openAI-math-dataset / lean /OAI /Computability /MaxCut /Machines /MachineCanonicalOutput.lean
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import Mathlib
import OAI.Computability.MaxCut.Machines.RuntimeSpace
namespace OAI
/-!
# Canonical output for finite Boolean machines
A raw machine may halt with retained metadata and a changed finite state.
This wrapper redirects its halt to a fixed list of actual tape drains, then
executes one state-reset instruction. The output tape is preserved and the
result is literally `haltList`. Its cost follows from the raw execution and
the maximum number of pushes in a raw statement.
The cleanup list is fixed with the program, not selected from the input.
It may contain repetitions and may be empty when output is the only tape.
-/
namespace MaxCutGames.Foundations.Complexity.MachineCanonicalOutput
open Turing MachineComposition
/-- The homogeneous parts of a finite machine, without dependent alphabet casts. -/
structure Program (K Λ σ : Type) where
input : K
output : K
main : Λ
initial : σ
code : Λ → TM2.Stmt (fun _ : K => Bool) Λ σ
section Structural
variable {K Λ Λ' σ : Type} [DecidableEq K]
def extendedLabel (labels : Λ → Λ') (haltTarget : Option Λ') : Option Λ → Option Λ'
| none => haltTarget
| some label => some (labels label)
def extendedCfg (labels : Λ → Λ') (haltTarget : Option Λ') (register : Option Bool)
(cfg : TM2.Cfg (fun _ : K => Bool) Λ σ) :
TM2.Cfg (fun _ : K => Bool) Λ' (σ × Option Bool) :=
⟨extendedLabel labels haltTarget cfg.l, (cfg.var, register), cfg.stk⟩
/-- Add one finite scratch register while preserving each raw transition. -/
def extendedStmt (labels : Λ → Λ') (haltTarget : Option Λ') :
TM2.Stmt (fun _ : K => Bool) Λ σ →
TM2.Stmt (fun _ : K => Bool) Λ' (σ × Option Bool)
| .push k f next => .push k (fun state => f state.1)
(extendedStmt labels haltTarget next)
| .peek k f next => .peek k (fun state symbol => (f state.1 symbol, state.2))
(extendedStmt labels haltTarget next)
| .pop k f next => .pop k (fun state symbol => (f state.1 symbol, state.2))
(extendedStmt labels haltTarget next)
| .load f next => .load (fun state => (f state.1, state.2))
(extendedStmt labels haltTarget next)
| .branch test yes no => .branch (fun state => test state.1)
(extendedStmt labels haltTarget yes) (extendedStmt labels haltTarget no)
| .goto label => .goto (fun state => labels (label state.1))
| .halt => match haltTarget with
| none => .halt
| some label => .goto (fun _ => label)
theorem stepAux_extended (labels : Λ → Λ') (haltTarget : Option Λ')
(stmt : TM2.Stmt (fun _ : K => Bool) Λ σ) (state : σ)
(register : Option Bool) (tapes : K → List Bool) :
TM2.stepAux (extendedStmt labels haltTarget stmt) (state, register) tapes =
extendedCfg labels haltTarget register (TM2.stepAux stmt state tapes) := by
induction stmt generalizing state tapes with
| push k f next ih => exact ih state (Function.update tapes k (f state :: tapes k))
| peek k f next ih => exact ih (f state (tapes k).head?) tapes
| pop k f next ih =>
exact ih (f state (tapes k).head?) (Function.update tapes k (tapes k).tail)
| load f next ih => exact ih (f state) tapes
| branch test yes no ihYes ihNo =>
cases h : test state with
| false =>
simpa only [extendedStmt, TM2.stepAux, h, Bool.cond_false] using ihNo state tapes
| true =>
simpa only [extendedStmt, TM2.stepAux, h, Bool.cond_true] using ihYes state tapes
| goto label => rfl
| halt => cases haltTarget <;> rfl
end Structural
variable {K Λ σ : Type} [DecidableEq K] [Fintype K] [Fintype Λ] [Fintype σ]
def sourceMachine (P : Program K Λ σ) : FinTM2 where
K := K
k₀ := P.input
k₁ := P.output
Γ _ := Bool
Λ := Λ
main := P.main
σ := σ
initialState := P.initial
m := P.code
abbrev Label (Λ : Type) (chosen : List K) := Λ ⊕ (MachineDrainMany.Label chosen ⊕ Unit)
def cleanupLabel (chosen : List K) : MachineDrainMany.Label chosen → Label Λ chosen :=
fun label => .inr (.inl label)
def resetLabel (chosen : List K) : Label Λ chosen := .inr (.inr ())
def cleanupEntry (chosen : List K) : Option (Label Λ chosen) :=
MachineDrainMany.entry chosen (cleanupLabel chosen) (some (resetLabel chosen))
def completedProgram (P : Program K Λ σ) (chosen : List K) :
Label Λ chosen → TM2.Stmt (fun _ : K => Bool) (Label Λ chosen) (σ × Option Bool)
| .inl label => extendedStmt Sum.inl (cleanupEntry chosen) (P.code label)
| .inr (.inl label) => MachineDrainMany.instruction chosen (cleanupLabel chosen)
(some (resetLabel chosen)) label
| .inr (.inr _) => .load (fun _ => (P.initial, none)) .halt
/-- A fixed finite program over the same Boolean tapes as the raw machine. -/
def completedMachine (P : Program K Λ σ) (chosen : List K) : FinTM2 where
K := K
k₀ := P.input
k₁ := P.output
Γ _ := Bool
Λ := Label Λ chosen
main := .inl P.main
σ := σ × Option Bool
initialState := (P.initial, none)
m := completedProgram P chosen
theorem finiteAlphabet (P : Program K Λ σ) (chosen : List K) :
MachineFiniteAlphabet.FiniteAlphabet (completedMachine P chosen) := by
intro k
exact inferInstanceAs (Finite Bool)
def embeddedCfg (P : Program K Λ σ) (chosen : List K)
(cfg : (sourceMachine P).Cfg) : (completedMachine P chosen).Cfg :=
extendedCfg Sum.inl (cleanupEntry chosen) none cfg
theorem step_simulation (P : Program K Λ σ) (chosen : List K)
(a b : (sourceMachine P).Cfg) (step : (sourceMachine P).step a = some b) :
(completedMachine P chosen).step (embeddedCfg P chosen a) =
some (embeddedCfg P chosen b) := by
cases a with
| mk label state tapes =>
cases label with
| none => simp [FinTM2.step, TM2.step] at step
| some label =>
have hb : TM2.stepAux (P.code label) state tapes = b := Option.some.inj step
rw [← hb]
change some (TM2.stepAux
(extendedStmt Sum.inl (cleanupEntry chosen) (P.code label)) (state, none) tapes) = _
erw [stepAux_extended]
rfl
@[simp] theorem embedded_init (P : Program K Λ σ) (chosen : List K) (input : List Bool) :
embeddedCfg P chosen (initList (sourceMachine P) input) =
initList (completedMachine P chosen) input := rfl
omit [Fintype K] [Fintype Λ] [Fintype σ] in
theorem finalTapes_eq (P : Program K Λ σ) (chosen : List K)
(complete : ∀ k, k ∈ chosen ↔ k ≠ P.output) (base : K → List Bool) :
MachineDrainMany.finalTapes chosen base =
MachineDrainMany.haltTapes P.output (base P.output) := by
funext k
rw [MachineDrainMany.finalTapes_apply]
by_cases h : k = P.output
· subst k
simp [MachineDrainMany.haltTapes, complete]
· simp [MachineDrainMany.haltTapes, complete, h]
theorem haltList_eq (P : Program K Λ σ) (chosen : List K) (output : List Bool) :
haltList (completedMachine P chosen) output =
⟨none, (P.initial, none), MachineDrainMany.haltTapes P.output output⟩ := by
congr 1
/-- The cleanup path consists of actual drains and one physical state reset. -/
def cleanupExecution (P : Program K Λ σ) (chosen : List K)
(complete : ∀ k, k ∈ chosen ↔ k ≠ P.output) (state : σ)
(register : Option Bool) (base : K → List Bool) :
StateTransition.EvalsToInTime (completedMachine P chosen).step
⟨cleanupEntry chosen, (state, register), base⟩
(some (haltList (completedMachine P chosen) (base P.output)))
(MachineDrainMany.steps chosen base + 1) := by
let after : (completedMachine P chosen).Cfg :=
⟨some (resetLabel chosen), (state, MachineDrainMany.finalRegister chosen register),
MachineDrainMany.finalTapes chosen base⟩
have drains : StateTransition.EvalsToInTime (completedMachine P chosen).step
⟨cleanupEntry chosen, (state, register), base⟩ (some after)
(MachineDrainMany.steps chosen base) := {
steps := MachineDrainMany.steps chosen base
evals_in_steps := MachineDrainMany.trace chosen (cleanupLabel chosen)
(some (resetLabel chosen)) (completedProgram P chosen) (fun _ => rfl) base state register
steps_le_m := le_rfl }
have reset : StateTransition.EvalsToInTime (completedMachine P chosen).step
after (some (haltList (completedMachine P chosen) (base P.output))) 1 := {
steps := 1
evals_in_steps := by
change some (⟨none, (P.initial, none), MachineDrainMany.finalTapes chosen base⟩ :
(completedMachine P chosen).Cfg) =
some (haltList (completedMachine P chosen) (base P.output))
erw [finalTapes_eq P chosen complete, haltList_eq]
rfl
steps_le_m := le_rfl }
simpa only [Nat.add_comm] using
StateTransition.EvalsToInTime.trans _ (MachineDrainMany.steps chosen base) 1
_ after _ drains reset
/-- No assumption about cleanup execution or clean raw work tapes is required. -/
def outputsInTime (P : Program K Λ σ) (chosen : List K)
(complete : ∀ k, k ∈ chosen ↔ k ≠ P.output)
(input output : List Bool) (state : σ) (base : K → List Bool) (budget : Nat)
(raw : StateTransition.EvalsToInTime (sourceMachine P).step
(initList (sourceMachine P) input) (some ⟨none, state, base⟩) budget)
(correctOutput : base P.output = output) :
TM2OutputsInTime (completedMachine P chosen) input (some output)
(budget + chosen.length *
(input.length + budget * Runtime.programPushBound (sourceMachine P) + 1) + 1) := by
let lifted := liftExecutionInTime (sourceMachine P).step
(completedMachine P chosen).step (embeddedCfg P chosen) (step_simulation P chosen) raw
have joined := StateTransition.EvalsToInTime.trans _ _ _ _ _ _ lifted
(cleanupExecution P chosen complete state none base)
have stackBound : ∀ k, (base k).length ≤
input.length + budget * Runtime.programPushBound (sourceMachine P) := by
intro k
have h := Runtime.executionSizeBound (sourceMachine P).step
(fun cfg => (cfg.stk k).length) (Runtime.programPushBound (sourceMachine P))
(Runtime.stepStackLength (sourceMachine P) k) raw
exact h.trans (Nat.add_le_add_right (Runtime.initialStackLength (sourceMachine P) input k) _)
have cleanupBound := MachineDrainMany.steps_le_uniform chosen base _ stackBound
rw [embedded_init, correctOutput] at joined
exact { toEvalsTo := joined.toEvalsTo
steps_le_m := joined.steps_le_m.trans (by omega) }
noncomputable def completedTime (P : Program K Λ σ) (chosen : List K)
(rawTime : Polynomial Nat) : Polynomial Nat :=
rawTime + Polynomial.C chosen.length *
(Polynomial.X + rawTime * Polynomial.C (Runtime.programPushBound (sourceMachine P)) + 1) + 1
theorem completedTime_eval (P : Program K Λ σ) (chosen : List K)
(rawTime : Polynomial Nat) (n : Nat) :
(completedTime P chosen rawTime).eval n =
rawTime.eval n + chosen.length *
(n + rawTime.eval n * Runtime.programPushBound (sourceMachine P) + 1) + 1 := by
simp [completedTime]
/-- An actual raw terminal execution, with arbitrary remaining state and tapes. -/
structure TerminalRun (P : Program K Λ σ) (input output : List Bool) (budget : Nat) where
state : σ
tapes : K → List Bool
execution : StateTransition.EvalsToInTime (sourceMachine P).step
(initList (sourceMachine P) input) (some ⟨none, state, tapes⟩) budget
output_eq : tapes P.output = output
/-- A polynomial raw run becomes a full canonical-output computation certificate. -/
noncomputable def computableInPolyTime {α β : Type}
(P : Program K Λ σ) (chosen : List K)
(complete : ∀ k, k ∈ chosen ↔ k ≠ P.output)
(encodeIn : α → List Bool) (encodeOut : β → List Bool) (f : α → β)
(rawTime : Polynomial Nat)
(run : ∀ a, TerminalRun P (encodeIn a) (encodeOut (f a))
(rawTime.eval (encodeIn a).length)) :
TM2ComputableInPolyTime encodeIn encodeOut f where
tm := completedMachine P chosen
inputAlphabet := Equiv.refl Bool
outputAlphabet := Equiv.refl Bool
time := completedTime P chosen rawTime
outputsFun a := by
change TM2OutputsInTime (completedMachine P chosen) ((encodeIn a).map id)
(some ((encodeOut (f a)).map id)) ((completedTime P chosen rawTime).eval _)
have hi := @List.map_id
((completedMachine P chosen).Γ (completedMachine P chosen).k₀) (encodeIn a)
have ho := @List.map_id
((completedMachine P chosen).Γ (completedMachine P chosen).k₁) (encodeOut (f a))
erw [hi, ho, completedTime_eval]
exact outputsInTime P chosen complete _ _ (run a).state (run a).tapes _
(run a).execution (run a).output_eq
theorem computableInPolyTime_finite_alphabet {α β : Type}
(P : Program K Λ σ) (chosen : List K)
(complete : ∀ k, k ∈ chosen ↔ k ≠ P.output)
(encodeIn : α → List Bool) (encodeOut : β → List Bool) (f : α → β)
(rawTime : Polynomial Nat)
(run : ∀ a, TerminalRun P (encodeIn a) (encodeOut (f a))
(rawTime.eval (encodeIn a).length)) :
MachineFiniteAlphabet.FiniteAlphabet
(computableInPolyTime P chosen complete encodeIn encodeOut f rawTime run).tm :=
finiteAlphabet P chosen
/-- An explicit finite enumeration supplies the fixed cleanup list. -/
noncomputable def computableInPolyTimeOfEnumeration {α β : Type} {N : Nat}
(P : Program K Λ σ) (enumeration : Fin N ≃ K)
(encodeIn : α → List Bool) (encodeOut : β → List Bool) (f : α → β)
(rawTime : Polynomial Nat)
(run : ∀ a, TerminalRun P (encodeIn a) (encodeOut (f a))
(rawTime.eval (encodeIn a).length)) :
TM2ComputableInPolyTime encodeIn encodeOut f :=
computableInPolyTime P (MachineDrainMany.workTapes enumeration P.output)
(fun k => MachineDrainMany.mem_workTapes enumeration P.output k)
encodeIn encodeOut f rawTime run
end MaxCutGames.Foundations.Complexity.MachineCanonicalOutput
end OAI