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