrix κ κ ℂ) (C : Matrix α β ℂ) : | |
| Matrix (((σ × β) ⊕ κ) × α) (κ × β) ℂ := | |
| fun i j => match i.1 with | |
| | Sum.inl s => E (s.1,i.2) j.1 * (1 : Matrix β β ℂ) s.2 j.2 | |
| | Sum.inr k => Y k j.1 * C i.2 j.2 | |
| def mergeEquiv : (((σ × β) × α) ⊕ (κ × α)) ⊕ (κ × β) ≃ | |
| (((σ × β) ⊕ κ) × α) ⊕ (κ × β) := | |
| Equiv.sumCongr (Equiv.sumProdDistrib (σ × β) κ α).symm (Equiv.refl _) | |
| theorem merge_identity | |
| {α : Type} {β : Type} {σ : Type} {κ : Type} [Fintype α] [Fintype β] [Fintype σ] [Fintype κ] [DecidableEq α] [DecidableEq β] [DecidableEq σ] [DecidableEq κ] (M : Matrix α α ℂ) (C : Matrix α β ℂ) (D : Matrix β β ℂ) | |
| (E : Matrix (σ × α) κ ℂ) (Y : Matrix κ κ ℂ) : | |
| Matrix.reindex mergeEquiv mergeEquiv | |
| (Matrix.fromBlocks | |
| (Matrix.fromBlocks ((1 : Matrix (σ × β) (σ × β) ℂ) ⊗ₖ M) 0 0 | |
| ((1 : Matrix κ κ ℂ) ⊗ₖ M)) | |
| (Matrix.fromRows (oldE E) (((1 : Matrix κ κ ℂ) ⊗ₖ C) * | |
| (Y ⊗ₖ (1 : Matrix β β ℂ)))) 0 | |
| (((1 : Matrix κ κ ℂ) ⊗ₖ D) * (Y ⊗ₖ (1 : Matrix β β ℂ)))) = | |
| Matrix.fromBlocks ((1 : Matrix ((σ × β) ⊕ κ) ((σ × β) ⊕ κ) ℂ) ⊗ₖ M) | |
| (nextE E Y C) 0 (Y ⊗ₖ D) := by | |
| rw [← Matrix.mul_kronecker_mul, ← Matrix.mul_kronecker_mul] | |
| simp only [Matrix.one_mul, Matrix.mul_one] | |
| ext i j | |
| rcases i with ⟨s|k,a⟩|⟨i,b⟩ <;> rcases j with ⟨s'|k',a'⟩|⟨j,b'⟩ <;> | |
| simp [Matrix.reindex_apply, mergeEquiv, Matrix.kroneckerMap_apply, | |
| Matrix.fromBlocks, Matrix.fromRows, Sum.elim, oldE, nextE, Matrix.one_apply] | |
| theorem next_price (p : MatrixPrice) (M : Matrix α α ℂ) (C : Matrix α β ℂ) | |
| (D : Matrix β β ℂ) (E : Matrix (σ × α) κ ℂ) (Y : Matrix κ κ ℂ) | |
| (hM : IsUnit M) (hD : IsUnit D) (hY : IsUnit Y) : | |
| p.value (Matrix.fromBlocks ((1 : Matrix ((σ × β) ⊕ κ) ((σ × β) ⊕ κ) ℂ) ⊗ₖ M) | |
| (nextE E Y C) 0 (Y ⊗ₖ D)) ≤ | |
| Fintype.card β * p.value (Matrix.fromBlocks ((1 : Matrix σ σ ℂ) ⊗ₖ M) E 0 Y) + | |
| Fintype.card κ * p.value (Matrix.fromBlocks M C 0 D) := by | |
| have hT : IsUnit (Matrix.fromBlocks ((1 : Matrix σ σ ℂ) ⊗ₖ M) E 0 Y) := | |
| Matrix.isUnit_fromBlocks_zero₂₁.mpr ⟨unit_tensor _ _ isUnit_one hM,hY⟩ | |
| have hK : IsUnit (Matrix.fromBlocks M C 0 D) := | |
| Matrix.isUnit_fromBlocks_zero₂₁.mpr ⟨hM,hD⟩ | |
| have hh := price_join p ((1 : Matrix (σ × β) (σ × β) ℂ) ⊗ₖ M) | |
| ((1 : Matrix κ κ ℂ) ⊗ₖ M) (oldE E) ((1 : Matrix κ κ ℂ) ⊗ₖ C) | |
| (Y ⊗ₖ (1 : Matrix β β ℂ)) ((1 : Matrix κ κ ℂ) ⊗ₖ D) | |
| (unit_tensor _ _ isUnit_one hM) (unit_tensor _ _ isUnit_one hM) | |
| (unit_tensor _ _ hY isUnit_one) (unit_tensor _ _ isUnit_one hD) | |
| rw [← lift_identity, ← new_identity] at hh | |
| rw [p.reindex _ _ (unit_tensor _ _ hT isUnit_one), | |
| p.reindex _ _ (unit_tensor _ _ isUnit_one hK), | |
| p.tensor _ _ hT isUnit_one, p.tensor _ _ isUnit_one hK, p.one, p.one] at hh | |
| simp only [mul_zero, add_zero, zero_add] at hh | |
| rw [← merge_identity, p.reindex] | |
| · exact hh | |
| · apply Matrix.isUnit_fromBlocks_zero₂₁.mpr | |
| constructor | |
| · exact Matrix.isUnit_fromBlocks_zero₂₁.mpr | |
| ⟨unit_tensor _ _ isUnit_one hM, unit_tensor _ _ isUnit_one hM⟩ | |
| · exact (unit_tensor _ _ isUnit_one hD).mul (unit_tensor _ _ hY isUnit_one) | |
| end ExactFourier.Triangular | |
| end | |
| section | |
| /-! Whole-row-block compression used in the proof of triangular monotonicity | |
| (05-corners.tex:145–209). Only the block-copy index is changed; individual rows | |
| of a spatial block are never independently mixed. -/ | |
| namespace ExactFourier.RowCompression | |
| open scoped BigOperators | |
| section Splitting | |
| variable {K E F : Type*} [Field K] [AddCommGroup E] [Module K E] | |
| [AddCommGroup F] [Module K F] | |
| /-- A chosen linear right inverse splits a surjection with its kernel. -/ | |
| def splitEquiv (f : E →ₗ[K] F) (s : F →ₗ[K] E) | |
| (hs : f.comp s = LinearMap.id) : E ≃ₗ[K] F × LinearMap.ker f where | |
| toFun x := (f x, ⟨x-s (f x), by | |
| change f (x-s (f x)) = 0 | |
| have h := LinearMap.congr_fun hs (f x) | |
| simpa using sub_eq_zero.mpr h.symm⟩) | |
| invFun x := s x.1 + x.2 | |
| left_inv x := by simp | |
| right_inv x := by | |
| apply Prod.ext | |
| · have h : f (s x.1) = x.1 := LinearMap.congr_fun hs x.1 | |
| have hx : f (x.2 : E) = 0 := x.2.property | |
| simp only [map_add, h, hx, add_zero] | |
| · apply Subtype.ext | |
| have h : f (s x.1) = x.1 := LinearMap.congr_fun hs x.1 | |
| have hx : f (x.2 : E) = 0 := x.2.property | |
| simp only [map_add, h, hx, add_zero] | |
| abel | |
| map_add' x y := by | |
| apply Prod.ext | |
| · exact map_add f x y | |
| · apply Subtype.ext | |
| simp only [Prod.snd_add, Submodule.coe_add, map_add] | |
| abel | |
| map_smul' c x := by | |
| apply Prod.ext | |
| · exact map_smul f c x | |
| · apply Subtype.ext | |
| simp [smul_sub] | |
| @[simp] theorem splitEquiv_fst (f : E →ₗ[K] F) (s : F →ₗ[K] E) | |
| (hs : f.comp s = LinearMap.id) (x : E) : (splitEquiv f s hs x).1 = f x := rfl | |
| /-- Two surjections from the same finite-dimensional domain differ by an | |
| invertible change of domain. This is the block-copy coordinate change V. -/ | |
| theorem surjective_equiv [FiniteDimensional K E] (f g : E →ₗ[K] F) | |
| (hf : Function.Surjective f) (hg : Function.Surjective g) : | |
| ∃ e : E ≃ₗ[K] E, ∀ x, f (e x) = g x := by | |
| obtain ⟨s, hs⟩ := f.exists_rightInverse_of_surjective (LinearMap.range_eq_top.mpr hf) | |
| obtain ⟨t, ht⟩ := g.exists_rightInverse_of_surjective (LinearMap.range_eq_top.mpr hg) | |
| have hd : Module.finrank K (LinearMap.ker g) = Module.finrank K (LinearMap.ker f) := by | |
| have h1 := f.finrank_range_add_finrank_ker | |
| have h2 := g.finrank_range_add_finrank_ker | |
| rw [LinearMap.range_eq_top.mpr hf] at h1 | |
| rw [LinearMap.range_eq_top.mpr hg] at h2 | |
| omega | |
| let a : LinearMap.ker g ≃ₗ[K] LinearMap.ker f := LinearEquiv.ofFinrankEq _ _ hd | |
| let e := (splitEquiv g t ht).trans | |
| ((LinearEquiv.prodCongr (LinearEquiv.refl K F) a).trans (splitEquiv f s hs).symm) | |
| refine ⟨e, ?_⟩ | |
| intro x | |
| have h := congrArg Prod.fst ((splitEquiv f s hs).apply_symm_apply | |
| (g x, a (splitEquiv g t ht x).2)) | |
| exact h | |
| /-- Equality of row spaces, not an assumption of full row rank, suffices. -/ | |
| theorem range_equiv [FiniteDimensional K E] (f g : E →ₗ[K] F) | |
| (hfg : LinearMap.range f = LinearMap.range g) : | |
| ∃ e : E ≃ₗ[K] E, ∀ x, f (e x) = g x := by | |
| let g' : E →ₗ[K] LinearMap.range f := g.codRestrict (LinearMap.range f) | |
| (by intro x; rw [hfg]; exact LinearMap.mem_range_self g x) | |
| have hg' : Function.Surjective g' := by | |
| rintro ⟨y, hy⟩ | |
| rw [hfg] at hy | |
| obtain ⟨x, rfl⟩ := hy | |
| exact ⟨x, rfl⟩ | |
| obtain ⟨e, he⟩ := surjective_equiv f.rangeRestrict g' | |
| (LinearMap.range_eq_top.mp f.range_rangeRestrict) hg' | |
| exact ⟨e, fun x => congrArg Subtype.val (he x)⟩ | |
| end Splitting | |
| section Matrices | |
| variable {K α β : Type*} [Field K] [Fintype α] [DecidableEq α] | |
| /-- The row-space equivalence as an actual invertible left multiplier. -/ | |
| theorem matrix_row_equiv (R S : Matrix α β K) | |
| (hRS : Submodule.span K (Set.range R) = Submodule.span K (Set.range S)) : | |
| ∃ V : Matrix α α K, IsUnit V ∧ V * R = S := by | |
| obtain ⟨e, he⟩ := range_equiv R.vecMulLinear S.vecMulLinear | |
| (by simpa only [range_vecMulLinear, Matrix.row] using hRS) | |
| let V := e.toLinearMap.toMatrixRight' | |
| let W := e.symm.toLinearMap.toMatrixRight' | |
| have hVW : V * W = 1 := by | |
| rw [← LinearMap.toMatrixRight'_comp] | |
| have h : e.symm.toLinearMap.comp e.toLinearMap = LinearMap.id := by ext x; simp | |
| rw [h, LinearMap.toMatrixRight'_id] | |
| have hWV : W * V = 1 := by | |
| rw [← LinearMap.toMatrixRight'_comp] | |
| have h : e.toLinearMap.comp e.symm.toLinearMap = LinearMap.id := by ext x; simp | |
| rw [h, LinearMap.toMatrixRight'_id] | |
| refine ⟨V, ⟨⟨V, W, hVW, hWV⟩, rfl⟩, ?_⟩ | |
| apply Matrix.toLinearMapRight'.injective | |
| rw [Matrix.toLinearMapRight'_mul] | |
| change R.vecMulLinear.comp (LinearMap.toMatrixRight'.symm | |
| (LinearMap.toMatrixRight' e.toLinearMap)) = S.vecMulLinear | |
| rw [LinearEquiv.symm_apply_apply] | |
| exact LinearMap.ext he | |
| /-- Select a sparse spanning-family basis and perform the invertible compression | |
| on the *whole* row-block index. At most dim(β → K) rows remain. -/ | |
| theorem sparse_row_compression {γ : Type*} [Fintype β] (R : Matrix α β K) | |
| (Q : γ → β → K) | |
| (hspan : Submodule.span K (Set.range R) = Submodule.span K (Set.range Q)) : | |
| ∃ V : Matrix α α K, IsUnit V ∧ ∃ I : Finset α, | |
| I.card ≤ Fintype.card β ∧ | |
| (∀ i, i ∉ I → (V*R) i = 0) ∧ | |
| (∀ i ∈ I, ∃ g, (V*R) i = Q g) := by | |
| classical | |
| obtain ⟨t, htQ, htcard, htspan, hti⟩ := | |
| Submodule.exists_finset_span_eq_linearIndepOn K (Set.range Q) | |
| have hta : Fintype.card t ≤ Fintype.card α := by | |
| rw [Fintype.card_coe, htcard, ← hspan] | |
| exact finrank_range_le_card R | |
| have htb : t.card ≤ Fintype.card β := by | |
| rw [htcard] | |
| simpa using (Submodule.finrank_le (Submodule.span K (Set.range Q))) | |
| let e : t ↪ α := Classical.choice (Function.Embedding.nonempty_of_card_le hta) | |
| let S : Matrix α β K := fun i => if h : ∃ b : t, e b = i then (h.choose : β → K) else 0 | |
| have hSe (b : t) : S (e b) = b := by | |
| dsimp only [S] | |
| have hb : ∃ c : t, e c = e b := ⟨b,rfl⟩ | |
| rw [dite_eq_left hb] | |
| exact congrArg Subtype.val (e.injective hb.choose_spec) | |
| have hspanS : Submodule.span K (Set.range S) = Submodule.span K (t : Set (β → K)) := by | |
| apply le_antisymm | |
| · apply Submodule.span_le.mpr | |
| rintro _ ⟨i,rfl⟩ | |
| dsimp only [S] | |
| split_ifs with hi | |
| · exact Submodule.subset_span hi.choose.property | |
| · exact Submodule.zero_mem _ | |
| · apply Submodule.span_le.mpr | |
| intro b hb | |
| exact Submodule.subset_span ⟨e ⟨b,hb⟩, hSe ⟨b,hb⟩⟩ | |
| have hRS : Submodule.span K (Set.range R) = Submodule.span K (Set.range S) := by | |
| rw [hspanS, htspan, hspan] | |
| obtain ⟨V,hV,hVS⟩ := matrix_row_equiv R S hRS | |
| let I := Finset.univ.map e | |
| refine ⟨V,hV,I, ?_, ?_, ?_⟩ | |
| · simpa [I] using htb | |
| · intro i hi | |
| rw [hVS] | |
| dsimp [S] | |
| apply dite_eq_right | |
| simpa [I] using hi | |
| · intro i hi | |
| obtain ⟨b, _, rfl⟩ := Finset.mem_map.mp hi | |
| have hbQ := htQ b.property | |
| obtain ⟨g,hg⟩ := hbQ | |
| refine ⟨g, ?_⟩ | |
| rw [hVS, hSe, hg] | |
| end Matrices | |
| end ExactFourier.RowCompression | |
| end | |
| end OAI | |