import Mathlib.Data.Fin.VecNotation import Mathlib.Tactic.FinCases import Mathlib.Tactic.Linarith import Mathlib.Tactic.Positivity import OAI.Computability.BinPacking.Arithmetic.BinaryTallyMachine namespace OAI namespace BinPackingGap.BinaryMulMachine open Turing open BinPackingGames.Foundations.Complexity open BinPackingGames.Reduction variable {K Λ A : Type} [DecidableEq K] abbrev Alphabet (_ : K) := Bool abbrev State (A : Type) := BinaryAddMachine.State A def clean (ambient : A) : State A := (((ambient, false), none), none) inductive Label | copyLeft | forkLeft | copyRight | forkRight | guard | copyAddend | forkAddend | add | restoreSum | shift | clearShift | reverseOutput | output deriving DecidableEq protected abbrev Label.enumList : List Label := [.copyLeft, .forkLeft, .copyRight, .forkRight, .guard, .copyAddend, .forkAddend, .add, .restoreSum, .shift, .clearShift, .reverseOutput, .output] 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 def statement (slots : Fin 9 ↪ K) (labels : Label → Λ) (exit : Option Λ) : Label → TM2.Stmt (Alphabet (K := K)) Λ (State A) | .copyLeft => MachineTransfer.loopAt (slots 0) (slots 8) id false (labels .copyLeft) (some (labels .forkLeft)) | .forkLeft => MachineCopy.forkLoop (slots 8) (slots 0) (slots 3) false (labels .forkLeft) (some (labels .copyRight)) | .copyRight => MachineTransfer.loopAt (slots 1) (slots 8) id false (labels .copyRight) (some (labels .forkRight)) | .forkRight => MachineCopy.forkLoop (slots 8) (slots 1) (slots 4) false (labels .forkRight) (some (labels .guard)) | .guard => .pop (slots 4) (fun state head => (state.1, head)) (.branch (fun state => state.2.isSome) (.branch (fun state => state.2.getD false) (.load (fun state => clean state.1.1.1) (.goto fun _ => labels .copyAddend)) (.load (fun state => clean state.1.1.1) (.goto fun _ => labels .shift))) (.load (fun state => clean state.1.1.1) (.goto fun _ => labels .clearShift))) | .copyAddend => MachineTransfer.loopAt (slots 3) (slots 8) id false (labels .copyAddend) (some (labels .forkAddend)) | .forkAddend => MachineCopy.forkLoop (slots 8) (slots 3) (slots 6) false (labels .forkAddend) (some (labels .add)) | .add => BinaryAddMachine.addLoop (slots 6) (slots 5) (slots 7) (labels .add) (some (labels .restoreSum)) | .restoreSum => MachineTransfer.loopAt (slots 7) (slots 5) id false (labels .restoreSum) (some (labels .shift)) | .shift => .peek (slots 3) (fun state head => (state.1, head)) (.branch (fun state => state.2.isSome) (.push (slots 3) (fun _ => false) (.load (fun state => clean state.1.1.1) (.goto fun _ => labels .guard))) (.load (fun state => clean state.1.1.1) (.goto fun _ => labels .guard))) | .clearShift => MachineDrain.drain (slots 3) (labels .clearShift) (some (labels .reverseOutput)) | .reverseOutput => MachineTransfer.loopAt (slots 5) (slots 7) id false (labels .reverseOutput) (some (labels .output)) | .output => MachineTransfer.loopAt (slots 7) (slots 2) id false (labels .output) exit def program (slots : Fin 9 ↪ K) : Label → TM2.Stmt (Alphabet (K := K)) Label (State A) := statement slots id none def machine : FinTM2 where K := Fin 9 k₀ := 0 k₁ := 2 Γ _ := Bool Λ := Label main := .copyLeft σ := State Unit initialState := clean () m := program (Function.Embedding.refl (Fin 9)) noncomputable def framedTapes (slots : Fin 9 ↪ K) (base : K → List Bool) (words : Fin 9 → List Bool) : K → List Bool := fun k => if h : ∃ i, slots i = k then words (Classical.choose h) else base k @[simp] theorem framedTapes_slot (slots : Fin 9 ↪ K) (base : K → List Bool) (words : Fin 9 → List Bool) (i : Fin 9) : framedTapes slots base words (slots i) = words i := by unfold framedTapes rw [dite_eq_left ⟨i, rfl⟩] congr 1 exact slots.injective (Classical.choose_spec (show ∃ j, slots j = slots i from ⟨i, rfl⟩)) theorem framedTapes_other (slots : Fin 9 ↪ K) (base : K → List Bool) (words : Fin 9 → List Bool) (k : K) (hk : ¬ ∃ i, slots i = k) : framedTapes slots base words k = base k := by simp [framedTapes, hk] theorem framedTapes_update (slots : Fin 9 ↪ K) (base : K → List Bool) (words : Fin 9 → List Bool) (i : Fin 9) (word : List Bool) : Function.update (framedTapes slots base words) (slots i) word = framedTapes slots base (Function.update words i word) := by funext k by_cases hk : ∃ j, slots j = k · obtain ⟨j, rfl⟩ := hk by_cases hji : j = i · subst j; simp · simp [Function.update_of_ne, hji, slots.injective.ne hji] · have hki : k ≠ slots i := fun h => hk ⟨i, h.symm⟩ simp [Function.update_of_ne hki, framedTapes_other slots base _ k hk] noncomputable def tapes (slots : Fin 9 ↪ K) (base : K → List Bool) (left right output shifted remaining accumulator addend reversed scratch : List Bool) : K → List Bool := framedTapes slots base ![left, right, output, shifted, remaining, accumulator, addend, reversed, scratch] def loopSteps (xs : List Bool) : List Bool → List Bool → Nat | [], acc => xs.length + 2 * acc.length + 4 | false :: ys, acc => loopSteps (BinaryArithmetic.shift xs) ys acc + 2 | true :: ys, acc => loopSteps (BinaryArithmetic.shift xs) ys (BinaryArithmetic.addCarry xs acc false) + (2 * xs.length + max xs.length acc.length + (BinaryArithmetic.addCarry xs acc false).length + 6) def steps (xs ys : List Bool) : Nat := loopSteps xs ys [] + (2 * (ys.length + 1) + 2 * (xs.length + 1)) @[simp] theorem tapes_slot (slots : Fin 9 ↪ K) (base : K → List Bool) (left right output shifted remaining accumulator addend reversed scratch : List Bool) (i : Fin 9) : tapes slots base left right output shifted remaining accumulator addend reversed scratch (slots i) = ![left, right, output, shifted, remaining, accumulator, addend, reversed, scratch] i := framedTapes_slot slots base _ i @[simp] private theorem tapes_update0 (slots : Fin 9 ↪ K) (base : K → List Bool) (left right output shifted remaining accumulator addend reversed scratch replacement : List Bool) : Function.update (tapes slots base left right output shifted remaining accumulator addend reversed scratch) (slots 0) replacement = tapes slots base replacement right output shifted remaining accumulator addend reversed scratch := by unfold tapes rw [framedTapes_update] congr 1 funext j fin_cases j <;> simp @[simp] private theorem tapes_update1 (slots : Fin 9 ↪ K) (base : K → List Bool) (left right output shifted remaining accumulator addend reversed scratch replacement : List Bool) : Function.update (tapes slots base left right output shifted remaining accumulator addend reversed scratch) (slots 1) replacement = tapes slots base left replacement output shifted remaining accumulator addend reversed scratch := by unfold tapes rw [framedTapes_update] congr 1 funext j fin_cases j <;> simp @[simp] private theorem tapes_update2 (slots : Fin 9 ↪ K) (base : K → List Bool) (left right output shifted remaining accumulator addend reversed scratch replacement : List Bool) : Function.update (tapes slots base left right output shifted remaining accumulator addend reversed scratch) (slots 2) replacement = tapes slots base left right replacement shifted remaining accumulator addend reversed scratch := by unfold tapes rw [framedTapes_update] congr 1 funext j fin_cases j <;> simp @[simp] private theorem tapes_update3 (slots : Fin 9 ↪ K) (base : K → List Bool) (left right output shifted remaining accumulator addend reversed scratch replacement : List Bool) : Function.update (tapes slots base left right output shifted remaining accumulator addend reversed scratch) (slots 3) replacement = tapes slots base left right output replacement remaining accumulator addend reversed scratch := by unfold tapes rw [framedTapes_update] congr 1 funext j fin_cases j <;> simp @[simp] private theorem tapes_update4 (slots : Fin 9 ↪ K) (base : K → List Bool) (left right output shifted remaining accumulator addend reversed scratch replacement : List Bool) : Function.update (tapes slots base left right output shifted remaining accumulator addend reversed scratch) (slots 4) replacement = tapes slots base left right output shifted replacement accumulator addend reversed scratch := by unfold tapes rw [framedTapes_update] congr 1 funext j fin_cases j <;> simp @[simp] private theorem tapes_update5 (slots : Fin 9 ↪ K) (base : K → List Bool) (left right output shifted remaining accumulator addend reversed scratch replacement : List Bool) : Function.update (tapes slots base left right output shifted remaining accumulator addend reversed scratch) (slots 5) replacement = tapes slots base left right output shifted remaining replacement addend reversed scratch := by unfold tapes rw [framedTapes_update] congr 1 funext j fin_cases j <;> simp @[simp] private theorem tapes_update6 (slots : Fin 9 ↪ K) (base : K → List Bool) (left right output shifted remaining accumulator addend reversed scratch replacement : List Bool) : Function.update (tapes slots base left right output shifted remaining accumulator addend reversed scratch) (slots 6) replacement = tapes slots base left right output shifted remaining accumulator replacement reversed scratch := by unfold tapes rw [framedTapes_update] congr 1 funext j fin_cases j <;> simp @[simp] private theorem tapes_update7 (slots : Fin 9 ↪ K) (base : K → List Bool) (left right output shifted remaining accumulator addend reversed scratch replacement : List Bool) : Function.update (tapes slots base left right output shifted remaining accumulator addend reversed scratch) (slots 7) replacement = tapes slots base left right output shifted remaining accumulator addend replacement scratch := by unfold tapes rw [framedTapes_update] congr 1 funext j fin_cases j <;> simp @[simp] private theorem tapes_update8 (slots : Fin 9 ↪ K) (base : K → List Bool) (left right output shifted remaining accumulator addend reversed scratch replacement : List Bool) : Function.update (tapes slots base left right output shifted remaining accumulator addend reversed scratch) (slots 8) replacement = tapes slots base left right output shifted remaining accumulator addend reversed replacement := by unfold tapes rw [framedTapes_update] congr 1 funext j fin_cases j <;> simp private theorem composeTrace {S : Type} {f : S → S} {n m : Nat} {a b c : S} (first : f^[n] a = b) (second : f^[m] b = c) : f^[m + n] a = c := by rw [Function.iterate_add_apply, first, second] section Traces variable (slots : Fin 9 ↪ K) (labels : Label → Λ) (exit : Option Λ) variable (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State A)) variable (atLabels : ∀ l, p (labels l) = statement slots labels exit l) variable (base : K → List Bool) (left right out : List Bool) (ambient : A) include atLabels private theorem copyInputsTrace : (MachineComposition.advance (TM2.step p))^[2 * (right.length + 1) + 2 * (left.length + 1)] (some ⟨some (labels .copyLeft), clean ambient, tapes slots base left right out [] [] [] [] [] []⟩) = some ⟨some (labels .guard), clean ambient, tapes slots base left right out left right [] [] [] []⟩ := by have hleft : (MachineComposition.advance (TM2.step p))^[2 * (left.length + 1)] (some ⟨some (labels .copyLeft), clean ambient, tapes slots base left right out [] [] [] [] [] []⟩) = some ⟨some (labels .copyRight), clean ambient, tapes slots base left right out left [] [] [] [] []⟩ := by simpa [clean] using MachineCopy.copyTrace (slots 0) (slots 3) (slots 8) (slots.injective.ne (by decide)) (slots.injective.ne (by decide)) (slots.injective.ne (by decide)) false (labels .copyLeft) (labels .forkLeft) (some (labels .copyRight)) p (atLabels .copyLeft) (atLabels .forkLeft) (tapes slots base left right out [] [] [] [] [] []) (by simp) ((ambient, false), none) none have hright : (MachineComposition.advance (TM2.step p))^[2 * (right.length + 1)] (some ⟨some (labels .copyRight), clean ambient, tapes slots base left right out left [] [] [] [] []⟩) = some ⟨some (labels .guard), clean ambient, tapes slots base left right out left right [] [] [] []⟩ := by simpa [clean] using MachineCopy.copyTrace (slots 1) (slots 4) (slots 8) (slots.injective.ne (by decide)) (slots.injective.ne (by decide)) (slots.injective.ne (by decide)) false (labels .copyRight) (labels .forkRight) (some (labels .guard)) p (atLabels .copyRight) (atLabels .forkRight) (tapes slots base left right out left [] [] [] [] []) (by simp) ((ambient, false), none) none exact composeTrace hleft hright private theorem guardEmptyTrace (xs acc : List Bool) : (MachineComposition.advance (TM2.step p))^[1] (some ⟨some (labels .guard), clean ambient, tapes slots base left right out xs [] acc [] [] []⟩) = some ⟨some (labels .clearShift), clean ambient, tapes slots base left right out xs [] acc [] [] []⟩ := by change some (TM2.stepAux (p (labels .guard)) _ _) = _ rw [atLabels .guard] simp [statement, TM2.stepAux, clean] private theorem guardConsTrace (xs ys acc : List Bool) (bit : Bool) : (MachineComposition.advance (TM2.step p))^[1] (some ⟨some (labels .guard), clean ambient, tapes slots base left right out xs (bit :: ys) acc [] [] []⟩) = some ⟨some (labels (if bit then .copyAddend else .shift)), clean ambient, tapes slots base left right out xs ys acc [] [] []⟩ := by change some (TM2.stepAux (p (labels .guard)) _ _) = _ rw [atLabels .guard] cases bit <;> simp [statement, TM2.stepAux, clean] private theorem shiftTrace (xs ys acc : List Bool) : (MachineComposition.advance (TM2.step p))^[1] (some ⟨some (labels .shift), clean ambient, tapes slots base left right out xs ys acc [] [] []⟩) = some ⟨some (labels .guard), clean ambient, tapes slots base left right out (BinaryArithmetic.shift xs) ys acc [] [] []⟩ := by change some (TM2.stepAux (p (labels .shift)) _ _) = _ rw [atLabels .shift] cases xs <;> simp [statement, TM2.stepAux, clean, BinaryArithmetic.shift] private theorem addPhaseTrace (xs ys acc : List Bool) : (MachineComposition.advance (TM2.step p))^[ ((BinaryArithmetic.addCarry xs acc false).length + 1) + ((max xs.length acc.length + 1) + 2 * (xs.length + 1))] (some ⟨some (labels .copyAddend), clean ambient, tapes slots base left right out xs ys acc [] [] []⟩) = some ⟨some (labels .shift), clean ambient, tapes slots base left right out xs ys (BinaryArithmetic.addCarry xs acc false) [] [] []⟩ := by have hcopy : (MachineComposition.advance (TM2.step p))^[2 * (xs.length + 1)] (some ⟨some (labels .copyAddend), clean ambient, tapes slots base left right out xs ys acc [] [] []⟩) = some ⟨some (labels .add), clean ambient, tapes slots base left right out xs ys acc xs [] []⟩ := by simpa [clean] using MachineCopy.copyTrace (slots 3) (slots 6) (slots 8) (slots.injective.ne (by decide)) (slots.injective.ne (by decide)) (slots.injective.ne (by decide)) false (labels .copyAddend) (labels .forkAddend) (some (labels .add)) p (atLabels .copyAddend) (atLabels .forkAddend) (tapes slots base left right out xs ys acc [] [] []) (by simp) ((ambient, false), none) none have hadd : (MachineComposition.advance (TM2.step p))^[max xs.length acc.length + 1] (some ⟨some (labels .add), clean ambient, tapes slots base left right out xs ys acc xs [] []⟩) = some ⟨some (labels .restoreSum), clean ambient, tapes slots base left right out xs ys [] [] (BinaryArithmetic.addCarry xs acc false).reverse []⟩ := by simpa [BinaryAddMachine.tapes, BinaryAddMachine.clean, BinaryAddMachine.state, clean] using BinaryAddMachine.addTrace (slots 6) (slots 5) (slots 7) (slots.injective.ne (by decide)) (slots.injective.ne (by decide)) (slots.injective.ne (by decide)) (labels .add) (some (labels .restoreSum)) p (atLabels .add) (tapes slots base left right out xs ys acc xs [] []) ambient xs acc [] false none none have hrestore : (MachineComposition.advance (TM2.step p))^[(BinaryArithmetic.addCarry xs acc false).length + 1] (some ⟨some (labels .restoreSum), clean ambient, tapes slots base left right out xs ys [] [] (BinaryArithmetic.addCarry xs acc false).reverse []⟩) = some ⟨some (labels .shift), clean ambient, tapes slots base left right out xs ys (BinaryArithmetic.addCarry xs acc false) [] [] []⟩ := by have hnext : MachineTransfer.nextAt (Γ := fun _ : K => Bool) (slots 5) p = MachineComposition.advance (TM2.step p) := rfl simpa [MachineTransfer.tapesAt, hnext, clean] using MachineTransfer.transferAt_fromTapes (Γ := fun _ : K => Bool) (slots 7) (slots 5) (slots.injective.ne (by decide)) id false (labels .restoreSum) (some (labels .shift)) p (atLabels .restoreSum) (tapes slots base left right out xs ys [] [] (BinaryArithmetic.addCarry xs acc false).reverse []) ((ambient, false), none) none exact composeTrace (composeTrace hcopy hadd) hrestore private theorem cleanupTrace (xs acc : List Bool) : (MachineComposition.advance (TM2.step p))^[xs.length + 2 * acc.length + 3] (some ⟨some (labels .clearShift), clean ambient, tapes slots base left right out xs [] acc [] [] []⟩) = some ⟨exit, clean ambient, tapes slots base left right (acc ++ out) [] [] [] [] [] []⟩ := by have hclear : (MachineComposition.advance (TM2.step p))^[xs.length + 1] (some ⟨some (labels .clearShift), clean ambient, tapes slots base left right out xs [] acc [] [] []⟩) = some ⟨some (labels .reverseOutput), clean ambient, tapes slots base left right out [] [] acc [] [] []⟩ := by simpa [clean] using MachineDrain.drainTrace (slots 3) (labels .clearShift) (some (labels .reverseOutput)) p (atLabels .clearShift) (tapes slots base left right out xs [] acc [] [] []) xs ((ambient, false), none) none have hreverse : (MachineComposition.advance (TM2.step p))^[acc.length + 1] (some ⟨some (labels .reverseOutput), clean ambient, tapes slots base left right out [] [] acc [] [] []⟩) = some ⟨some (labels .output), clean ambient, tapes slots base left right out [] [] [] [] acc.reverse []⟩ := by have hnext : MachineTransfer.nextAt (Γ := fun _ : K => Bool) (slots 7) p = MachineComposition.advance (TM2.step p) := rfl simpa [MachineTransfer.tapesAt, hnext, clean] using MachineTransfer.transferAt_fromTapes (Γ := fun _ : K => Bool) (slots 5) (slots 7) (slots.injective.ne (by decide)) id false (labels .reverseOutput) (some (labels .output)) p (atLabels .reverseOutput) (tapes slots base left right out [] [] acc [] [] []) ((ambient, false), none) none have houtput : (MachineComposition.advance (TM2.step p))^[acc.length + 1] (some ⟨some (labels .output), clean ambient, tapes slots base left right out [] [] [] [] acc.reverse []⟩) = some ⟨exit, clean ambient, tapes slots base left right (acc ++ out) [] [] [] [] [] []⟩ := by have hnext : MachineTransfer.nextAt (Γ := fun _ : K => Bool) (slots 2) p = MachineComposition.advance (TM2.step p) := rfl simpa [MachineTransfer.tapesAt, hnext, clean] using MachineTransfer.transferAt_fromTapes (Γ := fun _ : K => Bool) (slots 7) (slots 2) (slots.injective.ne (by decide)) id false (labels .output) exit p (atLabels .output) (tapes slots base left right out [] [] [] [] acc.reverse []) ((ambient, false), none) none rw [show xs.length + 2 * acc.length + 3 = (acc.length + 1) + ((acc.length + 1) + (xs.length + 1)) by omega] exact composeTrace (composeTrace hclear hreverse) houtput theorem loopTrace (xs ys acc : List Bool) : (MachineComposition.advance (TM2.step p))^[loopSteps xs ys acc] (some ⟨some (labels .guard), clean ambient, tapes slots base left right out xs ys acc [] [] []⟩) = some ⟨exit, clean ambient, tapes slots base left right (BinaryArithmetic.mulAcc xs ys acc ++ out) [] [] [] [] [] []⟩ := by induction ys generalizing xs acc with | nil => rw [show loopSteps xs [] acc = (xs.length + 2 * acc.length + 3) + 1 by simp only [loopSteps]] exact composeTrace (guardEmptyTrace slots labels exit p atLabels base left right out ambient xs acc) (cleanupTrace slots labels exit p atLabels base left right out ambient xs acc) | cons bit ys ih => cases bit with | false => rw [show loopSteps xs (false :: ys) acc = (loopSteps (BinaryArithmetic.shift xs) ys acc + 1) + 1 by simp only [loopSteps]] exact composeTrace (guardConsTrace slots labels exit p atLabels base left right out ambient xs ys acc false) (composeTrace (shiftTrace slots labels exit p atLabels base left right out ambient xs ys acc) (ih (BinaryArithmetic.shift xs) acc)) | true => rw [show loopSteps xs (true :: ys) acc = ((loopSteps (BinaryArithmetic.shift xs) ys (BinaryArithmetic.addCarry xs acc false) + 1) + (((BinaryArithmetic.addCarry xs acc false).length + 1) + ((max xs.length acc.length + 1) + 2 * (xs.length + 1)))) + 1 by simp only [loopSteps] omega] exact composeTrace (guardConsTrace slots labels exit p atLabels base left right out ambient xs ys acc true) (composeTrace (addPhaseTrace slots labels exit p atLabels base left right out ambient xs ys acc) (composeTrace (shiftTrace slots labels exit p atLabels base left right out ambient xs ys (BinaryArithmetic.addCarry xs acc false)) (ih (BinaryArithmetic.shift xs) (BinaryArithmetic.addCarry xs acc false)))) theorem multiplyTrace : (MachineComposition.advance (TM2.step p))^[steps left right] (some ⟨some (labels .copyLeft), clean ambient, tapes slots base left right out [] [] [] [] [] []⟩) = some ⟨exit, clean ambient, tapes slots base left right (BinaryArithmetic.mulAcc left right [] ++ out) [] [] [] [] [] []⟩ := composeTrace (copyInputsTrace slots labels exit p atLabels base left right out ambient) (loopTrace slots labels exit p atLabels base left right out ambient left right []) end Traces theorem loopSteps_le (xs ys acc : List Bool) : loopSteps xs ys acc ≤ (ys.length + 1) * (4 * (max xs.length acc.length + ys.length) + 8) := by induction ys generalizing xs acc with | nil => have hx := Nat.le_max_left xs.length acc.length have ha := Nat.le_max_right xs.length acc.length simp only [loopSteps, List.length_nil, Nat.zero_add, Nat.add_zero, Nat.one_mul] omega | cons bit ys ih => have hx := Nat.le_max_left xs.length acc.length have ha := Nat.le_max_right xs.length acc.length have hs := BinaryArithmetic.shift_length_le xs cases bit with | false => have hp : max (BinaryArithmetic.shift xs).length acc.length + ys.length ≤ max xs.length acc.length + (ys.length + 1) := by omega have h := (ih (BinaryArithmetic.shift xs) acc).trans (Nat.mul_le_mul_left (ys.length + 1) (Nat.add_le_add_right (Nat.mul_le_mul_left 4 hp) 8)) simp only [loopSteps, List.length_cons] nlinarith | true => have hadd := BinaryArithmetic.addCarry_length xs acc false have hp : max (BinaryArithmetic.shift xs).length (BinaryArithmetic.addCarry xs acc false).length + ys.length ≤ max xs.length acc.length + (ys.length + 1) := by omega have h := (ih (BinaryArithmetic.shift xs) (BinaryArithmetic.addCarry xs acc false)).trans (Nat.mul_le_mul_left (ys.length + 1) (Nat.add_le_add_right (Nat.mul_le_mul_left 4 hp) 8)) simp only [loopSteps, List.length_cons] nlinarith noncomputable def timePolynomial : Polynomial Nat := Polynomial.C 4 * Polynomial.X ^ 2 + Polynomial.C 14 * Polynomial.X + Polynomial.C 12 theorem steps_le_timePolynomial (xs ys : List Bool) : steps xs ys ≤ timePolynomial.eval (xs.length + ys.length) := by have hloop := loopSteps_le xs ys [] simp only [List.length_nil, Nat.max_zero] at hloop have hproduct := Nat.mul_le_mul_right (4 * (xs.length + ys.length) + 8) (show ys.length + 1 ≤ (xs.length + ys.length) + 1 by omega) simp only [timePolynomial, Polynomial.eval_add, Polynomial.eval_mul, Polynomial.eval_C, Polynomial.eval_pow, Polynomial.eval_X] unfold steps nlinarith def multiplyInTime (slots : Fin 9 ↪ K) (labels : Label → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State A)) (atLabels : ∀ l, p (labels l) = statement slots labels exit l) (base : K → List Bool) (left right out : List Bool) (ambient : A) : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .copyLeft), clean ambient, tapes slots base left right out [] [] [] [] [] []⟩ (some ⟨exit, clean ambient, tapes slots base left right (BinaryArithmetic.mulAcc left right [] ++ out) [] [] [] [] [] []⟩) (steps left right) where steps := steps left right evals_in_steps := multiplyTrace slots labels exit p atLabels base left right out ambient steps_le_m := Nat.le_refl _ def multiplyInPolynomialTime (slots : Fin 9 ↪ K) (labels : Label → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State A)) (atLabels : ∀ l, p (labels l) = statement slots labels exit l) (base : K → List Bool) (left right out : List Bool) (ambient : A) : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .copyLeft), clean ambient, tapes slots base left right out [] [] [] [] [] []⟩ (some ⟨exit, clean ambient, tapes slots base left right (BinaryArithmetic.mulAcc left right [] ++ out) [] [] [] [] [] []⟩) (timePolynomial.eval (left.length + right.length)) where steps := steps left right evals_in_steps := multiplyTrace slots labels exit p atLabels base left right out ambient steps_le_m := steps_le_timePolynomial left right theorem multiplyNatTrace (slots : Fin 9 ↪ K) (labels : Label → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State A)) (atLabels : ∀ l, p (labels l) = statement slots labels exit l) (base : K → List Bool) (a b : Nat) (out : List Bool) (ambient : A) : (MachineComposition.advance (TM2.step p))^[steps a.bits b.bits] (some ⟨some (labels .copyLeft), clean ambient, tapes slots base a.bits b.bits out [] [] [] [] [] []⟩) = some ⟨exit, clean ambient, tapes slots base a.bits b.bits ((a * b).bits ++ out) [] [] [] [] [] []⟩ := by simpa only [BinaryArithmetic.mulAcc_bits] using multiplyTrace slots labels exit p atLabels base a.bits b.bits out ambient theorem multiplyFrame (slots : Fin 9 ↪ K) (base : K → List Bool) (left right out result : List Bool) (k : K) (hk : k ≠ slots 2) : tapes slots base left right (result ++ out) [] [] [] [] [] [] k = tapes slots base left right out [] [] [] [] [] [] k := by rw [← tapes_update2 slots base left right out [] [] [] [] [] [] (result ++ out)] simp only [Function.update_of_ne hk] private theorem initialTapes_eq (slots : Fin 9 ↪ K) (base : K → List Bool) (left right : List Bool) (hleft : base (slots 0) = left) (hright : base (slots 1) = right) (workspace : ∀ i : Fin 9, 3 ≤ i.val → base (slots i) = []) : tapes slots base left right (base (slots 2)) [] [] [] [] [] [] = base := by have h3 := workspace 3 (by decide) have h4 := workspace 4 (by decide) have h5 := workspace 5 (by decide) have h6 := workspace 6 (by decide) have h7 := workspace 7 (by decide) have h8 := workspace 8 (by decide) funext k by_cases hk : ∃ i, slots i = k · obtain ⟨i, rfl⟩ := hk rw [tapes_slot] fin_cases i <;> simp_all · exact framedTapes_other slots base _ k hk def multiplyNatInPolynomialTime (slots : Fin 9 ↪ K) (labels : Label → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State A)) (atLabels : ∀ l, p (labels l) = statement slots labels exit l) (base : K → List Bool) (a b : Nat) (operandA : base (slots 0) = a.bits) (operandB : base (slots 1) = b.bits) (workspace : ∀ i : Fin 9, 3 ≤ i.val → base (slots i) = []) (ambient : A) : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .copyLeft), clean ambient, base⟩ (some ⟨exit, clean ambient, Function.update base (slots 2) ((a * b).bits ++ base (slots 2))⟩) (timePolynomial.eval (a.size + b.size)) := by have hbase := initialTapes_eq slots base a.bits b.bits operandA operandB workspace have hfinish : tapes slots base a.bits b.bits ((a * b).bits ++ base (slots 2)) [] [] [] [] [] [] = Function.update base (slots 2) ((a * b).bits ++ base (slots 2)) := by rw [← tapes_update2 slots base a.bits b.bits (base (slots 2)) [] [] [] [] [] [], hbase] have h := multiplyInPolynomialTime slots labels exit p atLabels base a.bits b.bits (base (slots 2)) ambient simpa only [BinaryArithmetic.mulAcc_bits, hbase, hfinish, ← Nat.size_eq_bits_len] using h def programNatInPolynomialTime (slots : Fin 9 ↪ K) (base : K → List Bool) (a b : Nat) (operandA : base (slots 0) = a.bits) (operandB : base (slots 1) = b.bits) (workspace : ∀ i : Fin 9, 3 ≤ i.val → base (slots i) = []) (ambient : A) : StateTransition.EvalsToInTime (TM2.step (program (A := A) slots)) ⟨some .copyLeft, clean ambient, base⟩ (some ⟨none, clean ambient, Function.update base (slots 2) ((a * b).bits ++ base (slots 2))⟩) (timePolynomial.eval (a.size + b.size)) := multiplyNatInPolynomialTime slots id none (program slots) (fun _ => rfl) base a b operandA operandB workspace ambient end BinPackingGap.BinaryMulMachine namespace BinPackingGap.BinaryPowerMachine open Turing open BinPackingGames.Foundations.Complexity open BinPackingGames.Reduction.MachineTransfer open BinaryAddMachine (State clean) variable {K Λ A : Type} [DecidableEq K] inductive Label | initialize | guard | multiply (phase : BinaryMulMachine.Label) | clearAccumulator | reverseProduct | restoreAccumulator deriving DecidableEq, Fintype def mulSlots (slots : Fin 11 ↪ K) : Fin 9 ↪ K where toFun i := slots ⟨i.val, by omega⟩ inj' := by intro i j h have h' := congrArg Fin.val (slots.injective h) exact Fin.ext h' def instruction (slots : Fin 11 ↪ K) (labels : Label → Λ) (exit : Option Λ) : Label → TM2.Stmt (BinaryAddMachine.Alphabet (K := K)) Λ (State A) | .initialize => .push (slots 1) (fun _ => true) (.load (fun s => clean s.1.1.1) (.goto fun _ => labels .guard)) | .guard => .pop (slots 9) (fun s head => (s.1, head)) (.branch (fun s => s.2.isSome) (.load (fun s => clean s.1.1.1) (.goto fun _ => labels (.multiply .copyLeft))) (BinaryAddMachine.finish exit)) | .multiply phase => BinaryMulMachine.statement (mulSlots slots) (fun phase => labels (.multiply phase)) (some (labels .clearAccumulator)) phase | .clearAccumulator => MachineDrain.drain (slots 1) (labels .clearAccumulator) (some (labels .reverseProduct)) | .reverseProduct => loopAt (slots 2) (slots 10) id false (labels .reverseProduct) (some (labels .restoreAccumulator)) | .restoreAccumulator => loopAt (slots 10) (slots 1) id false (labels .restoreAccumulator) (some (labels .guard)) def program (slots : Fin 11 ↪ K) : Label → TM2.Stmt (BinaryAddMachine.Alphabet (K := K)) Label (State A) := instruction slots id none def machine : FinTM2 where K := Fin 11 k₀ := 0 k₁ := 1 Γ _ := Bool Λ := Label main := .initialize σ := State Unit initialState := clean () m := program (Function.Embedding.refl (Fin 11)) theorem machine_finiteAlphabet : MachineFiniteAlphabet.FiniteAlphabet machine := by intro k change Finite Bool infer_instance def Workspace (slots : Fin 11 ↪ K) (base : K → List Bool) : Prop := ∀ i : Fin 11, 2 ≤ i.val → i.val ≠ 9 → base (slots i) = [] noncomputable def bodyBudget (a r : Nat) : Nat := 1 + BinaryMulMachine.timePolynomial.eval (a.size + r.size) + (r.size + 1) + ((a * r).size + 1) + ((a * r).size + 1) noncomputable def loopBudget (a : Nat) : Nat → List Bool → Nat | _, [] => 1 | r, _ :: tally => bodyBudget a r + loopBudget a (a * r) tally def appendRuns {X : Type} (step : X → Option X) {a b c : X} {m n : Nat} (first : StateTransition.EvalsToInTime step a (some b) m) (second : StateTransition.EvalsToInTime step b (some c) n) : StateTransition.EvalsToInTime step a (some c) (m + n) where steps := first.steps + second.steps evals_in_steps := by change (MachineComposition.advance step)^[first.steps + second.steps] (some a) = some c rw [Nat.add_comm, Function.iterate_add_apply] have hfirst := first.evals_in_steps have hsecond := second.evals_in_steps change (MachineComposition.advance step)^[first.steps] (some a) = some b at hfirst change (MachineComposition.advance step)^[second.steps] (some b) = some c at hsecond rw [hfirst] exact hsecond steps_le_m := Nat.add_le_add first.steps_le_m second.steps_le_m section Executions variable (slots : Fin 11 ↪ K) (labels : Label → Λ) (exit : Option Λ) variable (p : Λ → TM2.Stmt (BinaryAddMachine.Alphabet (K := K)) Λ (State A)) variable (atLabels : ∀ label, p (labels label) = instruction slots labels exit label) noncomputable def bodyInTime (base : K → List Bool) (a r : Nat) (token : Bool) (tally : List Bool) (ha : base (slots 0) = a.bits) (hr : base (slots 1) = r.bits) (ht : base (slots 9) = token :: tally) (hw : Workspace slots base) (ambient : A) : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .guard), clean ambient, base⟩ (some ⟨some (labels .guard), clean ambient, Function.update (Function.update base (slots 9) tally) (slots 1) (a * r).bits⟩) (bodyBudget a r) := by have hd (i j : Fin 11) (hne : i ≠ j) : slots i ≠ slots j := slots.injective.ne hne let bt := Function.update base (slots 9) tally let bm := Function.update bt (slots 2) (a * r).bits let bc := Function.update bm (slots 1) [] let bv := Function.update (Function.update bc (slots 2) []) (slots 10) (a * r).bits.reverse let done := Function.update bt (slots 1) (a * r).bits have h2 := hw 2 (by decide) (by decide) have h10 := hw 10 (by decide) (by decide) have guardRun : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .guard), clean ambient, base⟩ (some ⟨some (labels (.multiply .copyLeft)), clean ambient, bt⟩) 1 := by refine { steps := 1, evals_in_steps := ?_, steps_le_m := Nat.le_refl _ } change some (TM2.stepAux (p (labels .guard)) _ _) = _ rw [atLabels] simp [instruction, TM2.stepAux, clean, BinaryAddMachine.state, ht, bt] have ms0 : mulSlots slots 0 = slots 0 := rfl have ms1 : mulSlots slots 1 = slots 1 := rfl have ms2 : mulSlots slots 2 = slots 2 := rfl have hma : bt ((mulSlots slots) 0) = a.bits := by simpa [ms0, bt, hd 0 9 (by decide)] using ha have hmr : bt ((mulSlots slots) 1) = r.bits := by simpa [ms1, bt, hd 1 9 (by decide)] using hr have hmw : ∀ i : Fin 9, 3 ≤ i.val → bt ((mulSlots slots) i) = [] := by intro i hi let j : Fin 11 := ⟨i.val, by omega⟩ have hjval : j.val = i.val := rfl have hj9 : j.val ≠ 9 := by rw [hjval]; omega have hj : j ≠ 9 := by intro h apply hj9 exact congrArg Fin.val h change bt (slots j) = [] simpa [bt, hd j 9 hj] using hw j (by rw [hjval]; omega) hj9 have mulRun : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels (.multiply .copyLeft)), clean ambient, bt⟩ (some ⟨some (labels .clearAccumulator), clean ambient, bm⟩) (BinaryMulMachine.timePolynomial.eval (a.size + r.size)) := by have run := BinaryMulMachine.multiplyNatInPolynomialTime (mulSlots slots) (fun phase => labels (.multiply phase)) (some (labels .clearAccumulator)) p (fun phase => atLabels (.multiply phase)) bt a r hma hmr hmw ambient change StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels (.multiply .copyLeft)), clean ambient, bt⟩ (some ⟨some (labels .clearAccumulator), clean ambient, Function.update bt (slots 2) ((a * r).bits ++ bt (slots 2))⟩) (BinaryMulMachine.timePolynomial.eval (a.size + r.size)) at run have hbt2 : bt (slots 2) = [] := by simp [bt, hd 2 9 (by decide), h2] simpa only [hbt2, List.append_nil] using run have clearRun : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .clearAccumulator), clean ambient, bm⟩ (some ⟨some (labels .reverseProduct), clean ambient, bc⟩) (r.size + 1) := by have run := MachineDrain.drainInTime (slots 1) (labels .clearAccumulator) (some (labels .reverseProduct)) p (atLabels .clearAccumulator) bm ((ambient, false), none) none simpa [clean, BinaryAddMachine.state, bc, bm, bt, hd 1 2 (by decide), hd 1 9 (by decide), hr, Nat.size_eq_bits_len] using run have reverseRun : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .reverseProduct), clean ambient, bc⟩ (some ⟨some (labels .restoreAccumulator), clean ambient, bv⟩) ((a * r).size + 1) := by have run := transferAtInTime (Γ := fun _ : K => Bool) (slots 2) (slots 10) (hd 2 10 (by decide)) id false (labels .reverseProduct) (some (labels .restoreAccumulator)) p (by simpa only [instruction] using atLabels .reverseProduct) bc ((ambient, false), none) none simpa [clean, BinaryAddMachine.state, tapesAt, bv, bc, bm, bt, hd 2 1 (by decide), hd 10 1 (by decide), hd 10 2 (by decide), hd 10 9 (by decide), h10, Nat.size_eq_bits_len] using run have restoreTape : tapesAt (slots 10) (slots 1) bv [] ((bv (slots 10)).reverse.map id ++ bv (slots 1)) = done := by funext k by_cases h1 : k = slots 1 · subst k simp [tapesAt, bv, bc, bm, bt, done, hd 1 10 (by decide), hd 1 2 (by decide)] · by_cases h2k : k = slots 2 · subst k simp [tapesAt, bv, bc, bm, bt, done, hd 2 1 (by decide), hd 2 10 (by decide), hd 2 9 (by decide), h2] · by_cases h10k : k = slots 10 · subst k simp [tapesAt, bv, bc, bm, bt, done, hd 10 1 (by decide), hd 10 9 (by decide), h10] · simp [tapesAt, bv, bc, bm, done, h1, h2k, h10k] have restoreRun : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .restoreAccumulator), clean ambient, bv⟩ (some ⟨some (labels .guard), clean ambient, done⟩) ((a * r).size + 1) := by have run := transferAtInTime (Γ := fun _ : K => Bool) (slots 10) (slots 1) (hd 10 1 (by decide)) id false (labels .restoreAccumulator) (some (labels .guard)) p (by simpa only [instruction] using atLabels .restoreAccumulator) bv ((ambient, false), none) none change StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .restoreAccumulator), clean ambient, bv⟩ (some ⟨some (labels .guard), clean ambient, tapesAt (slots 10) (slots 1) bv [] ((bv (slots 10)).reverse.map id ++ bv (slots 1))⟩) ((bv (slots 10)).length + 1) at run rw [restoreTape] at run have hword : bv (slots 10) = (a * r).bits.reverse := by simp [bv] simpa only [hword, List.length_reverse, Nat.size_eq_bits_len] using run exact appendRuns _ (appendRuns _ (appendRuns _ (appendRuns _ guardRun mulRun) clearRun) reverseRun) restoreRun noncomputable def loopInTime (base : K → List Bool) (a r : Nat) (tally : List Bool) (ha : base (slots 0) = a.bits) (hr : base (slots 1) = r.bits) (ht : base (slots 9) = tally) (hw : Workspace slots base) (ambient : A) : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .guard), clean ambient, base⟩ (some ⟨exit, clean ambient, Function.update (Function.update base (slots 9) []) (slots 1) (a ^ tally.length * r).bits⟩) (loopBudget a r tally) := by induction tally generalizing base r with | nil => refine { steps := 1, evals_in_steps := ?_, steps_le_m := Nat.le_refl _ } change some (TM2.stepAux (p (labels .guard)) _ _) = _ rw [atLabels] have hself : Function.update (Function.update base (slots 9) []) (slots 1) r.bits = Function.update base (slots 9) [] := by have hd : slots 1 ≠ slots 9 := slots.injective.ne (by decide) have hs : (Function.update base (slots 9) []) (slots 1) = r.bits := by simp [hd, hr] rw [← hs, Function.update_eq_self] cases exit <;> simp [instruction, BinaryAddMachine.finish, BinaryAddMachine.exitAt, clean, BinaryAddMachine.state, TM2.stepAux, ht, hself] | cons token tally ih => let next := Function.update (Function.update base (slots 9) tally) (slots 1) (a * r).bits have hd (i j : Fin 11) (h : i ≠ j) : slots i ≠ slots j := slots.injective.ne h have hna : next (slots 0) = a.bits := by simp [next, hd 0 1 (by decide), hd 0 9 (by decide), ha] have hnr : next (slots 1) = (a * r).bits := by simp [next] have hnt : next (slots 9) = tally := by simp [next, hd 9 1 (by decide)] have hnw : Workspace slots next := by intro i hi hi9 have hi1 : i ≠ 1 := by intro h; have := congrArg Fin.val h; omega have hi9' : i ≠ 9 := by intro h; exact hi9 (congrArg Fin.val h) simp [next, hd i 1 hi1, hd i 9 hi9', hw i hi hi9] have first := bodyInTime slots labels exit p atLabels base a r token tally ha hr ht hw ambient have second := ih next (a * r) hna hnr hnt hnw have joined := appendRuns _ first second have hvalue : a ^ tally.length * (a * r) = a ^ (token :: tally).length * r := by simp [pow_succ, Nat.mul_assoc, Nat.mul_comm, Nat.mul_left_comm] have hfinal : Function.update (Function.update next (slots 9) []) (slots 1) (a ^ tally.length * (a * r)).bits = Function.update (Function.update base (slots 9) []) (slots 1) (a ^ (token :: tally).length * r).bits := by funext k by_cases h1 : k = slots 1 · subst k; simp [hvalue] · by_cases h9 : k = slots 9 · subst k; simp [hd 9 1 (by decide)] · simp [next, h1, h9] simpa only [loopBudget, hfinal] using joined noncomputable def powerInTime (base : K → List Bool) (a : Nat) (tally : List Bool) (ha : base (slots 0) = a.bits) (outputEmpty : base (slots 1) = []) (ht : base (slots 9) = tally) (hw : Workspace slots base) (ambient : A) : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .initialize), clean ambient, base⟩ (some ⟨exit, clean ambient, Function.update (Function.update base (slots 9) []) (slots 1) (a ^ tally.length).bits⟩) (1 + loopBudget a 1 tally) := by let initial := Function.update base (slots 1) [true] have hd (i j : Fin 11) (h : i ≠ j) : slots i ≠ slots j := slots.injective.ne h have start : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .initialize), clean ambient, base⟩ (some ⟨some (labels .guard), clean ambient, initial⟩) 1 := by refine { steps := 1, evals_in_steps := ?_, steps_le_m := Nat.le_refl _ } change some (TM2.stepAux (p (labels .initialize)) _ _) = _ rw [atLabels] simp [instruction, TM2.stepAux, clean, BinaryAddMachine.state, outputEmpty, initial] have hai : initial (slots 0) = a.bits := by simp [initial, hd 0 1 (by decide), ha] have hri : initial (slots 1) = (1 : Nat).bits := by simp [initial] have hti : initial (slots 9) = tally := by simp [initial, hd 9 1 (by decide), ht] have hwi : Workspace slots initial := by intro i hi hi9 have hi1 : i ≠ 1 := by intro h; have := congrArg Fin.val h; omega simp [initial, hd i 1 hi1, hw i hi hi9] have run := loopInTime slots labels exit p atLabels initial a 1 tally hai hri hti hwi ambient have hfinal : Function.update (Function.update initial (slots 9) []) (slots 1) (a ^ tally.length * 1).bits = Function.update (Function.update base (slots 9) []) (slots 1) (a ^ tally.length).bits := by funext k by_cases h1 : k = slots 1 · subst k; simp · by_cases h9 : k = slots 9 · subst k; simp [hd 9 1 (by decide)] · simp [initial, h1, h9] simpa only [hfinal] using appendRuns _ start run end Executions noncomputable def perIteration (width : Nat) : Nat := BinaryMulMachine.timePolynomial.eval (2 * width) + 3 * width + 5 theorem loopBudget_le (a r : Nat) (tally : List Bool) (width : Nat) (ha : a.size ≤ width) (hr : r.size + tally.length * a.size ≤ width) : loopBudget a r tally ≤ (tally.length + 1) * perIteration width := by induction tally generalizing r with | nil => simp [loopBudget, perIteration] | cons token tally ih => have hp := BinaryArithmetic.size_mul_le a r have hnext : (a * r).size + tally.length * a.size ≤ width := by simp only [List.length_cons, Nat.add_mul] at hr omega have hbound := ih (a * r) hnext have hrs : r.size ≤ width := by omega have hps : (a * r).size ≤ width := by omega have hm := MachineComposition.natPolynomial_eval_mono BinaryMulMachine.timePolynomial (show a.size + r.size ≤ 2 * width by omega) have hb : bodyBudget a r ≤ perIteration width := by unfold bodyBudget perIteration omega simp only [loopBudget, List.length_cons] nlinarith noncomputable def timePolynomial : Polynomial Nat := Polynomial.C 100 * (Polynomial.X + Polynomial.C 2) ^ 5 theorem budget_le_timePolynomial (a : Nat) (tally : List Bool) : 1 + loopBudget a 1 tally ≤ timePolynomial.eval (a.size + tally.length) := by let width := (a.size + tally.length + 2) ^ 2 have hs : 1 ≤ a.size + tally.length + 2 := by omega have hsq : a.size + tally.length + 2 ≤ width := le_self_pow hs (by decide) have hw1 : 1 ≤ width := hs.trans hsq have ha : a.size ≤ width := (show a.size ≤ a.size + tally.length + 2 by omega).trans hsq have hr : (1 : Nat).size + tally.length * a.size ≤ width := by simp only [Nat.size_one] dsimp [width] nlinarith have hloop := loopBudget_le a 1 tally width ha hr have hper : perIteration width ≤ 64 * width ^ 2 := by simp only [perIteration, BinaryMulMachine.timePolynomial, Polynomial.eval_add, Polynomial.eval_mul, Polynomial.eval_C, Polynomial.eval_pow, Polynomial.eval_X] nlinarith have hcount : tally.length + 1 ≤ a.size + tally.length + 2 := by omega have hmul := Nat.mul_le_mul hcount hper have hfull := hloop.trans hmul simp only [timePolynomial, Polynomial.eval_mul, Polynomial.eval_C, Polynomial.eval_pow, Polynomial.eval_add, Polynomial.eval_X] dsimp [width] at hfull have hs5 : 1 ≤ (a.size + tally.length + 2) ^ 5 := hs.trans (le_self_pow hs (by decide)) nlinarith [hs5] noncomputable def powerInPolynomialTime (slots : Fin 11 ↪ K) (labels : Label → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (BinaryAddMachine.Alphabet (K := K)) Λ (State A)) (atLabels : ∀ label, p (labels label) = instruction slots labels exit label) (base : K → List Bool) (a : Nat) (tally : List Bool) (ha : base (slots 0) = a.bits) (outputEmpty : base (slots 1) = []) (ht : base (slots 9) = tally) (hw : Workspace slots base) (ambient : A) : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .initialize), clean ambient, base⟩ (some ⟨exit, clean ambient, Function.update (Function.update base (slots 9) []) (slots 1) (a ^ tally.length).bits⟩) (timePolynomial.eval (a.size + tally.length)) := by let run := powerInTime slots labels exit p atLabels base a tally ha outputEmpty ht hw ambient exact { steps := run.steps evals_in_steps := run.evals_in_steps steps_le_m := run.steps_le_m.trans (budget_le_timePolynomial a tally) } end BinPackingGap.BinaryPowerMachine end OAI