openAI-math-dataset / lean /OAI /Computability /BinPacking /Machines /PackingCountMachine.lean
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import OAI.Computability.BinPacking.Arithmetic.GraphTallyMachine
import OAI.Computability.BinPacking.Packing.PackingTokenAffine
namespace OAI
namespace BinPackingGap.PackingCountMachine
open Turing
open BinPackingGames.Foundations.Complexity
structure Parameters where
P : Nat
K : Nat
t : Nat
d : Nat
def R (p : Parameters) (n : Nat) : Nat := BinPackingGap.repetitions p.P n p.K
theorem R_affine (p : Parameters) (n : Nat) :
R p n = 100 * p.K * n + 100 * (p.P + 1) := by
unfold R BinPackingGap.repetitions
ring
def B (p : Parameters) (n m : Nat) : Nat := n * p.t + 4 * p.d * m * R p n
theorem B_accumulate (p : Parameters) (n m : Nat) :
B p n m = (4 * p.d) * (R p n * m) + p.t * n := by
unfold B
ring
inductive Phase
| repetitions
| edgeCounter
| treeBins
| jobBins
deriving DecidableEq
instance : Fintype Phase where
elems := {.repetitions, .edgeCounter, .treeBins, .jobBins}
complete phase := by cases phase <;> simp
inductive Label
| affine (phase : Phase) (label : PackingTokenAffine.Label)
| product (label : MachineUnaryMultiply.Label)
deriving DecidableEq, Fintype
abbrev State (A : Type) := PackingTokenAffine.State A
def clean {A : Type} (ambient : A) : State A := ((ambient, ()), none)
def affineIndices : Phase → Fin 3 ↪ Fin 8
| .repetitions => ⟨![0, 6, 2], by decide⟩
| .edgeCounter => ⟨![1, 6, 3], by decide⟩
| .treeBins => ⟨![0, 6, 5], by decide⟩
| .jobBins => ⟨![4, 6, 5], by decide⟩
def productIndices : Fin 5 ↪ Fin 8 := ⟨![2, 3, 4, 7, 6], by decide⟩
variable {Tape Λ A : Type} [DecidableEq Tape]
def affineSlots (slots : Fin 8 ↪ Tape) (phase : Phase) : Fin 3 ↪ Tape :=
(affineIndices phase).trans slots
def productSlots (slots : Fin 8 ↪ Tape) : Fin 5 ↪ Tape := productIndices.trans slots
def coefficient (p : Parameters) : Phase → Nat
| .repetitions => 100 * p.K
| .edgeCounter => 1
| .treeBins => p.t
| .jobBins => 4 * p.d
def offset (p : Parameters) : Phase → Nat
| .repetitions => 100 * (p.P + 1)
| _ => 0
def phaseExit (labels : Label → Λ) (exit : Option Λ) : Phase → Option Λ
| .repetitions => some (labels (.affine .edgeCounter .seed))
| .edgeCounter => some (labels (.product .copyDrain))
| .treeBins => some (labels (.affine .jobBins .scan))
| .jobBins => exit
def instruction (p : Parameters) (slots : Fin 8 ↪ Tape) (labels : Label → Λ)
(exit : Option Λ) : Label → TM2.Stmt (fun _ : Tape => Bool) Λ (State A)
| .affine phase l => PackingTokenAffine.instruction (coefficient p phase) (offset p phase)
(affineSlots slots phase) (fun l => labels (.affine phase l))
(phaseExit labels exit phase) l
| .product l => MachineUnaryMultiply.statement (productSlots slots)
(fun l => labels (.product l)) (some (labels (.affine .treeBins .seed))) l
def resultTapes (p : Parameters) (slots : Fin 8 ↪ Tape) (base : Tape → List Bool)
(n m : Nat) : Tape → List Bool :=
Function.update
(Function.update
(Function.update
(Function.update base (slots 2) (encodeWord (R p n)))
(slots 3) (encodeWord m))
(slots 4) (encodeWord (R p n * m)))
(slots 5) (encodeWord (B p n m))
theorem resultTapes_other (p : Parameters) (slots : Fin 8 ↪ Tape)
(base : Tape → List Bool) (n m : Nat) (k : Tape)
(h₂ : k ≠ slots 2) (h₃ : k ≠ slots 3) (h₄ : k ≠ slots 4) (h₅ : k ≠ slots 5) :
resultTapes p slots base n m k = base k := by
simp [resultTapes, h₂, h₃, h₄, h₅]
def steps (p : Parameters) (n m : Nat) : Nat :=
(3 * n + 3) + (3 * m + 3) + MachineUnaryMultiply.steps (R p n) m +
(3 * n + 3) + (3 * (R p n * m + 1) + 2)
theorem steps_eq (p : Parameters) (n m : Nat) :
steps p n m = 6 * n + 11 * m + 6 * (R p n * m) + 21 := by
unfold steps MachineUnaryMultiply.steps
ring
noncomputable def timePolynomial (p : Parameters) : Polynomial Nat :=
Polynomial.C (600 * p.K) * Polynomial.X ^ 2 +
Polynomial.C (600 * (p.P + 1) + 17) * Polynomial.X + Polynomial.C 21
theorem steps_le_timePolynomial (p : Parameters) (n m s : Nat)
(hn : n ≤ s) (hm : m ≤ s) :
steps p n m ≤ (timePolynomial p).eval s := by
have hR : R p n ≤ R p s := by
unfold R BinPackingGap.repetitions
exact Nat.mul_le_mul_left 100
(Nat.add_le_add_right (Nat.add_le_add_left (Nat.mul_le_mul_right p.K hn) p.P) 1)
have hRm := Nat.mul_le_mul hR hm
have hlinear : steps p n m ≤ 17 * s + 6 * (R p s * s) + 21 := by
rw [steps_eq]
omega
calc
steps p n m ≤ 17 * s + 6 * (R p s * s) + 21 := hlinear
_ = (timePolynomial p).eval s := by
simp only [timePolynomial, Polynomial.eval_add, Polynomial.eval_mul,
Polynomial.eval_C, Polynomial.eval_pow, Polynomial.eval_X]
unfold R BinPackingGap.repetitions
ring
theorem graph_steps_le_timePolynomial (p : Parameters) (input : GraphReductionInput) :
steps p input.graph.n input.graph.edges.length ≤
(timePolynomial p).eval (graphBits input).length :=
steps_le_timePolynomial p _ _ _ (graph_vertexCount_le_bits input) (graph_edgeCount_le_bits input)
private theorem joinTrace {X : Type*} {f : X → X} {a b c : X} {n m : Nat}
(first : f^[n] a = b) (second : f^[m] b = c) : f^[n + m] a = c := by
rw [Nat.add_comm, Function.iterate_add_apply, first, second]
theorem countTrace (p : Parameters) (slots : Fin 8 ↪ Tape) (labels : Label → Λ)
(exit : Option Λ)
(program : Λ → TM2.Stmt (fun _ : Tape => Bool) Λ (State A))
(atLabels : ∀ l, program (labels l) = instruction p slots labels exit l)
(base : Tape → List Bool) (n m : Nat)
(nWord : base (slots 0) = List.replicate n true)
(mWord : base (slots 1) = List.replicate m true)
(workspaceEmpty : ∀ j : Fin 8, 2 ≤ j.val → base (slots j) = [])
(ambient : A) :
(MachineComposition.advance (TM2.step program))^[steps p n m]
(some ⟨some (labels (.affine .repetitions .seed)), clean ambient, base⟩) =
some ⟨exit, clean ambient, resultTapes p slots base n m⟩ := by
have h₂ := workspaceEmpty 2 (by decide)
have h₃ := workspaceEmpty 3 (by decide)
have h₄ := workspaceEmpty 4 (by decide)
have h₅ := workspaceEmpty 5 (by decide)
have h₆ := workspaceEmpty 6 (by decide)
have h₇ := workspaceEmpty 7 (by decide)
let b₁ := Function.update base (slots 2) (encodeWord (R p n))
let b₂ := Function.update b₁ (slots 3) (encodeWord m)
let b₃ := Function.update b₂ (slots 4) (encodeWord (R p n * m))
let b₄ := Function.update b₃ (slots 5) (encodeWord (p.t * n))
have r₁ : (MachineComposition.advance (TM2.step program))^[3 * n + 3]
(some ⟨some (labels (.affine .repetitions .seed)), clean ambient, base⟩) =
some ⟨some (labels (.affine .edgeCounter .seed)), clean ambient, b₁⟩ := by
have run := PackingTokenAffine.seededTrace (100 * p.K) (100 * (p.P + 1))
(affineSlots slots .repetitions) (fun l => labels (.affine .repetitions l))
(some (labels (.affine .edgeCounter .seed))) program
(fun l => atLabels (.affine .repetitions l)) base n nWord h₆ ambient
change (MachineComposition.advance (TM2.step program))^[3 * n + 3]
(some ⟨some (labels (.affine .repetitions .seed)), clean ambient, base⟩) =
some ⟨some (labels (.affine .edgeCounter .seed)), clean ambient,
Function.update base (slots 2)
(encodeWord (100 * p.K * n + 100 * (p.P + 1)) ++ base (slots 2))⟩ at run
simpa only [← R_affine, h₂, List.append_nil, b₁] using run
have m₁ : b₁ (slots 1) = List.replicate m true := by
simp [b₁, slots.injective.eq_iff, mWord]
have s₁ : b₁ (slots 6) = [] := by simp [b₁, slots.injective.eq_iff, h₆]
have e₁ : b₁ (slots 3) = [] := by simp [b₁, slots.injective.eq_iff, h₃]
have r₂ : (MachineComposition.advance (TM2.step program))^[3 * m + 3]
(some ⟨some (labels (.affine .edgeCounter .seed)), clean ambient, b₁⟩) =
some ⟨some (labels (.product .copyDrain)), clean ambient, b₂⟩ := by
have run := PackingTokenAffine.seededTrace 1 0 (affineSlots slots .edgeCounter)
(fun l => labels (.affine .edgeCounter l)) (some (labels (.product .copyDrain)))
program (fun l => atLabels (.affine .edgeCounter l)) b₁ m m₁ s₁ ambient
change (MachineComposition.advance (TM2.step program))^[3 * m + 3]
(some ⟨some (labels (.affine .edgeCounter .seed)), clean ambient, b₁⟩) =
some ⟨some (labels (.product .copyDrain)), clean ambient,
Function.update b₁ (slots 3) (encodeWord (1 * m + 0) ++ b₁ (slots 3))⟩ at run
simpa only [one_mul, Nat.add_zero, e₁, List.append_nil, b₂] using run
have a₂ : b₂ (slots 2) = encodeWord (R p n) := by
simp [b₂, b₁, slots.injective.eq_iff]
have b₂word : b₂ (slots 3) = encodeWord m := by simp [b₂]
have s₂ : b₂ (slots 6) = [] := by simp [b₂, slots.injective.eq_iff, s₁]
have c₂ : b₂ (slots 7) = [] := by
simp [b₂, b₁, slots.injective.eq_iff, h₇]
have e₂ : b₂ (slots 4) = [] := by
simp [b₂, b₁, slots.injective.eq_iff, h₄]
have r₃ : (MachineComposition.advance (TM2.step program))^[MachineUnaryMultiply.steps (R p n) m]
(some ⟨some (labels (.product .copyDrain)), clean ambient, b₂⟩) =
some ⟨some (labels (.affine .treeBins .seed)), clean ambient, b₃⟩ := by
have run := MachineUnaryMultiply.multiplyTrace (productSlots slots)
(fun l => labels (.product l)) (some (labels (.affine .treeBins .seed)))
program (fun l => atLabels (.product l)) b₂ (R p n) m
a₂ b₂word c₂ s₂ ambient none
simpa [productSlots, productIndices, MachineUnaryMultiply.resultTapes,
e₂, b₃, clean] using run
have n₃ : b₃ (slots 0) = List.replicate n true := by
simp [b₃, b₂, b₁, slots.injective.eq_iff, nWord]
have s₃ : b₃ (slots 6) = [] := by simp [b₃, slots.injective.eq_iff, s₂]
have e₃ : b₃ (slots 5) = [] := by
simp [b₃, b₂, b₁, slots.injective.eq_iff, h₅]
have r₄ : (MachineComposition.advance (TM2.step program))^[3 * n + 3]
(some ⟨some (labels (.affine .treeBins .seed)), clean ambient, b₃⟩) =
some ⟨some (labels (.affine .jobBins .scan)), clean ambient, b₄⟩ := by
have run := PackingTokenAffine.seededTrace p.t 0 (affineSlots slots .treeBins)
(fun l => labels (.affine .treeBins l)) (some (labels (.affine .jobBins .scan)))
program (fun l => atLabels (.affine .treeBins l)) b₃ n n₃ s₃ ambient
change (MachineComposition.advance (TM2.step program))^[3 * n + 3]
(some ⟨some (labels (.affine .treeBins .seed)), clean ambient, b₃⟩) =
some ⟨some (labels (.affine .jobBins .scan)), clean ambient,
Function.update b₃ (slots 5) (encodeWord (p.t * n + 0) ++ b₃ (slots 5))⟩ at run
simpa only [Nat.add_zero, e₃, List.append_nil, b₄] using run
have a₄ : b₄ (slots 4) = encodeWord (R p n * m) := by
simp [b₄, b₃, slots.injective.eq_iff]
have s₄ : b₄ (slots 6) = [] := by simp [b₄, slots.injective.eq_iff, s₃]
have d₄ : b₄ (slots 5) = encodeWord (p.t * n) ++ [] := by simp [b₄]
have r₅ : (MachineComposition.advance (TM2.step program))^[3 * (R p n * m + 1) + 2]
(some ⟨some (labels (.affine .jobBins .scan)), clean ambient, b₄⟩) =
some ⟨exit, clean ambient, resultTapes p slots base n m⟩ := by
have run := PackingTokenAffine.encodedAccumulateTrace (4 * p.d) 0
(affineSlots slots .jobBins) (fun l => labels (.affine .jobBins l)) exit
program (fun l => atLabels (.affine .jobBins l)) b₄ (R p n * m) (p.t * n) []
a₄ s₄ d₄ ambient
change (MachineComposition.advance (TM2.step program))^[3 * (R p n * m + 1) + 2]
(some ⟨some (labels (.affine .jobBins .scan)), clean ambient, b₄⟩) =
some ⟨exit, clean ambient,
Function.update b₄ (slots 5)
(encodeWord ((4 * p.d) * (R p n * m) + p.t * n) ++ [])⟩ at run
simpa only [← B_accumulate, List.append_nil, b₄, b₃, b₂, b₁,
Function.update_idem, resultTapes] using run
exact joinTrace (joinTrace (joinTrace (joinTrace r₁ r₂) r₃) r₄) r₅
def countInTime (p : Parameters) (slots : Fin 8 ↪ Tape) (labels : Label → Λ)
(exit : Option Λ)
(program : Λ → TM2.Stmt (fun _ : Tape => Bool) Λ (State A))
(atLabels : ∀ l, program (labels l) = instruction p slots labels exit l)
(base : Tape → List Bool) (n m : Nat)
(nWord : base (slots 0) = List.replicate n true)
(mWord : base (slots 1) = List.replicate m true)
(workspaceEmpty : ∀ j : Fin 8, 2 ≤ j.val → base (slots j) = [])
(ambient : A) :
StateTransition.EvalsToInTime (TM2.step program)
⟨some (labels (.affine .repetitions .seed)), clean ambient, base⟩
(some ⟨exit, clean ambient, resultTapes p slots base n m⟩) (steps p n m) where
steps := steps p n m
evals_in_steps := countTrace p slots labels exit program atLabels base n m
nWord mWord workspaceEmpty ambient
steps_le_m := Nat.le_refl _
def graphCountInTime (p : Parameters) (slots : Fin 8 ↪ Tape) (labels : Label → Λ)
(exit : Option Λ)
(program : Λ → TM2.Stmt (fun _ : Tape => Bool) Λ (State A))
(atLabels : ∀ l, program (labels l) = instruction p slots labels exit l)
(base : Tape → List Bool) (input : GraphReductionInput)
(nWord : base (slots 0) = List.replicate input.graph.n true)
(mWord : base (slots 1) = List.replicate input.graph.edges.length true)
(workspaceEmpty : ∀ j : Fin 8, 2 ≤ j.val → base (slots j) = [])
(ambient : A) :
StateTransition.EvalsToInTime (TM2.step program)
⟨some (labels (.affine .repetitions .seed)), clean ambient, base⟩
(some ⟨exit, clean ambient,
resultTapes p slots base input.graph.n input.graph.edges.length⟩)
((timePolynomial p).eval (graphBits input).length) where
steps := steps p input.graph.n input.graph.edges.length
evals_in_steps := countTrace p slots labels exit program atLabels base
input.graph.n input.graph.edges.length nWord mWord workspaceEmpty ambient
steps_le_m := graph_steps_le_timePolynomial p input
end BinPackingGap.PackingCountMachine
end OAI