openAI-math-dataset / lean /OAI /Computability /MaxCut /Machines /MachineFieldProfile.lean
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import Mathlib
import OAI.Computability.MaxCut.Machines.MachineCopy
import OAI.Computability.MaxCut.Machines.MachineBinaryFormula
namespace OAI
/-!
Preserved comparisons of actual field stacks and their finite equality profile.
All whole-word equalities below are specifications of finite-head comparison.
-/
namespace MaxCutGames.Foundations.Complexity.MachineFieldProfile
open Turing
abbrev Profile (q : Nat) := Fin q → Fin q → Bool
def equalityProfile {q : Nat} (words : Fin q → List Bool) : Profile q :=
fun i j => decide (words i = words j)
theorem equalityProfile_encodeWord {q : Nat} (names : Fin q → Nat) (i j : Fin q) :
equalityProfile (fun k => encodeWord (names k)) i j = decide (names i = names j) := by
have h : encodeWord (names i) = encodeWord (names j) ↔ names i = names j := by
constructor
· intro heq
have hh := congrArg List.length heq
simpa only [encodeWord_length, Nat.add_right_cancel_iff] using hh
· rintro heq
rw [heq]
simp only [equalityProfile, h]
section Transport
variable {K Λ σ τ : Type} [DecidableEq K]
omit [DecidableEq K] in
theorem statement_roundtrip (e : σ ≃ τ)
(q : TM2.Stmt (fun _ : K => Bool) Λ τ) :
MachineControl.statement id e (MachineControl.statement id e.symm q) = q := by
induction q <;> simp_all [MachineControl.statement]
def copyStateEquiv (σ : Type) :
((σ × Bool × Option Bool) × Option Bool) ≃ MachineCompare.State σ where
toFun s := (s.1.1, s.1.2.1, s.1.2.2, s.2)
invFun s := ((s.1, s.2.1, s.2.2.1), s.2.2.2)
left_inv _ := rfl
right_inv _ := rfl
def normalState (ambient : σ) : MachineCompare.State σ := (ambient, false, none, none)
def copyStatement (q : TM2.Stmt (fun _ : K => Bool) Λ
((σ × Bool × Option Bool) × Option Bool)) :
TM2.Stmt (fun _ : K => Bool) Λ (MachineCompare.State σ) :=
MachineControl.statement id (copyStateEquiv σ) q
def copyInCompareState (source destination scratch : K)
(hSD : source ≠ destination) (hST : source ≠ scratch) (hDT : destination ≠ scratch)
(firstLabel secondLabel : Λ) (exit : Option Λ)
(program : Λ → TM2.Stmt (fun _ : K => Bool) Λ (MachineCompare.State σ))
(atFirst : program firstLabel = copyStatement
(Reduction.MachineTransfer.loopAt source scratch id false firstLabel (some secondLabel)))
(atSecond : program secondLabel = copyStatement
(MachineCopy.forkLoop scratch source destination false secondLabel exit))
(base : K → List Bool) (hScratch : base scratch = []) (ambient : σ) :
StateTransition.EvalsToInTime (TM2.step program)
⟨some firstLabel, normalState ambient, base⟩
(some ⟨exit, normalState ambient,
Function.update base destination (base source ++ base destination)⟩)
(2 * ((base source).length + 1)) := by
let e := copyStateEquiv σ
let view := MachineControl.program (Equiv.refl Λ) e.symm program
have hfirst : view firstLabel =
Reduction.MachineTransfer.loopAt source scratch id false firstLabel (some secondLabel) := by
dsimp [view, MachineControl.program]
rw [atFirst]
exact statement_roundtrip e.symm _
have hsecond : view secondLabel =
MachineCopy.forkLoop scratch source destination false secondLabel exit := by
dsimp [view, MachineControl.program]
rw [atSecond]
exact statement_roundtrip e.symm _
let run := MachineCopy.copyInTime source destination scratch hSD hST hDT false
firstLabel secondLabel exit view hfirst hsecond base hScratch (ambient, false, none) none
have hprogram : MachineControl.program (Equiv.refl Λ) e view = program := by
funext label
exact statement_roundtrip e (program label)
have hsim (a b : TM2.Cfg (fun _ : K => Bool) Λ ((σ × Bool × Option Bool) × Option Bool))
(hab : TM2.step view a = some b) :
TM2.step program (MachineControl.configuration id e a) =
some (MachineControl.configuration id e b) := by
have hh := MachineControl.step_simulation (Equiv.refl Λ) e view a
rw [hprogram, hab] at hh
exact hh
have lifted := MachineComposition.liftExecutionInTime (TM2.step view) (TM2.step program)
(MachineControl.configuration id e) hsim run
simpa [MachineControl.configuration, copyStateEquiv, normalState, e] using lifted
end Transport
section PreservedComparison
variable {K Λ σ : Type} [DecidableEq K]
def nonDestructiveCompareInTime (left right workLeft workRight scratch : K)
(hleft : left ≠ workLeft ∧ left ≠ workRight ∧ left ≠ scratch)
(hright : right ≠ workLeft ∧ right ≠ workRight ∧ right ≠ scratch)
(hwork : workLeft ≠ workRight ∧ workLeft ≠ scratch ∧ workRight ≠ scratch)
(leftFirst leftSecond rightFirst rightSecond compareLabel : Λ)
(equalExit differentExit : Option Λ)
(program : Λ → TM2.Stmt (fun _ : K => Bool) Λ (MachineCompare.State σ))
(atLeftFirst : program leftFirst = copyStatement
(Reduction.MachineTransfer.loopAt left scratch id false leftFirst (some leftSecond)))
(atLeftSecond : program leftSecond = copyStatement
(MachineCopy.forkLoop scratch left workLeft false leftSecond (some rightFirst)))
(atRightFirst : program rightFirst = copyStatement
(Reduction.MachineTransfer.loopAt right scratch id false rightFirst (some rightSecond)))
(atRightSecond : program rightSecond = copyStatement
(MachineCopy.forkLoop scratch right workRight false rightSecond (some compareLabel)))
(atCompare : program compareLabel =
MachineCompare.loop workLeft workRight compareLabel equalExit differentExit)
(base : K → List Bool) (hWL : base workLeft = []) (hWR : base workRight = [])
(hScratch : base scratch = []) (ambient : σ) :
StateTransition.EvalsToInTime (TM2.step program)
⟨some leftFirst, normalState ambient, base⟩
(some ⟨if base left = base right then equalExit else differentExit,
normalState ambient, base⟩)
(2 * ((base left).length + 1) + 2 * ((base right).length + 1) +
max (base left).length (base right).length + 1) := by
let t₁ := Function.update base workLeft (base left)
let t₂ := Function.update t₁ workRight (base right)
have h₁ := copyInCompareState left workLeft scratch hleft.1 hleft.2.2 hwork.2.1
leftFirst leftSecond (some rightFirst) program atLeftFirst atLeftSecond base hScratch ambient
simp only [hWL, List.append_nil] at h₁
have hSR : t₁ right = base right := by simp [t₁, hright.1]
have hDR : t₁ workRight = [] := by simp [t₁, Ne.symm hwork.1, hWR]
have hTR : t₁ scratch = [] := by simp [t₁, Ne.symm hwork.2.1, hScratch]
have h₂ := copyInCompareState right workRight scratch hright.2.1 hright.2.2 hwork.2.2
rightFirst rightSecond (some compareLabel) program atRightFirst atRightSecond t₁ hTR ambient
rw [hSR, hDR] at h₂
simp only [List.append_nil] at h₂
have hL : t₂ workLeft = base left := by simp [t₂, t₁, hwork.1]
have hR : t₂ workRight = base right := by simp [t₂]
have hrestore : Reduction.MachineTransfer.tapesAt workLeft workRight t₂ [] [] = base := by
funext p
by_cases hl : p = workLeft
· subst p
simp [Reduction.MachineTransfer.tapesAt, hwork.1, hWL]
· by_cases hr : p = workRight
· subst p
simp [Reduction.MachineTransfer.tapesAt, hWR]
· simp [Reduction.MachineTransfer.tapesAt, t₂, t₁, hl, hr]
have h₃ := MachineCompare.compareInTime workLeft workRight hwork.1 compareLabel
equalExit differentExit program atCompare t₂ ambient none none
rw [hL, hR, hrestore] at h₃
let h₁₂ := StateTransition.EvalsToInTime.trans _ _ _ _ _ _ h₁ h₂
let run := StateTransition.EvalsToInTime.trans _ _ _ _ _ _ h₁₂ h₃
exact { toEvalsTo := run.toEvalsTo, steps_le_m := by have h := run.steps_le_m; omega }
end PreservedComparison
def setEntry {q : Nat} (profile : Profile q) (pair : Fin q × Fin q) (bit : Bool) : Profile q :=
Function.update profile pair.1 (Function.update (profile pair.1) pair.2 bit)
theorem setEntry_apply {q : Nat} (profile : Profile q) (pair : Fin q × Fin q)
(bit : Bool) (i j : Fin q) :
setEntry profile pair bit i j = if (i, j) = pair then bit else profile i j := by
rcases pair with ⟨a, b⟩
by_cases hi : i = a <;> by_cases hj : j = b <;> simp [setEntry, hi, hj]
def setExpected {q : Nat} (words : Fin q → List Bool) (profile : Profile q)
(pair : Fin q × Fin q) : Profile q :=
setEntry profile pair (equalityProfile words pair.1 pair.2)
def foldProfile {q : Nat} (words : Fin q → List Bool) (initial : Profile q)
(cells : List (Fin q × Fin q)) : Profile q := cells.foldl (setExpected words) initial
theorem foldProfile_apply {q : Nat} (words : Fin q → List Bool) (initial : Profile q)
(cells : List (Fin q × Fin q)) (i j : Fin q) :
foldProfile words initial cells i j =
if (i, j) ∈ cells then equalityProfile words i j else initial i j := by
induction cells generalizing initial with
| nil => rfl
| cons pair rest ih =>
change foldProfile words (setExpected words initial pair) rest i j = _
rw [ih]
by_cases hrest : (i, j) ∈ rest
· simp [hrest]
· by_cases hpair : (i, j) = pair
· subst pair
simp [hrest, setExpected, setEntry_apply]
· simp [hrest, hpair, setExpected, setEntry_apply]
abbrev Tape (q : Nat) := Fin q ⊕ Fin 3
abbrev Label {q : Nat} (cells : List (Fin q × Fin q)) := Fin (cells.length + 1) × Fin 7
def labelAt {q : Nat} (cells : List (Fin q × Fin q)) (r : Nat) (phase : Fin 7) : Label cells :=
(⟨min r cells.length, by omega⟩, phase)
def storePair {q : Nat} (pair : Fin q × Fin q) (bit : Bool)
{Λ : Type} (nextLabel : Λ) :
TM2.Stmt (fun _ : Tape q => Bool) Λ (MachineCompare.State (Profile q)) :=
.load (fun state => normalState (setEntry state.1 pair bit)) (.goto fun _ => nextLabel)
/-- The fixed list of pairs determines all control labels and original fields.
The program compares only copied work-stack heads, then stores one finite bit. -/
def profileProgram {q : Nat} (cells : List (Fin q × Fin q)) (label : Label cells) :
TM2.Stmt (fun _ : Tape q => Bool) (Label cells) (MachineCompare.State (Profile q)) :=
if h : label.1.val < cells.length then
let pair := cells[label.1.val]
let r := label.1.val
match label.2.val with
| 0 => copyStatement (Reduction.MachineTransfer.loopAt (.inl pair.1) (.inr 2) id false
(labelAt cells r 0) (some (labelAt cells r 1)))
| 1 => copyStatement (MachineCopy.forkLoop (.inr 2) (.inl pair.1) (.inr 0) false
(labelAt cells r 1) (some (labelAt cells r 2)))
| 2 => copyStatement (Reduction.MachineTransfer.loopAt (.inl pair.2) (.inr 2) id false
(labelAt cells r 2) (some (labelAt cells r 3)))
| 3 => copyStatement (MachineCopy.forkLoop (.inr 2) (.inl pair.2) (.inr 1) false
(labelAt cells r 3) (some (labelAt cells r 4)))
| 4 => MachineCompare.loop (.inr 0) (.inr 1) (labelAt cells r 4)
(some (labelAt cells r 5)) (some (labelAt cells r 6))
| 5 => storePair pair true (labelAt cells (r + 1) 0)
| _ => storePair pair false (labelAt cells (r + 1) 0)
else .halt
def pairTime {q : Nat} (words : Fin q → List Bool) (pair : Fin q × Fin q) : Nat :=
2 * ((words pair.1).length + 1) + 2 * ((words pair.2).length + 1) +
max (words pair.1).length (words pair.2).length + 2
def prefixProfile {q : Nat} (words : Fin q → List Bool) (initial : Profile q)
(cells : List (Fin q × Fin q)) (r : Nat) : Profile q :=
foldProfile words initial (cells.take r)
def prefixTime {q : Nat} (words : Fin q → List Bool)
(cells : List (Fin q × Fin q)) (r : Nat) : Nat :=
((cells.take r).map (pairTime words)).sum
theorem prefixProfile_succ {q : Nat} (words : Fin q → List Bool) (initial : Profile q)
(cells : List (Fin q × Fin q)) (r : Nat) (hr : r < cells.length) :
prefixProfile words initial cells (r + 1) =
setExpected words (prefixProfile words initial cells r) cells[r] := by
unfold prefixProfile foldProfile
rw [List.take_succ_eq_append_getElem hr, List.foldl_append]
rfl
theorem prefixTime_succ {q : Nat} (words : Fin q → List Bool)
(cells : List (Fin q × Fin q)) (r : Nat) (hr : r < cells.length) :
prefixTime words cells (r + 1) = prefixTime words cells r + pairTime words cells[r] := by
unfold prefixTime
rw [List.take_succ_eq_append_getElem hr, List.map_append, List.sum_append]
rfl
/-- One fully constructed copy/copy/compare/store stage, restoring every stack. -/
def stageInTime {q : Nat} (cells : List (Fin q × Fin q)) (r : Nat) (hr : r < cells.length)
(base : Tape q → List Bool) (hwork : ∀ w : Fin 3, base (.inr w) = []) (profile : Profile q) :
StateTransition.EvalsToInTime (TM2.step (profileProgram cells))
⟨some (labelAt cells r 0), normalState profile, base⟩
(some ⟨some (labelAt cells (r + 1) 0),
normalState (setExpected (fun i => base (.inl i)) profile cells[r]), base⟩)
(pairTime (fun i => base (.inl i)) cells[r]) := by
let pair := cells[r]
have copied := nonDestructiveCompareInTime (.inl pair.1) (.inl pair.2)
(.inr 0 : Tape q) (.inr 1) (.inr 2) (by simp) (by simp) (by simp)
(labelAt cells r 0) (labelAt cells r 1) (labelAt cells r 2) (labelAt cells r 3)
(labelAt cells r 4) (some (labelAt cells r 5)) (some (labelAt cells r 6))
(profileProgram cells)
(by simp [profileProgram, labelAt, Nat.min_eq_left hr.le, hr, pair])
(by simp [profileProgram, labelAt, Nat.min_eq_left hr.le, hr, pair])
(by simp [profileProgram, labelAt, Nat.min_eq_left hr.le, hr, pair])
(by simp [profileProgram, labelAt, Nat.min_eq_left hr.le, hr, pair])
(by simp [profileProgram, labelAt, Nat.min_eq_left hr.le, hr])
base (hwork 0) (hwork 1) (hwork 2) profile
have stored : StateTransition.EvalsToInTime (TM2.step (profileProgram cells))
⟨if base (.inl pair.1) = base (.inl pair.2) then some (labelAt cells r 5)
else some (labelAt cells r 6), normalState profile, base⟩
(some ⟨some (labelAt cells (r + 1) 0),
normalState (setExpected (fun i => base (.inl i)) profile pair), base⟩) 1 := {
steps := 1
evals_in_steps := by
change TM2.step (profileProgram cells)
⟨if base (.inl pair.1) = base (.inl pair.2) then some (labelAt cells r 5)
else some (labelAt cells r 6), normalState profile, base⟩ = _
by_cases heq : base (.inl pair.1) = base (.inl pair.2)
· simp [heq, TM2.step, profileProgram, labelAt,
Nat.min_eq_left hr.le, hr, storePair, TM2.stepAux, normalState,
setExpected, equalityProfile, pair]
· simp [heq, TM2.step, profileProgram, labelAt,
Nat.min_eq_left hr.le, hr, storePair, TM2.stepAux, normalState,
setExpected, equalityProfile, pair]
steps_le_m := Nat.le_refl _
}
let run := StateTransition.EvalsToInTime.trans _ _ _ _ _ _ copied stored
refine { toEvalsTo := run.toEvalsTo, steps_le_m := ?_ }
have h := run.steps_le_m
dsimp only [pair] at h
dsimp only [pairTime]
omega
/-- Compose the actual stages up to any fixed position in the pair list. -/
def prefixInTime {q : Nat} (cells : List (Fin q × Fin q))
(base : Tape q → List Bool) (hwork : ∀ w : Fin 3, base (.inr w) = []) (initial : Profile q)
(r : Nat) (hr : r ≤ cells.length) :
StateTransition.EvalsToInTime (TM2.step (profileProgram cells))
⟨some (labelAt cells 0 0), normalState initial, base⟩
(some ⟨some (labelAt cells r 0),
normalState (prefixProfile (fun i => base (.inl i)) initial cells r), base⟩)
(prefixTime (fun i => base (.inl i)) cells r) := by
induction r with
| zero =>
exact { steps := 0, evals_in_steps := rfl, steps_le_m := Nat.le_refl _ }
| succ r ih =>
have hrl : r < cells.length := by omega
let first := ih (by omega)
let second := stageInTime cells r hrl base hwork
(prefixProfile (fun i => base (.inl i)) initial cells r)
let run := StateTransition.EvalsToInTime.trans _ _ _ _ _ _ first second
rw [prefixProfile_succ _ _ _ _ hrl, prefixTime_succ _ _ _ hrl]
exact { toEvalsTo := run.toEvalsTo, steps_le_m := by have h := run.steps_le_m; omega }
def allPairs (q : Nat) : List (Fin q × Fin q) :=
(List.finRange q).flatMap fun i => (List.finRange q).map fun j => (i, j)
theorem mem_allPairs {q : Nat} (i j : Fin q) : (i, j) ∈ allPairs q := by
simp [allPairs]
theorem length_allPairs (q : Nat) : (allPairs q).length = q * q := by
simp [allPairs, List.length_flatMap]
theorem foldProfile_allPairs {q : Nat} (words : Fin q → List Bool) (initial : Profile q) :
foldProfile words initial (allPairs q) = equalityProfile words := by
funext i j
simp [foldProfile_apply, mem_allPairs]
/-- A concrete finite machine for the full field equality matrix. -/
def profileMachine (q : Nat) : FinTM2 where
K := Tape q
k₀ := .inr 0
k₁ := .inr 0
Γ _ := Bool
Λ := Label (allPairs q)
main := labelAt (allPairs q) 0 0
σ := MachineCompare.State (Profile q)
initialState := normalState (fun _ _ => false)
m := profileProgram (allPairs q)
/-- Compute every matrix entry while preserving all original field stacks. -/
def profileInTime (q : Nat) (base : Tape q → List Bool)
(hwork : ∀ w : Fin 3, base (.inr w) = []) (initial : Profile q) :
StateTransition.EvalsToInTime (profileMachine q).step
⟨some (labelAt (allPairs q) 0 0), normalState initial, base⟩
(some ⟨none, normalState (equalityProfile (fun i => base (.inl i))), base⟩)
(((allPairs q).map (pairTime (fun i => base (.inl i)))).sum + 1) := by
let cells := allPairs q
have first := prefixInTime cells base hwork initial cells.length (Nat.le_refl _)
have last : StateTransition.EvalsToInTime (TM2.step (profileProgram cells))
⟨some (labelAt cells cells.length 0),
normalState (prefixProfile (fun i => base (.inl i)) initial cells cells.length), base⟩
(some ⟨none, normalState (equalityProfile (fun i => base (.inl i))), base⟩) 1 := {
steps := 1
evals_in_steps := by
change TM2.step (profileProgram cells)
⟨some (labelAt cells cells.length 0),
normalState (prefixProfile (fun i => base (.inl i)) initial cells cells.length), base⟩ = _
simp [TM2.step, profileProgram, labelAt, TM2.stepAux,
prefixProfile, cells, foldProfile_allPairs]
steps_le_m := Nat.le_refl _
}
let run := StateTransition.EvalsToInTime.trans _ _ _ _ _ _ first last
refine { toEvalsTo := run.toEvalsTo, steps_le_m := ?_ }
have h := run.steps_le_m
simpa [prefixTime, cells, Nat.add_comm] using h
theorem pairTime_le {q : Nat} (words : Fin q → List Bool) (L : Nat)
(hL : ∀ i, (words i).length ≤ L) (pair : Fin q × Fin q) :
pairTime words pair ≤ 5 * L + 6 := by
have hi := hL pair.1
have hj := hL pair.2
have hm := max_le hi hj
dsimp only [pairTime]
omega
theorem totalTime_le {q : Nat} (words : Fin q → List Bool) (L : Nat)
(hL : ∀ i, (words i).length ≤ L) (cells : List (Fin q × Fin q)) :
(cells.map (pairTime words)).sum ≤ cells.length * (5 * L + 6) := by
induction cells with
| nil => simp
| cons pair rest ih =>
have hp := pairTime_le words L hL pair
simp only [List.map_cons, List.sum_cons, List.length_cons, Nat.add_mul, Nat.one_mul]
omega
/-- A linear bound in the maximum original field length, for fixed `q`.
The actual machine and execution witness are retained. -/
def profileInTime_bounded (q : Nat) (base : Tape q → List Bool)
(hwork : ∀ w : Fin 3, base (.inr w) = []) (initial : Profile q)
(L : Nat) (hL : ∀ i, (base (.inl i)).length ≤ L) :
StateTransition.EvalsToInTime (profileMachine q).step
⟨some (labelAt (allPairs q) 0 0), normalState initial, base⟩
(some ⟨none, normalState (equalityProfile (fun i => base (.inl i))), base⟩)
(q * q * (5 * L + 6) + 1) := by
let run := profileInTime q base hwork initial
refine { toEvalsTo := run.toEvalsTo, steps_le_m := ?_ }
apply run.steps_le_m.trans
apply Nat.add_le_add_right
simpa only [length_allPairs] using totalTime_le (fun i => base (.inl i)) L hL (allPairs q)
end MaxCutGames.Foundations.Complexity.MachineFieldProfile
end OAI