import OAI.LinearAlgebra.MatrixMultiplication.CoppersmithWinograd.ComplexCW75Primitive import OAI.LinearAlgebra.MatrixMultiplication.Entropy.ComplexHierarchyEntropy namespace OAI /-! Coppersmith–Winograd tensors, tensor powers and local restrictions. -/ noncomputable section namespace MatrixMultiplication.Foundation.CW75LabelHierarchy open Elementary open scoped Classical abbrev Word := CW75Primitive.Word abbrev BitWord := Fin 3 → Bool def retainedWords : Finset (List BoundaryTerm) := (Elementary.triples.filter Elementary.retained).toFinset abbrev Scalar := ↥retainedWords theorem scalar_mem (a : Scalar) : a.val ∈ Elementary.triples.filter Elementary.retained := by exact List.mem_toFinset.mp a.property theorem scalar_card : Fintype.card Scalar = 75 := by rw [Fintype.card_coe, retainedWords, List.toFinset_card_of_nodup (CW75Primitive.triples_nodup.filter _)] exact Elementary.retained_triples_count def letter (a : Scalar) (i : Fin 3) : BoundaryTerm := a.val.getD i.val .a0 def grade (a : Scalar) : Fin 3 → CWOriginalWords.OriginalComponent := fun i => CW75Primitive.component (letter a i) def x (a : Scalar) : Word := CWOriginalWords.xWord (grade a) def y (a : Scalar) : Word := CWOriginalWords.yWord (grade a) def z (a : Scalar) : Word := CWOriginalWords.zWord (grade a) theorem coefficient_one (a : Scalar) : CW75Primitive.tensor (x a) (y a) (z a) = 1 := CW75Primitive.retained_coefficient_one a.val (scalar_mem a) theorem coefficient_ne_zero (a : Scalar) : CW75Primitive.tensor (x a) (y a) (z a) ≠ 0 := by rw [coefficient_one] exact one_ne_zero theorem grade_injective : Function.Injective grade := by intro a b h apply Subtype.ext exact CW75Primitive.listedWords_injective a.val b.val (List.mem_filter.mp (scalar_mem a)).1 (List.mem_filter.mp (scalar_mem b)).1 (congrArg CWOriginalWords.originalWords h) theorem coordinates_injective : Function.Injective (fun a : Scalar => (x a, y a, z a)) := by intro a b h apply grade_injective exact CWOriginalWords.originalWords_injective h theorem support_exhausted (u v w : Word) (h : CW75Primitive.tensor u v w ≠ 0) : ∃ a : Scalar, (x a, y a, z a) = (u, v, w) := by obtain ⟨terms, hterms, he⟩ := CW75Primitive.support_exhausted u v w h refine ⟨⟨terms, ?_⟩, he⟩ simpa [retainedWords] using hterms abbrev ActualSupport := {uvw : Word × Word × Word // CW75Primitive.tensor uvw.1 uvw.2.1 uvw.2.2 ≠ 0} def toActualSupport (a : Scalar) : ActualSupport := ⟨(x a, y a, z a), coefficient_ne_zero a⟩ theorem toActualSupport_bijective : Function.Bijective toActualSupport := by constructor · intro a b h exact coordinates_injective (congrArg Subtype.val h) · intro s obtain ⟨a, ha⟩ := support_exhausted s.val.1 s.val.2.1 s.val.2.2 s.property exact ⟨a, Subtype.ext ha⟩ def actualSupportEquiv : Scalar ≃ ActualSupport := Equiv.ofBijective toActualSupport toActualSupport_bijective theorem actualSupport_card : Fintype.card ActualSupport = 75 := by rw [← Fintype.card_congr actualSupportEquiv] exact scalar_card @[simp] theorem decode_original_grade (a : Scalar) : CWOriginalWords.decodeWord (x a) (y a) (z a) = grade a := CWOriginalWords.decodeWord_originalWords (grade a) private theorem retained_actual (a : Scalar) : CW75Primitive.retained (x a) (y a) (z a) := by by_contra h have hc := coefficient_one a simp [CW75Primitive.tensor, h] at hc private theorem source_ne_zero (a : Scalar) : CW75Primitive.source (x a) (y a) (z a) ≠ 0 := by intro h have hc := coefficient_one a simp [CW75Primitive.tensor, h] at hc theorem hasB_iff_not_hasC (a : Scalar) : CW75Primitive.hasB (x a) ↔ ¬ CW75Primitive.hasC (y a) := by have hr := retained_actual a have ha := CW75Primitive.allA_iff (x a) (y a) (z a) (source_ne_zero a) constructor · intro hb hc exact hr.1 ⟨hb, hc⟩ · intro hc by_contra hb exact hr.2 (ha.mpr ⟨hb, hc⟩) def outer (a : Scalar) : Bool := decide (CW75Primitive.hasB (x a)) def bPositions (a : Scalar) : BitWord := fun i => decide (x a i ≠ 0) def cPositions (a : Scalar) : BitWord := fun i => decide (y a i = 2) def aChoices (a : Scalar) : BitWord := fun i => decide (z a i = 1) def bChoices (a : Scalar) : BitWord := fun i => decide (x a i = 1) theorem bPositions_eq_zero_of_outer_false (a : Scalar) (h : outer a = false) : bPositions a = fun _ => false := by have hb : ¬ CW75Primitive.hasB (x a) := by simpa [outer] using h funext i have hx : x a i = 0 := by by_contra hn exact hb ⟨i, hn⟩ simp [bPositions, hx] theorem cPositions_eq_zero_of_outer_true (a : Scalar) (h : outer a = true) : cPositions a = fun _ => false := by have hb : CW75Primitive.hasB (x a) := by simpa [outer] using h have hc := (hasB_iff_not_hasC a).mp hb funext i have hy : y a i ≠ 2 := fun hn => hc ⟨i, hn⟩ simp [cPositions, hy] def outerX (u : Word) : Bool := decide (CW75Primitive.hasB u) def outerY (v : Word) : Bool := !decide (CW75Primitive.hasC v) def bPositionsX (u : Word) : BitWord := fun i => decide (u i ≠ 0) def bPositionsZ (pb : Bool) (w : Word) : BitWord := fun i => if pb then decide (w i = 0) else false def cPositionsY (v : Word) : BitWord := fun i => decide (v i = 2) def cPositionsZ (pb : Bool) (w : Word) : BitWord := fun i => if pb then false else decide (w i = 0) def aChoicesY (bs cs : BitWord) (v : Word) : BitWord := fun i => !bs i && !cs i && decide (v i = 1) def aChoicesZ (w : Word) : BitWord := fun i => decide (w i = 1) def bChoicesX (u : Word) : BitWord := fun i => decide (u i = 1) def bChoicesY (bs : BitWord) (v : Word) : BitWord := fun i => bs i && decide (v i = 1) theorem outerX_read (a : Scalar) : outerX (x a) = outer a := rfl theorem outerY_read (a : Scalar) : outerY (y a) = outer a := by simp only [outerY, outer, hasB_iff_not_hasC, decide_not] theorem bPositionsX_read (a : Scalar) : bPositionsX (x a) = bPositions a := rfl theorem bPositionsZ_read (a : Scalar) : bPositionsZ (outer a) (z a) = bPositions a := by funext i have hactive := CW75Primitive.boundary_active (x a i) (y a i) (z a i) (CW75Primitive.source_factors (x a) (y a) (z a) (source_ne_zero a) i) by_cases hb : CW75Primitive.hasB (x a) · have hy : y a i ≠ 2 := fun h => (hasB_iff_not_hasC a).mp hb ⟨i, h⟩ have he : z a i = 0 ↔ x a i ≠ 0 := by tauto simp [bPositionsZ, outer, bPositions, hb, he] · have hx : x a i = 0 := by by_contra h exact hb ⟨i, h⟩ simp [bPositionsZ, outer, bPositions, hb, hx] theorem cPositionsY_read (a : Scalar) : cPositionsY (y a) = cPositions a := rfl theorem cPositionsZ_read (a : Scalar) : cPositionsZ (outer a) (z a) = cPositions a := by funext i have hactive := CW75Primitive.boundary_active (x a i) (y a i) (z a i) (CW75Primitive.source_factors (x a) (y a) (z a) (source_ne_zero a) i) by_cases hb : CW75Primitive.hasB (x a) · have hy : y a i ≠ 2 := fun h => (hasB_iff_not_hasC a).mp hb ⟨i, h⟩ simp [cPositionsZ, outer, cPositions, hb, hy] · have hx : x a i = 0 := by by_contra h exact hb ⟨i, h⟩ have he : z a i = 0 ↔ y a i = 2 := by tauto simp [cPositionsZ, outer, cPositions, hb, he] theorem aChoicesY_read (a : Scalar) : aChoicesY (bPositions a) (cPositions a) (y a) = aChoices a := by funext i change (!decide ((CW75Primitive.component (letter a i)).x ≠ 0) && !decide ((CW75Primitive.component (letter a i)).y = 2) && decide ((CW75Primitive.component (letter a i)).y = 1)) = decide ((CW75Primitive.component (letter a i)).z = 1) cases letter a i <;> norm_num [CW75Primitive.component, CWOriginalWords.OriginalComponent.x, CWOriginalWords.OriginalComponent.y, CWOriginalWords.OriginalComponent.z, ← Fin.val_eq_val] theorem aChoicesZ_read (a : Scalar) : aChoicesZ (z a) = aChoices a := rfl theorem bChoicesX_read (a : Scalar) : bChoicesX (x a) = bChoices a := rfl theorem bChoicesY_read (a : Scalar) : bChoicesY (bPositions a) (y a) = bChoices a := by funext i change (decide ((CW75Primitive.component (letter a i)).x ≠ 0) && decide ((CW75Primitive.component (letter a i)).y = 1)) = decide ((CW75Primitive.component (letter a i)).x = 1) cases letter a i <;> norm_num [CW75Primitive.component, CWOriginalWords.OriginalComponent.x, CWOriginalWords.OriginalComponent.y, ← Fin.val_eq_val] private theorem term_bits_injective : Function.Injective (fun a : BoundaryTerm => (decide ((CW75Primitive.component a).x ≠ 0), decide ((CW75Primitive.component a).y = 2), decide ((CW75Primitive.component a).z = 1), decide ((CW75Primitive.component a).x = 1))) := by intro a b h cases a <;> cases b <;> norm_num [CW75Primitive.component, CWOriginalWords.OriginalComponent.x, CWOriginalWords.OriginalComponent.y, CWOriginalWords.OriginalComponent.z, ← Fin.val_eq_val] at h <;> rfl theorem positionLabels_injective : Function.Injective (fun a : Scalar => (bPositions a, cPositions a, aChoices a, bChoices a)) := by intro a b h apply grade_injective funext i apply congrArg CW75Primitive.component apply term_bits_injective exact Prod.ext (congrFun (congrArg Prod.fst h) i) (Prod.ext (congrFun (congrArg (fun q => q.2.1) h) i) (Prod.ext (congrFun (congrArg (fun q => q.2.2.1) h) i) (congrFun (congrArg (fun q => q.2.2.2) h) i))) def Label : ℕ → Type | 0 => Bool | _ + 1 => BitWord instance labelFintype (n : ℕ) : Fintype (Label n) := by cases n <;> simp only [Label] <;> infer_instance def labels : (n : ℕ) → Scalar → Label n | 0 => outer | 1 => bPositions | 2 => cPositions | 3 => aChoices | 4 => bChoices | _ + 5 => fun _ _ => false inductive Side where | x | y | z deriving DecidableEq def firstSide : ℕ → Side | 2 | 3 => .y | _ => .x def secondSide : ℕ → Side | 1 | 2 | 3 => .z | _ => .y def originalCoordinate : Side → Scalar → Word | .x => x | .y => y | .z => z def firstReader : (n : ℕ) → LabelRecord Label n → Word → Label n | 0, _ => outerX | 1, _ => bPositionsX | 2, _ => cPositionsY | 3, prior => aChoicesY prior.1.2 prior.2 | 4, _ => bChoicesX | _ + 5, _ => fun _ _ => false def secondReader : (n : ℕ) → LabelRecord Label n → Word → Label n | 0, _ => outerY | 1, prior => bPositionsZ prior.2 | 2, prior => cPositionsZ prior.1.2 | 3, _ => aChoicesZ | 4, prior => bChoicesY prior.1.1.2 | _ + 5, _ => fun _ _ => false theorem firstReader_readable (n : ℕ) (hn : n < 5) (a : Scalar) : firstReader n (labelRecordOf labels n a) (originalCoordinate (firstSide n) a) = labels n a := by interval_cases n · exact outerX_read a · exact bPositionsX_read a · exact cPositionsY_read a · exact aChoicesY_read a · exact bChoicesX_read a theorem secondReader_readable (n : ℕ) (hn : n < 5) (a : Scalar) : secondReader n (labelRecordOf labels n a) (originalCoordinate (secondSide n) a) = labels n a := by interval_cases n · exact outerY_read a · exact bPositionsZ_read a · exact cPositionsZ_read a · exact aChoicesZ_read a · exact bChoicesY_read a theorem completeRecord_injective : Function.Injective (labelRecordOf labels 5) := by intro a b h apply positionLabels_injective exact Prod.ext (congrArg (fun q : LabelRecord Label 5 => q.1.1.1.2) h) (Prod.ext (congrArg (fun q : LabelRecord Label 5 => q.1.1.2) h) (Prod.ext (congrArg (fun q : LabelRecord Label 5 => q.1.2) h) (congrArg (fun q : LabelRecord Label 5 => q.2) h))) end MatrixMultiplication.Foundation.CW75LabelHierarchy end end OAI