import OAI.Computability.BinPacking.Arithmetic.GraphTallyMachine import OAI.Computability.BinPacking.Computation.MachineCanonicalOutput import OAI.Computability.BinPacking.CookLevin.VerifierCircuit namespace OAI namespace BinPackingGap.PairFirstProjection open Turing BinPackingGames.Foundations.Complexity MachineComposition inductive Tape | input | counter | reversed | output deriving DecidableEq protected abbrev Tape.enumList : List Tape := [.input, .counter, .reversed, .output] 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 | scan | copy | reverse deriving DecidableEq protected abbrev Label.enumList : List Label := [.scan, .copy, .reverse] protected theorem Label.enumList_getElem?_ctorIdx_eq (x : Label) : Label.enumList[x.ctorIdx]? = some x := by cases x <;> rfl protected theorem Label.enumList_nodup : Label.enumList.Nodup := by decide instance : Fintype Label where elems := ⟨Label.enumList, Label.enumList_nodup⟩ complete x := by cases x <;> decide abbrev State := Option Bool def tapes (input counter reversed output : List Bool) : Tape → List Bool | .input => input | .counter => counter | .reversed => reversed | .output => output @[simp] theorem tapes_input (a b c d : List Bool) : tapes a b c d .input = a := rfl @[simp] theorem tapes_counter (a b c d : List Bool) : tapes a b c d .counter = b := rfl @[simp] theorem tapes_reversed (a b c d : List Bool) : tapes a b c d .reversed = c := rfl @[simp] theorem tapes_output (a b c d : List Bool) : tapes a b c d .output = d := rfl @[simp] theorem update_input (a b c d e : List Bool) : Function.update (tapes a b c d) .input e = tapes e b c d := by funext k cases k <;> rfl @[simp] theorem update_counter (a b c d e : List Bool) : Function.update (tapes a b c d) .counter e = tapes a e c d := by funext k cases k <;> rfl @[simp] theorem update_reversed (a b c d e : List Bool) : Function.update (tapes a b c d) .reversed e = tapes a b e d := by funext k cases k <;> rfl @[simp] theorem update_output (a b c d e : List Bool) : Function.update (tapes a b c d) .output e = tapes a b c e := by funext k cases k <;> rfl def code : Label → TM2.Stmt (fun _ : Tape => Bool) Label State | .scan => .pop .input (fun _ head => head) (.branch (fun head => head.getD false) (.push .counter (fun _ => true) (.goto fun _ => .scan)) (.goto fun _ => .copy)) | .copy => .pop .counter (fun _ head => head) (.branch Option.isSome (.pop .input (fun _ head => head) (.push .reversed (fun head => head.getD false) (.goto fun _ => .copy))) (.goto fun _ => .reverse)) | .reverse => .pop .reversed (fun _ head => head) (.branch Option.isSome (.push .output (fun head => head.getD false) (.goto fun _ => .reverse)) .halt) def program : MachineCanonicalOutput.Program Tape Label State where input := .input output := .output main := .scan initial := none code := code abbrev machine := MachineCanonicalOutput.sourceMachine program def cfg (label : Option Label) (state : State) (input counter reversed output : List Bool) : machine.Cfg := ⟨label, state, tapes input counter reversed output⟩ theorem scan_true (r : State) (a b c d : List Bool) : machine.step (cfg (some .scan) r (true :: a) b c d) = some (cfg (some .scan) (some true) a (true :: b) c d) := by simp [FinTM2.step, TM2.step, machine, MachineCanonicalOutput.sourceMachine, program, code, cfg, TM2.stepAux] apply congrArg (fun stk => some (⟨some .scan, some true, stk⟩ : machine.Cfg)) funext k cases k <;> rfl theorem scan_false (r : State) (a b c d : List Bool) : machine.step (cfg (some .scan) r (false :: a) b c d) = some (cfg (some .copy) (some false) a b c d) := by simp [FinTM2.step, TM2.step, machine, MachineCanonicalOutput.sourceMachine, program, code, cfg, TM2.stepAux] apply congrArg (fun stk => some (⟨some .copy, some false, stk⟩ : machine.Cfg)) funext k cases k <;> rfl theorem copy_cons (r : State) (bit : Bool) (a b c d : List Bool) : machine.step (cfg (some .copy) r (bit :: a) (true :: b) c d) = some (cfg (some .copy) (some bit) a b (bit :: c) d) := by simp [FinTM2.step, TM2.step, machine, MachineCanonicalOutput.sourceMachine, program, code, cfg, TM2.stepAux] apply congrArg (fun stk => some (⟨some .copy, some bit, stk⟩ : machine.Cfg)) funext k cases k <;> rfl theorem copy_nil (r : State) (a c d : List Bool) : machine.step (cfg (some .copy) r a [] c d) = some (cfg (some .reverse) none a [] c d) := by simp [FinTM2.step, TM2.step, machine, MachineCanonicalOutput.sourceMachine, program, code, cfg, TM2.stepAux] apply congrArg (fun stk => some (⟨some .reverse, none, stk⟩ : machine.Cfg)) funext k cases k <;> rfl theorem reverse_cons (r : State) (bit : Bool) (a b c d : List Bool) : machine.step (cfg (some .reverse) r a b (bit :: c) d) = some (cfg (some .reverse) (some bit) a b c (bit :: d)) := by simp [FinTM2.step, TM2.step, machine, MachineCanonicalOutput.sourceMachine, program, code, cfg, TM2.stepAux] apply congrArg (fun stk => some (⟨some .reverse, some bit, stk⟩ : machine.Cfg)) funext k cases k <;> rfl theorem reverse_nil (r : State) (a b d : List Bool) : machine.step (cfg (some .reverse) r a b [] d) = some (cfg none none a b [] d) := by simp [FinTM2.step, TM2.step, machine, MachineCanonicalOutput.sourceMachine, program, code, cfg, TM2.stepAux] apply congrArg (fun stk => some (⟨none, none, stk⟩ : machine.Cfg)) funext k cases k <;> rfl theorem scan_trace (n m : Nat) (r : State) (rest c d : List Bool) : (advance machine.step)^[n + 1] (some (cfg (some .scan) r (encodeWord n ++ rest) (List.replicate m true) c d)) = some (cfg (some .copy) (some false) rest (List.replicate (m + n) true) c d) := by induction n generalizing m r with | zero => simpa [encodeWord, advance, Option.bind_some] using! scan_false r rest (List.replicate m true) c d | succ n ih => rw [Function.iterate_succ_apply] simp only [encodeWord, List.replicate_succ, List.cons_append, advance_some, scan_true] have h := ih (m + 1) (some true) simpa [encodeWord, List.replicate_succ, Nat.add_assoc, Nat.add_comm, Nat.add_left_comm] using h theorem copy_trace (word rest acc out : List Bool) (r : State) : (advance machine.step)^[word.length + 1] (some (cfg (some .copy) r (word ++ rest) (List.replicate word.length true) acc out)) = some (cfg (some .reverse) none rest [] (word.reverse ++ acc) out) := by induction word generalizing acc r with | nil => simpa [advance, Option.bind_some] using! copy_nil r rest acc out | cons bit word ih => rw [List.length_cons, Function.iterate_succ_apply] simp only [List.cons_append, List.replicate_succ, advance_some, copy_cons] simpa [List.reverse_cons, List.append_assoc] using ih (bit :: acc) (some bit) theorem reverse_trace (word rest counter out : List Bool) (r : State) : (advance machine.step)^[word.length + 1] (some (cfg (some .reverse) r rest counter word out)) = some (cfg none none rest counter [] (word.reverse ++ out)) := by induction word generalizing out r with | nil => simpa [advance, Option.bind_some] using! reverse_nil r rest counter out | cons bit word ih => rw [List.length_cons, Function.iterate_succ_apply] simp only [advance_some, reverse_cons] simpa [List.reverse_cons, List.append_assoc] using ih (bit :: out) (some bit) theorem init_eq (input : List Bool) : initList machine input = cfg (some .scan) none input [] [] [] := by unfold initList cfg congr 1 funext k cases k <;> rfl theorem projection_trace (x witness : List Bool) : (advance machine.step)^[3 * x.length + 3] (some (initList machine (CookLevin.pairBits (x, witness)))) = some (cfg none none witness [] [] x) := by have hs := scan_trace x.length 0 none (x ++ witness) [] [] have hc := copy_trace x witness [] [] (some false) have hr := reverse_trace x.reverse witness [] [] none simp only [Nat.zero_add, List.replicate_zero] at hs simp only [List.append_nil] at hc simp only [List.length_reverse, List.reverse_reverse, List.append_nil] at hr rw [init_eq] have hn : 3 * x.length + 3 = (x.length + 1) + ((x.length + 1) + (x.length + 1)) := by omega rw [hn] simpa only [CookLevin.pairBits, List.append_assoc, Function.iterate_add_apply] using (show (advance machine.step)^[x.length + 1] ((advance machine.step)^[x.length + 1] ((advance machine.step)^[x.length + 1] (some (cfg (some .scan) none (encodeWord x.length ++ (x ++ witness)) [] [] [])))) = some (cfg none none witness [] [] x) from by rw [hs, hc, hr]) noncomputable def rawTime : Polynomial Nat := 3 * Polynomial.X + 3 def rawRun (p : List Bool × List Bool) : MachineCanonicalOutput.TerminalRun program (CookLevin.pairBits p) p.1 (rawTime.eval (CookLevin.pairBits p).length) where state := none tapes := tapes p.2 [] [] p.1 execution := { steps := 3 * p.1.length + 3 evals_in_steps := projection_trace p.1 p.2 steps_le_m := by simp [rawTime, CookLevin.pairBits_length] omega } output_eq := rfl def cleanupTapes : List Tape := [.input, .counter, .reversed] theorem cleanup_complete (k : Tape) : k ∈ cleanupTapes ↔ k ≠ program.output := by cases k <;> simp [cleanupTapes, program] noncomputable def computation : TM2ComputableInPolyTime CookLevin.pairBits (id : List Bool → List Bool) (fun p : List Bool × List Bool => p.1) := MachineCanonicalOutput.computableInPolyTime program cleanupTapes cleanup_complete CookLevin.pairBits id (fun p => p.1) rawTime rawRun theorem finiteAlphabet : MachineFiniteAlphabet.FiniteAlphabet computation.tm := MachineCanonicalOutput.computableInPolyTime_finite_alphabet program cleanupTapes cleanup_complete CookLevin.pairBits id (fun p => p.1) rawTime rawRun end BinPackingGap.PairFirstProjection namespace BinPackingGap open Turing BinPackingGames.Foundations.Complexity theorem inP_to_inNP {L : BitLanguage} (hL : InP L) : CookLevin.InNP L := by classical obtain ⟨decider, computation, finiteAlphabet, correct⟩ := hL let combined := MachineSequential.composeBits PairFirstProjection.computation computation have combinedFinite : MachineFiniteAlphabet.FiniteAlphabet combined.tm := MachineFiniteAlphabet.composeBits PairFirstProjection.computation computation PairFirstProjection.finiteAlphabet finiteAlphabet let verifier : CookLevin.NPVerifier := { witnessBound := 0 verify := fun p => decider p.1 computation := combined finiteAlphabet := fun k => by letI : Finite (combined.tm.Γ k) := combinedFinite k exact Fintype.ofFinite (combined.tm.Γ k) } refine ⟨verifier, ?_⟩ intro x change L x ↔ ∃ witness : List Bool, witness.length ≤ (0 : Polynomial Nat).eval x.length ∧ decider x = true constructor · intro hx exact ⟨[], by simp, (correct x).mp hx⟩ · rintro ⟨_, _, accepted⟩ exact (correct x).mpr accepted theorem classP_subset_classNP : ClassP ⊆ ClassNP := fun _ h => inP_to_inNP h theorem pEqualsNP_iff_np_subset_p : PEqualsNP ↔ ∀ L : BitLanguage, CookLevin.InNP L → InP L := by constructor · intro equal L hL change L ∈ ClassP rw [equal] exact hL · intro inclusion apply Set.Subset.antisymm classP_subset_classNP exact fun L hL => inclusion L hL theorem PEqualsNP.inP (h : PEqualsNP) {L : BitLanguage} (hL : CookLevin.InNP L) : InP L := pEqualsNP_iff_np_subset_p.mp h L hL structure PromiseProblem (α : Type) where yes : α → Prop no : α → Prop disjoint : ∀ y, ¬ (yes y ∧ no y) structure PolynomialPromiseReduction (L : BitLanguage) {α : Type} (encode : α → List Bool) (P : PromiseProblem α) where reduce : List Bool → α computation : TM2ComputableInPolyTime (id : List Bool → List Bool) encode reduce finiteAlphabet : MachineFiniteAlphabet.FiniteAlphabet computation.tm completeness : ∀ x, L x → P.yes (reduce x) soundness : ∀ x, ¬L x → P.no (reduce x) def PromiseNPHard {α : Type} (encode : α → List Bool) (P : PromiseProblem α) : Prop := ∀ L : BitLanguage, CookLevin.InNP L → Nonempty (PolynomialPromiseReduction L encode P) structure PolynomialPromiseDecider {α : Type} (encode : α → List Bool) (P : PromiseProblem α) where decide : α → Bool computation : TM2ComputableInPolyTime encode (fun b => [b]) decide finiteAlphabet : MachineFiniteAlphabet.FiniteAlphabet computation.tm yes_correct : ∀ y, P.yes y → decide y = true no_correct : ∀ y, P.no y → decide y = false theorem PolynomialPromiseReduction.inP {α : Type} {L : BitLanguage} {encode : α → List Bool} {P : PromiseProblem α} (reduction : PolynomialPromiseReduction L encode P) (decider : PolynomialPromiseDecider encode P) : InP L := by refine ⟨fun x => decider.decide (reduction.reduce x), MachineSequential.composeBits reduction.computation decider.computation, MachineFiniteAlphabet.composeBits reduction.computation decider.computation reduction.finiteAlphabet decider.finiteAlphabet, ?_⟩ intro x constructor · intro hx exact decider.yes_correct _ (reduction.completeness x hx) · intro accepted change decider.decide (reduction.reduce x) = true at accepted by_contra rejected have hfalse := decider.no_correct _ (reduction.soundness x rejected) rw [accepted] at hfalse cases hfalse theorem PromiseNPHard.pEqualsNP {α : Type} {encode : α → List Bool} {P : PromiseProblem α} (hard : PromiseNPHard encode P) (decider : PolynomialPromiseDecider encode P) : PEqualsNP := by apply pEqualsNP_iff_np_subset_p.mpr intro L hL obtain ⟨reduction⟩ := hard L hL exact reduction.inP decider def packingPromise (c : Nat) : PromiseProblem RawReductionOutput where yes out := ∃ hr : out.2.Valid, HasPacking (out.2.toInstance hr) out.1 no out := ∃ hr : out.2.Valid, ¬HasPacking (out.2.toInstance hr) (out.1 + c) disjoint out := by rintro ⟨⟨hr, yes⟩, ⟨_, no⟩⟩ exact no (yes.mono (Nat.le_add_right out.1 c)) def PackingGapReduction.toPromiseReduction {c : Nat} {L : BitLanguage} (reduction : PackingGapReduction c L) : PolynomialPromiseReduction L BinaryEncoding.rawReductionOutputBits (packingPromise c) where reduce := reduction.reduce computation := reduction.computation finiteAlphabet := reduction.finiteAlphabet completeness x hx := ⟨reduction.valid x, reduction.completeness x hx⟩ soundness x hx := ⟨reduction.valid x, reduction.soundness x hx⟩ theorem PackingGapNPHard.promiseNPHard {c : Nat} (hard : PackingGapNPHard c) : PromiseNPHard BinaryEncoding.rawReductionOutputBits (packingPromise c) := by intro L hL obtain ⟨reduction⟩ := hard L hL exact ⟨reduction.toPromiseReduction⟩ end BinPackingGap end OAI