openAI-math-dataset / lean /OAI /Computability /BinPacking /CookLevin /InitializationMachine.lean
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import OAI.Computability.BinPacking.CookLevin.ClashMachine
namespace OAI
namespace BinPackingGames.Foundations.Complexity.CookLevin.InitializationMachine
open Turing
open Reduction.MachineSubstitution (pushWord stepAux_pushWord)
open PostfixModel
inductive Tape where
| remaining | current | threshold | scratch | reversed
| rawInput | witnessBound | capacity | closure
deriving DecidableEq
protected abbrev Tape.enumList : List Tape := [.remaining, .current, .threshold, .scratch,
.reversed, .rawInput, .witnessBound, .capacity, .closure]
protected theorem Tape.enumList_getElem?_ctorIdx_eq (x : Tape) :
Tape.enumList[x.ctorIdx]? = some x := by
cases x <;> rfl
protected theorem Tape.enumList_nodup : Tape.enumList.Nodup := by decide
instance : Fintype Tape where
elems := ⟨Tape.enumList, Tape.enumList_nodup⟩
complete x := by cases x <;> decide
inductive Label where
| guard | inputTag | scan | emit (symbol : Bool) | restore | test
| result (value : Bool) | done
deriving DecidableEq, Fintype
abbrev Alphabet (_ : Tape) := Bool
abbrev State := (Unit × Unit) × Option Bool
def initialState : State := (((), ()), none)
def program : Label → TM2.Stmt Alphabet Label State
| .guard => MachineUnaryCounter.guard .remaining .inputTag .done
| .inputTag => pushWord .reversed (encodeWord 5) (.goto fun _ => .scan)
| .scan => MachineTransducerCopy.scanLoop .current .scratch () (fun _ b => .emit b) .restore
| .emit b => MachineTransducerCopy.emitter .reversed (fun _ _ => ())
(fun _ symbol => [symbol]) .scan () b
| .restore => Reduction.MachineTransfer.loopAt .scratch .current id false .restore (some .test)
| .test => MachineUnaryCounter.guard .threshold (.result false) (.result true)
| .result b => pushWord .reversed (encodeWords [if b then 1 else 0, 3])
(.push .current (fun _ => true) (.goto fun _ => .guard))
| .done => .halt
def machine : FinTM2 where
K := Tape
k₀ := .rawInput
k₁ := .reversed
Γ _ := Bool
Λ := Label
main := .guard
σ := State
initialState := initialState
m := program
def tapes (base : Tape → List Bool) (remaining current threshold : Nat)
(output : List Bool) : Tape → List Bool
| .remaining => encodeWord remaining
| .current => encodeWord current
| .threshold => encodeWord threshold
| .scratch => []
| .reversed => output
| tape => base tape
@[simp] theorem tapes_current (base : Tape → List Bool) (m i d : Nat) (output : List Bool) :
tapes base m i d output .current = encodeWord i := rfl
@[simp] theorem tapes_reversed (base : Tape → List Bool) (m i d : Nat) (output : List Bool) :
tapes base m i d output .reversed = output := rfl
theorem update_reversed (base : Tape → List Bool) (m i d : Nat)
(output replacement : List Bool) :
Function.update (tapes base m i d output) .reversed replacement =
tapes base m i d replacement := by
funext tape
cases tape <;> simp [tapes]
theorem push_current (base : Tape → List Bool) (m i d : Nat) (output : List Bool) :
Function.update (tapes base m i d output) .current (true :: encodeWord i) =
tapes base m (i + 1) d output := by
funext tape
cases tape <;> simp [tapes, encodeWord, List.replicate_succ]
theorem counterTapes_remaining (base : Tape → List Bool) (m i d r : Nat)
(output : List Bool) :
MachineUnaryCounter.counterTapes .remaining (tapes base m i d output) r [] =
tapes base r i d output := by
funext tape
cases tape <;> simp [MachineUnaryCounter.counterTapes, tapes]
theorem counterTapes_threshold (base : Tape → List Bool) (m i d r : Nat)
(output : List Bool) :
MachineUnaryCounter.counterTapes .threshold (tapes base m i d output) r [] =
tapes base m i r output := by
funext tape
cases tape <;> simp [MachineUnaryCounter.counterTapes, tapes]
private theorem chain {α : Type*} {f : α → α} {x y z : α} {m n : Nat}
(first : f^[m] x = y) (second : f^[n] y = z) : f^[m + n] x = z := by
rw [Nat.add_comm m n, Function.iterate_add_apply, first, second]
theorem inputTagStep (base : Tape → List Bool) (m i d : Nat) (output : List Bool) :
TM2.step program ⟨some .inputTag, initialState, tapes base m i d output⟩ =
some ⟨some .scan, initialState,
tapes base m i d ((encodeWord 5).reverse ++ output)⟩ := by
change some (TM2.stepAux (program .inputTag) initialState (tapes base m i d output)) = _
rw [program, stepAux_pushWord]
change some (⟨some .scan, initialState, Function.update (tapes base m i d output)
.reversed ((encodeWord 5).reverse ++ output)⟩ : TM2.Cfg Alphabet Label State) = _
rw [update_reversed]
private theorem identity_output (input : List Bool) :
Reduction.MachineTransducer.output (fun (_ : Unit) _ => ())
(fun _ symbol => [symbol]) () input = input := by
induction input with
| nil => rfl
| cons b input ih => simp [Reduction.MachineTransducer.output, ih]
theorem indexTrace (base : Tape → List Bool) (m i d : Nat) (output : List Bool) :
(MachineComposition.advance (TM2.step program))^[3 * (i + 1) + 2]
(some ⟨some .scan, initialState, tapes base m i d output⟩) =
some ⟨some .test, initialState,
tapes base m i d ((encodeWord i).reverse ++ output)⟩ := by
have h := MachineTransducerCopy.transduceCopyTrace Tape.current Tape.scratch Tape.reversed
(by decide) (by decide) (by decide) () (fun _ _ => ()) (fun _ symbol => [symbol])
Label.scan Label.restore (fun _ b => Label.emit b) (some Label.test)
program rfl (by intro control symbol; cases control; rfl) rfl
(tapes base m i d output) rfl () () none
simpa only [tapes_current, tapes_reversed, encodeWord_length, identity_output,
update_reversed, initialState] using h
theorem thresholdStep (base : Tape → List Bool) (m i d : Nat) (output : List Bool) :
TM2.step program ⟨some .test, initialState, tapes base m i d output⟩ =
some ⟨some (.result (decide (d = 0))), initialState,
tapes base m i (d - 1) output⟩ := by
cases d with
| zero =>
simpa only [counterTapes_threshold, Nat.zero_sub, decide_true, initialState] using
MachineUnaryCounter.guardStep_zero Tape.threshold Label.test (.result false) (.result true)
program rfl (tapes base m i 0 output) [] ((), ()) none
| succ d =>
simpa only [counterTapes_threshold, Nat.add_sub_cancel, Nat.succ_ne_zero,
decide_false, initialState] using
MachineUnaryCounter.guardStep_succ Tape.threshold Label.test (.result false) (.result true)
program rfl (tapes base m i (d + 1) output) d [] ((), ()) none
theorem resultStep (base : Tape → List Bool) (m i d : Nat) (output : List Bool) (b : Bool) :
TM2.step program ⟨some (.result b), initialState, tapes base m i d output⟩ =
some ⟨some .guard, initialState, tapes base m (i + 1) d
((encodeWords [if b then 1 else 0, 3]).reverse ++ output)⟩ := by
change some (TM2.stepAux (program (.result b)) initialState (tapes base m i d output)) = _
rw [program, stepAux_pushWord]
simp only [TM2.stepAux, tapes_reversed]
rw [update_reversed, tapes_current, push_current]
def termTokens (i d : Nat) : List Token :=
[.input i, .const (decide (d = 0)), .and]
theorem termTokens_bits (i d : Nat) :
tokenBits (termTokens i d) = encodeWord 5 ++ encodeWord i ++
encodeWords [if decide (d = 0) then 1 else 0, 3] := by
by_cases hd : d = 0 <;>
simp [termTokens, tokenBits, tokenWords, Token.words, hd, encodeWords, List.append_assoc]
def bodySteps (i : Nat) : Nat := 3 * (i + 1) + 5
theorem bodyTrace (base : Tape → List Bool) (m i d : Nat) (output : List Bool) :
(MachineComposition.advance (TM2.step program))^[bodySteps i]
(some ⟨some .inputTag, initialState, tapes base m i d output⟩) =
some ⟨some .guard, initialState, tapes base m (i + 1) (d - 1)
((tokenBits (termTokens i d)).reverse ++ output)⟩ := by
have tag : (MachineComposition.advance (TM2.step program))^[1]
(some ⟨some .inputTag, initialState, tapes base m i d output⟩) =
some ⟨some .scan, initialState,
tapes base m i d ((encodeWord 5).reverse ++ output)⟩ := by
simpa only [Function.iterate_one, MachineComposition.advance_some] using
inputTagStep base m i d output
have index := indexTrace base m i d ((encodeWord 5).reverse ++ output)
let out := (encodeWord i).reverse ++ ((encodeWord 5).reverse ++ output)
have test : (MachineComposition.advance (TM2.step program))^[1]
(some ⟨some .test, initialState, tapes base m i d out⟩) =
some ⟨some (.result (decide (d = 0))), initialState,
tapes base m i (d - 1) out⟩ := by
simpa only [Function.iterate_one, MachineComposition.advance_some] using
thresholdStep base m i d out
have result : (MachineComposition.advance (TM2.step program))^[1]
(some ⟨some (.result (decide (d = 0))), initialState,
tapes base m i (d - 1) out⟩) =
some ⟨some .guard, initialState, tapes base m (i + 1) (d - 1)
((encodeWords [if decide (d = 0) then 1 else 0, 3]).reverse ++ out)⟩ := by
simpa only [Function.iterate_one, MachineComposition.advance_some] using
resultStep base m i (d - 1) out (decide (d = 0))
have whole := chain (chain (chain tag index) test) result
have htime : 1 + (3 * (i + 1) + 2) + 1 + 1 = bodySteps i := by
unfold bodySteps
omega
rw [htime] at whole
simpa only [termTokens_bits, List.reverse_append, List.append_assoc, out] using whole
theorem guardStep_succ (base : Tape → List Bool) (m i d : Nat) (output : List Bool) :
TM2.step program ⟨some .guard, initialState, tapes base (m + 1) i d output⟩ =
some ⟨some .inputTag, initialState, tapes base m i d output⟩ := by
simpa only [counterTapes_remaining, initialState] using
MachineUnaryCounter.guardStep_succ Tape.remaining Label.guard Label.inputTag Label.done
program rfl (tapes base (m + 1) i d output) m [] ((), ()) none
theorem guardStep_zero (base : Tape → List Bool) (i d : Nat) (output : List Bool) :
TM2.step program ⟨some .guard, initialState, tapes base 0 i d output⟩ =
some ⟨some .done, initialState, tapes base 0 i d output⟩ := by
simpa only [counterTapes_remaining, initialState] using
MachineUnaryCounter.guardStep_zero Tape.remaining Label.guard Label.inputTag Label.done
program rfl (tapes base 0 i d output) [] ((), ()) none
theorem tokens_append_bits (xs ys : List Token) :
tokenBits (xs ++ ys) = tokenBits xs ++ tokenBits ys := by
simp [tokenBits, tokenWords, List.flatMap_append]
def selectorSteps : Nat → Nat → Nat
| _, 0 => 1
| i, m + 1 => 1 + bodySteps i + selectorSteps (i + 1) m
theorem selectorTrace (base : Tape → List Bool) (m i d : Nat) (output : List Bool) :
(MachineComposition.advance (TM2.step program))^[selectorSteps i m]
(some ⟨some .guard, initialState, tapes base m i d output⟩) =
some ⟨some .done, initialState, tapes base 0 (i + m) (d - m)
((tokenBits (InitializationTemplate.selectorLoopTokens m i d)).reverse ++ output)⟩ := by
induction m generalizing i d output with
| zero =>
simpa only [selectorSteps, InitializationTemplate.selectorLoopTokens,
InitializationTemplate.forTokens, tokenBits, tokenWords, List.flatMap_nil,
encodeWords, List.reverse_nil, List.nil_append, Nat.add_zero, Nat.sub_zero,
Function.iterate_one, MachineComposition.advance_some] using
guardStep_zero base i d output
| succ m ih =>
have guard : (MachineComposition.advance (TM2.step program))^[1]
(some ⟨some .guard, initialState, tapes base (m + 1) i d output⟩) =
some ⟨some .inputTag, initialState, tapes base m i d output⟩ := by
simpa only [Function.iterate_one, MachineComposition.advance_some] using
guardStep_succ base m i d output
have body := bodyTrace base m i d output
have rest := ih (i + 1) (d - 1) ((tokenBits (termTokens i d)).reverse ++ output)
have whole := chain (chain guard body) rest
have hs : InitializationTemplate.selectorLoopTokens (m + 1) i d =
termTokens i d ++ InitializationTemplate.selectorLoopTokens m (i + 1) (d - 1) :=
InitializationTemplate.selectorLoopTokens_succ m i d
rw [hs, tokens_append_bits, List.reverse_append, List.append_assoc]
simpa only [selectorSteps, Nat.add_assoc, Nat.add_comm, Nat.add_left_comm,
Nat.sub_sub] using whole
theorem selectorSteps_le (i m : Nat) :
selectorSteps i m ≤ m * (3 * (i + m) + 6) + 1 := by
induction m generalizing i with
| zero => simp [selectorSteps]
| succ m ih =>
let B := 3 * (i + (m + 1)) + 6
have hbody : 1 + bodySteps i ≤ B := by unfold bodySteps B; omega
have hrest : selectorSteps (i + 1) m ≤ m * B + 1 := by
simpa only [B, Nat.add_assoc, Nat.add_comm, Nat.add_left_comm] using ih (i + 1)
calc
selectorSteps i (m + 1) = (1 + bodySteps i) + selectorSteps (i + 1) m := rfl
_ ≤ B + (m * B + 1) := Nat.add_le_add hbody hrest
_ = (m + 1) * B + 1 := by rw [Nat.succ_mul]; omega
def selectorInTime (base : Tape → List Bool) (m i d : Nat) (output : List Bool) :
StateTransition.EvalsToInTime (TM2.step program)
⟨some .guard, initialState, tapes base m i d output⟩
(some ⟨some .done, initialState, tapes base 0 (i + m) (d - m)
((tokenBits (InitializationTemplate.selectorLoopTokens m i d)).reverse ++ output)⟩)
(m * (3 * (i + m) + 6) + 1) where
steps := selectorSteps i m
evals_in_steps := selectorTrace base m i d output
steps_le_m := selectorSteps_le i m
theorem tapes_rawInput (base : Tape → List Bool) (m i d : Nat) (output : List Bool) :
tapes base m i d output .rawInput = base .rawInput := rfl
theorem tapes_witnessBound (base : Tape → List Bool) (m i d : Nat) (output : List Bool) :
tapes base m i d output .witnessBound = base .witnessBound := rfl
theorem tapes_capacity (base : Tape → List Bool) (m i d : Nat) (output : List Bool) :
tapes base m i d output .capacity = base .capacity := rfl
theorem tapes_closure (base : Tape → List Bool) (m i d : Nat) (output : List Bool) :
tapes base m i d output .closure = base .closure := rfl
end BinPackingGames.Foundations.Complexity.CookLevin.InitializationMachine
end OAI