lean/OAI/LinearAlgebra/MatrixFields/Model.lean

import Mathlib

namespace OAI

open scoped BigOperators Topology Polynomial

namespace MatrixAllFields

noncomputable section

open scoped BigOperators

namespace MatrixMultiplication.Arithmetic

inductive Gate (F Input Register : Type*) where
  | constant : F → Gate F Input Register
  | input : Input → Gate F Input Register
  | add : Register → Register → Gate F Input Register
  | sub : Register → Register → Gate F Input Register
  | mul : Register → Register → Gate F Input Register

namespace Gate

variable {F Input Register : Type*}

def eval [Field F] (inputs : Input → F) (registers : Register → F) :
    Gate F Input Register → F
  | .constant z => z
  | .input i => inputs i
  | .add i j => registers i + registers j
  | .sub i j => registers i - registers j
  | .mul i j => registers i * registers j

def cost : Gate F Input Register → ℕ
  | .constant _ => 0
  | .input _ => 0
  | .add _ _ => 1
  | .sub _ _ => 1
  | .mul _ _ => 1

end Gate

inductive Program (F Input : Type*) : ℕ → Type _ where
  | nil : Program F Input 0
  | step {r : ℕ} : Program F Input r → Gate F Input (Fin r) → Program F Input (r + 1)

namespace Program

variable {F Input : Type*}

def eval [Field F] : {r : ℕ} → Program F Input r → (Input → F) → Fin r → F
  | 0, .nil, _ => Fin.elim0
  | _ + 1, .step p g, inputs =>
    Fin.cases (g.eval inputs (p.eval inputs)) (p.eval inputs)

def cost : {r : ℕ} → Program F Input r → ℕ
  | 0, .nil => 0
  | _ + 1, .step p g => p.cost + g.cost

end Program

abbrev MatrixInput (a b c : ℕ) := (Fin a × Fin b) ⊕ (Fin b × Fin c)

def matrixInputs {F : Type*} {a b c : ℕ}
    (A : Matrix (Fin a) (Fin b) F) (B : Matrix (Fin b) (Fin c) F) :
    MatrixInput a b c → F
  | .inl (i, j) => A i j
  | .inr (j, k) => B j k

structure MatrixAlgorithm (F : Type*) (a b c : ℕ) where
  registers : ℕ
  program : Program F (MatrixInput a b c) registers
  output : Fin a → Fin c → Fin registers

namespace MatrixAlgorithm

variable {F : Type*} [Field F] {a b c : ℕ}

def eval (P : MatrixAlgorithm F a b c)
    (A : Matrix (Fin a) (Fin b) F) (B : Matrix (Fin b) (Fin c) F) :
    Matrix (Fin a) (Fin c) F :=
  fun i k => P.program.eval (matrixInputs A B) (P.output i k)

def Correct (P : MatrixAlgorithm F a b c) : Prop :=
  ∀ (A : Matrix (Fin a) (Fin b) F) (B : Matrix (Fin b) (Fin c) F), P.eval A B = A * B

def cost (P : MatrixAlgorithm F a b c) : ℕ := P.program.cost

end MatrixAlgorithm

/-- Positive slack, one uniform constant, and a correct program at every size. -/
def AdmissibleExponent (F : Type*) [Field F] (τ : ℝ) : Prop :=
  ∀ ε : ℝ, 0 < ε → ∃ C : ℝ, 0 < C ∧
    ∀ n : ℕ, 1 ≤ n → ∃ P : MatrixAlgorithm F n n n,
      P.Correct ∧ (P.cost : ℝ) ≤ C * (n : ℝ) ^ (τ + ε)

def omega (F : Type*) [Field F] : ℝ := sInf {τ : ℝ | AdmissibleExponent F τ}

end MatrixMultiplication.Arithmetic

end

end MatrixAllFields

end OAI