import Mathlib.Data.Fin.Embedding import Mathlib.Tactic.FinCases import Mathlib.Tactic.Linarith import Mathlib.Tactic.Ring import OAI.Computability.BinPacking.Computation.MachineCloudPrefix import OAI.Computability.BinPacking.Reductions.MachineTransducer namespace OAI namespace BinPackingGames.Foundations.Complexity.MachineTransducerCopy open Turing open Reduction.MachineSubstitution (pushWord stepAux_pushWord) variable {K Λ σ Q : Type} [DecidableEq K] abbrev Alphabet (K : Type) (_ : K) := Bool abbrev State (σ Q : Type) := (σ × Q) × Option Bool def scanLoop (source scratch : K) (initial : Q) (emitterLabel : Q → Bool → Λ) (restoreLabel : Λ) : TM2.Stmt (Alphabet K) Λ (State σ Q) := .pop source (fun state head => (state.1, head)) (.branch (fun state => state.2.isSome) (.push scratch (fun state => state.2.getD false) (.goto fun state => emitterLabel state.1.2 (state.2.getD false))) (.load (fun state => ((state.1.1, initial), none)) (.goto fun _ => restoreLabel))) def emitter (destination : K) (transition : Q → Bool → Q) (emit : Q → Bool → List Bool) (scanLabel : Λ) (control : Q) (symbol : Bool) : TM2.Stmt (Alphabet K) Λ (State σ Q) := .load (fun state => ((state.1.1, transition control symbol), state.2)) (pushWord destination (emit control symbol) (.goto fun _ => scanLabel)) abbrev tapes (source scratch destination : K) (base : K → List Bool) (input scratchWord outputWord : List Bool) : K → List Bool := MachineCopy.forkTapes source scratch destination base input scratchWord outputWord private theorem update_source (source scratch destination : K) (sourceScratch : source ≠ scratch) (sourceDestination : source ≠ destination) (scratchDestination : scratch ≠ destination) (base : K → List Bool) (input scratchWord outputWord replacement : List Bool) : Function.update (tapes source scratch destination base input scratchWord outputWord) source replacement = tapes source scratch destination base replacement scratchWord outputWord := by funext k by_cases hs : k = source · subst k; simp [tapes, MachineCopy.forkTapes, sourceScratch, sourceDestination] · by_cases ht : k = scratch · subst k; simp [tapes, MachineCopy.forkTapes, Ne.symm sourceScratch, scratchDestination] · by_cases hd : k = destination · subst k; simp [tapes, MachineCopy.forkTapes, Ne.symm sourceDestination] · simp [tapes, MachineCopy.forkTapes, hs, ht, hd] private theorem update_scratch (source scratch destination : K) (scratchDestination : scratch ≠ destination) (base : K → List Bool) (input scratchWord outputWord replacement : List Bool) : Function.update (tapes source scratch destination base input scratchWord outputWord) scratch replacement = tapes source scratch destination base input replacement outputWord := by funext k by_cases ht : k = scratch · subst k; simp [tapes, MachineCopy.forkTapes, scratchDestination] · by_cases hd : k = destination · subst k; simp [tapes, MachineCopy.forkTapes, Ne.symm scratchDestination] · simp [tapes, MachineCopy.forkTapes, ht, hd] private theorem update_output (source scratch destination : K) (base : K → List Bool) (input scratchWord outputWord replacement : List Bool) : Function.update (tapes source scratch destination base input scratchWord outputWord) destination replacement = tapes source scratch destination base input scratchWord replacement := by simp [tapes, MachineCopy.forkTapes] theorem scanStep_empty (source scratch destination : K) (sourceScratch : source ≠ scratch) (sourceDestination : source ≠ destination) (scratchDestination : scratch ≠ destination) (initial : Q) (scanLabel restoreLabel : Λ) (emitterLabel : Q → Bool → Λ) (program : Λ → TM2.Stmt (Alphabet K) Λ (State σ Q)) (atScan : program scanLabel = scanLoop source scratch initial emitterLabel restoreLabel) (base : K → List Bool) (scratchWord outputWord : List Bool) (ambient : σ) (control : Q) (register : Option Bool) : TM2.step program ⟨some scanLabel, ((ambient, control), register), tapes source scratch destination base [] scratchWord outputWord⟩ = some ⟨some restoreLabel, ((ambient, initial), none), tapes source scratch destination base [] scratchWord outputWord⟩ := by change some (TM2.stepAux (program scanLabel) ((ambient, control), register) (tapes source scratch destination base [] scratchWord outputWord)) = _ rw [atScan] simp [scanLoop, TM2.stepAux, sourceScratch, sourceDestination, scratchDestination, update_source] theorem scanStep_cons (source scratch destination : K) (sourceScratch : source ≠ scratch) (sourceDestination : source ≠ destination) (scratchDestination : scratch ≠ destination) (initial : Q) (scanLabel restoreLabel : Λ) (emitterLabel : Q → Bool → Λ) (program : Λ → TM2.Stmt (Alphabet K) Λ (State σ Q)) (atScan : program scanLabel = scanLoop source scratch initial emitterLabel restoreLabel) (base : K → List Bool) (symbol : Bool) (input scratchWord outputWord : List Bool) (ambient : σ) (control : Q) (register : Option Bool) : TM2.step program ⟨some scanLabel, ((ambient, control), register), tapes source scratch destination base (symbol :: input) scratchWord outputWord⟩ = some ⟨some (emitterLabel control symbol), ((ambient, control), some symbol), tapes source scratch destination base input (symbol :: scratchWord) outputWord⟩ := by change some (TM2.stepAux (program scanLabel) ((ambient, control), register) (tapes source scratch destination base (symbol :: input) scratchWord outputWord)) = _ rw [atScan] simp [scanLoop, TM2.stepAux, sourceScratch, sourceDestination, scratchDestination, update_source, update_scratch] theorem emitterStep (source scratch destination : K) (transition : Q → Bool → Q) (emit : Q → Bool → List Bool) (scanLabel : Λ) (emitterLabel : Q → Bool → Λ) (program : Λ → TM2.Stmt (Alphabet K) Λ (State σ Q)) (atEmitter : ∀ control symbol, program (emitterLabel control symbol) = emitter destination transition emit scanLabel control symbol) (base : K → List Bool) (input scratchWord outputWord : List Bool) (ambient : σ) (control : Q) (symbol : Bool) : TM2.step program ⟨some (emitterLabel control symbol), ((ambient, control), some symbol), tapes source scratch destination base input scratchWord outputWord⟩ = some ⟨some scanLabel, ((ambient, transition control symbol), some symbol), tapes source scratch destination base input scratchWord ((emit control symbol).reverse ++ outputWord)⟩ := by change some (TM2.stepAux (program (emitterLabel control symbol)) ((ambient, control), some symbol) (tapes source scratch destination base input scratchWord outputWord)) = _ rw [atEmitter] simp only [emitter, TM2.stepAux] rw [stepAux_pushWord] simp only [TM2.stepAux, MachineCopy.forkTapes_right] rw [update_output] theorem twoSteps_cons (source scratch destination : K) (sourceScratch : source ≠ scratch) (sourceDestination : source ≠ destination) (scratchDestination : scratch ≠ destination) (initial : Q) (transition : Q → Bool → Q) (emit : Q → Bool → List Bool) (scanLabel restoreLabel : Λ) (emitterLabel : Q → Bool → Λ) (program : Λ → TM2.Stmt (Alphabet K) Λ (State σ Q)) (atScan : program scanLabel = scanLoop source scratch initial emitterLabel restoreLabel) (atEmitter : ∀ control symbol, program (emitterLabel control symbol) = emitter destination transition emit scanLabel control symbol) (base : K → List Bool) (symbol : Bool) (input scratchWord outputWord : List Bool) (ambient : σ) (control : Q) (register : Option Bool) : (MachineComposition.advance (TM2.step program))^[2] (some ⟨some scanLabel, ((ambient, control), register), tapes source scratch destination base (symbol :: input) scratchWord outputWord⟩) = some ⟨some scanLabel, ((ambient, transition control symbol), some symbol), tapes source scratch destination base input (symbol :: scratchWord) ((emit control symbol).reverse ++ outputWord)⟩ := by change (TM2.step program ⟨some scanLabel, ((ambient, control), register), tapes source scratch destination base (symbol :: input) scratchWord outputWord⟩).bind (TM2.step program) = _ rw [scanStep_cons source scratch destination sourceScratch sourceDestination scratchDestination initial scanLabel restoreLabel emitterLabel program atScan base symbol input scratchWord outputWord ambient control register] exact emitterStep source scratch destination transition emit scanLabel emitterLabel program atEmitter base input (symbol :: scratchWord) outputWord ambient control symbol theorem scanTrace (source scratch destination : K) (sourceScratch : source ≠ scratch) (sourceDestination : source ≠ destination) (scratchDestination : scratch ≠ destination) (initial : Q) (transition : Q → Bool → Q) (emit : Q → Bool → List Bool) (scanLabel restoreLabel : Λ) (emitterLabel : Q → Bool → Λ) (program : Λ → TM2.Stmt (Alphabet K) Λ (State σ Q)) (atScan : program scanLabel = scanLoop source scratch initial emitterLabel restoreLabel) (atEmitter : ∀ control symbol, program (emitterLabel control symbol) = emitter destination transition emit scanLabel control symbol) (base : K → List Bool) (input scratchWord outputWord : List Bool) (ambient : σ) (control : Q) (register : Option Bool) : (MachineComposition.advance (TM2.step program))^[2 * input.length + 1] (some ⟨some scanLabel, ((ambient, control), register), tapes source scratch destination base input scratchWord outputWord⟩) = some ⟨some restoreLabel, ((ambient, initial), none), tapes source scratch destination base [] (input.reverse ++ scratchWord) ((Reduction.MachineTransducer.output transition emit control input).reverse ++ outputWord)⟩ := by induction input generalizing control scratchWord outputWord register with | nil => simpa only [List.length_nil, Nat.mul_zero, Nat.zero_add, Function.iterate_one, MachineComposition.advance_some, Reduction.MachineTransducer.output, List.reverse_nil, List.nil_append] using scanStep_empty source scratch destination sourceScratch sourceDestination scratchDestination initial scanLabel restoreLabel emitterLabel program atScan base scratchWord outputWord ambient control register | cons symbol input ih => rw [List.length_cons, show 2 * (input.length + 1) + 1 = (2 * input.length + 1) + 2 by omega, Function.iterate_add_apply] rw [twoSteps_cons source scratch destination sourceScratch sourceDestination scratchDestination initial transition emit scanLabel restoreLabel emitterLabel program atScan atEmitter base symbol input scratchWord outputWord ambient control register, ih] simp only [Reduction.MachineTransducer.output, List.reverse_append, List.reverse_cons, List.append_assoc, List.singleton_append] theorem restoreTapes (source scratch destination : K) (sourceScratch : source ≠ scratch) (sourceDestination : source ≠ destination) (scratchDestination : scratch ≠ destination) (base : K → List Bool) (scratchEmpty : base scratch = []) (outputWord : List Bool) : Reduction.MachineTransfer.tapesAt scratch source (tapes source scratch destination base [] (base source).reverse outputWord) [] (base source) = Function.update base destination outputWord := by funext k by_cases hs : k = source · subst k; simp [Reduction.MachineTransfer.tapesAt, sourceDestination] · by_cases ht : k = scratch · subst k simp [Reduction.MachineTransfer.tapesAt, Ne.symm sourceScratch, scratchDestination, scratchEmpty] · by_cases hd : k = destination · subst k simp [Reduction.MachineTransfer.tapesAt, tapes, MachineCopy.forkTapes, Ne.symm sourceDestination, Ne.symm scratchDestination] · simp [Reduction.MachineTransfer.tapesAt, tapes, MachineCopy.forkTapes, hs, ht, hd] theorem transduceCopyTrace (source scratch destination : K) (sourceScratch : source ≠ scratch) (sourceDestination : source ≠ destination) (scratchDestination : scratch ≠ destination) (initial : Q) (transition : Q → Bool → Q) (emit : Q → Bool → List Bool) (scanLabel restoreLabel : Λ) (emitterLabel : Q → Bool → Λ) (exit : Option Λ) (program : Λ → TM2.Stmt (Alphabet K) Λ (State σ Q)) (atScan : program scanLabel = scanLoop source scratch initial emitterLabel restoreLabel) (atEmitter : ∀ control symbol, program (emitterLabel control symbol) = emitter destination transition emit scanLabel control symbol) (atRestore : program restoreLabel = Reduction.MachineTransfer.loopAt scratch source id false restoreLabel exit) (base : K → List Bool) (scratchEmpty : base scratch = []) (ambient : σ) (control : Q) (register : Option Bool) : (MachineComposition.advance (TM2.step program))^[3 * (base source).length + 2] (some ⟨some scanLabel, ((ambient, control), register), base⟩) = some ⟨exit, ((ambient, initial), none), Function.update base destination ((Reduction.MachineTransducer.output transition emit control (base source)).reverse ++ base destination)⟩ := by have scan := scanTrace source scratch destination sourceScratch sourceDestination scratchDestination initial transition emit scanLabel restoreLabel emitterLabel program atScan atEmitter base (base source) (base scratch) (base destination) ambient control register have tapesSelf : tapes source scratch destination base (base source) (base scratch) (base destination) = base := MachineCopy.forkTapes_self source scratch destination base rw [tapesSelf] at scan simp only [scratchEmpty, List.append_nil] at scan let outputWord := (Reduction.MachineTransducer.output transition emit control (base source)).reverse ++ base destination let scanned := tapes source scratch destination base [] (base source).reverse outputWord have restore := Reduction.MachineTransfer.transferAt_fromTapes scratch source (Ne.symm sourceScratch) id false restoreLabel exit program atRestore scanned (ambient, initial) none change (MachineComposition.advance (TM2.step program))^[(scanned scratch).length + 1] (some ⟨some restoreLabel, ((ambient, initial), none), scanned⟩) = _ at restore have scratchWord : scanned scratch = (base source).reverse := by simp [scanned, scratchDestination] have sourceWord : scanned source = [] := by simp [scanned, sourceScratch, sourceDestination] rw [scratchWord, sourceWord] at restore simp only [List.map_id, List.reverse_reverse, List.append_nil, List.length_reverse] at restore rw [restoreTapes source scratch destination sourceScratch sourceDestination scratchDestination base scratchEmpty outputWord] at restore rw [show 3 * (base source).length + 2 = ((base source).length + 1) + (2 * (base source).length + 1) by omega, Function.iterate_add_apply, scan] exact restore def transduceCopyInTime (source scratch destination : K) (sourceScratch : source ≠ scratch) (sourceDestination : source ≠ destination) (scratchDestination : scratch ≠ destination) (initial : Q) (transition : Q → Bool → Q) (emit : Q → Bool → List Bool) (scanLabel restoreLabel : Λ) (emitterLabel : Q → Bool → Λ) (exit : Option Λ) (program : Λ → TM2.Stmt (Alphabet K) Λ (State σ Q)) (atScan : program scanLabel = scanLoop source scratch initial emitterLabel restoreLabel) (atEmitter : ∀ control symbol, program (emitterLabel control symbol) = emitter destination transition emit scanLabel control symbol) (atRestore : program restoreLabel = Reduction.MachineTransfer.loopAt scratch source id false restoreLabel exit) (base : K → List Bool) (scratchEmpty : base scratch = []) (ambient : σ) (control : Q) (register : Option Bool) : StateTransition.EvalsToInTime (TM2.step program) ⟨some scanLabel, ((ambient, control), register), base⟩ (some ⟨exit, ((ambient, initial), none), Function.update base destination ((Reduction.MachineTransducer.output transition emit control (base source)).reverse ++ base destination)⟩) (3 * (base source).length + 2) where steps := 3 * (base source).length + 2 evals_in_steps := transduceCopyTrace source scratch destination sourceScratch sourceDestination scratchDestination initial transition emit scanLabel restoreLabel emitterLabel exit program atScan atEmitter atRestore base scratchEmpty ambient control register steps_le_m := Nat.le_refl _ omit [DecidableEq K] in theorem scanLoop_pushBound (source scratch : K) (initial : Q) (emitterLabel : Q → Bool → Λ) (restoreLabel : Λ) : Runtime.statementPushBound (scanLoop (σ := σ) source scratch initial emitterLabel restoreLabel) = 1 := by simp [scanLoop, Runtime.statementPushBound] omit [DecidableEq K] in theorem emitter_pushBound (destination : K) (transition : Q → Bool → Q) (emit : Q → Bool → List Bool) (scanLabel : Λ) (control : Q) (symbol : Bool) : Runtime.statementPushBound (emitter (σ := σ) destination transition emit scanLabel control symbol) = (emit control symbol).length := by simp [emitter, Runtime.statementPushBound, Reduction.MachineSubstitution.statementPushBound_pushWord] end BinPackingGames.Foundations.Complexity.MachineTransducerCopy namespace BinPackingGames.Foundations.Complexity.MachineUnaryMultiply open Turing open scoped BigOperators inductive Label | copyDrain | copyFork | seed | guard | scan | emitFalse | emitTrue | restore | finish deriving DecidableEq protected abbrev Label.enumList : List Label := [.copyDrain, .copyFork, .seed, .guard, .scan, .emitFalse, .emitTrue, .restore, .finish] 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 variable {K Λ σ : Type} [DecidableEq K] abbrev Alphabet (_ : K) := Bool abbrev State (σ : Type) := (σ × Unit) × Option Bool def transition (_ : Unit) (_ : Bool) : Unit := () def payload (_ : Unit) (bit : Bool) : List Bool := if bit then [true] else [] def emitterLabel (labels : Label → Λ) (_ : Unit) (bit : Bool) : Λ := if bit then labels .emitTrue else labels .emitFalse def statement (slots : Fin 5 ↪ K) (labels : Label → Λ) (exit : Option Λ) : Label → TM2.Stmt (Alphabet (K := K)) Λ (State σ) | .copyDrain => Reduction.MachineTransfer.loopAt (slots 1) (slots 4) id false (labels .copyDrain) (some (labels .copyFork)) | .copyFork => MachineCopy.forkLoop (slots 4) (slots 1) (slots 3) false (labels .copyFork) (some (labels .seed)) | .seed => .push (slots 2) (fun _ => false) (.goto fun _ => labels .guard) | .guard => MachineUnaryCounter.guard (slots 3) (labels .scan) (labels .finish) | .scan => MachineTransducerCopy.scanLoop (slots 0) (slots 4) () (emitterLabel labels) (labels .restore) | .emitFalse => MachineTransducerCopy.emitter (slots 2) transition payload (labels .scan) () false | .emitTrue => MachineTransducerCopy.emitter (slots 2) transition payload (labels .scan) () true | .restore => Reduction.MachineTransfer.loopAt (slots 4) (slots 0) id false (labels .restore) (some (labels .guard)) | .finish => .pop (slots 3) (fun state _ => (state.1, none)) (Reduction.MachineTransfer.exitAt (slots 2) exit) def program (slots : Fin 5 ↪ K) : Label → TM2.Stmt (Alphabet (K := K)) Label (State σ) := statement slots id none def machine : FinTM2 where K := Fin 5 k₀ := 0 k₁ := 2 Γ _ := Bool Λ := Label main := .copyDrain σ := State Unit initialState := (((), ()), none) m := program (Function.Embedding.refl (Fin 5)) def resultTapes (slots : Fin 5 ↪ K) (base : K → List Bool) (product : ℕ) : K → List Bool := Function.update base (slots 2) (encodeWord product ++ base (slots 2)) @[simp] theorem resultTapes_output (slots : Fin 5 ↪ K) (base : K → List Bool) (p : ℕ) : resultTapes slots base p (slots 2) = encodeWord p ++ base (slots 2) := by simp [resultTapes] theorem resultTapes_other (slots : Fin 5 ↪ K) (base : K → List Bool) (p : ℕ) (k : K) (hk : k ≠ slots 2) : resultTapes slots base p k = base k := by simp [resultTapes, hk] def bodySteps (a : ℕ) : ℕ := 3 * (a + 1) + 2 def steps (a b : ℕ) : ℕ := 3 * a * b + 8 * b + 7 private theorem output_encodeWord (a : ℕ) : Reduction.MachineTransducer.output transition payload () (encodeWord a) = List.replicate a true := by induction a with | zero => simp [encodeWord, Reduction.MachineTransducer.output, payload] | succ a ih => simpa only [encodeWord, List.replicate_succ, List.cons_append, Reduction.MachineTransducer.output, payload, Bool.cond_true, transition, ite_true, List.singleton_append, List.nil_append] using congrArg (List.cons true) ih private theorem prepend_payload (a p : ℕ) (suffix : List Bool) : List.replicate a true ++ (encodeWord p ++ suffix) = encodeWord (a + p) ++ suffix := by simp only [encodeWord, List.replicate_add, List.append_assoc] def loopBase (slots : Fin 5 ↪ K) (base : K → List Bool) (a b r : ℕ) : K → List Bool := resultTapes slots base (a * (b - r)) private theorem bodyTrace (slots : Fin 5 ↪ K) (labels : Label → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State σ)) (atLabels : ∀ label, p (labels label) = statement slots labels exit label) (base : K → List Bool) (a b r : ℕ) (hr : r < b) (operand : base (slots 0) = encodeWord a) (scratchEmpty : base (slots 4) = []) (ambient : σ) : (MachineComposition.advance (TM2.step p))^[bodySteps a] (some (MachineCountedLoop.bodyConfiguration (slots 3) (labels .scan) [] (fun _ => (ambient, ())) (loopBase slots base a b) r)) = some (MachineCountedLoop.guardConfiguration (slots 3) (labels .guard) [] (fun _ => (ambient, ())) (fun _ => none) (loopBase slots base a b) r) := by have h04 : slots 0 ≠ slots 4 := slots.injective.ne (by decide) have h02 : slots 0 ≠ slots 2 := slots.injective.ne (by decide) have h42 : slots 4 ≠ slots 2 := slots.injective.ne (by decide) have h03 : slots 0 ≠ slots 3 := slots.injective.ne (by decide) have h43 : slots 4 ≠ slots 3 := slots.injective.ne (by decide) have h23 : slots 2 ≠ slots 3 := slots.injective.ne (by decide) let start := MachineUnaryCounter.counterTapes (slots 3) (loopBase slots base a b (r + 1)) r [] have hstartA : start (slots 0) = encodeWord a := by simp [start, MachineUnaryCounter.counterTapes, loopBase, resultTapes, h03, h02, operand] have hstartScratch : start (slots 4) = [] := by simp [start, MachineUnaryCounter.counterTapes, loopBase, resultTapes, h43, h42, scratchEmpty] have hscan : p (labels .scan) = MachineTransducerCopy.scanLoop (slots 0) (slots 4) () (emitterLabel labels) (labels .restore) := atLabels .scan have hemit : ∀ control bit, p (emitterLabel labels control bit) = MachineTransducerCopy.emitter (slots 2) transition payload (labels .scan) control bit := by intro control bit cases control cases bit <;> exact atLabels _ have hrestore : p (labels .restore) = Reduction.MachineTransfer.loopAt (slots 4) (slots 0) id false (labels .restore) (some (labels .guard)) := atLabels .restore have hcopy := MachineTransducerCopy.transduceCopyTrace (slots 0) (slots 4) (slots 2) h04 h02 h42 () transition payload (labels .scan) (labels .restore) (emitterLabel labels) (some (labels .guard)) p hscan hemit hrestore start hstartScratch ambient () none rw [hstartA, output_encodeWord, List.reverse_replicate] at hcopy have hcount : a + a * (b - (r + 1)) = a * (b - r) := by have hr' : b - r = b - (r + 1) + 1 := by omega rw [hr'] ring have hfinish : Function.update start (slots 2) (List.replicate a true ++ start (slots 2)) = MachineUnaryCounter.counterTapes (slots 3) (loopBase slots base a b r) r [] := by funext k by_cases hk2 : k = slots 2 · subst k simp only [Function.update_self] simp only [start, MachineUnaryCounter.counterTapes_other (slots 3) (slots 2) h23, loopBase, resultTapes_output] rw [prepend_payload, hcount] · by_cases hk3 : k = slots 3 · subst k simp [start, MachineUnaryCounter.counterTapes, hk2] · simp [start, MachineUnaryCounter.counterTapes, loopBase, resultTapes, hk2, hk3] rw [hfinish] at hcopy simpa only [bodySteps, encodeWord, List.length_append, List.length_replicate, List.length_singleton, MachineCountedLoop.bodyConfiguration, MachineCountedLoop.guardConfiguration] using hcopy private theorem totalSteps_eq (a b : ℕ) : MachineCountedLoop.totalSteps (fun _ => bodySteps a) b = b * (bodySteps a + 1) + 1 := by simp [MachineCountedLoop.totalSteps, Nat.mul_add, Nat.add_assoc] theorem multiplyTrace (slots : Fin 5 ↪ K) (labels : Label → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State σ)) (atLabels : ∀ label, p (labels label) = statement slots labels exit label) (base : K → List Bool) (a b : ℕ) (operandA : base (slots 0) = encodeWord a) (operandB : base (slots 1) = encodeWord b) (counterEmpty : base (slots 3) = []) (scratchEmpty : base (slots 4) = []) (ambient : σ) (register : Option Bool) : (MachineComposition.advance (TM2.step p))^[steps a b] (some ⟨some (labels .copyDrain), ((ambient, ()), register), base⟩) = some ⟨exit, ((ambient, ()), none), resultTapes slots base (a * b)⟩ := by have h13 : slots 1 ≠ slots 3 := slots.injective.ne (by decide) have h14 : slots 1 ≠ slots 4 := slots.injective.ne (by decide) have h34 : slots 3 ≠ slots 4 := slots.injective.ne (by decide) have h23 : slots 2 ≠ slots 3 := slots.injective.ne (by decide) let copied := Function.update base (slots 3) (encodeWord b) have hcopy : (MachineComposition.advance (TM2.step p))^[2 * (b + 2)] (some ⟨some (labels .copyDrain), ((ambient, ()), register), base⟩) = some ⟨some (labels .seed), ((ambient, ()), none), copied⟩ := by have h := MachineCopy.copyTrace (slots 1) (slots 3) (slots 4) h13 h14 h34 false (labels .copyDrain) (labels .copyFork) (some (labels .seed)) p (atLabels .copyDrain) (atLabels .copyFork) base scratchEmpty (ambient, ()) register simpa only [copied, operandB, counterEmpty, List.append_nil, encodeWord, List.length_append, List.length_replicate, List.length_singleton, Nat.add_assoc, Nat.reduceAdd] using h have hseedTapes : Function.update copied (slots 2) (false :: copied (slots 2)) = MachineUnaryCounter.counterTapes (slots 3) (loopBase slots base a b b) b [] := by funext k by_cases hk2 : k = slots 2 · subst k simp [copied, MachineUnaryCounter.counterTapes, loopBase, resultTapes, h23, encodeWord] · by_cases hk3 : k = slots 3 · subst k simp [copied, MachineUnaryCounter.counterTapes, hk2] · simp [copied, MachineUnaryCounter.counterTapes, loopBase, resultTapes, hk2, hk3] have hseed : (MachineComposition.advance (TM2.step p))^[1] (some ⟨some (labels .seed), ((ambient, ()), none), copied⟩) = some (MachineCountedLoop.guardConfiguration (slots 3) (labels .guard) [] (fun _ => (ambient, ())) (fun _ => none) (loopBase slots base a b) b) := by change some (TM2.stepAux (p (labels .seed)) ((ambient, ()), none) copied) = _ rw [atLabels .seed] change some (⟨some (labels .guard), ((ambient, ()), none), Function.update copied (slots 2) (false :: copied (slots 2))⟩ : TM2.Cfg (Alphabet (K := K)) Λ (State σ)) = _ rw [hseedTapes] rfl have hloop := MachineCountedLoop.loopTrace (slots 3) (labels .guard) (labels .scan) (labels .finish) p (atLabels .guard) [] (fun _ => (ambient, ())) (fun _ => none) (loopBase slots base a b) (fun _ => bodySteps a) b (fun r hr => bodyTrace slots labels exit p atLabels base a b r hr operandA scratchEmpty ambient) let finalCounter := MachineUnaryCounter.counterTapes (slots 3) (loopBase slots base a b 0) 0 [] have hfinishTapes : Function.update finalCounter (slots 3) ((finalCounter (slots 3)).tail) = resultTapes slots base (a * b) := by funext k by_cases hk3 : k = slots 3 · subst k simp [finalCounter, MachineUnaryCounter.counterTapes, encodeWord, resultTapes, Ne.symm h23, counterEmpty] · simp [finalCounter, MachineUnaryCounter.counterTapes, loopBase, hk3] have hfinish : (MachineComposition.advance (TM2.step p))^[1] (some (MachineCountedLoop.exitConfiguration (slots 3) (labels .finish) [] (fun _ => (ambient, ())) (loopBase slots base a b))) = some ⟨exit, ((ambient, ()), none), resultTapes slots base (a * b)⟩ := by change some (TM2.stepAux (p (labels .finish)) ((ambient, ()), none) finalCounter) = _ rw [atLabels .finish] cases exit <;> simpa only [statement, TM2.stepAux, Reduction.MachineTransfer.exitAt] using congrArg (fun tapes => some (⟨_, ((ambient, ()), none), tapes⟩ : TM2.Cfg (Alphabet (K := K)) Λ (State σ))) hfinishTapes rw [show steps a b = 1 + (MachineCountedLoop.totalSteps (fun _ => bodySteps a) b + (1 + 2 * (b + 2))) by rw [totalSteps_eq]; unfold steps bodySteps; ring] rw [Function.iterate_add_apply, Function.iterate_add_apply, Function.iterate_add_apply, hcopy, hseed, hloop] exact hfinish def multiplyInTime (slots : Fin 5 ↪ K) (labels : Label → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State σ)) (atLabels : ∀ label, p (labels label) = statement slots labels exit label) (base : K → List Bool) (a b : ℕ) (operandA : base (slots 0) = encodeWord a) (operandB : base (slots 1) = encodeWord b) (counterEmpty : base (slots 3) = []) (scratchEmpty : base (slots 4) = []) (ambient : σ) (register : Option Bool) : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .copyDrain), ((ambient, ()), register), base⟩ (some ⟨exit, ((ambient, ()), none), resultTapes slots base (a * b)⟩) (steps a b) where steps := steps a b evals_in_steps := multiplyTrace slots labels exit p atLabels base a b operandA operandB counterEmpty scratchEmpty ambient register steps_le_m := Nat.le_refl _ noncomputable def timePolynomial : Polynomial ℕ := Polynomial.C 3 * Polynomial.X ^ 2 + Polynomial.C 8 * Polynomial.X + Polynomial.C 7 theorem steps_le_timePolynomial (a b : ℕ) : steps a b ≤ timePolynomial.eval (a + b + 2) := by have ha : a ≤ a + b + 2 := by omega have hb : b ≤ a + b + 2 := by omega have hab := Nat.mul_le_mul ha hb simp only [timePolynomial, Polynomial.eval_add, Polynomial.eval_mul, Polynomial.eval_C, Polynomial.eval_pow, Polynomial.eval_X] unfold steps nlinarith theorem multiplyFrame (slots : Fin 5 ↪ K) (base : K → List Bool) (a b : ℕ) (k : K) (hk : k ≠ slots 2) : resultTapes slots base (a * b) k = base k := resultTapes_other slots base _ k hk theorem programTrace (slots : Fin 5 ↪ K) (base : K → List Bool) (a b : ℕ) (operandA : base (slots 0) = encodeWord a) (operandB : base (slots 1) = encodeWord b) (counterEmpty : base (slots 3) = []) (scratchEmpty : base (slots 4) = []) (ambient : σ) (register : Option Bool) : (MachineComposition.advance (TM2.step (program (σ := σ) slots)))^[steps a b] (some ⟨some .copyDrain, ((ambient, ()), register), base⟩) = some ⟨none, ((ambient, ()), none), resultTapes slots base (a * b)⟩ := multiplyTrace slots id none (program slots) (fun _ => rfl) base a b operandA operandB counterEmpty scratchEmpty ambient register def programInPolynomialTime (slots : Fin 5 ↪ K) (base : K → List Bool) (a b : ℕ) (operandA : base (slots 0) = encodeWord a) (operandB : base (slots 1) = encodeWord b) (counterEmpty : base (slots 3) = []) (scratchEmpty : base (slots 4) = []) (ambient : σ) (register : Option Bool) : StateTransition.EvalsToInTime (TM2.step (program (σ := σ) slots)) ⟨some .copyDrain, ((ambient, ()), register), base⟩ (some ⟨none, ((ambient, ()), none), resultTapes slots base (a * b)⟩) (timePolynomial.eval ((encodeWord a).length + (encodeWord b).length)) where steps := steps a b evals_in_steps := programTrace slots base a b operandA operandB counterEmpty scratchEmpty ambient register steps_le_m := by have hlength : (encodeWord a).length + (encodeWord b).length = a + b + 2 := by simp only [encodeWord, List.length_append, List.length_replicate, List.length_singleton] omega rw [hlength] exact steps_le_timePolynomial a b end BinPackingGames.Foundations.Complexity.MachineUnaryMultiply namespace BinPackingGames.Foundations.Complexity.MachineRadixStep open Turing inductive Label | multiply (label : MachineUnaryMultiply.Label) | digitDrain | digitFork | add | finish deriving DecidableEq, Fintype variable {K Λ σ : Type} abbrev Alphabet (_ : K) := Bool abbrev State (σ : Type) := MachineUnaryMultiply.State σ def multiplySlots (slots : Fin 6 ↪ K) : Fin 5 ↪ K := (Fin.succAboveEmb (2 : Fin 6)).trans slots @[simp] theorem multiplySlots_zero (slots : Fin 6 ↪ K) : multiplySlots slots 0 = slots 0 := rfl @[simp] theorem multiplySlots_one (slots : Fin 6 ↪ K) : multiplySlots slots 1 = slots 1 := rfl @[simp] theorem multiplySlots_two (slots : Fin 6 ↪ K) : multiplySlots slots 2 = slots 3 := rfl @[simp] theorem multiplySlots_three (slots : Fin 6 ↪ K) : multiplySlots slots 3 = slots 4 := rfl @[simp] theorem multiplySlots_four (slots : Fin 6 ↪ K) : multiplySlots slots 4 = slots 5 := rfl variable [DecidableEq K] def statement (slots : Fin 6 ↪ K) (labels : Label → Λ) (exit : Option Λ) : Label → TM2.Stmt (Alphabet (K := K)) Λ (State σ) | .multiply label => MachineUnaryMultiply.statement (multiplySlots slots) (fun l => labels (.multiply l)) (some (labels .digitDrain)) label | .digitDrain => Reduction.MachineTransfer.loopAt (slots 2) (slots 5) id false (labels .digitDrain) (some (labels .digitFork)) | .digitFork => MachineCopy.forkLoop (slots 5) (slots 2) (slots 4) false (labels .digitFork) (some (labels .add)) | .add => MachineUnaryAddAt.loop (slots 4) (slots 3) (labels .add) (some (labels .finish)) | .finish => .pop (slots 4) (fun state _ => (state.1, none)) (Reduction.MachineTransfer.exitAt (slots 3) exit) def program (slots : Fin 6 ↪ K) : Label → TM2.Stmt (Alphabet (K := K)) Label (State σ) := statement slots id none def machine : FinTM2 where K := Fin 6 k₀ := 0 k₁ := 3 Γ _ := Bool Λ := Label main := .multiply .copyDrain σ := State Unit initialState := (((), ()), none) m := program (Function.Embedding.refl (Fin 6)) def resultTapes (slots : Fin 6 ↪ K) (base : K → List Bool) (value : ℕ) : K → List Bool := Function.update base (slots 3) (encodeWord value ++ base (slots 3)) @[simp] theorem resultTapes_output (slots : Fin 6 ↪ K) (base : K → List Bool) (value : ℕ) : resultTapes slots base value (slots 3) = encodeWord value ++ base (slots 3) := by simp [resultTapes] theorem resultTapes_other (slots : Fin 6 ↪ K) (base : K → List Bool) (value : ℕ) (k : K) (hk : k ≠ slots 3) : resultTapes slots base value k = base k := by simp [resultTapes, hk] def steps (radix acc digit : ℕ) : ℕ := 3 * radix * acc + 8 * acc + 3 * digit + 13 theorem radixStepTrace (slots : Fin 6 ↪ K) (labels : Label → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State σ)) (atLabels : ∀ label, p (labels label) = statement slots labels exit label) (base : K → List Bool) (radix acc digit : ℕ) (operandRadix : base (slots 0) = encodeWord radix) (operandAcc : base (slots 1) = encodeWord acc) (operandDigit : base (slots 2) = encodeWord digit) (counterEmpty : base (slots 4) = []) (scratchEmpty : base (slots 5) = []) (ambient : σ) (register : Option Bool) : (MachineComposition.advance (TM2.step p))^[steps radix acc digit] (some ⟨some (labels (.multiply .copyDrain)), ((ambient, ()), register), base⟩) = some ⟨exit, ((ambient, ()), none), resultTapes slots base (radix * acc + digit)⟩ := by have h23 : slots 2 ≠ slots 3 := slots.injective.ne (by decide) have h24 : slots 2 ≠ slots 4 := slots.injective.ne (by decide) have h25 : slots 2 ≠ slots 5 := slots.injective.ne (by decide) have h34 : slots 3 ≠ slots 4 := slots.injective.ne (by decide) have h53 : slots 5 ≠ slots 3 := slots.injective.ne (by decide) have h45 : slots 4 ≠ slots 5 := slots.injective.ne (by decide) let multiplied := resultTapes slots base (radix * acc) have hmul : (MachineComposition.advance (TM2.step p))^[MachineUnaryMultiply.steps radix acc] (some ⟨some (labels (.multiply .copyDrain)), ((ambient, ()), register), base⟩) = some ⟨some (labels .digitDrain), ((ambient, ()), none), multiplied⟩ := by have h := MachineUnaryMultiply.multiplyTrace (multiplySlots slots) (fun l => labels (.multiply l)) (some (labels .digitDrain)) p (fun l => atLabels (.multiply l)) base radix acc operandRadix operandAcc counterEmpty scratchEmpty ambient register simpa only [MachineUnaryMultiply.resultTapes, multiplySlots_two, multiplied, resultTapes] using h have hmulDigit : multiplied (slots 2) = encodeWord digit := by simp [multiplied, resultTapes, h23, operandDigit] have hmulCounter : multiplied (slots 4) = [] := by simp [multiplied, resultTapes, Ne.symm h34, counterEmpty] have hmulScratch : multiplied (slots 5) = [] := by simp [multiplied, resultTapes, h53, scratchEmpty] let copied := Function.update multiplied (slots 4) (encodeWord digit) have hcopy : (MachineComposition.advance (TM2.step p))^[2 * (digit + 2)] (some ⟨some (labels .digitDrain), ((ambient, ()), none), multiplied⟩) = some ⟨some (labels .add), ((ambient, ()), none), copied⟩ := by have h := MachineCopy.copyTrace (slots 2) (slots 4) (slots 5) h24 h25 h45 false (labels .digitDrain) (labels .digitFork) (some (labels .add)) p (atLabels .digitDrain) (atLabels .digitFork) multiplied hmulScratch (ambient, ()) none simpa only [copied, hmulDigit, hmulCounter, List.append_nil, encodeWord, List.length_append, List.length_replicate, List.length_singleton, Nat.add_assoc, Nat.reduceAdd] using h have hcopiedCounter : copied (slots 4) = encodeWord digit ++ [] := by simp [copied] have hcopiedOutput : copied (slots 3) = encodeWord (radix * acc) ++ base (slots 3) := by simp [copied, multiplied, resultTapes, h34] let added := MachineUnaryAddAt.unaryTapes (slots 4) (slots 3) copied 0 (digit + radix * acc) [] (base (slots 3)) have hadd : (MachineComposition.advance (TM2.step p))^[digit + 1] (some ⟨some (labels .add), ((ambient, ()), none), copied⟩) = some ⟨some (labels .finish), ((ambient, ()), none), added⟩ := MachineUnaryAddAt.addFromTapes (slots 4) (slots 3) (Ne.symm h34) (labels .add) (some (labels .finish)) p (atLabels .add) copied digit (radix * acc) [] (base (slots 3)) hcopiedCounter hcopiedOutput (ambient, ()) none have hfinishTapes : Function.update added (slots 4) ((added (slots 4)).tail) = resultTapes slots base (radix * acc + digit) := by funext k by_cases hk3 : k = slots 3 · subst k simp only [Function.update_of_ne h34, added, MachineUnaryAddAt.unaryTapes_destination, resultTapes_output] rw [Nat.add_comm digit (radix * acc)] · by_cases hk4 : k = slots 4 · subst k simp [added, MachineUnaryAddAt.unaryTapes, Reduction.MachineTransfer.tapesAt, resultTapes, encodeWord, Ne.symm h34, counterEmpty] · simp [added, MachineUnaryAddAt.unaryTapes, Reduction.MachineTransfer.tapesAt, copied, multiplied, resultTapes, hk3, hk4] have hfinish : (MachineComposition.advance (TM2.step p))^[1] (some ⟨some (labels .finish), ((ambient, ()), none), added⟩) = some ⟨exit, ((ambient, ()), none), resultTapes slots base (radix * acc + digit)⟩ := by change some (TM2.stepAux (p (labels .finish)) ((ambient, ()), none) added) = _ rw [atLabels .finish] have hcfg := congrArg (fun tapes => some (⟨exit, ((ambient, ()), none), tapes⟩ : TM2.Cfg (Alphabet (K := K)) Λ (State σ))) hfinishTapes cases exit <;> simpa only [statement, TM2.stepAux, Reduction.MachineTransfer.exitAt] using hcfg rw [show steps radix acc digit = 1 + ((digit + 1) + (2 * (digit + 2) + MachineUnaryMultiply.steps radix acc)) by unfold steps MachineUnaryMultiply.steps; ring] rw [Function.iterate_add_apply _ 1, Function.iterate_add_apply _ (digit + 1), Function.iterate_add_apply _ (2 * (digit + 2)), hmul, hcopy, hadd] exact hfinish def radixStepInTime (slots : Fin 6 ↪ K) (labels : Label → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State σ)) (atLabels : ∀ label, p (labels label) = statement slots labels exit label) (base : K → List Bool) (radix acc digit : ℕ) (operandRadix : base (slots 0) = encodeWord radix) (operandAcc : base (slots 1) = encodeWord acc) (operandDigit : base (slots 2) = encodeWord digit) (counterEmpty : base (slots 4) = []) (scratchEmpty : base (slots 5) = []) (ambient : σ) (register : Option Bool) : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels (.multiply .copyDrain)), ((ambient, ()), register), base⟩ (some ⟨exit, ((ambient, ()), none), resultTapes slots base (radix * acc + digit)⟩) (steps radix acc digit) where steps := steps radix acc digit evals_in_steps := radixStepTrace slots labels exit p atLabels base radix acc digit operandRadix operandAcc operandDigit counterEmpty scratchEmpty ambient register steps_le_m := Nat.le_refl _ noncomputable def timePolynomial : Polynomial ℕ := Polynomial.C 3 * Polynomial.X ^ 2 + Polynomial.C 11 * Polynomial.X + Polynomial.C 13 theorem steps_le_timePolynomial (radix acc digit : ℕ) : steps radix acc digit ≤ timePolynomial.eval (radix + acc + digit + 3) := by have hr : radix ≤ radix + acc + digit + 3 := by omega have ha : acc ≤ radix + acc + digit + 3 := by omega have hd : digit ≤ radix + acc + digit + 3 := by omega have hprod := Nat.mul_le_mul hr ha simp only [timePolynomial, Polynomial.eval_add, Polynomial.eval_mul, Polynomial.eval_C, Polynomial.eval_pow, Polynomial.eval_X] unfold steps nlinarith theorem programTrace (slots : Fin 6 ↪ K) (base : K → List Bool) (radix acc digit : ℕ) (operandRadix : base (slots 0) = encodeWord radix) (operandAcc : base (slots 1) = encodeWord acc) (operandDigit : base (slots 2) = encodeWord digit) (counterEmpty : base (slots 4) = []) (scratchEmpty : base (slots 5) = []) (ambient : σ) (register : Option Bool) : (MachineComposition.advance (TM2.step (program (σ := σ) slots)))^[steps radix acc digit] (some ⟨some (.multiply .copyDrain), ((ambient, ()), register), base⟩) = some ⟨none, ((ambient, ()), none), resultTapes slots base (radix * acc + digit)⟩ := radixStepTrace slots id none (program slots) (fun _ => rfl) base radix acc digit operandRadix operandAcc operandDigit counterEmpty scratchEmpty ambient register def programInPolynomialTime (slots : Fin 6 ↪ K) (base : K → List Bool) (radix acc digit : ℕ) (operandRadix : base (slots 0) = encodeWord radix) (operandAcc : base (slots 1) = encodeWord acc) (operandDigit : base (slots 2) = encodeWord digit) (counterEmpty : base (slots 4) = []) (scratchEmpty : base (slots 5) = []) (ambient : σ) (register : Option Bool) : StateTransition.EvalsToInTime (TM2.step (program (σ := σ) slots)) ⟨some (.multiply .copyDrain), ((ambient, ()), register), base⟩ (some ⟨none, ((ambient, ()), none), resultTapes slots base (radix * acc + digit)⟩) (timePolynomial.eval ((encodeWord radix).length + (encodeWord acc).length + (encodeWord digit).length)) where steps := steps radix acc digit evals_in_steps := programTrace slots base radix acc digit operandRadix operandAcc operandDigit counterEmpty scratchEmpty ambient register steps_le_m := by have hlength : (encodeWord radix).length + (encodeWord acc).length + (encodeWord digit).length = radix + acc + digit + 3 := by simp only [encodeWord, List.length_append, List.length_replicate, List.length_singleton] omega rw [hlength] exact steps_le_timePolynomial radix acc digit end BinPackingGames.Foundations.Complexity.MachineRadixStep namespace BinPackingGames.Foundations.Complexity.MachineHorner open Turing variable {K Λ σ : Type} {width : Nat} abbrev Layout (width : Nat) := Fin 6 ⊕ Fin width abbrev Alphabet (_ : K) := Bool abbrev State (σ : Type) := MachineRadixStep.State σ def parity : Nat → Bool | 0 => false | n + 1 => !(parity n) def accumulator (flip : Bool) : Fin 6 := if flip then 2 else 1 @[simp] theorem accumulator_ne (flip : Bool) : accumulator flip ≠ accumulator (!flip) := by cases flip <;> decide def radixLayout (flip : Bool) (i : Fin width) : Fin 6 ↪ Layout width where toFun | 0 => .inl 0 | 1 => .inl (accumulator flip) | 2 => .inr i | 3 => .inl (accumulator (!flip)) | 4 => .inl 4 | 5 => .inl 5 inj' := by intro a b h cases flip <;> fin_cases a <;> fin_cases b <;> simp [accumulator] at h ⊢ def radixSlots (slots : Layout width ↪ K) (i : Fin width) : Fin 6 ↪ K := (radixLayout (parity i.val) i).trans slots @[simp] theorem radixSlots_base (slots : Layout width ↪ K) (i : Fin width) : radixSlots slots i 0 = slots (.inl 0) := rfl @[simp] theorem radixSlots_acc (slots : Layout width ↪ K) (i : Fin width) : radixSlots slots i 1 = slots (.inl (accumulator (parity i.val))) := rfl @[simp] theorem radixSlots_digit (slots : Layout width ↪ K) (i : Fin width) : radixSlots slots i 2 = slots (.inr i) := rfl @[simp] theorem radixSlots_out (slots : Layout width ↪ K) (i : Fin width) : radixSlots slots i 3 = slots (.inl (accumulator (parity (i.val + 1)))) := rfl @[simp] theorem radixSlots_counter (slots : Layout width ↪ K) (i : Fin width) : radixSlots slots i 4 = slots (.inl 4) := rfl @[simp] theorem radixSlots_scratch (slots : Layout width ↪ K) (i : Fin width) : radixSlots slots i 5 = slots (.inl 5) := rfl inductive Label (width : Nat) | start | radix (i : Fin width) (inner : MachineRadixStep.Label) | clear (i : Fin width) | finishDrain | finishRestore deriving DecidableEq, Fintype def entryLabel (width n : Nat) : Label width := if h : n < width then .radix ⟨n, h⟩ (.multiply .copyDrain) else .finishDrain def drainLoop (tape : K) (loopLabel : Λ) (exit : Option Λ) : TM2.Stmt (Alphabet (K := K)) Λ (State σ) := .pop tape (fun state bit => (state.1, bit)) (.branch (fun state => state.2.getD false) (.goto fun _ => loopLabel) (.load (fun state => (state.1, none)) (Reduction.MachineTransfer.exitAt tape exit))) variable [DecidableEq K] def statement (slots : Layout width ↪ K) (labels : Label width → Λ) (exit : Option Λ) : Label width → TM2.Stmt (Alphabet (K := K)) Λ (State σ) | .start => .push (slots (.inl 1)) (fun _ => false) (.load (fun state => (state.1, none)) (.goto fun _ => labels (entryLabel width 0))) | .radix i inner => MachineRadixStep.statement (radixSlots slots i) (fun l => labels (.radix i l)) (some (labels (.clear i))) inner | .clear i => drainLoop (slots (.inl (accumulator (parity i.val)))) (labels (.clear i)) (some (labels (entryLabel width (i.val + 1)))) | .finishDrain => Reduction.MachineTransfer.loopAt (slots (.inl (accumulator (parity width)))) (slots (.inl 5)) id false (labels .finishDrain) (some (labels .finishRestore)) | .finishRestore => Reduction.MachineTransfer.loopAt (slots (.inl 5)) (slots (.inl 3)) id false (labels .finishRestore) exit def program (slots : Layout width ↪ K) : Label width → TM2.Stmt (Alphabet (K := K)) (Label width) (State σ) := statement slots id none def machine (width : Nat) : FinTM2 where K := Layout width k₀ := .inl 0 k₁ := .inl 3 Γ _ := Bool Λ := Label width main := .start σ := State Unit initialState := (((), ()), none) m := program (Function.Embedding.refl (Layout width)) def value (radix : Nat) (digits : Nat → Nat) : Nat → Nat | 0 => 0 | n + 1 => radix * value radix digits n + digits n def stepCost (radix acc digit : Nat) : Nat := MachineRadixStep.steps radix acc digit + acc + 1 def prefixSteps (radix : Nat) (digits : Nat → Nat) : Nat → Nat | 0 => 0 | n + 1 => prefixSteps radix digits n + stepCost radix (value radix digits n) (digits n) def stageTapes (slots : Layout width ↪ K) (base : K → List Bool) (n acc : Nat) : K → List Bool := Function.update base (slots (.inl (accumulator (parity n)))) (encodeWord acc) def resultTapes (slots : Layout width ↪ K) (base : K → List Bool) (acc : Nat) : K → List Bool := Function.update base (slots (.inl 3)) (encodeWord acc ++ base (slots (.inl 3))) theorem drainTrace (tape : K) (loopLabel : Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State σ)) (atLoop : p loopLabel = drainLoop tape loopLabel exit) (base : K → List Bool) (n : Nat) (suffix : List Bool) (ambient : σ) (register : Option Bool) : (MachineComposition.advance (TM2.step p))^[n + 1] (some ⟨some loopLabel, ((ambient, ()), register), Function.update base tape (encodeWord n ++ suffix)⟩) = some ⟨exit, ((ambient, ()), none), Function.update base tape suffix⟩ := by induction n generalizing register with | zero => change some (TM2.stepAux (p loopLabel) _ _) = _ rw [atLoop] cases exit <;> simp [drainLoop, TM2.stepAux, encodeWord, Reduction.MachineTransfer.exitAt] | succ n ih => rw [Function.iterate_succ_apply] change (MachineComposition.advance (TM2.step p))^[n + 1] (some (TM2.stepAux (p loopLabel) _ _)) = _ rw [atLoop] simp only [drainLoop, TM2.stepAux, Function.update_self, encodeWord, List.replicate_succ, List.cons_append, List.head?_cons, List.tail_cons, Option.getD_some, Function.update_idem] exact ih (some true) structure Clean (slots : Layout width ↪ K) (base : K → List Bool) : Prop where accA : base (slots (.inl 1)) = [] accB : base (slots (.inl 2)) = [] counter : base (slots (.inl 4)) = [] scratch : base (slots (.inl 5)) = [] omit [DecidableEq K] in theorem Clean.acc {slots : Layout width ↪ K} {base : K → List Bool} (clean : Clean slots base) (flip : Bool) : base (slots (.inl (accumulator flip))) = [] := by cases flip · exact clean.accA · exact clean.accB theorem digitTrace (slots : Layout width ↪ K) (labels : Label width → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State σ)) (atLabels : ∀ label, p (labels label) = statement slots labels exit label) (base : K → List Bool) (radix acc digit : Nat) (i : Fin width) (operandRadix : base (slots (.inl 0)) = encodeWord radix) (operandDigit : base (slots (.inr i)) = encodeWord digit) (clean : Clean slots base) (ambient : σ) (register : Option Bool) : (MachineComposition.advance (TM2.step p))^[stepCost radix acc digit] (some ⟨some (labels (.radix i (.multiply .copyDrain))), ((ambient, ()), register), stageTapes slots base i.val acc⟩) = some ⟨some (labels (entryLabel width (i.val + 1))), ((ambient, ()), none), stageTapes slots base (i.val + 1) (radix * acc + digit)⟩ := by let rs := radixSlots slots i let before := stageTapes slots base i.val acc let after := MachineRadixStep.resultTapes rs before (radix * acc + digit) have h01 : rs 0 ≠ rs 1 := rs.injective.ne (by decide) have h21 : rs 2 ≠ rs 1 := rs.injective.ne (by decide) have h31 : rs 3 ≠ rs 1 := rs.injective.ne (by decide) have h41 : rs 4 ≠ rs 1 := rs.injective.ne (by decide) have h51 : rs 5 ≠ rs 1 := rs.injective.ne (by decide) have hb : before (rs 0) = encodeWord radix := by change Function.update base (rs 1) (encodeWord acc) (rs 0) = _ rw [Function.update_of_ne h01] exact operandRadix have ha : before (rs 1) = encodeWord acc := by exact Function.update_self _ _ _ have hd : before (rs 2) = encodeWord digit := by change Function.update base (rs 1) (encodeWord acc) (rs 2) = _ rw [Function.update_of_ne h21] exact operandDigit have hc : before (rs 4) = [] := by change Function.update base (rs 1) (encodeWord acc) (rs 4) = _ rw [Function.update_of_ne h41] exact clean.counter have hs : before (rs 5) = [] := by change Function.update base (rs 1) (encodeWord acc) (rs 5) = _ rw [Function.update_of_ne h51] exact clean.scratch have hout : before (rs 3) = [] := by change Function.update base (rs 1) (encodeWord acc) (rs 3) = _ rw [Function.update_of_ne h31] exact clean.acc _ have hradix := MachineRadixStep.radixStepTrace rs (fun l => labels (.radix i l)) (some (labels (.clear i))) p (fun l => atLabels (.radix i l)) before radix acc digit hb ha hd hc hs ambient register have hold : after (rs 1) = encodeWord acc := by change Function.update before (rs 3) _ (rs 1) = _ rw [Function.update_of_ne (Ne.symm h31), ha] have hstart : Function.update after (rs 1) (encodeWord acc ++ []) = after := by rw [List.append_nil, ← hold, Function.update_eq_self] have hfinish : Function.update after (rs 1) [] = stageTapes slots base (i.val + 1) (radix * acc + digit) := by have hempty : base (rs 1) = [] := clean.acc _ change Function.update (Function.update (Function.update base (rs 1) (encodeWord acc)) (rs 3) (encodeWord (radix * acc + digit) ++ before (rs 3))) (rs 1) [] = Function.update base (rs 3) (encodeWord (radix * acc + digit)) rw [hout, List.append_nil] funext k by_cases h1 : k = rs 1 · subst k; simp [Ne.symm h31, hempty] · by_cases h3 : k = rs 3 · subst k; simp [h31] · simp [h1, h3] have hdrain := drainTrace (rs 1) (labels (.clear i)) (some (labels (entryLabel width (i.val + 1)))) p (atLabels (.clear i)) after acc [] ambient none rw [hstart, hfinish] at hdrain rw [show stepCost radix acc digit = (acc + 1) + MachineRadixStep.steps radix acc digit by unfold stepCost; omega, Function.iterate_add_apply, hradix] exact hdrain theorem prefixTrace (slots : Layout width ↪ K) (labels : Label width → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State σ)) (atLabels : ∀ label, p (labels label) = statement slots labels exit label) (base : K → List Bool) (radix : Nat) (digits : Nat → Nat) (operandRadix : base (slots (.inl 0)) = encodeWord radix) (operandDigits : ∀ i : Fin width, base (slots (.inr i)) = encodeWord (digits i.val)) (clean : Clean slots base) (ambient : σ) (n : Nat) (hn : n ≤ width) : (MachineComposition.advance (TM2.step p))^[prefixSteps radix digits n] (some ⟨some (labels (entryLabel width 0)), ((ambient, ()), none), stageTapes slots base 0 0⟩) = some ⟨some (labels (entryLabel width n)), ((ambient, ()), none), stageTapes slots base n (value radix digits n)⟩ := by induction n with | zero => rfl | succ n ih => have hlt : n < width := by omega let i : Fin width := ⟨n, hlt⟩ rw [prefixSteps, Nat.add_comm, Function.iterate_add_apply, ih (by omega)] have h := digitTrace slots labels exit p atLabels base radix (value radix digits n) (digits n) i operandRadix (operandDigits i) clean ambient none simpa only [entryLabel, dite_eq_left hlt, i, value] using h theorem finishTrace (slots : Layout width ↪ K) (labels : Label width → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State σ)) (atLabels : ∀ label, p (labels label) = statement slots labels exit label) (base : K → List Bool) (acc : Nat) (clean : Clean slots base) (ambient : σ) : (MachineComposition.advance (TM2.step p))^[2 * acc + 4] (some ⟨some (labels .finishDrain), ((ambient, ()), none), stageTapes slots base width acc⟩) = some ⟨exit, ((ambient, ()), none), resultTapes slots base acc⟩ := by let src := slots (.inl (accumulator (parity width))) let scratch := slots (.inl 5) let dst := slots (.inl 3) have hsrcScratch : src ≠ scratch := by apply slots.injective.ne cases parity width <;> simp [accumulator] have hsrcDst : src ≠ dst := by apply slots.injective.ne cases parity width <;> simp [accumulator] have hscratchDst : scratch ≠ dst := slots.injective.ne (by simp) have hsrc : base src = [] := clean.acc _ have hs : base scratch = [] := clean.scratch let before := stageTapes slots base width acc let middle := Function.update base scratch (encodeWord acc).reverse have hinput : before src = encodeWord acc := Function.update_self _ _ _ have hscratch : before scratch = [] := by change Function.update base src (encodeWord acc) scratch = [] rw [Function.update_of_ne (Ne.symm hsrcScratch), hs] have hfirstTapes : Reduction.MachineTransfer.tapesAt src scratch before [] ((before src).reverse.map id ++ before scratch) = middle := by rw [hinput, hscratch, List.append_nil, List.map_id] funext k by_cases h1 : k = src · subst k simp [Reduction.MachineTransfer.tapesAt, middle, hsrcScratch, hsrc] · by_cases h2 : k = scratch · subst k; simp [Reduction.MachineTransfer.tapesAt, middle] · simp [Reduction.MachineTransfer.tapesAt, middle, before, stageTapes, h1, h2, src] have first := Reduction.MachineTransfer.transferAt_fromTapes (Γ := fun _ : K => Bool) (σ := σ × Unit) src scratch hsrcScratch id false (labels .finishDrain) (some (labels .finishRestore)) p (atLabels .finishDrain) before (ambient, ()) none rw [hfirstTapes] at first have hlength : (before src).length + 1 = acc + 2 := by simp [hinput, encodeWord, Nat.add_assoc] rw [hlength] at first change (MachineComposition.advance (TM2.step p))^[acc + 2] (some ⟨some (labels .finishDrain), ((ambient, ()), none), before⟩) = some ⟨some (labels .finishRestore), ((ambient, ()), none), middle⟩ at first have hmSource : middle scratch = (encodeWord acc).reverse := Function.update_self _ _ _ have hmOutput : middle dst = base dst := by exact Function.update_of_ne (Ne.symm hscratchDst) _ _ have hsecondTapes : Reduction.MachineTransfer.tapesAt scratch dst middle [] ((middle scratch).reverse.map id ++ middle dst) = resultTapes slots base acc := by rw [hmSource, hmOutput, List.reverse_reverse, List.map_id] funext k by_cases h1 : k = dst · subst k; simp [Reduction.MachineTransfer.tapesAt, resultTapes, dst] · by_cases h2 : k = scratch · subst k simp [Reduction.MachineTransfer.tapesAt, resultTapes, middle, hscratchDst, hs, scratch, dst] · simp [Reduction.MachineTransfer.tapesAt, resultTapes, middle, h1, h2, dst] have second := Reduction.MachineTransfer.transferAt_fromTapes (Γ := fun _ : K => Bool) (σ := σ × Unit) scratch dst hscratchDst id false (labels .finishRestore) exit p (atLabels .finishRestore) middle (ambient, ()) none rw [hsecondTapes] at second have hmLength : (middle scratch).length + 1 = acc + 2 := by simp [hmSource, encodeWord, Nat.add_assoc] rw [hmLength] at second change (MachineComposition.advance (TM2.step p))^[acc + 2] (some ⟨some (labels .finishRestore), ((ambient, ()), none), middle⟩) = some ⟨exit, ((ambient, ()), none), resultTapes slots base acc⟩ at second rw [show 2 * acc + 4 = (acc + 2) + (acc + 2) by omega, Function.iterate_add_apply, first] exact second def steps (radix : Nat) (digits : Nat → Nat) (width : Nat) : Nat := prefixSteps radix digits width + 2 * value radix digits width + 5 theorem hornerTrace (slots : Layout width ↪ K) (labels : Label width → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State σ)) (atLabels : ∀ label, p (labels label) = statement slots labels exit label) (base : K → List Bool) (radix : Nat) (digits : Nat → Nat) (operandRadix : base (slots (.inl 0)) = encodeWord radix) (operandDigits : ∀ i : Fin width, base (slots (.inr i)) = encodeWord (digits i.val)) (clean : Clean slots base) (ambient : σ) (register : Option Bool) : (MachineComposition.advance (TM2.step p))^[steps radix digits width] (some ⟨some (labels .start), ((ambient, ()), register), base⟩) = some ⟨exit, ((ambient, ()), none), resultTapes slots base (value radix digits width)⟩ := by have start : TM2.step p ⟨some (labels .start), ((ambient, ()), register), base⟩ = some ⟨some (labels (entryLabel width 0)), ((ambient, ()), none), stageTapes slots base 0 0⟩ := by change some (TM2.stepAux (p (labels .start)) _ _) = _ rw [atLabels .start] simp only [statement, TM2.stepAux, clean.accA, stageTapes, parity, accumulator, Bool.false_eq_true, ↓reduceIte, encodeWord, List.replicate_zero, List.nil_append] have prefixRun := prefixTrace slots labels exit p atLabels base radix digits operandRadix operandDigits clean ambient width (Nat.le_refl _) have final := finishTrace slots labels exit p atLabels base (value radix digits width) clean ambient have hend : entryLabel width width = .finishDrain := by simp [entryLabel] rw [hend] at prefixRun rw [show steps radix digits width = ((2 * value radix digits width + 4) + prefixSteps radix digits width) + 1 by unfold steps; omega, Function.iterate_succ_apply] change (MachineComposition.advance (TM2.step p))^[ (2 * value radix digits width + 4) + prefixSteps radix digits width] (TM2.step p ⟨some (labels .start), ((ambient, ()), register), base⟩) = _ rw [start, Function.iterate_add_apply, prefixRun] exact final omit [DecidableEq K] in theorem value_eq_foldl (radix : Nat) (digits : Nat → Nat) (n : Nat) : value radix digits n = ((List.range n).map digits).foldl (fun acc digit => radix * acc + digit) 0 := by induction n with | zero => rfl | succ n ih => rw [value, List.range_succ, List.map_append, List.foldl_append] simp only [List.map_singleton, List.foldl_cons, List.foldl_nil, ← ih] omit [DecidableEq K] in theorem value_add_one_le (radix : Nat) (digits : Nat → Nat) (width magnitude : Nat) (radixBound : radix ≤ magnitude) (digitBound : ∀ i, i < width → digits i ≤ magnitude) (n : Nat) (hn : n ≤ width) : value radix digits n + 1 ≤ (magnitude + 1) ^ n := by induction n with | zero => simp [value] | succ n ih => have hn' : n < width := by omega have hm := Nat.mul_le_mul_right (value radix digits n) radixBound calc value radix digits (n + 1) + 1 ≤ (magnitude + 1) * (value radix digits n + 1) := by rw [value] have hd := digitBound n hn' nlinarith _ ≤ (magnitude + 1) * (magnitude + 1) ^ n := Nat.mul_le_mul_left _ (ih (by omega)) _ = (magnitude + 1) ^ (n + 1) := by rw [pow_succ]; ac_rfl omit [DecidableEq K] in theorem value_le (radix : Nat) (digits : Nat → Nat) (width magnitude : Nat) (radixBound : radix ≤ magnitude) (digitBound : ∀ i, i < width → digits i ≤ magnitude) (n : Nat) (hn : n ≤ width) : value radix digits n ≤ (magnitude + 1) ^ width := by have h := value_add_one_le radix digits width magnitude radixBound digitBound n hn exact (Nat.le_trans (Nat.le_add_right _ _) h).trans (Nat.pow_le_pow_right (Nat.succ_pos _) hn) def perDigitBound (width magnitude : Nat) : Nat := 3 * magnitude * (magnitude + 1) ^ width + 9 * (magnitude + 1) ^ width + 3 * magnitude + 14 omit [DecidableEq K] in theorem stepCost_le (radix acc digit width magnitude : Nat) (radixBound : radix ≤ magnitude) (accBound : acc ≤ (magnitude + 1) ^ width) (digitBound : digit ≤ magnitude) : stepCost radix acc digit ≤ perDigitBound width magnitude := by have hm := Nat.mul_le_mul (Nat.mul_le_mul_left 3 radixBound) accBound unfold stepCost MachineRadixStep.steps perDigitBound omega omit [DecidableEq K] in theorem prefixSteps_le (radix : Nat) (digits : Nat → Nat) (width magnitude : Nat) (radixBound : radix ≤ magnitude) (digitBound : ∀ i, i < width → digits i ≤ magnitude) (n : Nat) (hn : n ≤ width) : prefixSteps radix digits n ≤ n * perDigitBound width magnitude := by induction n with | zero => simp [prefixSteps] | succ n ih => have hn' : n < width := by omega have ha := value_le radix digits width magnitude radixBound digitBound n (by omega) have hc := stepCost_le radix (value radix digits n) (digits n) width magnitude radixBound ha (digitBound n hn') rw [prefixSteps] calc prefixSteps radix digits n + stepCost radix (value radix digits n) (digits n) ≤ n * perDigitBound width magnitude + perDigitBound width magnitude := Nat.add_le_add (ih (by omega)) hc _ = (n + 1) * perDigitBound width magnitude := by rw [Nat.add_mul, Nat.one_mul] noncomputable def timePolynomial (width : Nat) : Polynomial Nat := Polynomial.C width * (3 * Polynomial.X * (Polynomial.X + 1) ^ width + 9 * (Polynomial.X + 1) ^ width + 3 * Polynomial.X + 14) + 2 * (Polynomial.X + 1) ^ width + 5 omit [DecidableEq K] in @[simp] theorem timePolynomial_eval (width magnitude : Nat) : (timePolynomial width).eval magnitude = width * perDigitBound width magnitude + 2 * (magnitude + 1) ^ width + 5 := by simp [timePolynomial, perDigitBound] omit [DecidableEq K] in theorem steps_le_timePolynomial (radix : Nat) (digits : Nat → Nat) (width magnitude : Nat) (radixBound : radix ≤ magnitude) (digitBound : ∀ i, i < width → digits i ≤ magnitude) : steps radix digits width ≤ (timePolynomial width).eval magnitude := by have hp := prefixSteps_le radix digits width magnitude radixBound digitBound width (Nat.le_refl _) have hv := value_le radix digits width magnitude radixBound digitBound width (Nat.le_refl _) rw [timePolynomial_eval] unfold steps omega def hornerInTime (slots : Layout width ↪ K) (labels : Label width → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State σ)) (atLabels : ∀ label, p (labels label) = statement slots labels exit label) (base : K → List Bool) (radix : Nat) (digits : Nat → Nat) (operandRadix : base (slots (.inl 0)) = encodeWord radix) (operandDigits : ∀ i : Fin width, base (slots (.inr i)) = encodeWord (digits i.val)) (clean : Clean slots base) (ambient : σ) (register : Option Bool) : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .start), ((ambient, ()), register), base⟩ (some ⟨exit, ((ambient, ()), none), resultTapes slots base (value radix digits width)⟩) (steps radix digits width) where steps := steps radix digits width evals_in_steps := hornerTrace slots labels exit p atLabels base radix digits operandRadix operandDigits clean ambient register steps_le_m := Nat.le_refl _ def hornerInPolynomialTime (slots : Layout width ↪ K) (labels : Label width → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State σ)) (atLabels : ∀ label, p (labels label) = statement slots labels exit label) (base : K → List Bool) (radix : Nat) (digits : Nat → Nat) (operandRadix : base (slots (.inl 0)) = encodeWord radix) (operandDigits : ∀ i : Fin width, base (slots (.inr i)) = encodeWord (digits i.val)) (clean : Clean slots base) (ambient : σ) (register : Option Bool) (magnitude : Nat) (radixBound : radix ≤ magnitude) (digitBound : ∀ i, i < width → digits i ≤ magnitude) : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .start), ((ambient, ()), register), base⟩ (some ⟨exit, ((ambient, ()), none), resultTapes slots base (value radix digits width)⟩) ((timePolynomial width).eval magnitude) where steps := steps radix digits width evals_in_steps := hornerTrace slots labels exit p atLabels base radix digits operandRadix operandDigits clean ambient register steps_le_m := steps_le_timePolynomial radix digits width magnitude radixBound digitBound open scoped BigOperators def operandLength (radix : Nat) (digits : Nat → Nat) (width : Nat) : Nat := (encodeWord radix).length + ∑ i ∈ Finset.range width, (encodeWord (digits i)).length omit [DecidableEq K] in theorem radix_le_operandLength (radix : Nat) (digits : Nat → Nat) (width : Nat) : radix ≤ operandLength radix digits width := by unfold operandLength simp only [encodeWord, List.length_append, List.length_replicate, List.length_singleton] omega omit [DecidableEq K] in theorem digit_le_operandLength (radix : Nat) (digits : Nat → Nat) (width i : Nat) (hi : i < width) : digits i ≤ operandLength radix digits width := by have h : (encodeWord (digits i)).length ≤ ∑ j ∈ Finset.range width, (encodeWord (digits j)).length := Finset.single_le_sum (fun j _ => Nat.zero_le ((encodeWord (digits j)).length)) (Finset.mem_range.mpr hi) have hlen : digits i + 1 ≤ ∑ j ∈ Finset.range width, (encodeWord (digits j)).length := by simpa only [encodeWord, List.length_append, List.length_replicate, List.length_singleton] using h unfold operandLength omega @[simp] theorem resultTapes_output (slots : Layout width ↪ K) (base : K → List Bool) (acc : Nat) : resultTapes slots base acc (slots (.inl 3)) = encodeWord acc ++ base (slots (.inl 3)) := by simp [resultTapes] theorem resultTapes_other (slots : Layout width ↪ K) (base : K → List Bool) (acc : Nat) (k : K) (hk : k ≠ slots (.inl 3)) : resultTapes slots base acc k = base k := by simp [resultTapes, hk] def hornerInEncodedPolynomialTime (slots : Layout width ↪ K) (labels : Label width → Λ) (exit : Option Λ) (p : Λ → TM2.Stmt (Alphabet (K := K)) Λ (State σ)) (atLabels : ∀ label, p (labels label) = statement slots labels exit label) (base : K → List Bool) (radix : Nat) (digits : Nat → Nat) (operandRadix : base (slots (.inl 0)) = encodeWord radix) (operandDigits : ∀ i : Fin width, base (slots (.inr i)) = encodeWord (digits i.val)) (clean : Clean slots base) (ambient : σ) (register : Option Bool) : StateTransition.EvalsToInTime (TM2.step p) ⟨some (labels .start), ((ambient, ()), register), base⟩ (some ⟨exit, ((ambient, ()), none), resultTapes slots base (value radix digits width)⟩) ((timePolynomial width).eval (operandLength radix digits width)) := hornerInPolynomialTime slots labels exit p atLabels base radix digits operandRadix operandDigits clean ambient register (operandLength radix digits width) (radix_le_operandLength radix digits width) (fun i hi => digit_le_operandLength radix digits width i hi) end BinPackingGames.Foundations.Complexity.MachineHorner end OAI