openAI-math-dataset / lean /OAI /Computability /BinPacking /PCP /NormalizationMachine.lean
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Add lean source and binary files (part 59)
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import OAI.Computability.BinPacking.PCP.NormalizationLoopMachine
import OAI.Computability.BinPacking.Reductions.BinaryHeaderMachine
namespace OAI
namespace BinPackingCompleteness.NormalizationMachine
open Turing BinPackingGames.Foundations Complexity
open MachineComposition BinPackingGames.Reduction.MachineTransfer
abbrev Tape := Fin 10
abbrev Alphabet (_ : Tape) := Bool
abbrev State := NormalizationLoopMachine.State Unit
inductive Label
| readVariables | readCount
| loop (label : NormalizationLoopMachine.Label)
| restore | clauseStart | clauseLoop | variableStart | variableLoop | reject
deriving DecidableEq, Fintype
def loopTapes : Fin 9 → Tape := Fin.castSucc
theorem loopTapes_injective : Function.Injective loopTapes := by
intro i j h
apply Fin.ext
exact congrArg (fun k : Tape => k.val) h
def program : Label → TM2.Stmt Alphabet Label State
| .readVariables => Hastad.SourceMachine.fieldLoop 0 1 .readVariables (some .readCount)
| .readCount => Hastad.SourceMachine.fieldLoop 0 2 .readCount (some (.loop .guard))
| .loop label => NormalizationLoopMachine.instruction loopTapes Label.loop
(some .restore) (some .reject) label
| .restore => loopAt 8 9 id false .restore (some .clauseStart)
| .clauseStart => BinaryHeaderMachine.delimiter 9 .clauseLoop
| .clauseLoop => loopAt 3 9 id false .clauseLoop (some .variableStart)
| .variableStart => BinaryHeaderMachine.delimiter 9 .variableLoop
| .variableLoop => loopAt 1 9 id false .variableLoop none
| .reject => .halt
abbrev machine : FinTM2 where
K := Tape
k₀ := 0
k₁ := 9
Γ := Alphabet
Λ := Label
main := .readVariables
σ := State
initialState := NormalizationLoopMachine.reset ()
m := program
def tapes (input fresh remaining clauseCounter reversed output : List Bool) : Tape → List Bool :=
fun k => if k = 0 then input else if k = 1 then fresh else if k = 2 then remaining
else if k = 3 then clauseCounter else if k = 8 then reversed else if k = 9 then output else []
def cfg (label : Option Label) (input fresh remaining clauseCounter reversed output : List Bool) :
machine.Cfg := ⟨label, NormalizationLoopMachine.reset (),
tapes input fresh remaining clauseCounter reversed output⟩
theorem initList_eq (input : List Bool) :
initList machine input = cfg (some .readVariables) input [] [] [] [] [] := by
unfold initList cfg
congr 1
funext k
fin_cases k <;> simp [tapes, machine]
theorem haltList_eq (output : List Bool) :
haltList machine output = cfg none [] [] [] [] [] output := by
unfold haltList cfg
congr 1
funext k
fin_cases k <;> simp [tapes, machine]
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 readVariablesTrace (n : Nat) (suffix : List Bool) :
(advance machine.step)^[n + 1]
(some (cfg (some .readVariables) (encodeWord n ++ suffix) [] [] [] [] [])) =
some (cfg (some .readCount) suffix (List.replicate n true) [] [] [] []) := by
have updated (input fresh : List Bool) :
Hastad.SourceMachine.fieldTapes (0 : Tape) 1 (tapes [] [] [] [] [] []) input fresh =
tapes input fresh [] [] [] [] := by
funext k
fin_cases k <;> simp [Hastad.SourceMachine.fieldTapes, tapes]
have run := Hastad.SourceMachine.fieldLoopTrace (0 : Tape) 1 (by decide)
.readVariables (some .readCount) program rfl (tapes [] [] [] [] [] []) n suffix []
(NormalizationLoopMachine.reset ()).1 none
simp only [updated, List.append_nil] at run
exact run
theorem readCountTrace (n m : Nat) (suffix : List Bool) :
(advance machine.step)^[m + 1]
(some (cfg (some .readCount) (encodeWord m ++ suffix) (List.replicate n true) [] [] [] [])) =
some (cfg (some (.loop .guard)) suffix (List.replicate n true) (List.replicate m true) [] [] []) := by
have updated (input remaining : List Bool) :
Hastad.SourceMachine.fieldTapes (0 : Tape) 2 (tapes [] (List.replicate n true) [] [] [] [])
input remaining = tapes input (List.replicate n true) remaining [] [] [] := by
funext k
fin_cases k <;> simp [Hastad.SourceMachine.fieldTapes, tapes]
have run := Hastad.SourceMachine.fieldLoopTrace (0 : Tape) 2 (by decide)
.readCount (some (.loop .guard)) program rfl
(tapes [] (List.replicate n true) [] [] [] []) m suffix []
(NormalizationLoopMachine.reset ()).1 none
simp only [updated, List.append_nil] at run
exact run
theorem headersTrace (n m : Nat) (suffix : List Bool) :
(advance machine.step)^[n + m + 2]
(some (cfg (some .readVariables) (encodeWord n ++ encodeWord m ++ suffix) [] [] [] [] [])) =
some (cfg (some (.loop .guard)) suffix (List.replicate n true) (List.replicate m true) [] [] []) := by
have first := readVariablesTrace n (encodeWord m ++ suffix)
have second := readCountTrace n m suffix
have full := joinTrace first second
have count : n + 1 + (m + 1) = n + m + 2 := by omega
simpa only [count, List.append_assoc] using full
theorem restoreTrace (fresh clauseCounter body : List Bool) :
(advance machine.step)^[body.length + 1]
(some (cfg (some .restore) [] fresh [] clauseCounter body.reverse [])) =
some (cfg (some .clauseStart) [] fresh [] clauseCounter [] body) := by
change (nextAt (9 : Tape) program)^[body.length + 1]
(some (cfg (some .restore) [] fresh [] clauseCounter body.reverse [])) = _
have updated : tapesAt (8 : Tape) 9 (tapes [] fresh [] clauseCounter body.reverse []) [] body =
tapes [] fresh [] clauseCounter [] body := by
funext k
fin_cases k <;> simp [tapesAt, tapes]
have run := transferAt_fromTapes (Γ := Alphabet) (8 : Tape) 9 (by decide) id false
.restore (some .clauseStart) program rfl (tapes [] fresh [] clauseCounter body.reverse [])
(NormalizationLoopMachine.reset ()).1 none
have source : tapes [] fresh [] clauseCounter body.reverse [] 8 = body.reverse := rfl
have output : tapes [] fresh [] clauseCounter body.reverse [] 9 = [] := rfl
rw [source, output, List.length_reverse, List.reverse_reverse, List.map_id_fun,
List.append_nil, id_eq, updated] at run
exact run
theorem headerOutputTrace (n m : Nat) (body : List Bool) :
(advance machine.step)^[n + m + 4]
(some (cfg (some .clauseStart) [] (List.replicate n true) []
(List.replicate m true) [] body)) =
some (cfg none [] [] [] [] [] (encodeWord n ++ encodeWord m ++ body)) := by
change (advance (TM2.step program))^[n + m + 4]
(some ⟨some .clauseStart, ((NormalizationLoopMachine.reset ()).1, none),
tapes [] (List.replicate n true) [] (List.replicate m true) [] body⟩) =
some ⟨none, ((NormalizationLoopMachine.reset ()).1, none),
tapes [] [] [] [] [] (encodeWord n ++ encodeWord m ++ body)⟩
have updated (fresh clauses output : List Bool) :
BinaryHeaderMachine.tapes (1 : Tape) 3 9 (tapes [] [] [] [] [] []) fresh clauses output =
tapes [] fresh [] clauses [] output := by
funext k
fin_cases k <;> simp [BinaryHeaderMachine.tapes, tapes]
have run := BinaryHeaderMachine.headerTrace (1 : Tape) 3 9 (by decide) (by decide) (by decide)
.clauseStart .clauseLoop .variableStart .variableLoop none program rfl rfl rfl rfl
(tapes [] [] [] [] [] []) (NormalizationLoopMachine.reset ()).1 n m body none
simp only [updated] at run
exact run
theorem loopTrace (formula : Target.Formula) :
(advance machine.step)^[NormalizationLoopMachine.steps formula.variables formula.clauses]
(some (cfg (some (.loop .guard)) (encodeWords (formula.clauses.flatMap clauseWords))
(List.replicate formula.variables true) (List.replicate formula.clauses.length true)
[] [] [])) =
some (cfg (some .restore) []
(List.replicate (formula.variables + 4 * formula.clauses.length) true) []
(List.replicate (13 * formula.clauses.length) true)
(NormalizationStream.blocks formula.variables formula.clauses).reverse []) := by
change (advance (TM2.step program))^[NormalizationLoopMachine.steps formula.variables formula.clauses]
(some ⟨some (.loop .guard), NormalizationLoopMachine.reset (),
tapes (encodeWords (formula.clauses.flatMap clauseWords))
(List.replicate formula.variables true) (List.replicate formula.clauses.length true)
[] [] []⟩) =
some ⟨some .restore, NormalizationLoopMachine.reset (),
tapes [] (List.replicate (formula.variables + 4 * formula.clauses.length) true) []
(List.replicate (13 * formula.clauses.length) true)
(NormalizationStream.blocks formula.variables formula.clauses).reverse []⟩
have updated (input : List Bool) (fresh remaining : Nat) (counter output : List Bool) :
NormalizationLoopMachine.loopTapes loopTapes (tapes [] [] [] [] [] [])
input fresh remaining counter output =
tapes input (List.replicate fresh true) (List.replicate remaining true) counter output [] := by
funext k
fin_cases k <;> simp [NormalizationLoopMachine.loopTapes, loopTapes, tapes]
have run := NormalizationLoopMachine.loopTrace loopTapes loopTapes_injective Label.loop
(some .restore) (some .reject) program (fun _ => rfl)
(tapes [] [] [] [] [] []) () formula.clauses [] formula.variables [] []
(by intros; simp [tapes])
simp only [updated, List.append_nil, List.replicate_zero] at run
exact run
theorem formulaBits_eq (formula : Target.Formula) :
formulaBits formula = encodeWord formula.variables ++ encodeWord formula.clauses.length ++
encodeWords (formula.clauses.flatMap clauseWords) := by
simp only [formulaBits, formulaWords, encodeWords_append, encodeWords,
List.append_nil, List.append_assoc]
def steps (formula : Target.Formula) : Nat :=
(formula.variables + formula.clauses.length + 2) +
NormalizationLoopMachine.steps formula.variables formula.clauses +
((NormalizationStream.blocks formula.variables formula.clauses).length + 1) +
((formula.variables + 4 * formula.clauses.length) + 13 * formula.clauses.length + 4)
theorem normalizationTrace (formula : Target.Formula) :
(advance machine.step)^[steps formula] (some (initList machine (formulaBits formula))) =
some (haltList machine (formulaBits (Normalization.normalize formula))) := by
have first := headersTrace formula.variables formula.clauses.length
(encodeWords (formula.clauses.flatMap clauseWords))
have second := loopTrace formula
have third := restoreTrace
(List.replicate (formula.variables + 4 * formula.clauses.length) true)
(List.replicate (13 * formula.clauses.length) true)
(NormalizationStream.blocks formula.variables formula.clauses)
have fourth := headerOutputTrace (formula.variables + 4 * formula.clauses.length)
(13 * formula.clauses.length) (NormalizationStream.blocks formula.variables formula.clauses)
have full := joinTrace (joinTrace (joinTrace first second) third) fourth
rw [initList_eq, haltList_eq, NormalizationStream.encoded_normalize, formulaBits_eq]
exact full
theorem header_counts_le (formula : Target.Formula) :
formula.variables ≤ (formulaBits formula).length ∧
formula.clauses.length ≤ (formulaBits formula).length := by
rw [formulaBits_eq]
simp only [List.length_append, encodeWord_length]
omega
noncomputable def timePolynomial : Polynomial Nat :=
Polynomial.C 1000 * (Polynomial.X + Polynomial.C 1) ^ 2
theorem steps_le (formula : Target.Formula) :
steps formula ≤ timePolynomial.eval (formulaBits formula).length := by
let B := (formulaBits formula).length
let M := formula.variables + 4 * formula.clauses.length
have variablesBound : formula.variables ≤ B := (header_counts_le formula).1
have clausesBound : formula.clauses.length ≤ B := (header_counts_le formula).2
have addressBound : M ≤ 5 * B := by dsimp [M]; omega
have loopBound := NormalizationLoopMachine.steps_le formula.variables M formula.clauses
(by dsimp [M]; omega) (Nat.le_refl M)
have loopUniform : NormalizationLoopMachine.steps formula.variables formula.clauses ≤
B * (420 * B + 128) + 1 :=
loopBound.trans (Nat.add_le_add_right
(Nat.mul_le_mul clausesBound (by omega)) 1)
have bodyBound := NormalizationStream.blocks_length_le formula.clauses formula.variables M
(by dsimp [M]; omega) (Nat.le_refl M)
have bodyUniform : (NormalizationStream.blocks formula.variables formula.clauses).length ≤
B * (39 * (5 * B + 3)) :=
bodyBound.trans (Nat.mul_le_mul clausesBound (by omega))
simp only [timePolynomial, Polynomial.eval_mul, Polynomial.eval_pow, Polynomial.eval_add,
Polynomial.eval_C, Polynomial.eval_X]
change steps formula ≤ 1000 * (B + 1) ^ 2
unfold steps
nlinarith
def outputsInTime (formula : Target.Formula) :
TM2OutputsInTime machine (formulaBits formula)
(some (formulaBits (Normalization.normalize formula)))
(timePolynomial.eval (formulaBits formula).length) where
steps := steps formula
evals_in_steps := normalizationTrace formula
steps_le_m := steps_le formula
noncomputable def computableInPolyTime :
TM2ComputableInPolyTime formulaBits formulaBits Normalization.normalize where
tm := machine
inputAlphabet := Equiv.refl Bool
outputAlphabet := Equiv.refl Bool
time := timePolynomial
outputsFun formula := by
change TM2OutputsInTime machine ((formulaBits formula).map id)
(some ((formulaBits (Normalization.normalize formula)).map id))
(timePolynomial.eval (formulaBits formula).length)
simpa only [List.map_id_fun, id_eq] using outputsInTime formula
theorem machine_finiteAlphabet (k : machine.K) : Finite (machine.Γ k) := by
change Finite Bool
infer_instance
theorem computation_finiteAlphabet : MachineFiniteAlphabet.FiniteAlphabet computableInPolyTime.tm :=
machine_finiteAlphabet
end BinPackingCompleteness.NormalizationMachine
end OAI