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3.68 kB
| import OAI.LinearAlgebra.MatrixMultiplication.Completion.Scripts | |
| import Mathlib.Data.Fintype.Card | |
| import Mathlib.Tactic.FieldSimp | |
| namespace OAI | |
| /-! Readable tensor completion and its finite arithmetic realization. -/ | |
| noncomputable section | |
| namespace MatrixMultiplication.CompletionPartitions | |
| open MatrixMultiplication.Foundation RecursiveCompletion | |
| attribute [local instance 10000] Classical.propDecidable Classical.decEq | |
| attribute [local instance 11000] instDecidableEqFin | |
| variable {X Y Z : Type*} [Fintype X] | |
| def activeCount (S : FlaggedTensor X Y Z) : ℕ := Fintype.card {x // S.flagB x} | |
| def inactiveCount (S : FlaggedTensor X Y Z) : ℕ := Fintype.card {x // ¬ S.flagB x} | |
| theorem partition_count (S : FlaggedTensor X Y Z) : | |
| activeCount S + inactiveCount S = Fintype.card X := by | |
| rw [activeCount, inactiveCount, Fintype.card_subtype_compl] | |
| exact Nat.add_sub_of_le (Fintype.card_subtype_le S.flagB) | |
| theorem card_all (p : X → Prop) (m : ℕ) : | |
| Fintype.card {x : Fin m → X // ∀ i, p (x i)} = Fintype.card {x // p x} ^ m := by | |
| calc | |
| _ = Fintype.card (Fin m → {x // p x}) := | |
| Fintype.card_congr Equiv.subtypePiEquivPi | |
| _ = _ := by simp | |
| theorem activeCount_minus (S : FlaggedTensor X Y Z) (m : ℕ) : | |
| activeCount (complete S .B m) = activeCount S ^ m := by | |
| simpa [activeCount, complete, flagB, raisedFlag] using card_all S.flagB m | |
| theorem inactiveCount_plus (S : FlaggedTensor X Y Z) (center : Color) | |
| (hc : center ≠ .B) (m : ℕ) : | |
| inactiveCount (complete S center m) = inactiveCount S ^ m := by | |
| change Fintype.card {x : Fin m → X // ¬ raisedFlag center .B (fun i => S.flagB (x i))} = _ | |
| calc | |
| _ = Fintype.card {x : Fin m → X // ∀ i, ¬ S.flagB (x i)} := | |
| Fintype.card_congr (Equiv.subtypeEquivRight fun x => by simp [raisedFlag, hc]) | |
| _ = Fintype.card (Fin m → {x // ¬ S.flagB x}) := | |
| Fintype.card_congr | |
| { toFun := fun w i => ⟨w.val i, w.property i⟩ | |
| invFun := fun w => ⟨fun i => (w i).val, fun i => (w i).property⟩ | |
| left_inv := fun _ => rfl | |
| right_inv := fun _ => rfl } | |
| _ = _ := by simp [inactiveCount] | |
| def activeFraction (S : FlaggedTensor X Y Z) : ℝ := | |
| (activeCount S : ℝ) / Fintype.card X | |
| def inactiveFraction (S : FlaggedTensor X Y Z) : ℝ := | |
| (inactiveCount S : ℝ) / Fintype.card X | |
| theorem fraction_sum [Nonempty X] (S : FlaggedTensor X Y Z) : | |
| activeFraction S + inactiveFraction S = 1 := by | |
| have hc : (Fintype.card X : ℝ) ≠ 0 := (Nat.cast_pos.mpr Fintype.card_pos).ne' | |
| rw [activeFraction, inactiveFraction, ← add_div, ← Nat.cast_add, partition_count] | |
| exact div_self hc | |
| theorem activeFraction_minus (S : FlaggedTensor X Y Z) (m : ℕ) : | |
| activeFraction (complete S .B m) = activeFraction S ^ m := by | |
| simp only [activeFraction, activeCount_minus, Fintype.card_fun, | |
| Fintype.card_fin, Nat.cast_pow, div_pow] | |
| theorem inactiveFraction_plus (S : FlaggedTensor X Y Z) (center : Color) | |
| (hc : center ≠ .B) (m : ℕ) : | |
| inactiveFraction (complete S center m) = inactiveFraction S ^ m := by | |
| simp only [inactiveFraction, inactiveCount_plus S center hc m, | |
| Fintype.card_fun, Fintype.card_fin, Nat.cast_pow, div_pow] | |
| theorem activeFraction_plus [Nonempty X] (S : FlaggedTensor X Y Z) | |
| (center : Color) (hc : center ≠ .B) (m : ℕ) : | |
| activeFraction (complete S center m) = 1 - (1 - activeFraction S) ^ m := by | |
| have h := fraction_sum (complete S center m) | |
| rw [inactiveFraction_plus S center hc m] at h | |
| have hold : inactiveFraction S = 1 - activeFraction S := by | |
| linarith [fraction_sum S] | |
| rw [hold] at h | |
| linarith | |
| end MatrixMultiplication.CompletionPartitions | |
| end | |
| end OAI | |