import Mathlib import OAI.Computability.DirectedFeedback.Model namespace OAI section namespace DirectedFeedback.StackDSL open Turing variable {K S : Type} [DecidableEq K] structure Store (K S : Type) where state : S tape : K → List Bool inductive Prim (K S : Type) | push (k : K) (value : S → Bool) | pop (k : K) (update : S → Option Bool → S) | peek (k : K) (update : S → Option Bool → S) | load (update : S → S) namespace Prim def run : Prim K S → Store K S → Store K S | .push k f, s => ⟨s.state, Function.update s.tape k (f s.state :: s.tape k)⟩ | .pop k f, s => ⟨f s.state (s.tape k).head?, Function.update s.tape k (s.tape k).tail⟩ | .peek k f, s => ⟨f s.state (s.tape k).head?, s.tape⟩ | .load f, s => ⟨f s.state,s.tape⟩ end Prim inductive Code (K S : Type) | atom (p : Prim K S) | seq (first second : Code K S) | branch (test : S → Bool) (yes no : Code K S) | scan (input : K) (update : S → Bool → S) (body : Code K S) namespace Code theorem iterate_sum {A : Type} (f : A → A) (n m : Nat) (a : A) : f^[n+m] a = f^[m] (f^[n] a) := by rw [Nat.add_comm,Function.iterate_add_apply] @[reducible] def Label : Code K S → Type | .atom _ => Unit | .seq c d => Label c ⊕ Label d | .branch _ c d => Unit ⊕ (Label c ⊕ Label d) | .scan _ _ c => Unit ⊕ Label c noncomputable instance labelFintype (c : Code K S) : Fintype c.Label := by induction c with | atom => exact inferInstanceAs (Fintype Unit) | seq c d ihc ihd => exact @instFintypeSum c.Label d.Label ihc ihd | branch f c d ihc ihd => exact @instFintypeSum Unit (c.Label ⊕ d.Label) inferInstance (@instFintypeSum c.Label d.Label ihc ihd) | scan k f c ih => exact @instFintypeSum Unit c.Label inferInstance ih @[reducible] def entry : (c : Code K S) → c.Label | .atom _ => () | .seq c _ => .inl c.entry | .branch _ _ _ => .inl () | .scan _ _ _ => .inl () def ret {L : Type} (exit : Option L) : TM2.Stmt (fun _ : K => Bool) L (S × Option Bool) := match exit with | none => .halt | some l => .goto (fun _ => l) @[simp] theorem ret_eval {L : Type} (exit : Option L) (s : S × Option Bool) (t : K → List Bool) : TM2.stepAux (ret exit) s t = ⟨exit,s,t⟩ := by cases exit <;> rfl def primitive {L : Type} (p : Prim K S) (exit : Option L) : TM2.Stmt (fun _ : K => Bool) L (S × Option Bool) := match p with | .push k f => .push k (fun s => f s.1) (ret exit) | .pop k f => .pop k (fun s x => (f s.1 x,s.2)) (ret exit) | .peek k f => .peek k (fun s x => (f s.1 x,s.2)) (ret exit) | .load f => .load (fun s => (f s.1,s.2)) (ret exit) def compile {L : Type} : (c : Code K S) → (c.Label → L) → Option L → c.Label → TM2.Stmt (fun _ : K => Bool) L (S × Option Bool) | .atom p, _, exit, _ => primitive p exit | .seq c d, label, _, .inl i => c.compile (fun j => label (.inl j)) (some (label (.inr d.entry))) i | .seq _ d, label, exit, .inr i => d.compile (fun j => label (.inr j)) exit i | .branch f c d, label, _, .inl _ => .branch (fun s => f s.1) (.goto fun _ => label (.inr (.inl c.entry))) (.goto fun _ => label (.inr (.inr d.entry))) | .branch _ c _, label, exit, .inr (.inl i) => c.compile (fun j => label (.inr (.inl j))) exit i | .branch _ _ d, label, exit, .inr (.inr i) => d.compile (fun j => label (.inr (.inr j))) exit i | .scan k update c, label, exit, .inl _ => .pop k (fun s x => (s.1,x)) (.branch (fun s => s.2.isSome) (.load (fun s => (s.2.elim s.1 (update s.1),none)) (.goto fun _ => label (.inr c.entry))) (.load (fun s => (s.1,none)) (ret exit))) | .scan _ _ c, label, _, .inr i => c.compile (fun j => label (.inr j)) (some (label (.inl ()))) i inductive Exec : Code K S → Store K S → Nat → Store K S → Prop | atom (p : Prim K S) (s : Store K S) : Exec (.atom p) s 1 (p.run s) | seq {c d : Code K S} {s t u : Store K S} {n m : Nat} : Exec c s n t → Exec d t m u → Exec (.seq c d) s (n+m) u | branch_true {f : S → Bool} {c d : Code K S} {s t : Store K S} {n : Nat} : f s.state = true → Exec c s n t → Exec (.branch f c d) s (1+n) t | branch_false {f : S → Bool} {c d : Code K S} {s t : Store K S} {n : Nat} : f s.state = false → Exec d s n t → Exec (.branch f c d) s (1+n) t | scan_nil {k : K} {f : S → Bool → S} {c : Code K S} {s : Store K S} : s.tape k = [] → Exec (.scan k f c) s 1 s | scan_cons {k : K} {f : S → Bool → S} {c : Code K S} {s t u : Store K S} {b : Bool} {rest : List Bool} {n m : Nat} : s.tape k = b :: rest → Exec c ⟨f s.state b,Function.update s.tape k rest⟩ n t → Exec (.scan k f c) t m u → Exec (.scan k f c) s (1+n+m) u def cfg {L : Type} (l : Option L) (s : Store K S) : TM2.Cfg (fun _ : K => Bool) L (S × Option Bool) := ⟨l,(s.state,none),s.tape⟩ def advance {L : Type} (program : L → TM2.Stmt (fun _ : K => Bool) L (S × Option Bool)) (s : Option (TM2.Cfg (fun _ : K => Bool) L (S × Option Bool))) := s.bind (TM2.step program) @[simp] theorem advance_some {L : Type} (program : L → TM2.Stmt (fun _ : K => Bool) L (S × Option Bool)) (s : TM2.Cfg (fun _ : K => Bool) L (S × Option Bool)) : advance program (some s) = TM2.step program s := rfl theorem Exec.trace {c : Code K S} {s t : Store K S} {n : Nat} (h : Exec c s n t) {L : Type} (label : c.Label → L) (exit : Option L) (program : L → TM2.Stmt (fun _ : K => Bool) L (S × Option Bool)) (atLabel : ∀ i, program (label i) = c.compile label exit i) : (advance program)^[n] (some (cfg (some (label c.entry)) s)) = some (cfg exit t) := by induction h generalizing L with | atom p s => simp only [Function.iterate_one,advance_some,cfg,TM2.step] rw [atLabel] cases p <;> simp [compile,primitive,Prim.run] | @seq c d s t u n m hc hd ihc ihd => rw [iterate_sum] dsimp only [entry] rw [ihc (fun i => label (.inl i)) (some (label (.inr d.entry))) program (fun i => atLabel (.inl i))] exact ihd (fun i => label (.inr i)) exit program (fun i => atLabel (.inr i)) | @branch_true f c d s t n hf hc ih => rw [iterate_sum] have first : advance program (some (cfg (some (label (.inl ()))) s)) = some (cfg (some (label (.inr (.inl c.entry)))) s) := by simp only [advance_some,cfg,TM2.step] rw [atLabel (.inl ())] simp only [compile,TM2.stepAux,hf,Bool.cond_true] simp only [Function.iterate_one,entry] change (advance program)^[n] (advance program (some (cfg _ s))) = _ rw [first] exact ih _ exit program (fun i => atLabel (.inr (.inl i))) | @branch_false f c d s t n hf hd ih => rw [iterate_sum] have first : advance program (some (cfg (some (label (.inl ()))) s)) = some (cfg (some (label (.inr (.inr d.entry)))) s) := by simp only [advance_some,cfg,TM2.step] rw [atLabel (.inl ())] simp only [compile,TM2.stepAux,hf,Bool.cond_false] simp only [Function.iterate_one,entry] change (advance program)^[n] (advance program (some (cfg _ s))) = _ rw [first] exact ih _ exit program (fun i => atLabel (.inr (.inr i))) | @scan_nil k f c s hs => simp only [Function.iterate_one,advance_some,cfg,TM2.step,entry] rw [atLabel (.inl ())] simp only [compile,TM2.stepAux,hs,List.head?_nil,List.tail_nil, Option.isSome_none,Bool.cond_false,ret_eval] congr 2 exact Function.update_eq_self_iff.mpr hs.symm | @scan_cons k f c s t u b rest n m hs hc hl ihc ihl => have first : advance program (some (cfg (some (label (.inl ()))) s)) = some (cfg (some (label (.inr c.entry))) ⟨f s.state b,Function.update s.tape k rest⟩) := by simp only [advance_some,cfg,TM2.step] rw [atLabel (.inl ())] simp only [compile,TM2.stepAux,hs, List.head?_cons,List.tail_cons,Option.isSome_some,Bool.cond_true,Option.elim_some] rw [iterate_sum,iterate_sum] change (advance program)^[m] ((advance program)^[n] (advance program (some (cfg (some (label (.inl ()))) s)))) = _ rw [first,ihc (fun i => label (.inr i)) (some (label (.inl ()))) program (fun i => atLabel (.inr i))] exact ihl label exit program atLabel end Code end DirectedFeedback.StackDSL namespace DirectedFeedback.StackDSL open Turing namespace Code variable {K S : Type} [DecidableEq K] [Fintype K] [Fintype S] def ioStore (initial : S) (k : K) (input : List Bool) : Store K S := ⟨initial,fun j => if j = k then input else []⟩ @[reducible] noncomputable def machine (c : Code K S) (initial : S) (input output : K) : FinTM2 where K := K k₀ := input k₁ := output Γ := fun _ => Bool Λ := c.Label main := c.entry σ := S × Option Bool initialState := (initial,none) m := c.compile id none theorem machine_init (c : Code K S) (initial : S) (input output : K) (bits : List Bool) : initList (c.machine initial input output) bits = cfg (some c.entry) (ioStore initial input bits) := by rfl theorem machine_halt (c : Code K S) (initial : S) (input output : K) (bits : List Bool) : haltList (c.machine initial input output) bits = cfg none (ioStore initial output bits) := by rfl noncomputable def computation {A B : Type} (ea : A → List Bool) (eb : B → List Bool) (f : A → B) (c : Code K S) (initial : S) (input output : K) (time : Polynomial Nat) (cost : A → Nat) (runs : ∀ a, c.Exec (ioStore initial input (ea a)) (cost a) (ioStore initial output (eb (f a)))) (bound : ∀ a, cost a ≤ time.eval (ea a).length) : TM2ComputableInPolyTime ea eb f where tm := c.machine initial input output inputAlphabet := Equiv.refl Bool outputAlphabet := Equiv.refl Bool time := time outputsFun a := { steps := cost a evals_in_steps := by simp only [Equiv.refl, List.map_id, Option.map_some] change (advance (c.compile id none))^[cost a] (some (initList (c.machine initial input output) (ea a))) = some (haltList (c.machine initial input output) (eb (f a))) rw [machine_init,machine_halt] exact (runs a).trace id none (c.compile id none) (fun _ => rfl) steps_le_m := bound a } end Code end DirectedFeedback.StackDSL end namespace DirectedFeedback.StackDSL open Code variable {K : Type} [DecidableEq K] namespace Store def put (s : Store K Bool) (k : K) (value : List Bool) : Store K Bool := ⟨s.state,Function.update s.tape k value⟩ def flag (s : Store K Bool) (value : Bool) : Store K Bool := ⟨value,s.tape⟩ @[simp] theorem put_tape_same (s : Store K Bool) (k : K) (v : List Bool) : (s.put k v).tape k = v := by simp [put] @[simp] theorem put_tape_other (s : Store K Bool) {k j : K} (h : j ≠ k) (v : List Bool) : (s.put k v).tape j = s.tape j := by simp [put,h] @[simp] theorem put_state (s : Store K Bool) (k : K) (v : List Bool) : (s.put k v).state = s.state := rfl omit [DecidableEq K] in @[simp] theorem flag_state (s : Store K Bool) (b : Bool) : (s.flag b).state = b := rfl omit [DecidableEq K] in @[simp] theorem flag_tape (s : Store K Bool) (b : Bool) : (s.flag b).tape = s.tape := rfl @[simp] theorem put_put (s : Store K Bool) (k : K) (v w : List Bool) : (s.put k v).put k w = s.put k w := by simp [put] @[simp] theorem put_self (s : Store K Bool) (k : K) : s.put k (s.tape k) = s := by cases s simp [put] omit [DecidableEq K] in @[simp] theorem flag_flag (s : Store K Bool) (b c : Bool) : (s.flag b).flag c = s.flag c := rfl omit [DecidableEq K] in @[simp] theorem flag_self (s : Store K Bool) : s.flag s.state = s := by cases s; rfl @[simp] theorem put_flag (s : Store K Bool) (k : K) (v : List Bool) (b : Bool) : (s.flag b).put k v = (s.put k v).flag b := rfl theorem put_comm (s : Store K Bool) {k j : K} (h : k ≠ j) (v w : List Bool) : (s.put k v).put j w = (s.put j w).put k v := by simp [put,Function.update_comm h] omit [DecidableEq K] in @[ext] theorem ext (s t : Store K Bool) (hs : s.state = t.state) (ht : s.tape = t.tape) : s=t := by cases s; cases t; simp_all end Store namespace Ops @[reducible] def idle : Code K Bool := .atom (.load id) @[reducible] def reset : Code K Bool := .atom (.load fun _ => false) @[reducible] def push (k : K) (b : Bool) : Code K Bool := .atom (.push k fun _ => b) @[reducible] def pop (k : K) : Code K Bool := .atom (.pop k fun s _ => s) @[reducible] def clear (k : K) : Code K Bool := .scan k (fun s _ => s) idle theorem idle_run (s : Store K Bool) : idle.Exec s 1 s := by exact Exec.atom (.load id) s theorem reset_run (s : Store K Bool) : reset.Exec s 1 (s.flag false) := by exact Exec.atom (.load fun _ => false) s theorem push_run (s : Store K Bool) (k : K) (b : Bool) : (push k b).Exec s 1 (s.put k (b::s.tape k)) := by exact Exec.atom (.push k fun _ => b) s theorem pop_run (s : Store K Bool) (k : K) : (pop k).Exec s 1 (s.put k (s.tape k).tail) := by exact Exec.atom (.pop k fun s _ => s) s theorem clear_list (k : K) (s : Store K Bool) (l : List Bool) : (clear k).Exec (s.put k l) (2*l.length+1) (s.put k []) := by induction l with | nil => simpa using (Exec.scan_nil (c := idle) (f := fun s _ => s) (s := s.put k []) (by simp)) | cons b l ih => have h : (clear k).Exec (s.put k (b::l)) (1+1+(2*l.length+1)) (s.put k []) := by apply Exec.scan_cons (b := b) (rest := l) (by simp) · change idle.Exec ((s.put k (b::l)).put k l) 1 (s.put k l) simpa using idle_run (s.put k l) · exact ih convert h using 1; simp; omega theorem clear_run (k : K) (s : Store K Bool) : (clear k).Exec s (2*(s.tape k).length+1) (s.put k []) := by simpa using clear_list k s (s.tape k) @[reducible] def transferScan (src dst : K) : Code K Bool := .scan src (fun _ b => b) (.atom (.push dst id)) @[reducible] def transfer (src dst : K) : Code K Bool := .seq (transferScan src dst) reset theorem transferScan_run (src dst : K) (hne : src ≠ dst) (l d : List Bool) (s : Store K Bool) : ∃ b, (transferScan src dst).Exec ((s.put src l).put dst d) (2*l.length+1) (((s.put src []).put dst (l.reverse++d)).flag b) := by induction l generalizing d s with | nil => refine ⟨s.state,?_⟩ simpa [transferScan,Store.put,Store.flag] using (Exec.scan_nil (c := .atom (.push dst id)) (f := fun _ b => b) (s := (s.put src []).put dst d) (by simp [hne])) | cons b l ih => obtain ⟨q,hq⟩ := ih (b::d) (s.flag b) refine ⟨q,?_⟩ have hbody : (.atom (.push dst id) : Code K Bool).Exec ⟨b,Function.update (((s.put src (b::l)).put dst d).tape) src l⟩ 1 (((s.flag b).put src l).put dst (b::d)) := by convert Exec.atom (.push dst id) (⟨b,Function.update (((s.put src (b::l)).put dst d).tape) src l⟩ : Store K Bool) using 1 refine Store.ext _ _ ?_ ?_ · rfl funext k by_cases hs : k = src <;> by_cases hd : k = dst <;> simp_all [Prim.run,Store.put,Store.flag,Function.update_apply] have h := Exec.scan_cons (k := src) (f := fun _ b => b) (c := .atom (.push dst id)) (s := (s.put src (b::l)).put dst d) (b := b) (rest := l) (by simp [hne]) hbody hq convert h using 1 <;> simp [List.reverse_cons,List.append_assoc]; omega theorem transfer_run (src dst : K) (hne : src ≠ dst) (s : Store K Bool) : (transfer src dst).Exec s (2*(s.tape src).length+2) (((s.put src []).put dst ((s.tape src).reverse++s.tape dst)).flag false) := by obtain ⟨b,h⟩ := transferScan_run src dst hne (s.tape src) (s.tape dst) s simp only [Store.put_self] at h have hh := Exec.seq h (reset_run _) convert hh using 1; simp @[reducible] def fanScan (src a b : K) (f g : Bool → Bool) : Code K Bool := .scan src (fun _ x => x) (.seq (.atom (.push a f)) (.atom (.push b g))) theorem fanScan_run (src a b : K) (hsa : src ≠ a) (hsb : src ≠ b) (hab : a ≠ b) (f g : Bool → Bool) (l x y : List Bool) (s : Store K Bool) : ∃ q, (fanScan src a b f g).Exec (((s.put src l).put a x).put b y) (3*l.length+1) ((((s.put src []).put a (l.reverse.map f ++ x)).put b (l.reverse.map g ++ y)).flag q) := by induction l generalizing x y s with | nil => refine ⟨s.state,?_⟩ simpa [Store.put,Store.flag] using (Exec.scan_nil (c := .seq (.atom (.push a f)) (.atom (.push b g))) (f := fun _ x => x) (s := ((s.put src []).put a x).put b y) (by simp [hsa,hsb])) | cons v l ih => obtain ⟨q,hq⟩ := ih (f v :: x) (g v :: y) (s.flag v) refine ⟨q,?_⟩ have hbody : (.seq (.atom (.push a f)) (.atom (.push b g)) : Code K Bool).Exec ⟨v,Function.update ((((s.put src (v::l)).put a x).put b y).tape) src l⟩ (1+1) ((((s.flag v).put src l).put a (f v::x)).put b (g v::y)) := by convert Exec.seq (Exec.atom (.push a f) _) (Exec.atom (.push b g) _) using 1 refine Store.ext _ _ ?_ ?_ · rfl funext k by_cases h0 : k=src <;> by_cases h1 : k=a <;> by_cases h2 : k=b <;> simp_all [Prim.run,Store.put,Store.flag,Function.update_apply] have h := Exec.scan_cons (k := src) (f := fun _ v => v) (c := .seq (.atom (.push a f)) (.atom (.push b g))) (s := ((s.put src (v::l)).put a x).put b y) (b := v) (rest := l) (by simp [hsa,hsb]) hbody hq convert h using 1 <;> simp [List.reverse_cons,List.append_assoc]; omega @[reducible] def copyMap (src dst tmp : K) (f : Bool → Bool) : Code K Bool := .seq (transfer src tmp) (.seq (fanScan tmp src dst id f) reset) theorem copyMap_run (src dst tmp : K) (hsd : src ≠ dst) (hst : src ≠ tmp) (hdt : dst ≠ tmp) (f : Bool → Bool) (s : Store K Bool) (ht : s.tape tmp = []) : (copyMap src dst tmp f).Exec s (5*(s.tape src).length+4) ((s.put dst ((s.tape src).map f ++ s.tape dst)).flag false) := by have h1 := transfer_run src tmp hst s rw [ht,List.append_nil] at h1 obtain ⟨q,h2⟩ := fanScan_run tmp src dst (Ne.symm hst) (Ne.symm hdt) hsd id f (s.tape src).reverse [] (s.tape dst) (s.flag false) have heq : ((((s.flag false).put tmp (s.tape src).reverse).put src []).put dst (s.tape dst)) = (((s.put src []).put tmp (s.tape src).reverse).flag false) := by refine Store.ext _ _ rfl ?_ funext k by_cases h0 : k=src <;> by_cases h1 : k=dst <;> by_cases h2 : k=tmp <;> simp_all [Store.put,Store.flag] rw [heq] at h2 have h3 := Exec.seq h1 (Exec.seq h2 (reset_run _)) have hend : (((((s.flag false).put tmp []).put src ((s.tape src).reverse.reverse.map id ++ [])).put dst ((s.tape src).reverse.reverse.map f ++ s.tape dst)).flag q).flag false = (s.put dst ((s.tape src).map f ++ s.tape dst)).flag false := by refine Store.ext _ _ rfl ?_ funext k by_cases h0 : k=src <;> by_cases h1 : k=dst <;> by_cases h2 : k=tmp <;> simp_all [Store.put,Store.flag] rw [hend] at h3 convert h3 using 1; simp; omega @[reducible] def copy (src dst tmp : K) : Code K Bool := copyMap src dst tmp id @[reducible] def count (src dst tmp : K) : Code K Bool := copyMap src dst tmp (fun _ => true) theorem copy_run (src dst tmp : K) (hsd : src ≠ dst) (hst : src ≠ tmp) (hdt : dst ≠ tmp) (s : Store K Bool) (ht : s.tape tmp = []) : (copy src dst tmp).Exec s (5*(s.tape src).length+4) ((s.put dst (s.tape src ++ s.tape dst)).flag false) := by simpa using copyMap_run src dst tmp hsd hst hdt id s ht theorem count_run (src dst tmp : K) (hsd : src ≠ dst) (hst : src ≠ tmp) (hdt : dst ≠ tmp) (s : Store K Bool) (ht : s.tape tmp = []) : (count src dst tmp).Exec s (5*(s.tape src).length+4) ((s.put dst (List.replicate (s.tape src).length true ++ s.tape dst)).flag false) := by simpa using copyMap_run src dst tmp hsd hst hdt (fun _ => true) s ht end Ops end DirectedFeedback.StackDSL namespace DirectedFeedback.StackDSL open Code variable {K : Type} [DecidableEq K] namespace Ops theorem scan_indexed (counter : K) (c : Code K Bool) (n : Nat) (states : Nat → Store K Bool) (cost : Nat → Nat) (hc : ∀ i, i ≤ n → (states i).tape counter = List.replicate (n-i) true) (hb : ∀ i, i < n → c.Exec ((states i).put counter (List.replicate (n-(i+1)) true)) (cost i) (states (i+1))) : (Code.scan counter (fun s _ => s) c).Exec (states 0) (n+1+∑ i ∈ Finset.range n, cost i) (states n) := by induction n generalizing states cost with | zero => simpa using (Exec.scan_nil (c := c) (f := fun s _ => s) (s := states 0) (by simpa using hc 0 (by omega))) | succ n ih => have hh := ih (fun i => states (i+1)) (fun i => cost (i+1)) (by intro i hi; simpa [Nat.add_sub_add_right] using hc (i+1) (by omega)) (by intro i hi; simpa [Nat.add_assoc] using hb (i+1) (by omega)) have h := Exec.scan_cons (k := counter) (f := fun s _ => s) (c := c) (s := states 0) (b := true) (rest := List.replicate n true) (by simpa [List.replicate_succ] using hc 0 (by omega)) (by simpa [Store.put] using hb 0 (by omega)) hh convert h using 1 rw [Finset.sum_range_succ'] omega @[reducible] def pushN (k : K) : Nat → Code K Bool | 0 => reset | n+1 => .seq (push k true) (pushN k n) theorem pushN_run (k : K) (n : Nat) (s : Store K Bool) : (pushN k n).Exec s (n+1) ((s.put k (List.replicate n true ++ s.tape k)).flag false) := by induction n generalizing s with | zero => simpa using reset_run s | succ n ih => have h := Exec.seq (push_run s k true) (ih (s.put k (true::s.tape k))) convert h using 1 <;> first | omega | simp [List.replicate_succ',List.append_assoc] theorem subtract_run (src counter : K) (hne : src ≠ counter) (a b : Nat) (s : Store K Bool) : (Code.scan counter (fun s _ => s) (pop src)).Exec ((s.put src (List.replicate a true)).put counter (List.replicate b true)) (2*b+1) ((s.put src (List.replicate (a-b) true)).put counter []) := by let states := fun i => (s.put src (List.replicate (a-i) true)).put counter (List.replicate (b-i) true) have h := scan_indexed counter (pop src) b states (fun _ => 1) (by intro i hi; simp [states]) (by intro i hi convert pop_run ((states i).put counter (List.replicate (b-(i+1)) true)) src using 1 refine Store.ext _ _ rfl ?_ funext k by_cases hs : k=src <;> by_cases hc : k=counter <;> simp_all [states,Store.put,List.tail_replicate] omega) convert h using 1 <;> simp [states]; omega theorem drop_run (src counter : K) (hne : src ≠ counter) (l : List Bool) (b : Nat) (s : Store K Bool) : (Code.scan counter (fun s _ => s) (pop src)).Exec ((s.put src l).put counter (List.replicate b true)) (2*b+1) ((s.put src (l.drop b)).put counter []) := by let states := fun i => (s.put src (l.drop i)).put counter (List.replicate (b-i) true) have h := scan_indexed counter (pop src) b states (fun _ => 1) (by intro i hi; simp [states]) (by intro i hi convert pop_run ((states i).put counter (List.replicate (b-(i+1)) true)) src using 1 refine Store.ext _ _ rfl ?_ funext k by_cases hs : k=src <;> by_cases hc : k=counter <;> simp_all [states,Store.put]) convert h using 1 <;> simp [states]; omega end Ops end DirectedFeedback.StackDSL namespace DirectedFeedback.BoundedExpr open scoped BigOperators inductive Expr : Nat → Type | lit {r : Nat} (value : Nat) : Expr r | arg {r : Nat} (index : Fin r) : Expr r | length {r : Nat} : Expr r | bit {r : Nat} (index : Expr r) : Expr r | add {r : Nat} (a b : Expr r) : Expr r | mul {r : Nat} (a b : Expr r) : Expr r | sub {r : Nat} (a b : Expr r) : Expr r | zero {r : Nat} (a : Expr r) : Expr r | sum {r : Nat} (bound : Expr r) (body : Expr (r+1)) : Expr r namespace Expr def eval {r : Nat} (e : Expr r) (input : List Bool) (args : Fin r → Nat) : Nat := match e with | .lit n => n | .arg i => args i | .length => input.length | .bit i => if input[i.eval input args]?.getD false then 1 else 0 | .add a b => a.eval input args + b.eval input args | .mul a b => a.eval input args * b.eval input args | .sub a b => a.eval input args - b.eval input args | .zero a => if a.eval input args = 0 then 1 else 0 | .sum b e => ∑ i ∈ Finset.range (b.eval input args), e.eval input (Fin.cons i args) noncomputable def bound {r : Nat} : Expr r → Polynomial Nat | .lit n => Polynomial.C n | .arg _ | .length => Polynomial.X | .bit _ | .zero _ => 1 | .add a b => a.bound + b.bound | .mul a b => a.bound * b.bound | .sub a _ => a.bound | .sum b e => b.bound * e.bound.comp (Polynomial.X + b.bound) theorem polynomial_mono (p : Polynomial Nat) {a b : Nat} (h : a ≤ b) : p.eval a ≤ p.eval b := by rw [Polynomial.eval_eq_sum_range,Polynomial.eval_eq_sum_range] exact Finset.sum_le_sum (fun i _ => Nat.mul_le_mul_left _ (Nat.pow_le_pow_left h i)) theorem eval_le_bound {r : Nat} (e : Expr r) (input : List Bool) (args : Fin r → Nat) (n : Nat) (hi : input.length ≤ n) (ha : ∀ i, args i ≤ n) : e.eval input args ≤ e.bound.eval n := by induction e generalizing input n with | lit k => simp [eval,bound] | arg i => simpa [eval,bound] using ha i | length => simpa [eval,bound] using hi | bit i ih => simp only [eval,bound,Polynomial.eval_one]; split <;> omega | add a b iha ihb => simpa only [eval,bound,Polynomial.eval_add] using Nat.add_le_add (iha input args n hi ha) (ihb input args n hi ha) | mul a b iha ihb => simpa only [eval,bound,Polynomial.eval_mul] using Nat.mul_le_mul (iha input args n hi ha) (ihb input args n hi ha) | sub a b iha ihb => exact (Nat.sub_le ..).trans (iha input args n hi ha) | zero a iha => simp only [eval,bound,Polynomial.eval_one]; split <;> omega | @sum r b e ihb ihe => have hb := ihb input args n hi ha have heach : ∀ i ∈ Finset.range (b.eval input args), e.eval input (Fin.cons i args) ≤ e.bound.eval (n+b.bound.eval n) := by intro i hm have hsmall : i < b.eval input args := Finset.mem_range.mp hm apply ihe input (Fin.cons i args) (n+b.bound.eval n) (by omega) intro j refine Fin.cases ?_ (fun j => ?_) j · simpa using (show i ≤ n+b.bound.eval n by omega) · simpa using (ha j).trans (Nat.le_add_right n _) simp only [eval,bound,Polynomial.eval_mul,Polynomial.eval_comp,Polynomial.eval_add,Polynomial.eval_X] calc _ ≤ ∑ _i ∈ Finset.range (b.eval input args), e.bound.eval (n+b.bound.eval n) := Finset.sum_le_sum heach _ = b.eval input args * e.bound.eval (n+b.bound.eval n) := by simp _ ≤ b.bound.eval n * e.bound.eval (n+b.bound.eval n) := Nat.mul_le_mul_right _ hb end Expr end DirectedFeedback.BoundedExpr namespace DirectedFeedback.BoundedExpr open StackDSL StackDSL.Code StackDSL.Ops open scoped BigOperators namespace Expr @[reducible] def compile {r : Nat} (e : Expr r) (input : Nat) (args : Fin r → Nat) (out fresh : Nat) : Code Nat Bool := match e with | .lit n => pushN out n | .arg i => copy (args i) out fresh | .length => count input out fresh | .add a b => .seq (a.compile input args out fresh) (b.compile input args out fresh) | .mul a b => .seq (a.compile input args fresh (fresh+2)) (.seq (b.compile input args (fresh+1) (fresh+2)) (.seq (.scan fresh (fun s _ => s) (copy (fresh+1) out (fresh+2))) (clear (fresh+1)))) | .sub a b => .seq (a.compile input args fresh (fresh+2)) (.seq (b.compile input args (fresh+1) (fresh+2)) (.seq (.scan (fresh+1) (fun s _ => s) (pop fresh)) (transfer fresh out))) | .zero a => .seq (a.compile input args fresh (fresh+1)) (.seq (.atom (.peek fresh (fun _ x => x.isNone))) (.seq (clear fresh) (.seq (.branch id (push out true) idle) reset))) | .bit i => .seq (i.compile input args fresh (fresh+1)) (.seq (copy input (fresh+1) (fresh+2)) (.seq (.scan fresh (fun s _ => s) (pop (fresh+1))) (.seq (.atom (.peek (fresh+1) (fun _ x => x.getD false))) (.seq (clear (fresh+1)) (.seq (.branch id (push out true) idle) reset))))) | .sum b e => .seq (b.compile input args fresh (fresh+2)) (.seq (.scan fresh (fun s _ => s) (.seq (e.compile input (Fin.cons (fresh+1) args) out (fresh+2)) (push (fresh+1) true))) (clear (fresh+1))) def cost {r : Nat} (e : Expr r) (input : List Bool) (args : Fin r → Nat) : Nat := match e with | .lit n => n+1 | .arg i => 5*args i+4 | .length => 5*input.length+4 | .add a b => a.cost input args + b.cost input args | .mul a b => a.cost input args + b.cost input args + a.eval input args * (5*b.eval input args+5) + 2*b.eval input args+2 | .sub a b => a.cost input args + b.cost input args + 2*b.eval input args + 2*(a.eval input args-b.eval input args)+3 | .zero a => a.cost input args + 2*a.eval input args+5 | .bit i => i.cost input args + 5*input.length + 2*i.eval input args + 2*(input.length-i.eval input args)+10 | .sum b e => b.cost input args + (∑ i ∈ Finset.range (b.eval input args), e.cost input (Fin.cons i args))+4*b.eval input args+2 noncomputable def costBound {r : Nat} : Expr r → Polynomial Nat | .lit n => Polynomial.C (n+1) | .arg _ | .length => 5*Polynomial.X+4 | .add a b => a.costBound+b.costBound | .mul a b => a.costBound+b.costBound+a.bound*(5*b.bound+5)+2*b.bound+2 | .sub a b => a.costBound+b.costBound+2*b.bound+2*a.bound+3 | .zero a => a.costBound+2*a.bound+5 | .bit i => i.costBound+7*Polynomial.X+2*i.bound+10 | .sum b e => b.costBound+b.bound*e.costBound.comp (Polynomial.X+b.bound)+4*b.bound+2 theorem cost_le_bound {r : Nat} (e : Expr r) (input : List Bool) (args : Fin r → Nat) (n : Nat) (hi : input.length ≤ n) (ha : ∀ i, args i ≤ n) : e.cost input args ≤ e.costBound.eval n := by induction e generalizing input n with | lit k => simp [cost,costBound] | arg i => have hai := ha i simp only [cost,costBound,Polynomial.eval_add,Polynomial.eval_mul,Polynomial.eval_ofNat, Polynomial.eval_X]; omega | length => simp only [cost,costBound,Polynomial.eval_add,Polynomial.eval_mul,Polynomial.eval_ofNat, Polynomial.eval_X]; omega | add a b iha ihb => simpa [cost,costBound] using Nat.add_le_add (iha input args n hi ha) (ihb input args n hi ha) | mul a b iha ihb => have h1 := iha input args n hi ha have h2 := ihb input args n hi ha have h3 := a.eval_le_bound input args n hi ha have h4 := b.eval_le_bound input args n hi ha have hm := Nat.mul_le_mul h3 (Nat.add_le_add_right (Nat.mul_le_mul_left 5 h4) 5) simp only [cost,costBound,Polynomial.eval_add,Polynomial.eval_mul,Polynomial.eval_ofNat] omega | sub a b iha ihb => have h1 := iha input args n hi ha have h2 := ihb input args n hi ha have h3 := a.eval_le_bound input args n hi ha have h4 := b.eval_le_bound input args n hi ha simp only [cost,costBound,Polynomial.eval_add,Polynomial.eval_mul,Polynomial.eval_ofNat] omega | zero a iha => have h1 := iha input args n hi ha have h2 := a.eval_le_bound input args n hi ha simp only [cost,costBound,Polynomial.eval_add,Polynomial.eval_mul,Polynomial.eval_ofNat] omega | bit i ih => have h1 := ih input args n hi ha have h2 := i.eval_le_bound input args n hi ha simp only [cost,costBound,Polynomial.eval_add,Polynomial.eval_mul,Polynomial.eval_ofNat,Polynomial.eval_X] omega | @sum r b e ihb ihe => have hb := b.eval_le_bound input args n hi ha have hbc := ihb input args n hi ha have heach : ∀ i ∈ Finset.range (b.eval input args), e.cost input (Fin.cons i args) ≤ e.costBound.eval (n+b.bound.eval n) := by intro i hm have hsmall : i < b.eval input args := Finset.mem_range.mp hm apply ihe input (Fin.cons i args) (n+b.bound.eval n) (by omega) intro j refine Fin.cases ?_ (fun j => ?_) j · simpa using (show i ≤ n+b.bound.eval n by omega) · simpa using (ha j).trans (Nat.le_add_right n _) have hsum : (∑ i ∈ Finset.range (b.eval input args), e.cost input (Fin.cons i args)) ≤ b.bound.eval n * e.costBound.eval (n+b.bound.eval n) := by calc _ ≤ ∑ _i ∈ Finset.range (b.eval input args), e.costBound.eval (n+b.bound.eval n) := Finset.sum_le_sum heach _ = b.eval input args * e.costBound.eval (n+b.bound.eval n) := by simp _ ≤ _ := Nat.mul_le_mul_right _ hb simp only [cost,costBound,Polynomial.eval_add,Polynomial.eval_mul,Polynomial.eval_ofNat, Polynomial.eval_comp,Polynomial.eval_X] omega end Expr end DirectedFeedback.BoundedExpr end OAI