import Mathlib.Tactic.FinCases 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