import Mathlib.Tactic.DeriveFintype import Mathlib.Tactic.Linarith import OAI.Computability.BinPacking.Arithmetic.BinaryOrderMachine import OAI.Computability.BinPacking.Machines.DropPackingBoundMachine import OAI.Computability.BinPacking.Packing.PackingGapDefinitions namespace OAI namespace BinPackingGap def approximationAccepts (c : Nat) : Option RawPacking → Bool | none => false | some p => decide (5 * p.bins ≤ p.assignments.length + 5 * c) @[simp] theorem approximationAccepts_none (c : Nat) : approximationAccepts c none = false := rfl @[simp] theorem approximationAccepts_some (c : Nat) (p : RawPacking) : approximationAccepts c (some p) = true ↔ 5 * p.bins ≤ p.assignments.length + 5 * c := by simp [approximationAccepts] theorem approximationAccepts_iff_bins_le (c B : Nat) (r : RawInstance) (hcount : r.length = 5 * B) (p : RawPacking) (hp : RawPacking.Feasible r p) : approximationAccepts c (some p) = true ↔ p.bins ≤ B + c := by rw [approximationAccepts_some, hp.1, hcount] omega theorem AbsoluteAdditiveAlgorithm.accepts_of_hasPacking {c : Nat} (algorithm : AbsoluteAdditiveAlgorithm c) (r : RawInstance) (hr : r.Valid) (B : Nat) (hcount : r.length = 5 * B) (hyes : HasPacking (r.toInstance hr) B) : approximationAccepts c (algorithm.run (BinaryEncoding.rawInstanceBits r)) = true := by obtain ⟨p, hrun, hfeasible, hbound⟩ := algorithm.guarantee r hr rw [hrun, approximationAccepts_iff_bins_le c B r hcount p hfeasible] exact hbound.trans (Nat.add_le_add_right (opt_le_of_hasPacking hyes) c) theorem AbsoluteAdditiveAlgorithm.rejects_of_not_hasPacking {c : Nat} (algorithm : AbsoluteAdditiveAlgorithm c) (r : RawInstance) (hr : r.Valid) (B : Nat) (hcount : r.length = 5 * B) (hno : ¬ HasPacking (r.toInstance hr) (B + c)) : approximationAccepts c (algorithm.run (BinaryEncoding.rawInstanceBits r)) = false := by obtain ⟨p, hrun, hfeasible, _⟩ := algorithm.guarantee r hr rw [hrun] have hnot : ¬ approximationAccepts c (some p) = true := by intro accepted have hbins := (approximationAccepts_iff_bins_le c B r hcount p hfeasible).mp accepted exact hno ((show HasPacking (r.toInstance hr) p.bins from ⟨RawPacking.toPacking r hr p hfeasible⟩).mono hbins) cases h : approximationAccepts c (some p) <;> simp_all theorem PackingGapReduction.approximation_decides {c : Nat} {L : BitLanguage} (reduction : PackingGapReduction c L) (algorithm : AbsoluteAdditiveAlgorithm c) (x : List Bool) : L x ↔ approximationAccepts c (algorithm.run (BinaryEncoding.rawInstanceBits (reduction.reduce x).2)) = true := by constructor · intro hx exact algorithm.accepts_of_hasPacking _ (reduction.valid x) _ (reduction.itemCount x) (reduction.completeness x hx) · intro hx by_contra hn have hf := algorithm.rejects_of_not_hasPacking _ (reduction.valid x) _ (reduction.itemCount x) (reduction.soundness x hn) rw [hx] at hf cases hf end BinPackingGap namespace BinPackingGap.ApproximationDecisionMachine open Turing BinPackingGames.Foundations.Complexity MachineComposition open BinPackingGames.Reduction.MachineTransfer open BinaryEncoding open BinPackingCompleteness.BinaryEncoding (bitsValue bitsValue_bits frame) def borrowPred : List Bool → Option (List Bool) | [] => none | true :: tail => some (false :: tail) | false :: tail => (borrowPred tail).map (true :: ·) def predWord (bits : List Bool) : List Bool := (borrowPred bits).getD [] theorem borrowPred_value (bits : List Bool) : match borrowPred bits with | none => bitsValue bits = 0 | some out => bitsValue bits = bitsValue out + 1 := by induction bits with | nil => rfl | cons bit bits ih => cases bit with | true => simp [borrowPred, bitsValue, Nat.bit] | false => cases h : borrowPred bits with | none => simp [borrowPred, h, bitsValue, Nat.bit] at ih ⊢; omega | some out => simp [borrowPred, h, bitsValue, Nat.bit] at ih ⊢; omega theorem borrowPred_length (bits out : List Bool) (h : borrowPred bits = some out) : out.length = bits.length := by induction bits generalizing out with | nil => simp [borrowPred] at h | cons bit bits ih => cases bit with | true => cases h; rfl | false => cases ht : borrowPred bits with | none => simp [borrowPred, ht] at h | some tail => simp only [borrowPred, ht, Option.map_some, Option.some.injEq] at h subst out simpa using ih tail ht theorem predWord_value (bits : List Bool) : bitsValue (predWord bits) = bitsValue bits - 1 := by have h := borrowPred_value bits cases hb : borrowPred bits with | none => simp [predWord, hb, bitsValue] at h ⊢; omega | some out => simp [predWord, hb] at h ⊢; omega theorem predWord_length_le (bits : List Bool) : (predWord bits).length ≤ bits.length := by cases h : borrowPred bits with | none => simp [predWord, h] | some out => simp only [predWord, h, Option.getD_some]; exact (borrowPred_length _ _ h).le def nextCount (count : Fin 5) : Fin 5 := if h : count.val = 4 then 0 else ⟨count.val + 1, by omega⟩ def process (count : Fin 5) (bits : List Bool) : List Nat → List Bool | [] => bits | _ :: tail => process (nextCount count) (if count.val = 4 then predWord bits else bits) tail theorem process_length_le (count : Fin 5) (bits : List Bool) (assignments : List Nat) : (process count bits assignments).length ≤ bits.length := by induction assignments generalizing count bits with | nil => rfl | cons a tail ih => simp only [process] by_cases h : count.val = 4 · simpa only [ite_eq_left h] using (ih (nextCount count) (predWord bits)).trans (predWord_length_le bits) · simpa only [ite_eq_right h] using ih (nextCount count) bits theorem process_value (count : Fin 5) (bits : List Bool) (assignments : List Nat) : bitsValue (process count bits assignments) = bitsValue bits - (count.val + assignments.length) / 5 := by induction assignments generalizing count bits with | nil => simp [process, Nat.div_eq_of_lt count.isLt] | cons a tail ih => by_cases h : count.val = 4 · have hq : (count.val + (a :: tail).length) / 5 = 1 + tail.length / 5 := by simp only [List.length_cons, h]; omega simp only [process, ite_eq_left h, nextCount, dite_eq_left h, ih, Fin.val_zero, Nat.zero_add, predWord_value, Nat.sub_sub, hq] · have hn : (nextCount count).val = count.val + 1 := by simp [nextCount, h] simp only [process, ite_eq_right h, ih, hn, List.length_cons] congr 2 omega theorem process_test (c bins : Nat) (assignments : List Nat) : bitsValue (process 0 bins.bits assignments) ≤ c ↔ 5 * bins ≤ assignments.length + 5 * c := by rw [process_value, bitsValue_bits] simp only [Fin.val_zero, Nat.zero_add] omega inductive Tape | input | binary | scratch | constant | output deriving DecidableEq protected abbrev Tape.enumList : List Tape := [.input, .binary, .scratch, .constant, .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 | start | binRead | binRestore | items (count : Fin 5) | name (count : Fin 5) | decrement | predRestore | predDrain | compare | answer (bit : Bool) deriving DecidableEq, Fintype abbrev Register := BinaryOrderMachine.State Unit abbrev Alphabet (_ : Tape) := Bool def clean : Register := BinaryOrderMachine.clean () def read (head : Option Bool) : Register := ((((), .eq), head), none) def head (state : Register) : Option Bool := state.1.2 def tapes (input binary scratch constant output : List Bool) : Tape → List Bool | .input => input | .binary => binary | .scratch => scratch | .constant => constant | .output => output @[simp] theorem tapes_input (a b d e f : List Bool) : tapes a b d e f .input = a := rfl @[simp] theorem tapes_binary (a b d e f : List Bool) : tapes a b d e f .binary = b := rfl @[simp] theorem tapes_scratch (a b d e f : List Bool) : tapes a b d e f .scratch = d := rfl @[simp] theorem tapes_constant (a b d e f : List Bool) : tapes a b d e f .constant = e := rfl @[simp] theorem tapes_output (a b d e f : List Bool) : tapes a b d e f .output = f := rfl @[simp] theorem update_input (a b d e f x : List Bool) : Function.update (tapes a b d e f) .input x = tapes x b d e f := by funext k; cases k <;> rfl @[simp] theorem update_binary (a b d e f x : List Bool) : Function.update (tapes a b d e f) .binary x = tapes a x d e f := by funext k; cases k <;> rfl @[simp] theorem update_scratch (a b d e f x : List Bool) : Function.update (tapes a b d e f) .scratch x = tapes a b x e f := by funext k; cases k <;> rfl @[simp] theorem update_constant (a b d e f x : List Bool) : Function.update (tapes a b d e f) .constant x = tapes a b d x f := by funext k; cases k <;> rfl @[simp] theorem update_output (a b d e f x : List Bool) : Function.update (tapes a b d e f) .output x = tapes a b d e x := by funext k; cases k <;> rfl def go (label : Label) : TM2.Stmt Alphabet Label Register := .load (fun _ => clean) (.goto fun _ => label) def finish (bit : Bool) : TM2.Stmt Alphabet Label Register := .push .output (fun _ => bit) (.load (fun _ => clean) .halt) def pushConstant (bits : List Bool) (next : TM2.Stmt Alphabet Label Register) : TM2.Stmt Alphabet Label Register := bits.foldr (fun bit rest => .push .constant (fun _ => bit) rest) next theorem stepAux_pushConstant (bits : List Bool) (next : TM2.Stmt Alphabet Label Register) (state : Register) (base : Tape → List Bool) : TM2.stepAux (pushConstant bits next) state base = TM2.stepAux next state (Function.update base .constant (bits.reverse ++ base .constant)) := by induction bits generalizing base with | nil => simp [pushConstant] | cons bit bits ih => simp only [pushConstant, List.foldr_cons, TM2.stepAux] change TM2.stepAux (pushConstant bits next) state (Function.update base .constant (bit :: base .constant)) = _ rw [ih] simp [List.reverse_cons, List.append_assoc] def orderExit : Ordering → Option Label | .lt => some (.answer true) | .eq => some (.answer true) | .gt => some (.answer false) def code (c : Nat) : Label → TM2.Stmt Alphabet Label Register | .start => .pop .input (fun _ bit => read bit) (.branch (fun state => (head state).getD false) (pushConstant c.bits.reverse (go .binRead)) (finish false)) | .binRead => .pop .input (fun _ bit => read bit) (.branch (fun state => (head state).getD false) (.pop .input (fun _ bit => read bit) (.push .scratch (fun state => (head state).getD false) (go .binRead))) (go .binRestore)) | .binRestore => loopAt .scratch .binary id false .binRestore (some (.items 0)) | .items count => .pop .input (fun _ bit => read bit) (.branch (fun state => (head state).getD false) (go (.name count)) (go .compare)) | .name count => .pop .input (fun _ bit => read bit) (.branch (fun state => (head state).getD false) (.pop .input (fun _ bit => read bit) (go (.name count))) (go (if count.val = 4 then .decrement else .items (nextCount count)))) | .decrement => .pop .binary (fun _ bit => read bit) (.branch (fun state => (head state).isNone) (go .predDrain) (.branch (fun state => (head state).getD false) (.push .binary (fun _ => false) (go .predRestore)) (.push .scratch (fun _ => true) (go .decrement)))) | .predRestore => loopAt .scratch .binary id false .predRestore (some (.items 0)) | .predDrain => .pop .scratch (fun _ bit => read bit) (.branch (fun state => (head state).isSome) (go .predDrain) (go (.items 0))) | .compare => BinaryOrderMachine.loop .binary .constant .compare orderExit | .answer bit => finish bit def program (c : Nat) : MachineCanonicalOutput.Program Tape Label Register where input := .input output := .output main := .start initial := clean code := code c abbrev machine (c : Nat) := MachineCanonicalOutput.sourceMachine (program c) @[simp] theorem machine_code (c : Nat) (label : Label) : (machine c).m label = code c label := rfl theorem machine_step (c : Nat) : (machine c).step = TM2.step (code c) := rfl def cfg (label : Option Label) (input binary scratch constant output : List Bool) : TM2.Cfg Alphabet Label Register := ⟨label, clean, tapes input binary scratch constant output⟩ private theorem oneStep {c : Nat} {a b : (machine c).Cfg} (h : (machine c).step a = some b) : (advance (machine c).step)^[1] (some a) = some b := by simpa only [Function.iterate_one, advance_some] using h private theorem joinTrace {X : Type*} {f : X → X} {a b d : X} {n m : Nat} (first : f^[n] a = b) (second : f^[m] b = d) : f^[n + m] a = d := by rw [Nat.add_comm, Function.iterate_add_apply, first, second] theorem startSome (c : Nat) (input : List Bool) : (machine c).step (cfg (some .start) (true :: input) [] [] [] []) = some (cfg (some .binRead) input [] [] c.bits []) := by change some (TM2.stepAux (code c .start) _ _) = _ simp [code, TM2.stepAux, cfg, go, read, head, stepAux_pushConstant] theorem startNone (c : Nat) : (machine c).step (cfg (some .start) [false] [] [] [] []) = some (cfg none [] [] [] [] [false]) := by change some (TM2.stepAux (code c .start) _ _) = _ simp [code, TM2.stepAux, cfg, finish, read, head] theorem readBinTrace (c : Nat) (bits suffix binary reversed constant output : List Bool) : (advance (machine c).step)^[bits.length + 1] (some (cfg (some .binRead) (frame bits ++ suffix) binary reversed constant output)) = some (cfg (some .binRestore) suffix binary (bits.reverse ++ reversed) constant output) := by induction bits generalizing reversed with | nil => apply oneStep change some (TM2.stepAux (code c .binRead) _ _) = _ simp [frame, code, TM2.stepAux, cfg, go, read, head] rfl | cons bit bits ih => have first : (machine c).step (cfg (some .binRead) (frame (bit :: bits) ++ suffix) binary reversed constant output) = some (cfg (some .binRead) (frame bits ++ suffix) binary (bit :: reversed) constant output) := by change some (TM2.stepAux (code c .binRead) _ _) = _ simp [frame, code, TM2.stepAux, cfg, go, read, head] simpa only [List.length_cons, List.reverse_cons, List.append_assoc, List.singleton_append, Nat.add_assoc, Nat.add_comm, Nat.add_left_comm] using joinTrace (oneStep first) (ih (bit :: reversed)) theorem restoreTrace (c : Nat) (label : Label) (next : Label) (hcode : code c label = loopAt .scratch .binary id false label (some next)) (input binary scratch constant output : List Bool) : (advance (machine c).step)^[scratch.length + 1] (some (cfg (some label) input binary scratch constant output)) = some (cfg (some next) input (scratch.reverse ++ binary) [] constant output) := by have h := transferAt_fromTapes (Γ := Alphabet) Tape.scratch Tape.binary (by decide) id false label (some next) (code c) hcode (tapes input binary scratch constant output) (((), .eq), none) none have hstep : nextAt Tape.binary (code c) = advance (machine c).step := rfl rw [hstep] at h simpa only [cfg, clean, BinaryOrderMachine.clean, tapes_scratch, tapes_binary, List.map_id, tapesAt, update_binary, update_scratch] using! h def borrowCost : List Bool → Nat → Nat | [], n => n + 2 | true :: _, n => n + 2 | false :: bits, n => 1 + borrowCost bits (n + 1) def borrowOutput (bits : List Bool) (n : Nat) : List Bool := match borrowPred bits with | none => [] | some out => List.replicate n true ++ out theorem borrowCost_le (bits : List Bool) (n : Nat) : borrowCost bits n ≤ 2 * bits.length + n + 2 := by induction bits generalizing n with | nil => simp [borrowCost] | cons bit bits ih => cases bit <;> simp [borrowCost] have bound := ih (n + 1) omega theorem drainTrace (c : Nat) (input binary scratch constant output : List Bool) : (advance (machine c).step)^[scratch.length + 1] (some (cfg (some .predDrain) input binary scratch constant output)) = some (cfg (some (.items 0)) input binary [] constant output) := by induction scratch with | nil => apply oneStep change some (TM2.stepAux (code c .predDrain) _ _) = _ simp [code, TM2.stepAux, cfg, go, read, head] rfl | cons bit tail ih => have first : (machine c).step (cfg (some .predDrain) input binary (bit :: tail) constant output) = some (cfg (some .predDrain) input binary tail constant output) := by change some (TM2.stepAux (code c .predDrain) _ _) = _ simp [code, TM2.stepAux, cfg, go, read, head] simpa only [List.length_cons, Nat.add_assoc, Nat.add_comm, Nat.add_left_comm] using joinTrace (oneStep first) ih theorem borrowTrace (c : Nat) (bits : List Bool) (n : Nat) (input constant output : List Bool) : (advance (machine c).step)^[borrowCost bits n] (some (cfg (some .decrement) input bits (List.replicate n true) constant output)) = some (cfg (some (.items 0)) input (borrowOutput bits n) [] constant output) := by induction bits generalizing n with | nil => have first : (machine c).step (cfg (some .decrement) input [] (List.replicate n true) constant output) = some (cfg (some .predDrain) input [] (List.replicate n true) constant output) := by change some (TM2.stepAux (code c .decrement) _ _) = _ simp [code, TM2.stepAux, cfg, go, read, head] simpa [borrowCost, borrowOutput, borrowPred, Nat.add_assoc, Nat.add_comm, Nat.add_left_comm] using joinTrace (oneStep first) (drainTrace c input [] (List.replicate n true) constant output) | cons bit bits ih => cases bit with | false => have first : (machine c).step (cfg (some .decrement) input (false :: bits) (List.replicate n true) constant output) = some (cfg (some .decrement) input bits (List.replicate (n + 1) true) constant output) := by change some (TM2.stepAux (code c .decrement) _ _) = _ simp [code, TM2.stepAux, cfg, go, read, head, List.replicate_succ] have hout : borrowOutput bits (n + 1) = borrowOutput (false :: bits) n := by unfold borrowOutput rw [show borrowPred (false :: bits) = (borrowPred bits).map (true :: ·) from rfl] cases h : borrowPred bits with | none => rfl | some out => simp [List.replicate_add, List.append_assoc] simpa only [borrowCost, hout] using joinTrace (oneStep first) (ih (n + 1)) | true => have first : (machine c).step (cfg (some .decrement) input (true :: bits) (List.replicate n true) constant output) = some (cfg (some .predRestore) input (false :: bits) (List.replicate n true) constant output) := by change some (TM2.stepAux (code c .decrement) _ _) = _ simp [code, TM2.stepAux, cfg, go, read, head] simpa [borrowCost, borrowOutput, borrowPred, Nat.add_assoc, Nat.add_comm, Nat.add_left_comm] using joinTrace (oneStep first) (restoreTrace c .predRestore (.items 0) rfl input (false :: bits) (List.replicate n true) constant output) theorem decrementTrace (c : Nat) (bits input constant output : List Bool) : (advance (machine c).step)^[borrowCost bits 0] (some (cfg (some .decrement) input bits [] constant output)) = some (cfg (some (.items 0)) input (predWord bits) [] constant output) := by have h := borrowTrace c bits 0 input constant output cases hb : borrowPred bits <;> simpa [borrowOutput, predWord, hb] using h theorem nameTrace (c : Nat) (count : Fin 5) (bits suffix binary constant output : List Bool) : (advance (machine c).step)^[bits.length + 1] (some (cfg (some (.name count)) (frame bits ++ suffix) binary [] constant output)) = some (cfg (some (if count.val = 4 then .decrement else .items (nextCount count))) suffix binary [] constant output) := by induction bits with | nil => apply oneStep change some (TM2.stepAux (code c (.name count)) _ _) = _ simp [frame, code, TM2.stepAux, cfg, go, read, head] rfl | cons bit bits ih => have first : (machine c).step (cfg (some (.name count)) (frame (bit :: bits) ++ suffix) binary [] constant output) = some (cfg (some (.name count)) (frame bits ++ suffix) binary [] constant output) := by change some (TM2.stepAux (code c (.name count)) _ _) = _ simp [frame, code, TM2.stepAux, cfg, go, read, head] simpa only [List.length_cons, Nat.add_assoc, Nat.add_comm, Nat.add_left_comm] using joinTrace (oneStep first) ih def itemsCost (count : Fin 5) (bits : List Bool) : List Nat → Nat | [] => 1 | a :: tail => 1 + (a.size + 1) + (if count.val = 4 then borrowCost bits 0 else 0) + itemsCost (nextCount count) (if count.val = 4 then predWord bits else bits) tail theorem itemsTrace (c : Nat) (count : Fin 5) (bits : List Bool) (assignments : List Nat) (suffix constant output : List Bool) : (advance (machine c).step)^[itemsCost count bits assignments] (some (cfg (some (.items count)) (assignmentBits assignments ++ suffix) bits [] constant output)) = some (cfg (some .compare) suffix (process count bits assignments) [] constant output) := by induction assignments generalizing count bits with | nil => apply oneStep change some (TM2.stepAux (code c (.items count)) _ _) = _ simp [assignmentBits, listBits, process, code, TM2.stepAux, cfg, go, read, head] rfl | cons a tail ih => have first : (machine c).step (cfg (some (.items count)) (assignmentBits (a :: tail) ++ suffix) bits [] constant output) = some (cfg (some (.name count)) (natBits a ++ (assignmentBits tail ++ suffix)) bits [] constant output) := by change some (TM2.stepAux (code c (.items count)) _ _) = _ simp [assignmentBits, listBits, code, TM2.stepAux, cfg, go, read, head, List.append_assoc] have second := nameTrace c count a.bits (assignmentBits tail ++ suffix) bits constant output change (advance (machine c).step)^[a.bits.length + 1] (some (cfg (some (.name count)) (natBits a ++ (assignmentBits tail ++ suffix)) bits [] constant output)) = _ at second have firstTwo := joinTrace (oneStep first) second by_cases h : count.val = 4 · have hc : nextCount count = 0 := by simp [nextCount, h] rw [ite_eq_left h] at firstTwo have third := decrementTrace c bits (assignmentBits tail ++ suffix) constant output have fourth := ih 0 (predWord bits) simpa only [itemsCost, process, ite_eq_left h, hc, Nat.size_eq_bits_len, Nat.add_assoc] using joinTrace (joinTrace firstTwo third) fourth · rw [ite_eq_right h] at firstTwo simpa only [itemsCost, process, ite_eq_right h, Nat.add_zero, Nat.size_eq_bits_len, Nat.add_assoc] using joinTrace firstTwo (ih (nextCount count) bits) theorem itemsCost_le (count : Fin 5) (bits : List Bool) (assignments : List Nat) : itemsCost count bits assignments ≤ (assignmentBits assignments).length + (2 * bits.length + 2) * assignments.length := by induction assignments generalizing count bits with | nil => simp [itemsCost, assignmentBits, listBits] | cons a tail ih => have hb := borrowCost_le bits 0 have hp := predWord_length_le bits have hlen : (assignmentBits (a :: tail)).length = 1 + (2 * a.size + 1) + (assignmentBits tail).length := by simp [assignmentBits, listBits]; omega by_cases h : count.val = 4 · have hi := ih (nextCount count) (predWord bits) have hm : (2 * (predWord bits).length + 2) * tail.length ≤ (2 * bits.length + 2) * tail.length := Nat.mul_le_mul_right _ (by omega) simp only [itemsCost, ite_eq_left h, List.length_cons, hlen] nlinarith · have hi := ih (nextCount count) bits simp only [itemsCost, ite_eq_right h, List.length_cons, hlen] nlinarith theorem orderExit_eq (a b : Nat) : orderExit (BinaryOrderMachine.orderNat a b .eq) = some (.answer (decide (a ≤ b))) := by unfold BinaryOrderMachine.orderNat split_ifs with hlt hgt · simp [orderExit, Nat.le_of_lt hlt] · simp [orderExit, Nat.not_le.mpr hgt] · have he : a ≤ b := by omega simp [orderExit, he] theorem compareTrace (c : Nat) (bits : List Bool) : (advance (machine c).step)^[max bits.length c.bits.length + 2] (some (cfg (some .compare) [] bits [] c.bits [])) = some (cfg none [] [] [] [] [decide (bitsValue bits ≤ c)]) := by have comparison := BinaryOrderMachine.compareTrace_fromTapes Tape.binary Tape.constant (by decide) Label.compare orderExit (code c) rfl (tapes [] bits [] c.bits []) () have hcomp : (advance (machine c).step)^[max bits.length c.bits.length + 1] (some (cfg (some .compare) [] bits [] c.bits [])) = some (cfg (some (.answer (decide (bitsValue bits ≤ c)))) [] [] [] [] []) := by rw [machine_step] simpa only [cfg, clean, tapes_binary, tapes_constant, bitsValue_bits, orderExit_eq, tapesAt, update_binary, update_constant] using! comparison have answer : (machine c).step (cfg (some (.answer (decide (bitsValue bits ≤ c)))) [] [] [] [] []) = some (cfg none [] [] [] [] [decide (bitsValue bits ≤ c)]) := by change some (TM2.stepAux (code c (.answer _)) _ _) = _ simp [code, finish, TM2.stepAux, cfg] simpa only [Nat.add_assoc] using! joinTrace hcomp (oneStep answer) def someSteps (c : Nat) (p : RawPacking) : Nat := 1 + (p.bins.size + 1) + (p.bins.size + 1) + itemsCost 0 p.bins.bits p.assignments + (max (process 0 p.bins.bits p.assignments).length c.bits.length + 2) theorem someTrace (c : Nat) (p : RawPacking) : (advance (machine c).step)^[someSteps c p] (some (cfg (some .start) (packingResultBits (some p)) [] [] [] [])) = some (cfg none [] [] [] [] [approximationAccepts c (some p)]) := by have first := startSome c (rawPackingBits p) have second := readBinTrace c p.bins.bits (assignmentBits p.assignments) [] [] c.bits [] have third := restoreTrace c .binRestore (.items 0) rfl (assignmentBits p.assignments) [] p.bins.bits.reverse c.bits [] have fourth := itemsTrace c 0 p.bins.bits p.assignments [] c.bits [] have fifth := compareTrace c (process 0 p.bins.bits p.assignments) have hdecision : decide (bitsValue (process 0 p.bins.bits p.assignments) ≤ c) = approximationAccepts c (some p) := by simp only [approximationAccepts] by_cases h : bitsValue (process 0 p.bins.bits p.assignments) ≤ c · have rhs := (process_test c p.bins p.assignments).mp h simp [h, rhs] · have rhs : ¬5 * p.bins ≤ p.assignments.length + 5 * c := fun hh => h ((process_test c p.bins p.assignments).mpr hh) simp [h, rhs] simp only [List.append_nil, List.reverse_reverse, List.length_reverse] at second third fourth simpa only [someSteps, packingResultBits, optionBits, rawPackingBits, natBits, BinPackingCompleteness.BinaryEncoding.nameBits, Nat.size_eq_bits_len, hdecision, Nat.add_assoc] using joinTrace (joinTrace (joinTrace (joinTrace (oneStep first) second) third) fourth) fifth noncomputable def rawTime (c : Nat) : Polynomial Nat := Polynomial.C (c.size + 20) * (Polynomial.X + 1) ^ 2 theorem someSteps_le (c : Nat) (p : RawPacking) : someSteps c p ≤ (rawTime c).eval (packingResultBits (some p)).length := by let n := (packingResultBits (some p)).length have hlen : n = 2 * p.bins.size + (assignmentBits p.assignments).length + 2 := by simp [n, packingResultBits, optionBits, rawPackingBits]; omega have hbl : p.bins.bits.length ≤ n := by rw [Nat.size_eq_bits_len]; omega have hsize : p.bins.size ≤ n := by omega have hal : p.assignments.length ≤ n := (list_length_le_bits_length natBits p.assignments).trans (by change (assignmentBits p.assignments).length ≤ n omega) have hscan := itemsCost_le 0 p.bins.bits p.assignments have hscan' : itemsCost 0 p.bins.bits p.assignments ≤ n + (2 * n + 2) * n := by have hm : (2 * p.bins.bits.length + 2) * p.assignments.length ≤ (2 * n + 2) * n := Nat.mul_le_mul (by omega) hal omega have hprocess := process_length_le 0 p.bins.bits p.assignments have hmax : max (process 0 p.bins.bits p.assignments).length c.bits.length ≤ n + c.size := by rw [Nat.size_eq_bits_len] exact max_le (by omega) (by omega) simp only [someSteps, rawTime, Polynomial.eval_mul, Polynomial.eval_C, Polynomial.eval_pow, Polynomial.eval_add, Polynomial.eval_X, Polynomial.eval_one] change _ ≤ (c.size + 20) * (n + 1) ^ 2 nlinarith theorem init_eq (c : Nat) (input : List Bool) : initList (machine c) input = cfg (some .start) input [] [] [] [] := by unfold initList cfg congr 1 funext k cases k <;> rfl noncomputable def rawRun (c : Nat) (p : Option RawPacking) : MachineCanonicalOutput.TerminalRun (program c) (packingResultBits p) [approximationAccepts c p] ((rawTime c).eval (packingResultBits p).length) := by cases p with | none => refine { state := clean tapes := tapes [] [] [] [] [false] execution := { steps := 1 evals_in_steps := ?_ steps_le_m := ?_ } output_eq := rfl } · change (advance (machine c).step)^[1] (some (initList (machine c) (packingResultBits none))) = _ simp only [Function.iterate_one, advance_some] rw [init_eq] exact startNone c · simp [rawTime, packingResultBits, optionBits] omega | some p => refine { state := clean tapes := tapes [] [] [] [] [approximationAccepts c (some p)] execution := { steps := someSteps c p evals_in_steps := ?_ steps_le_m := someSteps_le c p } output_eq := rfl } change (advance (machine c).step)^[someSteps c p] (some (initList (machine c) (packingResultBits (some p)))) = _ simpa only [init_eq, cfg] using! someTrace c p def cleanupTapes : List Tape := [.input, .binary, .scratch, .constant] theorem cleanup_complete (c : Nat) (k : Tape) : k ∈ cleanupTapes ↔ k ≠ (program c).output := by cases k <;> simp [cleanupTapes, program] noncomputable def computation (c : Nat) : TM2ComputableInPolyTime packingResultBits (fun bit => [bit]) (approximationAccepts c) := MachineCanonicalOutput.computableInPolyTime (program c) cleanupTapes (cleanup_complete c) packingResultBits (fun bit => [bit]) (approximationAccepts c) (rawTime c) (rawRun c) theorem finiteAlphabet (c : Nat) : MachineFiniteAlphabet.FiniteAlphabet (computation c).tm := MachineCanonicalOutput.computableInPolyTime_finite_alphabet (program c) cleanupTapes (cleanup_complete c) packingResultBits (fun bit => [bit]) (approximationAccepts c) (rawTime c) (rawRun c) end BinPackingGap.ApproximationDecisionMachine noncomputable section namespace BinPackingGap open Turing BinPackingGames.Foundations.Complexity def AbsoluteAdditiveAlgorithm.rawComputation {c : Nat} (algorithm : AbsoluteAdditiveAlgorithm c) : TM2ComputableInPolyTime BinaryEncoding.rawInstanceBits BinaryEncoding.packingResultBits (fun r => algorithm.run (BinaryEncoding.rawInstanceBits r)) where tm := algorithm.computation.tm inputAlphabet := algorithm.computation.inputAlphabet outputAlphabet := algorithm.computation.outputAlphabet time := algorithm.computation.time outputsFun r := algorithm.computation.outputsFun (BinaryEncoding.rawInstanceBits r) def PackingGapReduction.approximationComputation {c : Nat} {L : BitLanguage} (reduction : PackingGapReduction c L) (algorithm : AbsoluteAdditiveAlgorithm c) : TM2ComputableInPolyTime (id : List Bool → List Bool) (fun bit => [bit]) (fun x => approximationAccepts c (algorithm.run (BinaryEncoding.rawInstanceBits (reduction.reduce x).2))) := by let projected := MachineSequential.composeBits reduction.computation DropPackingBoundMachine.computation let approximated := MachineSequential.composeBits projected algorithm.rawComputation let decided := MachineSequential.composeBits approximated (ApproximationDecisionMachine.computation c) exact decided theorem PackingGapReduction.approximationComputation_finiteAlphabet {c : Nat} {L : BitLanguage} (reduction : PackingGapReduction c L) (algorithm : AbsoluteAdditiveAlgorithm c) : MachineFiniteAlphabet.FiniteAlphabet (reduction.approximationComputation algorithm).tm := by have rawFinite : MachineFiniteAlphabet.FiniteAlphabet algorithm.rawComputation.tm := algorithm.finiteAlphabet have projectedFinite := MachineFiniteAlphabet.composeBits reduction.computation DropPackingBoundMachine.computation reduction.finiteAlphabet DropPackingBoundMachine.finiteAlphabet have approximatedFinite := MachineFiniteAlphabet.composeBits (MachineSequential.composeBits reduction.computation DropPackingBoundMachine.computation) algorithm.rawComputation projectedFinite rawFinite exact MachineFiniteAlphabet.composeBits (MachineSequential.composeBits (MachineSequential.composeBits reduction.computation DropPackingBoundMachine.computation) algorithm.rawComputation) (ApproximationDecisionMachine.computation c) approximatedFinite (ApproximationDecisionMachine.finiteAlphabet c) theorem PackingGapReduction.inP_of_absoluteAdditiveAlgorithm {c : Nat} {L : BitLanguage} (reduction : PackingGapReduction c L) (algorithm : AbsoluteAdditiveAlgorithm c) : InP L := ⟨_, reduction.approximationComputation algorithm, reduction.approximationComputation_finiteAlphabet algorithm, reduction.approximation_decides algorithm⟩ theorem PackingGapNPHard.pEqualsNP_of_absoluteAdditiveAlgorithm {c : Nat} (hard : PackingGapNPHard c) (algorithm : AbsoluteAdditiveAlgorithm c) : PEqualsNP := by apply pEqualsNP_iff_np_subset_p.mpr intro L hL obtain ⟨reduction⟩ := hard L hL exact reduction.inP_of_absoluteAdditiveAlgorithm algorithm end BinPackingGap end end OAI