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import OAI.Computability.BinPacking.Computation.PoweringMasterState
namespace OAI
namespace BinPackingGames.Foundations.Complexity.MachineLogCounter
open Turing
def bitLength (n : Nat) : Nat := if n = 0 then 0 else n.log2 + 1
@[simp] theorem bitLength_zero : bitLength 0 = 0 := rfl
theorem bitLength_positive {n : Nat} (h : n ≠ 0) : bitLength n = n.log2 + 1 := by
simp [bitLength, h]
theorem bitLength_half {n : Nat} (h : n ≠ 0) : bitLength n = bitLength (n / 2) + 1 := by
by_cases hone : n = 1
· subst n; rfl
have hn : 2 ≤ n := by omega
have hh : n / 2 ≠ 0 := by omega
rw [bitLength_positive h, bitLength_positive hh, Nat.log2_def n, ite_eq_left hn]
def increments (n : Nat) (started : Bool) : Nat :=
if n = 0 then (if started then 0 else 1) else bitLength n
@[simp] theorem increments_true (n : Nat) : increments n true = bitLength n := by
by_cases hn : n = 0 <;> simp [increments, hn]
theorem increments_half {n : Nat} (h : n ≠ 0) (started : Bool) :
increments n started = increments (n / 2) true + 1 := by
rw [increments, ite_eq_right h, increments_true, bitLength_half h]
theorem increments_false (n : Nat) : increments n false = n.log2 + 1 := by
by_cases hn : n = 0
· subst n; rfl
· simp [increments, bitLength, hn]
def coreTime (n : Nat) : Nat :=
if h : n = 0 then 1 else n + n / 2 + 3 + coreTime (n / 2)
termination_by n
decreasing_by omega
@[simp] theorem coreTime_zero : coreTime 0 = 1 := by rw [coreTime]; rfl
theorem coreTime_positive {n : Nat} (h : n ≠ 0) :
coreTime n = n + n / 2 + 3 + coreTime (n / 2) := by
rw [coreTime, dite_eq_right h]
theorem coreTime_bound (n : Nat) : coreTime n ≤ 6 * n + 1 := by
induction n using Nat.strong_induction_on with
| h n ih =>
by_cases hn : n = 0
· subst n; simp
· rw [coreTime_positive hn]
have smaller : n / 2 < n := by omega
have bound := ih (n / 2) smaller
omega
abbrev Alphabet (_ : Fin 3) := Bool
abbrev State := (Bool × Bool) × Option Bool
def initialState : State := ((false, false), none)
def rawTapes (input scratch output : List Bool) : Fin 3 → List Bool
| 0 => input
| 1 => scratch
| 2 => output
private theorem update_input (input scratch output replacement : List Bool) :
Function.update (rawTapes input scratch output) 0 replacement = rawTapes replacement scratch output := by
funext k
fin_cases k <;> rfl
private theorem update_scratch (input scratch output replacement : List Bool) :
Function.update (rawTapes input scratch output) 1 replacement = rawTapes input replacement output := by
funext k
fin_cases k <;> rfl
private theorem update_output (input scratch output replacement : List Bool) :
Function.update (rawTapes input scratch output) 2 replacement = rawTapes input scratch replacement := by
funext k
fin_cases k <;> rfl
def stripLoop : TM2.Stmt Alphabet (Fin 5) State :=
.pop 0 (fun state head => (state.1, head))
(.branch (fun state => state.2.getD false)
(.push 1 (fun _ => true) (.goto fun _ => (1 : Fin 5)))
(.load (fun _ => initialState) (.goto fun _ => 4)))
def guardLoop : TM2.Stmt Alphabet (Fin 5) State :=
.peek 0 (fun state head => (state.1, head))
(.branch (fun state => state.2.isSome)
(.push 2 (fun _ => true)
(.load (fun _ => ((false, true), none)) (.goto fun _ => 3)))
(.branch (fun state => state.1.2)
(.load (fun _ => initialState) .halt)
(.push 2 (fun _ => true) (.load (fun _ => initialState) .halt))))
def halfLoop : TM2.Stmt Alphabet (Fin 5) State :=
.pop 0 (fun state head => (state.1, head))
(.branch (fun state => state.2.isSome)
(.branch (fun state => state.1.1)
(.push 1 (fun _ => true)
(.load (fun state => ((false, state.1.2), state.2)) (.goto fun _ => 3)))
(.load (fun state => ((true, state.1.2), state.2)) (.goto fun _ => 3)))
(.load (fun state => ((false, state.1.2), none)) (.goto fun _ => 4)))
def program : Fin 5 → TM2.Stmt Alphabet (Fin 5) State
| 0 => .push 2 (fun _ => false) (.goto fun _ => 1)
| 1 => stripLoop
| 2 => guardLoop
| 3 => halfLoop
| 4 => Reduction.MachineTransfer.loopAt 1 0 id false 4 (some 2)
def machine : FinTM2 where
K := Fin 3
k₀ := 0
k₁ := 2
Γ := Alphabet
Λ := Fin 5
main := 0
σ := State
initialState := initialState
m := program
def configuration (label : Option (Fin 5)) (state : State)
(input scratch output : List Bool) : machine.Cfg :=
⟨label, state, rawTapes input scratch output⟩
def next := MachineComposition.advance machine.step
theorem stripStep_true (input scratch output : List Bool) (state : State) :
machine.step (configuration (some 1) state (true :: input) scratch output) =
some (configuration (some 1) (state.1, some true) input (true :: scratch) output) := by
change some (TM2.stepAux stripLoop state (rawTapes (true :: input) scratch output)) = _
simp [stripLoop, TM2.stepAux, rawTapes, configuration]
rw [update_input, update_scratch]
rfl
theorem stripStep_false (scratch output : List Bool) (state : State) :
machine.step (configuration (some 1) state [false] scratch output) =
some (configuration (some 4) initialState [] scratch output) := by
change some (TM2.stepAux stripLoop state (rawTapes [false] scratch output)) = _
simp [stripLoop, TM2.stepAux, rawTapes, configuration]
rw [update_input]
rfl
theorem stripTrace (n : Nat) (scratch output : List Bool) (state : State) :
next^[n + 1] (some (configuration (some 1) state (encodeWord n) scratch output)) =
some (configuration (some 4) initialState [] (List.replicate n true ++ scratch) output) := by
induction n generalizing scratch state with
| zero =>
simpa only [encodeWord, List.replicate_zero, List.nil_append, Nat.zero_add,
Function.iterate_one, next, MachineComposition.advance_some] using
stripStep_false scratch output state
| succ n ih =>
rw [Function.iterate_succ_apply]
change next^[n + 1]
(machine.step (configuration (some 1) state (true :: encodeWord n) scratch output)) = _
rw [stripStep_true, ih]
congr 2
simp only [List.replicate_add, List.replicate_one, List.append_assoc, List.singleton_append]
theorem halfStep_nil (scratch output : List Bool) (parity started : Bool) (register : Option Bool) :
machine.step (configuration (some 3) ((parity, started), register) [] scratch output) =
some (configuration (some 4) ((false, started), none) [] scratch output) := by
change some (TM2.stepAux halfLoop ((parity, started), register) (rawTapes [] scratch output)) = _
simp [halfLoop, TM2.stepAux, rawTapes, configuration]
rw [update_input]
rfl
theorem halfStep_false (input scratch output : List Bool) (started : Bool) (register : Option Bool) :
machine.step (configuration (some 3) ((false, started), register) (true :: input) scratch output) =
some (configuration (some 3) ((true, started), some true) input scratch output) := by
change some (TM2.stepAux halfLoop ((false, started), register)
(rawTapes (true :: input) scratch output)) = _
simp [halfLoop, TM2.stepAux, rawTapes, configuration]
rw [update_input]
rfl
theorem halfStep_true (input scratch output : List Bool) (started : Bool) (register : Option Bool) :
machine.step (configuration (some 3) ((true, started), register) (true :: input) scratch output) =
some (configuration (some 3) ((false, started), some true) input (true :: scratch) output) := by
change some (TM2.stepAux halfLoop ((true, started), register)
(rawTapes (true :: input) scratch output)) = _
simp [halfLoop, TM2.stepAux, rawTapes, configuration]
rw [update_input, update_scratch]
rfl
theorem halfTrace (n m : Nat) (output : List Bool) (parity started : Bool)
(register : Option Bool) :
next^[n + 1] (some (configuration (some 3) ((parity, started), register)
(List.replicate n true) (List.replicate m true) output)) =
some (configuration (some 4) ((false, started), none) []
(List.replicate (m + (n + if parity then 1 else 0) / 2) true) output) := by
induction n generalizing m parity register with
| zero =>
cases parity <;>
simpa only [Nat.zero_add, Function.iterate_one, next, MachineComposition.advance_some,
List.replicate_zero, Bool.false_eq_true, ite_false, ite_true, Nat.zero_div,
Nat.add_zero, Nat.reduceDiv] using
halfStep_nil (List.replicate m true) output _ started register
| succ n ih =>
rw [Function.iterate_succ_apply]
change next^[n + 1]
(machine.step (configuration (some 3) ((parity, started), register)
(true :: List.replicate n true) (List.replicate m true) output)) = _
cases parity with
| false =>
rw [halfStep_false, ih]
congr 2
| true =>
rw [halfStep_true]
change next^[n + 1] (some (configuration (some 3) ((false, started), some true)
(List.replicate n true) (List.replicate (m + 1) true) output)) = _
rw [ih]
congr 2
congr 1
change m + 1 + n / 2 = m + (n + 1 + 1) / 2
omega
theorem restoreTrace (n : Nat) (output : List Bool) (started : Bool) :
next^[n + 1] (some (configuration (some 4) ((false, started), none)
[] (List.replicate n true) output)) =
some (configuration (some 2) ((false, started), none) (List.replicate n true) [] output) := by
have run := Reduction.MachineTransfer.transferAt_fromTapes (1 : Fin 3) 0 (by decide)
id false (4 : Fin 5) (some 2) program rfl
(rawTapes [] (List.replicate n true) output) (false, started) none
simp only [rawTapes, List.length_replicate, List.reverse_replicate, List.map_id,
List.append_nil] at run
have tapesEq : Reduction.MachineTransfer.tapesAt (1 : Fin 3) 0
(rawTapes [] (List.replicate n true) output) [] (List.replicate n true) =
rawTapes (List.replicate n true) [] output := by
funext k
fin_cases k <;> rfl
rw [tapesEq] at run
exact run
theorem guardStep_zero (output : List Bool) (started : Bool) :
machine.step (configuration (some 2) ((false, started), none) [] [] output) =
some (configuration none initialState [] [] (if started then output else true :: output)) := by
change some (TM2.stepAux guardLoop ((false, started), none) (rawTapes [] [] output)) = _
cases started <;> simp [guardLoop, TM2.stepAux, rawTapes, configuration]
rw [update_output]
all_goals rfl
theorem guardStep_positive (n : Nat) (output : List Bool) (started : Bool) :
machine.step (configuration (some 2) ((false, started), none)
(List.replicate (n + 1) true) [] output) =
some (configuration (some 3) ((false, true), none)
(List.replicate (n + 1) true) [] (true :: output)) := by
change some (TM2.stepAux guardLoop ((false, started), none)
(rawTapes (true :: List.replicate n true) [] output)) = _
simp [guardLoop, TM2.stepAux, rawTapes, configuration]
rw [update_output]
simp only [List.replicate_succ]
rfl
theorem coreTrace (n : Nat) (output : List Bool) (started : Bool) :
next^[coreTime n] (some (configuration (some 2) ((false, started), none)
(List.replicate n true) [] output)) =
some (configuration none initialState [] []
(List.replicate (increments n started) true ++ output)) := by
induction n using Nat.strong_induction_on generalizing output started with
| h n ih =>
cases n with
| zero =>
cases started with
| false => simpa [increments, next] using! guardStep_zero output false
| true => simpa [increments, next] using! guardStep_zero output true
| succ n =>
have nonzero : n + 1 ≠ 0 := by omega
have smaller : (n + 1) / 2 < n + 1 := by omega
have recursive := ih ((n + 1) / 2) smaller (true :: output) true
have half := halfTrace (n + 1) 0 (true :: output) false true none
simp only [Bool.false_eq_true, ↓reduceIte, Nat.add_zero, Nat.zero_add,
List.replicate_zero] at half
have restore := restoreTrace ((n + 1) / 2) (true :: output) true
rw [coreTime_positive nonzero]
rw [show n + 1 + (n + 1) / 2 + 3 + coreTime ((n + 1) / 2) =
(coreTime ((n + 1) / 2) + ((n + 1) / 2 + 1) + (n + 1 + 1)) + 1 by omega,
Function.iterate_succ_apply]
change next^[coreTime ((n + 1) / 2) + ((n + 1) / 2 + 1) + (n + 1 + 1)]
(machine.step (configuration (some 2) ((false, started), none)
(List.replicate (n + 1) true) [] output)) = _
rw [guardStep_positive, Function.iterate_add_apply, half,
Function.iterate_add_apply, restore, recursive]
rw [increments_half nonzero started]
simp only [List.replicate_add, List.replicate_one, List.append_assoc, List.singleton_append]
theorem initList_eq (input : List Bool) :
initList machine input = configuration (some 0) initialState input [] [] := by
unfold initList configuration
congr 1
funext k
change Fin 3 at k
fin_cases k <;> rfl
theorem haltList_eq (output : List Bool) :
haltList machine output = configuration none initialState [] [] output := by
unfold haltList configuration
congr 1
funext k
change Fin 3 at k
fin_cases k <;> rfl
theorem initialStep (input : List Bool) :
machine.step (configuration (some 0) initialState input [] []) =
some (configuration (some 1) initialState input [] [false]) := by
change some (TM2.stepAux (.push (2 : Fin 3) (fun _ : State => false) (.goto fun _ => (1 : Fin 5)))
initialState (rawTapes input [] [])) = _
simp only [TM2.stepAux, rawTapes]
rw [update_output]
rfl
def totalTime (n : Nat) : Nat := 2 * n + 3 + coreTime n
theorem totalTime_bound (n : Nat) : totalTime n ≤ 8 * n + 4 := by
have bound := coreTime_bound n
unfold totalTime
omega
theorem machineTrace (n : Nat) :
next^[totalTime n] (some (initList machine (encodeWord n))) =
some (haltList machine (encodeWord (n.log2 + 1))) := by
rw [initList_eq, haltList_eq]
rw [show totalTime n = (coreTime n + (n + 1) + (n + 1)) + 1 by
unfold totalTime; omega, Function.iterate_succ_apply]
change next^[coreTime n + (n + 1) + (n + 1)]
(machine.step (configuration (some 0) initialState (encodeWord n) [] [])) = _
rw [initialStep, Function.iterate_add_apply, stripTrace]
simp only [List.append_nil]
rw [Function.iterate_add_apply]
dsimp only [initialState]
rw [restoreTrace n [false] false, coreTrace, increments_false]
rfl
def outputsInTime (n : Nat) :
TM2OutputsInTime machine (encodeWord n) (some (encodeWord (n.log2 + 1))) (8 * n + 4) where
steps := totalTime n
evals_in_steps := machineTrace n
steps_le_m := totalTime_bound n
noncomputable def computableInPolyTime :
TM2ComputableInPolyTime encodeWord encodeWord (fun n => n.log2 + 1) where
tm := machine
inputAlphabet := Equiv.refl Bool
outputAlphabet := Equiv.refl Bool
time := 8 * Polynomial.X + 4
outputsFun n := by
change TM2OutputsInTime machine ((encodeWord n).map id)
(some ((encodeWord (n.log2 + 1)).map id))
((8 * Polynomial.X + 4 : Polynomial Nat).eval (encodeWord n).length)
have hi := @List.map_id (machine.Γ machine.k₀) (encodeWord n)
have ho := @List.map_id (machine.Γ machine.k₁) (encodeWord (n.log2 + 1))
rw [hi, ho]
have execution := outputsInTime n
refine {
toEvalsTo := execution.toEvalsTo
steps_le_m := Nat.le_trans execution.steps_le_m ?_
}
simp only [Polynomial.eval_add, Polynomial.eval_mul, Polynomial.eval_ofNat, Polynomial.eval_X]
simp [encodeWord]
end BinPackingGames.Foundations.Complexity.MachineLogCounter
namespace BinPackingGames.Foundations.Complexity.GraphCounterModel
open Turing
inductive ExtraTape where
| input | archive | scratch | output
deriving DecidableEq
protected abbrev ExtraTape.enumList : List ExtraTape := [.input, .archive, .scratch, .output]
protected theorem ExtraTape.enumList_getElem?_ctorIdx_eq (x : ExtraTape) :
ExtraTape.enumList[x.ctorIdx]? = some x := by
cases x <;> rfl
protected theorem ExtraTape.enumList_nodup : ExtraTape.enumList.Nodup := by decide
instance : Fintype ExtraTape where
elems := ⟨ExtraTape.enumList, ExtraTape.enumList_nodup⟩
complete x := by cases x <;> decide
inductive ExtraLabel where
| copyFirst | copySecond | seed | headerFirst | headerSecond
| clearInput | clockCopy | archiveCopy | finalReverse
deriving DecidableEq
protected abbrev ExtraLabel.enumList : List ExtraLabel := [.copyFirst, .copySecond, .seed,
.headerFirst, .headerSecond, .clearInput, .clockCopy, .archiveCopy, .finalReverse]
protected theorem ExtraLabel.enumList_getElem?_ctorIdx_eq (x : ExtraLabel) :
ExtraLabel.enumList[x.ctorIdx]? = some x := by
cases x <;> rfl
protected theorem ExtraLabel.enumList_nodup : ExtraLabel.enumList.Nodup := by decide
instance : Fintype ExtraLabel where
elems := ⟨ExtraLabel.enumList, ExtraLabel.enumList_nodup⟩
complete x := by cases x <;> decide
abbrev Tape := Fin 3 ⊕ ExtraTape
abbrev Label := Fin 5 ⊕ ExtraLabel
abbrev Alphabet (_ : Tape) := Bool
abbrev State := MachineLogCounter.State × Option Bool
def initialState : State := (MachineLogCounter.initialState, none)
def clockLabel : Option (Fin 5) → Option Label
| none => some (.inr .clearInput)
| some l => some (.inl l)
def clockStatement : TM2.Stmt MachineLogCounter.Alphabet (Fin 5) MachineLogCounter.State →
TM2.Stmt Alphabet Label State
| .push k f next => .push (.inl k) (fun state => f state.1) (clockStatement next)
| .peek k f next => .peek (.inl k) (fun state x => (f state.1 x, state.2)) (clockStatement next)
| .pop k f next => .pop (.inl k) (fun state x => (f state.1 x, state.2)) (clockStatement next)
| .load f next => .load (fun state => (f state.1, state.2)) (clockStatement next)
| .branch f yes no => .branch (fun state => f state.1) (clockStatement yes) (clockStatement no)
| .goto f => .goto (fun state => .inl (f state.1))
| .halt => .goto (fun _ => .inr .clearInput)
def readHeader (again next : Label) : TM2.Stmt Alphabet Label State :=
.pop (.inr .input) (fun state head => (state.1, head))
(.branch (fun state => state.2.getD false)
(.push (.inl 0) (fun _ => true) (.goto fun _ => again))
(.load (fun state => (state.1, none)) (.goto fun _ => next)))
def program : Label → TM2.Stmt Alphabet Label State
| .inl l => clockStatement (MachineLogCounter.program l)
| .inr .copyFirst => Reduction.MachineTransfer.loopAt (.inr .input) (.inr .scratch)
id false (.inr .copyFirst) (some (.inr .copySecond))
| .inr .copySecond => MachineCopy.forkLoop (.inr .scratch) (.inr .input) (.inr .archive)
false (.inr .copySecond) (some (.inr .seed))
| .inr .seed => .push (.inl 0) (fun _ => false) (.goto fun _ => .inr .headerFirst)
| .inr .headerFirst => readHeader (.inr .headerFirst) (.inr .headerSecond)
| .inr .headerSecond => readHeader (.inr .headerSecond) (.inl 0)
| .inr .clearInput => MachineDrain.drain (.inr .input) (.inr .clearInput)
(some (.inr .clockCopy))
| .inr .clockCopy => Reduction.MachineTransfer.loopAt (.inl 2) (.inr .scratch)
id false (.inr .clockCopy) (some (.inr .archiveCopy))
| .inr .archiveCopy => Reduction.MachineTransfer.loopAt (.inr .archive) (.inr .scratch)
id false (.inr .archiveCopy) (some (.inr .finalReverse))
| .inr .finalReverse => Reduction.MachineTransfer.loopAt (.inr .scratch) (.inr .output)
id false (.inr .finalReverse) none
def machine : FinTM2 where
K := Tape
k₀ := .inr .input
k₁ := .inr .output
Γ := Alphabet
Λ := Label
main := .inr .copyFirst
σ := State
initialState := initialState
m := program
def clockTapes (tapes : Fin 3 → List Bool) (extra : ExtraTape → List Bool) : Tape → List Bool
| .inl k => tapes k
| .inr k => extra k
def clockConfiguration (extra : ExtraTape → List Bool) (register : Option Bool)
(c : TM2.Cfg MachineLogCounter.Alphabet (Fin 5) MachineLogCounter.State) :
TM2.Cfg Alphabet Label State := ⟨clockLabel c.l, (c.var, register), clockTapes c.stk extra⟩
theorem clockTapes_update (tapes : Fin 3 → List Bool) (extra : ExtraTape → List Bool)
(k : Fin 3) (word : List Bool) :
clockTapes (Function.update tapes k word) extra =
Function.update (clockTapes tapes extra) (.inl k) word := by
funext tape
cases tape <;> simp [clockTapes, Function.comp_def]
theorem clockStatement_simulation (extra : ExtraTape → List Bool) (register : Option Bool)
(statement : TM2.Stmt MachineLogCounter.Alphabet (Fin 5) MachineLogCounter.State)
(state : MachineLogCounter.State) (tapes : Fin 3 → List Bool) :
TM2.stepAux (clockStatement statement) (state, register) (clockTapes tapes extra) =
clockConfiguration extra register (TM2.stepAux statement state tapes) := by
induction statement generalizing state tapes with
| push k f next ih =>
simp only [clockStatement, TM2.stepAux, clockTapes]
rw [← clockTapes_update]
exact ih state (Function.update tapes k (f state :: tapes k))
| peek k f next ih =>
simpa only [clockStatement, TM2.stepAux, clockTapes] using ih (f state (tapes k).head?) tapes
| pop k f next ih =>
simp only [clockStatement, TM2.stepAux, clockTapes]
rw [← clockTapes_update]
exact ih (f state (tapes k).head?) (Function.update tapes k (tapes k).tail)
| load f next ih =>
simpa only [clockStatement, TM2.stepAux] using ih (f state) tapes
| branch f yes no ihYes ihNo =>
cases h : f state with
| false => simpa only [clockStatement, TM2.stepAux, h, Bool.cond_false] using ihNo state tapes
| true => simpa only [clockStatement, TM2.stepAux, h, Bool.cond_true] using ihYes state tapes
| goto f => rfl
| halt => rfl
theorem clockStep (extra : ExtraTape → List Bool) (register : Option Bool)
(a b : MachineLogCounter.machine.Cfg)
(h : MachineLogCounter.machine.step a = some b) :
TM2.step program (clockConfiguration extra register a) =
some (clockConfiguration extra register b) := by
cases a with
| mk label state tapes =>
cases label with
| none => cases h
| some label =>
have hb := Option.some.inj h
subst b
exact congrArg some (clockStatement_simulation extra register
(MachineLogCounter.program label) state tapes)
def clockInTime (extra : ExtraTape → List Bool) (register : Option Bool) (n : Nat) :
StateTransition.EvalsToInTime (TM2.step program)
(clockConfiguration extra register (initList MachineLogCounter.machine (encodeWord n)))
(some (clockConfiguration extra register
(haltList MachineLogCounter.machine (encodeWord (n.log2 + 1))))) (8 * n + 4) :=
MachineComposition.liftExecutionInTime _ _ (clockConfiguration extra register)
(clockStep extra register) (MachineLogCounter.outputsInTime n)
end BinPackingGames.Foundations.Complexity.GraphCounterModel
namespace BinPackingGames.Foundations.Complexity.PCPIterationMachine
open Turing
open MachineCountedLoop
def rounds (n : Nat) : Nat := n.log2 + 1
theorem rounds_le (n : Nat) : rounds n ≤ n + 1 :=
Nat.add_le_add_right (Nat.log2_le_self n) 1
theorem two_pow_rounds_le (n : Nat) : 2 ^ rounds n ≤ 2 * (n + 1) := by
by_cases hn : n = 0
· subst n; decide
· have h := Nat.log2_self_le hn
simp only [rounds, pow_succ]
omega
theorem growth_pow_rounds_le (growth n : Nat) :
growth ^ rounds n ≤ (2 * (n + 1)) ^ growth := by
calc
growth ^ rounds n ≤ (2 ^ growth) ^ rounds n :=
Nat.pow_le_pow_left (Nat.le_of_lt (Nat.lt_two_pow_self (n := growth))) _
_ = (2 ^ rounds n) ^ growth := by simp only [← pow_mul, Nat.mul_comm]
_ ≤ (2 * (n + 1)) ^ growth := Nat.pow_le_pow_left (two_pow_rounds_le n) growth
def sizeEnvelope (growth n : Nat) : Nat := (n + 1) * (2 * (n + 1)) ^ growth
theorem semanticSize_geometric (sizes : Nat → Nat) (growth n : Nat)
(initialBound : sizes 0 ≤ n + 1)
(growthBound : ∀ i, i < rounds n → sizes (i + 1) ≤ growth * sizes i)
(i : Nat) (hi : i ≤ rounds n) : sizes i ≤ (n + 1) * growth ^ i := by
induction i with
| zero => simpa only [pow_zero, Nat.mul_one] using initialBound
| succ i ih =>
have ilt : i < rounds n := by omega
calc
sizes (i + 1) ≤ growth * sizes i := growthBound i ilt
_ ≤ growth * ((n + 1) * growth ^ i) :=
Nat.mul_le_mul_left growth (ih (by omega))
_ = (n + 1) * growth ^ (i + 1) := by rw [pow_succ]; ac_rfl
theorem semanticSize_bound (sizes : Nat → Nat) (growth n : Nat)
(growthPositive : 0 < growth)
(initialBound : sizes 0 ≤ n + 1)
(growthBound : ∀ i, i < rounds n → sizes (i + 1) ≤ growth * sizes i)
(i : Nat) (hi : i ≤ rounds n) : sizes i ≤ sizeEnvelope growth n := by
calc
sizes i ≤ (n + 1) * growth ^ i :=
semanticSize_geometric sizes growth n initialBound growthBound i hi
_ ≤ (n + 1) * growth ^ rounds n :=
Nat.mul_le_mul_left _ (Nat.pow_le_pow_right growthPositive hi)
_ ≤ sizeEnvelope growth n :=
Nat.mul_le_mul_left _ (growth_pow_rounds_le growth n)
noncomputable def sizePolynomial (growth : Nat) : Polynomial Nat :=
(Polynomial.X + 1) * (2 * (Polynomial.X + 1)) ^ growth
@[simp] theorem sizePolynomial_eval (growth n : Nat) :
(sizePolynomial growth).eval n = sizeEnvelope growth n := by
simp [sizePolynomial, sizeEnvelope]
noncomputable def timePolynomial (growth : Nat)
(encodingSize bodyTime : Polynomial Nat) : Polynomial Nat :=
(Polynomial.X + 1) *
((bodyTime.comp encodingSize).comp (sizePolynomial growth) + 1) + 2
@[simp] theorem timePolynomial_eval (growth n : Nat)
(encodingSize bodyTime : Polynomial Nat) :
(timePolynomial growth encodingSize bodyTime).eval n =
(n + 1) * (bodyTime.eval (encodingSize.eval (sizeEnvelope growth n)) + 1) + 2 := by
simp [timePolynomial]
variable {K Λ σ : Type} [DecidableEq K]
abbrev Alphabet (_ : K) := Bool
abbrev State (σ : Type) := σ × Option Bool
abbrev Labels (Λ : Type) := Bool ⊕ Λ
def program (counter : K) (entry : Λ)
(body : Λ → TM2.Stmt (Alphabet (K := K)) (Labels Λ) (State σ)) :
Labels Λ → TM2.Stmt (Alphabet (K := K)) (Labels Λ) (State σ)
| .inl false => MachineUnaryCounter.guard counter (.inr entry) (.inl true)
| .inl true => .pop counter (fun state _ => (state.1, none)) .halt
| .inr label => body label
omit [DecidableEq K] in
@[simp] theorem program_guard (counter : K) (entry : Λ)
(body : Λ → TM2.Stmt (Alphabet (K := K)) (Labels Λ) (State σ)) :
program counter entry body (.inl false) =
MachineUnaryCounter.guard counter (.inr entry) (.inl true) := rfl
def machine [Fintype K] [Fintype Λ] [Fintype σ]
(counter output : K) (entry : Λ) (initial : σ)
(body : Λ → TM2.Stmt (Alphabet (K := K)) (Labels Λ) (State σ)) : FinTM2 where
K := K
k₀ := counter
k₁ := output
Γ := Alphabet
Λ := Labels Λ
main := .inl false
σ := State σ
initialState := (initial, none)
m := program counter entry body
def haltedConfiguration (counter : K) (suffix : List Bool)
(ambient : Nat → σ) (base : Nat → K → List Bool) :
TM2.Cfg (Alphabet (K := K)) (Labels Λ) (State σ) :=
⟨none, (ambient 0, none), Function.update (base 0) counter suffix⟩
theorem haltStep (counter : K) (entry : Λ)
(body : Λ → TM2.Stmt (Alphabet (K := K)) (Labels Λ) (State σ))
(suffix : List Bool) (ambient : Nat → σ) (base : Nat → K → List Bool) :
TM2.step (program counter entry body)
(exitConfiguration counter (.inl true) suffix ambient base) =
some (haltedConfiguration counter suffix ambient base) := by
change some (TM2.stepAux (.pop counter (fun state _ => (state.1, none)) .halt)
(ambient 0, none) (MachineUnaryCounter.counterTapes counter (base 0) 0 suffix)) = _
simp [TM2.stepAux, MachineUnaryCounter.counterTapes, encodeWord, haltedConfiguration]
theorem iterationTrace (counter : K) (entry : Λ)
(body : Λ → TM2.Stmt (Alphabet (K := K)) (Labels Λ) (State σ))
(suffix : List Bool) (ambient : Nat → σ) (register : Nat → Option Bool)
(base : Nat → K → List Bool) (cost : Nat → Nat) (n : Nat)
(bodyTraces : BodyTraces counter (.inl false) (.inr entry)
(program counter entry body) suffix ambient register base cost (rounds n)) :
(MachineComposition.advance (TM2.step (program counter entry body)))^[
totalSteps cost (rounds n) + 1]
(some (guardConfiguration counter (.inl false) suffix ambient register base (rounds n))) =
some (haltedConfiguration counter suffix ambient base) := by
rw [Function.iterate_succ_apply']
rw [loopTrace counter (.inl false) (.inr entry) (.inl true)
(program counter entry body) (program_guard counter entry body) suffix
ambient register base cost (rounds n) bodyTraces]
exact haltStep counter entry body suffix ambient base
theorem bodyCosts_bound (growth n : Nat) (growthPositive : 0 < growth)
(sizes encodedSizes cost : Nat → Nat) (encodingSize bodyTime : Polynomial Nat)
(initialBound : sizes 0 ≤ n + 1)
(growthBound : ∀ i, i < rounds n → sizes (i + 1) ≤ growth * sizes i)
(encodingBound : ∀ r, r < rounds n →
encodedSizes r ≤ encodingSize.eval (sizes (rounds n - (r + 1))))
(bodyCost : ∀ r, r < rounds n → cost r ≤ bodyTime.eval (encodedSizes r)) :
∀ r, r < rounds n →
cost r ≤ bodyTime.eval (encodingSize.eval (sizeEnvelope growth n)) := by
intro r hr
have hs := semanticSize_bound sizes growth n growthPositive initialBound growthBound
(rounds n - (r + 1)) (Nat.sub_le _ _)
exact (bodyCost r hr).trans
(MachineComposition.natPolynomial_eval_mono bodyTime
((encodingBound r hr).trans
(MachineComposition.natPolynomial_eval_mono encodingSize hs)))
def iterationInTime (counter : K) (entry : Λ)
(body : Λ → TM2.Stmt (Alphabet (K := K)) (Labels Λ) (State σ))
(suffix : List Bool) (ambient : Nat → σ) (register : Nat → Option Bool)
(base : Nat → K → List Bool) (cost : Nat → Nat) (growth n : Nat)
(growthPositive : 0 < growth)
(bodyTraces : BodyTraces counter (.inl false) (.inr entry)
(program counter entry body) suffix ambient register base cost (rounds n))
(sizes encodedSizes : Nat → Nat) (encodingSize bodyTime : Polynomial Nat)
(initialBound : sizes 0 ≤ n + 1)
(growthBound : ∀ i, i < rounds n → sizes (i + 1) ≤ growth * sizes i)
(encodingBound : ∀ r, r < rounds n →
encodedSizes r ≤ encodingSize.eval (sizes (rounds n - (r + 1))))
(bodyCost : ∀ r, r < rounds n → cost r ≤ bodyTime.eval (encodedSizes r)) :
StateTransition.EvalsToInTime (TM2.step (program counter entry body))
(guardConfiguration counter (.inl false) suffix ambient register base (rounds n))
(some (haltedConfiguration counter suffix ambient base))
((timePolynomial growth encodingSize bodyTime).eval n) where
steps := totalSteps cost (rounds n) + 1
evals_in_steps := iterationTrace counter entry body suffix ambient register base cost n bodyTraces
steps_le_m := by
rw [timePolynomial_eval]
have h := totalSteps_le cost (rounds n)
(bodyTime.eval (encodingSize.eval (sizeEnvelope growth n)))
(bodyCosts_bound growth n growthPositive sizes encodedSizes cost encodingSize bodyTime
initialBound growthBound encodingBound bodyCost)
have hm := Nat.mul_le_mul_right
(bodyTime.eval (encodingSize.eval (sizeEnvelope growth n)) + 1) (rounds_le n)
omega
end BinPackingGames.Foundations.Complexity.PCPIterationMachine
namespace BinPackingGames.Foundations.Complexity.GraphCounterModel
open Turing
def startExtra (input archive : List Bool) : ExtraTape → List Bool
| .input => input
| .archive => archive
| _ => []
def startMemory (input archive sum : List Bool) : Tape → List Bool
| .inl k => if k = 0 then sum else []
| .inr k => startExtra input archive k
theorem startMemory_input_update (input archive sum replacement : List Bool) :
Function.update (startMemory input archive sum) (.inr .input) replacement =
startMemory replacement archive sum := by
funext tape
cases tape with
| inl k => simp [startMemory]
| inr k => cases k <;> simp [startMemory, startExtra]
theorem startMemory_sum_update (input archive sum replacement : List Bool) :
Function.update (startMemory input archive sum) (.inl 0) replacement =
startMemory input archive replacement := by
funext tape
cases tape with
| inl k => by_cases h : k = 0 <;> simp [startMemory, h]
| inr k => simp [startMemory]
theorem headerStep_zero (again next : Label)
(atHeader : program again = readHeader again next)
(suffix archive : List Bool) (sum : Nat)
(state : MachineLogCounter.State) (register : Option Bool) :
TM2.step program
⟨some again, (state, register), startMemory (encodeWord 0 ++ suffix) archive (encodeWord sum)⟩ =
some ⟨some next, (state, none), startMemory suffix archive (encodeWord sum)⟩ := by
change some (TM2.stepAux (program again) _ _) = _
rw [atHeader]
simp only [readHeader, TM2.stepAux, startMemory, startExtra, encodeWord,
List.replicate_zero, List.nil_append, List.singleton_append, List.head?_cons,
List.tail_cons, Option.getD_some, Bool.cond_false]
rw [startMemory_input_update]
theorem headerStep_succ (again next : Label)
(atHeader : program again = readHeader again next)
(n sum : Nat) (suffix archive : List Bool)
(state : MachineLogCounter.State) (register : Option Bool) :
TM2.step program
⟨some again, (state, register),
startMemory (encodeWord (n + 1) ++ suffix) archive (encodeWord sum)⟩ =
some ⟨some again, (state, some true),
startMemory (encodeWord n ++ suffix) archive (encodeWord (sum + 1))⟩ := by
change some (TM2.stepAux (program again) _ _) = _
rw [atHeader]
simp only [readHeader, TM2.stepAux, startMemory, startExtra, encodeWord,
List.replicate_succ, List.cons_append, List.head?_cons, List.tail_cons,
Option.getD_some, Bool.cond_true]
rw [startMemory_input_update, startMemory_sum_update]
rfl
theorem headerTrace (again next : Label)
(atHeader : program again = readHeader again next)
(n sum : Nat) (suffix archive : List Bool)
(state : MachineLogCounter.State) (register : Option Bool) :
(MachineComposition.advance (TM2.step program))^[n + 1]
(some ⟨some again, (state, register),
startMemory (encodeWord n ++ suffix) archive (encodeWord sum)⟩) =
some ⟨some next, (state, none), startMemory suffix archive (encodeWord (n + sum))⟩ := by
induction n generalizing sum register with
| zero =>
simpa only [Nat.zero_add, Function.iterate_one, MachineComposition.advance_some] using
headerStep_zero again next atHeader suffix archive sum state register
| succ n ih =>
rw [Function.iterate_succ_apply, MachineComposition.advance_some]
rw [headerStep_succ again next atHeader n sum suffix archive state register]
simpa only [Nat.add_assoc, Nat.add_comm 1 sum] using ih (sum + 1) (some true)
def headerInTime (again next : Label)
(atHeader : program again = readHeader again next)
(n sum : Nat) (suffix archive : List Bool)
(state : MachineLogCounter.State) (register : Option Bool) :
StateTransition.EvalsToInTime (TM2.step program)
⟨some again, (state, register), startMemory (encodeWord n ++ suffix) archive (encodeWord sum)⟩
(some ⟨some next, (state, none), startMemory suffix archive (encodeWord (n + sum))⟩)
(n + 1) where
steps := n + 1
evals_in_steps := headerTrace again next atHeader n sum suffix archive state register
steps_le_m := le_rfl
theorem initialMemory (word : List Bool) :
initList machine word =
⟨some (.inr .copyFirst), initialState, startMemory word [] []⟩ := by
have ht : (initList machine word).stk = startMemory word [] [] := by
funext tape
cases tape with
| inl k => simp [initList, machine, startMemory]
| inr k => (cases k <;> simp [initList, machine, startMemory, startExtra]); rfl
exact congrArg (TM2.Cfg.mk _ _) ht
theorem clockInitialMemory (word rest : List Bool) (sum : Nat) :
clockConfiguration (startExtra rest word) none
(initList MachineLogCounter.machine (encodeWord sum)) =
⟨some (.inl 0), initialState, startMemory rest word (encodeWord sum)⟩ := by
have ht : clockTapes (initList MachineLogCounter.machine (encodeWord sum)).stk
(startExtra rest word) = startMemory rest word (encodeWord sum) := by
funext tape
cases tape with
| inl k => (fin_cases k <;> simp [clockTapes, initList, MachineLogCounter.machine, startMemory]); rfl
| inr k => rfl
exact congrArg (TM2.Cfg.mk _ _) ht
def startInTime (n m : Nat) (rest : List Bool) :
StateTransition.EvalsToInTime machine.step
(initList machine (encodeWords [n, m] ++ rest))
(some (clockConfiguration (startExtra rest (encodeWords [n, m] ++ rest)) none
(initList MachineLogCounter.machine (encodeWord (n + m)))))
(2 * ((encodeWords [n, m] ++ rest).length + 1) + 1 + (n + 1) + (m + 1)) := by
let word := encodeWords [n, m] ++ rest
let b₀ := startMemory word [] []
let b₁ := startMemory word word []
let b₂ := startMemory word word (encodeWord 0)
have hc : Function.update b₀ (.inr .archive) (b₀ (.inr .input) ++ b₀ (.inr .archive)) = b₁ := by
funext tape
cases tape with
| inl k => simp [b₀, b₁, startMemory]
| inr k => cases k <;> simp [b₀, b₁, startMemory, startExtra]
let copy := MachineCopy.copyInTime (.inr ExtraTape.input) (.inr ExtraTape.archive)
(.inr ExtraTape.scratch) (by decide) (by decide) (by decide) false
(.inr ExtraLabel.copyFirst) (.inr ExtraLabel.copySecond) (some (.inr ExtraLabel.seed))
program rfl rfl b₀ rfl MachineLogCounter.initialState none
have copy' : StateTransition.EvalsToInTime (TM2.step program)
⟨some (.inr .copyFirst), initialState, b₀⟩
(some ⟨some (.inr .seed), initialState, b₁⟩) (2 * (word.length + 1)) := by
have h := copy
rw [hc] at h
simpa only [initialState, show b₀ (.inr .input) = word from rfl] using h
have seed : StateTransition.EvalsToInTime (TM2.step program)
⟨some (.inr .seed), initialState, b₁⟩
(some ⟨some (.inr .headerFirst), initialState, b₂⟩) 1 := by
refine ⟨⟨1, ?_⟩, le_rfl⟩
change some (TM2.stepAux (program (.inr .seed)) initialState b₁) = _
simp only [program, TM2.stepAux, b₁, startMemory]
rw [startMemory_sum_update]
rfl
have first := headerInTime (.inr .headerFirst) (.inr .headerSecond) rfl
n 0 (encodeWord m ++ rest) word MachineLogCounter.initialState none
have first' : StateTransition.EvalsToInTime (TM2.step program)
⟨some (.inr .headerFirst), initialState, b₂⟩
(some ⟨some (.inr .headerSecond), initialState,
startMemory (encodeWord m ++ rest) word (encodeWord n)⟩) (n + 1) := by
simpa only [b₂, initialState, word, encodeWords, List.append_nil, List.append_assoc,
Nat.add_zero] using first
have second := headerInTime (.inr .headerSecond) (.inl 0) rfl
m n rest word MachineLogCounter.initialState none
have second' : StateTransition.EvalsToInTime (TM2.step program)
⟨some (.inr .headerSecond), initialState,
startMemory (encodeWord m ++ rest) word (encodeWord n)⟩
(some ⟨some (.inl 0), initialState, startMemory rest word (encodeWord (n + m))⟩)
(m + 1) := by simpa only [initialState, Nat.add_comm m n] using second
let p₀ := StateTransition.EvalsToInTime.trans _ _ _ _ _ _ copy' seed
let p₁ := StateTransition.EvalsToInTime.trans _ _ _ _ _ _ p₀ first'
let p := StateTransition.EvalsToInTime.trans _ _ _ _ _ _ p₁ second'
rw [initialMemory, clockInitialMemory]
exact {
toEvalsTo := p.toEvalsTo
steps_le_m := by
have h := p.steps_le_m
change p.steps ≤ 2 * (word.length + 1) + 1 + (n + 1) + (m + 1)
omega
}
end BinPackingGames.Foundations.Complexity.GraphCounterModel
end OAI
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