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| import Mathlib | |
| import OAI.LinearAlgebra.MatrixFields.Arithmetic.ComplexArithmeticLowerBound | |
| namespace OAI | |
| namespace MatrixAllFields | |
| open scoped BigOperators Topology Polynomial | |
| section | |
| open scoped BigOperators | |
| namespace MatrixMultiplication.Foundation | |
| namespace Tensor | |
| variable {K A B C D E F : Type*} [CommSemiring K] | |
| def matrixCoefficients (A B C : Type*) [DecidableEq A] [DecidableEq B] [DecidableEq C] : | |
| Tensor K (A × B) (B × C) (C × A) := | |
| fun x y z => if x.2 = y.1 ∧ y.2 = z.1 ∧ z.2 = x.1 then 1 else 0 | |
| theorem matrixMultiplication_eq_matrixCoefficients (a b c : ℕ) : | |
| matrixMultiplication a b c = matrixCoefficients (K := ℂ) (Fin a) (Fin b) (Fin c) := rfl | |
| theorem contract_matrixCoefficients [Fintype A] [Fintype B] [Fintype C] | |
| [DecidableEq A] [DecidableEq B] [DecidableEq C] | |
| (left : A × B → K) (right : B × C → K) (i : A) (k : C) : | |
| contract (matrixCoefficients A B C) left right (k, i) = | |
| ∑ j, left (i, j) * right (j, k) := by | |
| simp [contract, matrixCoefficients, Fintype.sum_prod_type, ite_and, ite_mul] | |
| theorem matrixCoefficients_product [DecidableEq A] [DecidableEq B] [DecidableEq C] | |
| [DecidableEq D] [DecidableEq E] [DecidableEq F] | |
| (x : (A × D) × (B × E)) (y : (B × E) × (C × F)) (z : (C × F) × (A × D)) : | |
| product (matrixCoefficients (K := K) A B C) (matrixCoefficients D E F) | |
| ((x.1.1, x.2.1), (x.1.2, x.2.2)) | |
| ((y.1.1, y.2.1), (y.1.2, y.2.2)) | |
| ((z.1.1, z.2.1), (z.1.2, z.2.2)) = | |
| matrixCoefficients (A × D) (B × E) (C × F) x y z := by | |
| simp only [product, matrixCoefficients, Prod.ext_iff] | |
| split_ifs <;> simp_all | |
| theorem matrixCoefficients_cyclic [DecidableEq A] [DecidableEq B] [DecidableEq C] | |
| (x : B × C) (y : C × A) (z : A × B) : | |
| matrixCoefficients (K := K) A B C z x y = matrixCoefficients B C A x y z := by | |
| have h : (z.2 = x.1 ∧ x.2 = y.1 ∧ y.2 = z.1) ↔ | |
| (x.2 = y.1 ∧ y.2 = z.1 ∧ z.2 = x.1) := | |
| ⟨fun h => ⟨h.2.1, h.2.2, h.1⟩, fun h => ⟨h.2.2, h.1, h.2.1⟩⟩ | |
| simp only [matrixCoefficients, h] | |
| theorem matrixCoefficients_rank_of_product [DecidableEq A] [DecidableEq B] [DecidableEq C] | |
| [DecidableEq D] [DecidableEq E] [DecidableEq F] {r : ℕ} | |
| (hproduct : RankAtMost (product (matrixCoefficients (K := K) A B C) | |
| (matrixCoefficients D E F)) r) : | |
| RankAtMost (matrixCoefficients (K := K) (A × D) (B × E) (C × F)) r := by | |
| have h := hproduct.pullback | |
| (fun x : (A × D) × (B × E) => ((x.1.1, x.2.1), (x.1.2, x.2.2))) | |
| (fun y : (B × E) × (C × F) => ((y.1.1, y.2.1), (y.1.2, y.2.2))) | |
| (fun z : (C × F) × (A × D) => ((z.1.1, z.2.1), (z.1.2, z.2.2))) | |
| have heq : pullback | |
| (fun x : (A × D) × (B × E) => ((x.1.1, x.2.1), (x.1.2, x.2.2))) | |
| (fun y : (B × E) × (C × F) => ((y.1.1, y.2.1), (y.1.2, y.2.2))) | |
| (fun z : (C × F) × (A × D) => ((z.1.1, z.2.1), (z.1.2, z.2.2))) | |
| (product (matrixCoefficients (K := K) A B C) (matrixCoefficients D E F)) = | |
| matrixCoefficients (K := K) (A × D) (B × E) (C × F) := by | |
| funext x y z | |
| exact matrixCoefficients_product x y z | |
| rw [heq] at h | |
| exact h | |
| theorem matrixCoefficients_product_rank [DecidableEq A] [DecidableEq B] [DecidableEq C] | |
| [DecidableEq D] [DecidableEq E] [DecidableEq F] {r s : ℕ} | |
| (hT : RankAtMost (matrixCoefficients (K := K) A B C) r) | |
| (hS : RankAtMost (matrixCoefficients (K := K) D E F) s) : | |
| RankAtMost (matrixCoefficients (K := K) (A × D) (B × E) (C × F)) (r * s) := | |
| matrixCoefficients_rank_of_product (hT.product hS) | |
| theorem matrixCoefficients_batch_rank [DecidableEq A] [DecidableEq B] [Fintype B] | |
| {R k r batches : ℕ} | |
| (houter : RankAtMost (matrixCoefficients (K := K) A A A) R) | |
| (hbatch : RankAtMost (directSum (fun _ : Fin k => matrixCoefficients (K := K) B B B)) r) | |
| (hfit : R ≤ batches * k) : | |
| RankAtMost (matrixCoefficients (K := K) (A × B) (A × B) (A × B)) (batches * r) := | |
| matrixCoefficients_rank_of_product (houter.batch_product hbatch hfit) | |
| theorem matrixCoefficients_power [DecidableEq A] [DecidableEq B] [DecidableEq C] | |
| (n : ℕ) (x : (Fin n → A) × (Fin n → B)) | |
| (y : (Fin n → B) × (Fin n → C)) (z : (Fin n → C) × (Fin n → A)) : | |
| Tensor.power (matrixCoefficients (K := K) A B C) n | |
| (fun i => (x.1 i, x.2 i)) (fun i => (y.1 i, y.2 i)) (fun i => (z.1 i, z.2 i)) = | |
| matrixCoefficients (Fin n → A) (Fin n → B) (Fin n → C) x y z := by | |
| simp only [Tensor.power, matrixCoefficients, Fintype.prod_boole, forall_and, ← funext_iff] | |
| theorem matrixCoefficients_cyclic_rank [DecidableEq A] [DecidableEq B] [DecidableEq C] | |
| {r : ℕ} (h : RankAtMost (matrixCoefficients (K := K) A B C) r) : | |
| RankAtMost (matrixCoefficients (K := K) B C A) r := by | |
| rcases h with ⟨a, b, c, heq⟩ | |
| refine ⟨b, c, a, ?_⟩ | |
| funext x y z | |
| rw [← matrixCoefficients_cyclic (K := K) x y z] | |
| rw [congrFun (congrFun (congrFun heq z) x) y] | |
| apply Finset.sum_congr rfl | |
| intro i hi | |
| simp only [rankOne] | |
| ring | |
| end Tensor | |
| namespace Tensor | |
| variable {K X Y Z U V W : Type*} [CommSemiring K] | |
| def cyclic (T : Tensor K X Y Z) : Tensor K Y Z X := | |
| fun y z x => T x y z | |
| theorem RankAtMost.cyclic {T : Tensor K X Y Z} {r : ℕ} | |
| (h : RankAtMost T r) : RankAtMost (Tensor.cyclic T) r := by | |
| rcases h with ⟨a, b, c, rfl⟩ | |
| refine ⟨b, c, a, ?_⟩ | |
| funext y z x | |
| simp only [Tensor.cyclic, rankOne] | |
| apply Finset.sum_congr rfl | |
| intro i hi | |
| ring | |
| def directSumProductEquiv (ι κ X U : Type*) : | |
| ((ι × κ) × (X × U)) ≃ ((ι × X) × (κ × U)) where | |
| toFun x := ((x.1.1, x.2.1), (x.1.2, x.2.2)) | |
| invFun x := ((x.1.1, x.2.1), (x.1.2, x.2.2)) | |
| left_inv _ := rfl | |
| right_inv _ := rfl | |
| theorem directSum_product {ι κ : Type*} [DecidableEq ι] [DecidableEq κ] | |
| (T : ι → Tensor K X Y Z) (S : κ → Tensor K U V W) : | |
| pullback (directSumProductEquiv ι κ X U) | |
| (directSumProductEquiv ι κ Y V) (directSumProductEquiv ι κ Z W) | |
| (product (directSum T) (directSum S)) = | |
| directSum (fun i : ι × κ => product (T i.1) (S i.2)) := by | |
| funext x y z | |
| change | |
| (if x.1.1 = y.1.1 ∧ x.1.1 = z.1.1 then | |
| T x.1.1 x.2.1 y.2.1 z.2.1 else 0) * | |
| (if x.1.2 = y.1.2 ∧ x.1.2 = z.1.2 then | |
| S x.1.2 x.2.2 y.2.2 z.2.2 else 0) = | |
| if x.1 = y.1 ∧ x.1 = z.1 then | |
| T x.1.1 x.2.1 y.2.1 z.2.1 * S x.1.2 x.2.2 y.2.2 z.2.2 else 0 | |
| have hguard : (x.1 = y.1 ∧ x.1 = z.1) ↔ | |
| (x.1.1 = y.1.1 ∧ x.1.1 = z.1.1) ∧ | |
| (x.1.2 = y.1.2 ∧ x.1.2 = z.1.2) := by | |
| constructor | |
| · intro h | |
| exact ⟨⟨congrArg Prod.fst h.1, congrArg Prod.fst h.2⟩, | |
| ⟨congrArg Prod.snd h.1, congrArg Prod.snd h.2⟩⟩ | |
| · intro h | |
| exact ⟨Prod.ext h.1.1 h.2.1, Prod.ext h.1.2 h.2.2⟩ | |
| by_cases hi : x.1.1 = y.1.1 ∧ x.1.1 = z.1.1 | |
| · by_cases hk : x.1.2 = y.1.2 ∧ x.1.2 = z.1.2 | |
| · simp only [ite_eq_left hi, ite_eq_left hk, ite_eq_left (hguard.mpr ⟨hi, hk⟩)] | |
| · have hfull : ¬ (x.1 = y.1 ∧ x.1 = z.1) := fun h => hk (hguard.mp h).2 | |
| simp only [ite_eq_left hi, ite_eq_right hk, ite_eq_right hfull, mul_zero] | |
| · have hfull : ¬ (x.1 = y.1 ∧ x.1 = z.1) := fun h => hi (hguard.mp h).1 | |
| simp only [ite_eq_right hi, ite_eq_right hfull, zero_mul] | |
| theorem RankAtMost.directSum_product {ι κ : Type*} [DecidableEq ι] [DecidableEq κ] | |
| {T : ι → Tensor K X Y Z} {S : κ → Tensor K U V W} {r s : ℕ} | |
| (hT : RankAtMost (directSum T) r) (hS : RankAtMost (directSum S) s) : | |
| RankAtMost (directSum (fun i : ι × κ => Tensor.product (T i.1) (S i.2))) (r * s) := by | |
| have h := (hT.product hS).pullback (directSumProductEquiv ι κ X U) | |
| (directSumProductEquiv ι κ Y V) (directSumProductEquiv ι κ Z W) | |
| rw [Tensor.directSum_product] at h | |
| exact h | |
| theorem directSum_pullback {ι X' Y' Z' : Type*} [DecidableEq ι] | |
| (T : ι → Tensor K X Y Z) (fx : X' → X) (fy : Y' → Y) (fz : Z' → Z) : | |
| pullback (fun x : ι × X' => (x.1, fx x.2)) | |
| (fun y : ι × Y' => (y.1, fy y.2)) (fun z : ι × Z' => (z.1, fz z.2)) | |
| (directSum T) = directSum (fun i => pullback fx fy fz (T i)) := rfl | |
| theorem RankAtMost.directSum_pullback {ι X' Y' Z' : Type*} [DecidableEq ι] | |
| {T : ι → Tensor K X Y Z} {r : ℕ} (h : RankAtMost (directSum T) r) | |
| (fx : X' → X) (fy : Y' → Y) (fz : Z' → Z) : | |
| RankAtMost (directSum (fun i => Tensor.pullback fx fy fz (T i))) r := | |
| h.pullback (fun x : ι × X' => (x.1, fx x.2)) | |
| (fun y : ι × Y' => (y.1, fy y.2)) (fun z : ι × Z' => (z.1, fz z.2)) | |
| theorem cyclic_directSum {ι : Type*} [DecidableEq ι] | |
| (T : ι → Tensor K X Y Z) : | |
| cyclic (directSum T) = directSum (fun i => cyclic (T i)) := by | |
| funext x y z | |
| rcases x with ⟨i, x⟩ | |
| rcases y with ⟨j, y⟩ | |
| rcases z with ⟨k, z⟩ | |
| by_cases hij : i = j | |
| · subst j | |
| by_cases hik : i = k | |
| · subst k | |
| simp [cyclic, directSum] | |
| · simp [cyclic, directSum, hik, Ne.symm hik] | |
| · by_cases hki : k = i | |
| · subst k | |
| simp [cyclic, directSum, hij] | |
| · simp [cyclic, directSum, hij, hki] | |
| theorem RankAtMost.directSum_cyclic {ι : Type*} [DecidableEq ι] | |
| {T : ι → Tensor K X Y Z} {r : ℕ} (h : RankAtMost (directSum T) r) : | |
| RankAtMost (directSum (fun i => Tensor.cyclic (T i))) r := by | |
| rw [← Tensor.cyclic_directSum] | |
| exact h.cyclic | |
| def directSumPowerEquiv (ι X : Type*) (n : ℕ) : | |
| ((Fin n → ι) × (Fin n → X)) ≃ (Fin n → ι × X) where | |
| toFun x i := (x.1 i, x.2 i) | |
| invFun x := (fun i => (x i).1, fun i => (x i).2) | |
| left_inv _ := rfl | |
| right_inv _ := rfl | |
| theorem directSum_power {ι : Type*} [DecidableEq ι] | |
| (T : ι → Tensor K X Y Z) (n : ℕ) : | |
| pullback (directSumPowerEquiv ι X n) (directSumPowerEquiv ι Y n) | |
| (directSumPowerEquiv ι Z n) (power (directSum T) n) = | |
| directSum (fun f : Fin n → ι => | |
| fun x y z => ∏ i, T (f i) (x i) (y i) (z i)) := by | |
| funext x y z | |
| change (∏ i, if x.1 i = y.1 i ∧ x.1 i = z.1 i then | |
| T (x.1 i) (x.2 i) (y.2 i) (z.2 i) else 0) = | |
| if x.1 = y.1 ∧ x.1 = z.1 then | |
| ∏ i, T (x.1 i) (x.2 i) (y.2 i) (z.2 i) else 0 | |
| simp only [Fintype.prod_ite_zero, forall_and, ← funext_iff] | |
| theorem directSum_const_power {ι : Type*} [DecidableEq ι] | |
| (T : Tensor K X Y Z) (n : ℕ) : | |
| pullback (directSumPowerEquiv ι X n) (directSumPowerEquiv ι Y n) | |
| (directSumPowerEquiv ι Z n) (power (directSum (fun _ : ι => T)) n) = | |
| directSum (fun _ : Fin n → ι => power T n) := | |
| directSum_power (fun _ : ι => T) n | |
| theorem RankAtMost.directSum_const_of_power {ι : Type*} [DecidableEq ι] | |
| {T : Tensor K X Y Z} {n R : ℕ} | |
| (h : RankAtMost (Tensor.power (directSum (fun _ : ι => T)) n) R) : | |
| RankAtMost (directSum (fun _ : Fin n → ι => Tensor.power T n)) R := by | |
| have h' := h.pullback (directSumPowerEquiv ι X n) | |
| (directSumPowerEquiv ι Y n) (directSumPowerEquiv ι Z n) | |
| rw [Tensor.directSum_const_power] at h' | |
| exact h' | |
| theorem RankAtMost.directSum_const_power {ι : Type*} [DecidableEq ι] | |
| {T : Tensor K X Y Z} {r : ℕ} (h : RankAtMost (directSum (fun _ : ι => T)) r) | |
| (n : ℕ) : RankAtMost (directSum (fun _ : Fin n → ι => Tensor.power T n)) (r ^ n) := | |
| (h.power n).directSum_const_of_power | |
| section Rectangular | |
| variable {A B C : Type*} | |
| def rectangularSquareX (A B C : Type*) : | |
| ((A × B × C) × (A × B × C)) ≃ (((A × B) × (B × C)) × (C × A)) where | |
| toFun x := (((x.1.1, x.2.2.1), (x.1.2.1, x.2.2.2)), (x.1.2.2, x.2.1)) | |
| invFun x := ((x.1.1.1, x.1.2.1, x.2.1), (x.2.2, x.1.1.2, x.1.2.2)) | |
| left_inv _ := rfl | |
| right_inv _ := rfl | |
| def rectangularSquareY (A B C : Type*) : | |
| ((A × B × C) × (A × B × C)) ≃ (((B × C) × (C × A)) × (A × B)) where | |
| toFun y := (((y.1.2.1, y.2.2.2), (y.1.2.2, y.2.1)), (y.1.1, y.2.2.1)) | |
| invFun y := ((y.2.1, y.1.1.1, y.1.2.1), (y.1.2.2, y.2.2, y.1.1.2)) | |
| left_inv _ := rfl | |
| right_inv _ := rfl | |
| def rectangularSquareZ (A B C : Type*) : | |
| ((A × B × C) × (A × B × C)) ≃ (((C × A) × (A × B)) × (B × C)) where | |
| toFun z := (((z.1.2.2, z.2.1), (z.1.1, z.2.2.1)), (z.1.2.1, z.2.2.2)) | |
| invFun z := ((z.1.2.1, z.2.1, z.1.1.1), (z.1.1.2, z.1.2.2, z.2.2)) | |
| left_inv _ := rfl | |
| right_inv _ := rfl | |
| variable [DecidableEq A] [DecidableEq B] [DecidableEq C] | |
| theorem matrixCoefficients_directSum_rank_of_power | |
| {ι : Type*} [DecidableEq ι] {n R : ℕ} | |
| (h : RankAtMost | |
| (power (directSum (fun _ : ι => matrixCoefficients (K := K) A B C)) n) R) : | |
| RankAtMost (directSum (fun _ : Fin n → ι => | |
| matrixCoefficients (K := K) (Fin n → A) (Fin n → B) (Fin n → C))) R := by | |
| have h' := h.directSum_const_of_power.directSum_pullback | |
| (fun x : (Fin n → A) × (Fin n → B) => fun i => (x.1 i, x.2 i)) | |
| (fun y : (Fin n → B) × (Fin n → C) => fun i => (y.1 i, y.2 i)) | |
| (fun z : (Fin n → C) × (Fin n → A) => fun i => (z.1 i, z.2 i)) | |
| have heq : pullback | |
| (fun x : (Fin n → A) × (Fin n → B) => fun i => (x.1 i, x.2 i)) | |
| (fun y : (Fin n → B) × (Fin n → C) => fun i => (y.1 i, y.2 i)) | |
| (fun z : (Fin n → C) × (Fin n → A) => fun i => (z.1 i, z.2 i)) | |
| (power (matrixCoefficients (K := K) A B C) n) = | |
| matrixCoefficients (Fin n → A) (Fin n → B) (Fin n → C) := by | |
| funext x y z | |
| exact matrixCoefficients_power n x y z | |
| simpa only [heq] using h' | |
| theorem matrixCoefficients_cyclic_product_square : | |
| pullback (rectangularSquareX A B C) (rectangularSquareY A B C) | |
| (rectangularSquareZ A B C) | |
| (product (product (matrixCoefficients (K := K) A B C) | |
| (matrixCoefficients B C A)) (matrixCoefficients C A B)) = | |
| matrixCoefficients (A × B × C) (A × B × C) (A × B × C) := by | |
| funext x y z | |
| dsimp only [pullback, rectangularSquareX, rectangularSquareY, rectangularSquareZ, | |
| product, matrixCoefficients] | |
| simp only [Prod.ext_iff, ite_mul, one_mul, zero_mul, ← ite_and] | |
| congr 1 | |
| apply propext | |
| tauto | |
| theorem cyclic_matrixCoefficients : | |
| cyclic (matrixCoefficients (K := K) A B C) = matrixCoefficients B C A := by | |
| funext x y z | |
| exact matrixCoefficients_cyclic x y z | |
| theorem matrixCoefficients_symmetrized_rank {r : ℕ} | |
| (h : RankAtMost (matrixCoefficients (K := K) A B C) r) : | |
| RankAtMost (matrixCoefficients (K := K) | |
| (A × B × C) (A × B × C) (A × B × C)) (r ^ 3) := by | |
| have h' := ((h.product (matrixCoefficients_cyclic_rank h)).product | |
| (matrixCoefficients_cyclic_rank (matrixCoefficients_cyclic_rank h))).pullback | |
| (rectangularSquareX A B C) (rectangularSquareY A B C) (rectangularSquareZ A B C) | |
| rw [matrixCoefficients_cyclic_product_square] at h' | |
| simpa only [pow_succ, pow_zero, one_mul] using h' | |
| theorem matrixCoefficients_directSum_symmetrized_rank | |
| {ι : Type*} [DecidableEq ι] {r : ℕ} | |
| (h : RankAtMost (directSum (fun _ : ι => matrixCoefficients (K := K) A B C)) r) : | |
| RankAtMost (directSum (fun _ : (ι × ι) × ι => | |
| matrixCoefficients (K := K) (A × B × C) (A × B × C) (A × B × C))) (r ^ 3) := by | |
| have h₁ : RankAtMost (directSum (fun _ : ι => matrixCoefficients (K := K) B C A)) r := by | |
| simpa only [cyclic_matrixCoefficients] using h.directSum_cyclic | |
| have h₂ : RankAtMost (directSum (fun _ : ι => matrixCoefficients (K := K) C A B)) r := by | |
| simpa only [cyclic_matrixCoefficients] using h₁.directSum_cyclic | |
| have h₃ := ((h.directSum_product h₁).directSum_product h₂).directSum_pullback | |
| (rectangularSquareX A B C) (rectangularSquareY A B C) (rectangularSquareZ A B C) | |
| simpa only [matrixCoefficients_cyclic_product_square, pow_succ, pow_zero, one_mul] using h₃ | |
| theorem symmetrized_tag_card (ι : Type*) [Fintype ι] : | |
| Fintype.card ((ι × ι) × ι) = Fintype.card ι ^ 3 := by | |
| simp [Fintype.card_prod, pow_succ] | |
| omit [DecidableEq A] [DecidableEq B] [DecidableEq C] in | |
| theorem symmetrized_index_card [Fintype A] [Fintype B] [Fintype C] : | |
| Fintype.card (A × B × C) = Fintype.card A * Fintype.card B * Fintype.card C := by | |
| simp [Fintype.card_prod, mul_assoc] | |
| end Rectangular | |
| end Tensor | |
| end MatrixMultiplication.Foundation | |
| end | |
| section | |
| noncomputable section | |
| open scoped BigOperators | |
| namespace MatrixMultiplication.Foundation | |
| namespace Tensor | |
| variable {K X Y Z : Type*} [Field K] | |
| theorem RankAtMost.card_le_of_identity {ι : Type*} [Fintype ι] [DecidableEq ι] | |
| {T : Tensor K X Y Z} {r : ℕ} (hT : RankAtMost T r) | |
| (x : ι → X) (y : ι → Y) (z : ι → Z) | |
| (hidentity : ∀ i j, T (x i) (y i) (z j) = if i = j then 1 else 0) : | |
| Fintype.card ι ≤ r := by | |
| rcases hT with ⟨a, b, c, heq⟩ | |
| let L : Matrix ι (Fin r) K := fun i q => a q (x i) * b q (y i) | |
| let R : Matrix (Fin r) ι K := fun q j => c q (z j) | |
| have hmul : L * R = (1 : Matrix ι ι K) := by | |
| funext i j | |
| change (∑ q, (a q (x i) * b q (y i)) * c q (z j)) = if i = j then 1 else 0 | |
| calc | |
| (∑ q, (a q (x i) * b q (y i)) * c q (z j)) = T (x i) (y i) (z j) := | |
| (congrFun (congrFun (congrFun heq (x i)) (y i)) (z j)).symm | |
| _ = _ := hidentity i j | |
| have hle : (1 : Matrix ι ι K).rank ≤ r := by | |
| rw [← hmul] | |
| exact (Matrix.rank_mul_le_left L R).trans (by | |
| simpa only [Fintype.card_fin] using Matrix.rank_le_card_width L) | |
| simpa only [Matrix.rank_one] using hle | |
| theorem directSum_matrixCoefficients_rank_lower | |
| {Label A B C : Type*} [Fintype Label] [Fintype A] [Fintype C] | |
| [DecidableEq Label] [DecidableEq A] [DecidableEq B] [DecidableEq C] | |
| [Nonempty B] {r : ℕ} | |
| (h : RankAtMost (directSum (fun _ : Label => matrixCoefficients (K := K) A B C)) r) : | |
| Fintype.card Label * (Fintype.card C * Fintype.card A) ≤ r := by | |
| classical | |
| let b₀ : B := Classical.choice inferInstance | |
| have hminor : ∀ i j : Label × (C × A), | |
| directSum (fun _ : Label => matrixCoefficients (K := K) A B C) | |
| (i.1, (i.2.2, b₀)) (i.1, (b₀, i.2.1)) j = if i = j then 1 else 0 := by | |
| intro i j | |
| simp only [directSum, matrixCoefficients] | |
| split_ifs <;> simp_all [Prod.ext_iff] | |
| have hlower := h.card_le_of_identity | |
| (fun i : Label × (C × A) => (i.1, (i.2.2, b₀))) | |
| (fun i : Label × (C × A) => (i.1, (b₀, i.2.1))) | |
| (fun i : Label × (C × A) => i) hminor | |
| simpa only [Fintype.card_prod] using hlower | |
| theorem directSum_square_rank_lower (k n r : ℕ) (hn : 0 < n) | |
| (h : RankAtMost (directSum (fun _ : Fin k => | |
| matrixCoefficients (K := K) (Fin n) (Fin n) (Fin n))) r) : | |
| k * n ^ 2 ≤ r := by | |
| let : Nonempty (Fin n) := ⟨⟨0, hn⟩⟩ | |
| simpa only [Fintype.card_fin, pow_two] using directSum_matrixCoefficients_rank_lower h | |
| end Tensor | |
| end MatrixMultiplication.Foundation | |
| end | |
| noncomputable section | |
| open MatrixMultiplication.Foundation | |
| namespace MatrixMultiplication.TerminalRelabel | |
| variable {K I A B C I' A' B' C' : Type*} [CommSemiring K] | |
| def taggedPair (eI : I' ≃ I) (eA : A' ≃ A) (eB : B' ≃ B) : | |
| I' × (A' × B') → I × (A × B) := | |
| fun x => (eI x.1, (eA x.2.1, eB x.2.2)) | |
| theorem directSum_matrix_pullback | |
| [DecidableEq I] [DecidableEq A] [DecidableEq B] [DecidableEq C] | |
| [DecidableEq I'] [DecidableEq A'] [DecidableEq B'] [DecidableEq C'] | |
| (eI : I' ≃ I) (eA : A' ≃ A) (eB : B' ≃ B) (eC : C' ≃ C) : | |
| Tensor.pullback (taggedPair eI eA eB) (taggedPair eI eB eC) (taggedPair eI eC eA) | |
| (Tensor.directSum (fun _ : I => Tensor.matrixCoefficients (K := K) A B C)) = | |
| Tensor.directSum (fun _ : I' => Tensor.matrixCoefficients (K := K) A' B' C') := by | |
| funext x y z | |
| simp only [Tensor.pullback, taggedPair, Tensor.directSum, Tensor.matrixCoefficients, | |
| eI.injective.eq_iff, eA.injective.eq_iff, eB.injective.eq_iff, eC.injective.eq_iff] | |
| theorem directSum_matrix_restrict_equiv | |
| [Fintype I] [Fintype A] [Fintype B] [Fintype C] | |
| [DecidableEq I] [DecidableEq A] [DecidableEq B] [DecidableEq C] | |
| [DecidableEq I'] [DecidableEq A'] [DecidableEq B'] [DecidableEq C'] | |
| (eI : I' ≃ I) (eA : A' ≃ A) (eB : B' ≃ B) (eC : C' ≃ C) : | |
| Tensor.restrict | |
| (fun x s => if s = taggedPair eI eA eB x then (1 : K) else 0) | |
| (fun y s => if s = taggedPair eI eB eC y then (1 : K) else 0) | |
| (fun z s => if s = taggedPair eI eC eA z then (1 : K) else 0) | |
| (Tensor.directSum (fun _ : I => Tensor.matrixCoefficients (K := K) A B C)) = | |
| Tensor.directSum (fun _ : I' => Tensor.matrixCoefficients (K := K) A' B' C') := by | |
| rw [← Tensor.pullback_eq_restrict] | |
| exact directSum_matrix_pullback eI eA eB eC | |
| theorem exists_directSum_matrix_restrict_equiv | |
| [Fintype I] [Fintype A] [Fintype B] [Fintype C] | |
| [DecidableEq I] [DecidableEq A] [DecidableEq B] [DecidableEq C] | |
| [DecidableEq I'] [DecidableEq A'] [DecidableEq B'] [DecidableEq C'] | |
| (eI : I' ≃ I) (eA : A' ≃ A) (eB : B' ≃ B) (eC : C' ≃ C) : | |
| ∃ (a : (I' × (A' × B')) → (I × (A × B)) → K) | |
| (b : (I' × (B' × C')) → (I × (B × C)) → K) | |
| (c : (I' × (C' × A')) → (I × (C × A)) → K), | |
| Tensor.restrict a b c | |
| (Tensor.directSum (fun _ : I => Tensor.matrixCoefficients (K := K) A B C)) = | |
| Tensor.directSum (fun _ : I' => Tensor.matrixCoefficients (K := K) A' B' C') := | |
| ⟨_, _, _, directSum_matrix_restrict_equiv eI eA eB eC⟩ | |
| theorem directSum_matrix_restrict_of_card_eq | |
| (I A B C : Type*) [Fintype I] [Fintype A] [Fintype B] [Fintype C] | |
| [DecidableEq I] [DecidableEq A] [DecidableEq B] [DecidableEq C] | |
| {L a b c : ℕ} (hI : Fintype.card I = L) (hA : Fintype.card A = a) | |
| (hB : Fintype.card B = b) (hC : Fintype.card C = c) : | |
| ∃ (aa : (Fin L × (Fin a × Fin b)) → (I × (A × B)) → K) | |
| (bb : (Fin L × (Fin b × Fin c)) → (I × (B × C)) → K) | |
| (cc : (Fin L × (Fin c × Fin a)) → (I × (C × A)) → K), | |
| Tensor.restrict aa bb cc | |
| (Tensor.directSum (fun _ : I => Tensor.matrixCoefficients (K := K) A B C)) = | |
| Tensor.directSum (fun _ : Fin L => | |
| Tensor.matrixCoefficients (K := K) (Fin a) (Fin b) (Fin c)) := | |
| exists_directSum_matrix_restrict_equiv | |
| (Fintype.equivFinOfCardEq hI).symm (Fintype.equivFinOfCardEq hA).symm | |
| (Fintype.equivFinOfCardEq hB).symm (Fintype.equivFinOfCardEq hC).symm | |
| theorem directSum_matrix_restrict_fin | |
| (I A B C : Type*) [Fintype I] [Fintype A] [Fintype B] [Fintype C] | |
| [DecidableEq I] [DecidableEq A] [DecidableEq B] [DecidableEq C] : | |
| ∃ (a : (Fin (Fintype.card I) × (Fin (Fintype.card A) × Fin (Fintype.card B))) → | |
| (I × (A × B)) → K) | |
| (b : (Fin (Fintype.card I) × (Fin (Fintype.card B) × Fin (Fintype.card C))) → | |
| (I × (B × C)) → K) | |
| (c : (Fin (Fintype.card I) × (Fin (Fintype.card C) × Fin (Fintype.card A))) → | |
| (I × (C × A)) → K), | |
| Tensor.restrict a b c | |
| (Tensor.directSum (fun _ : I => Tensor.matrixCoefficients (K := K) A B C)) = | |
| Tensor.directSum (fun _ : Fin (Fintype.card I) => | |
| Tensor.matrixCoefficients (K := K) | |
| (Fin (Fintype.card A)) (Fin (Fintype.card B)) (Fin (Fintype.card C))) := | |
| directSum_matrix_restrict_of_card_eq I A B C rfl rfl rfl rfl | |
| end MatrixMultiplication.TerminalRelabel | |
| end | |
| end | |
| end MatrixAllFields | |
| end OAI | |