||| This module is based on Todd Waugh Ambridge's blog post series ||| "Search over uniformly continuous decidable predicates on ||| infinite collections of types" ||| https://www.cs.bham.ac.uk/~txw467/tychonoff/ module Search.Tychonoff.PartI import Data.DPair import Data.Nat import Data.Nat.Order import Data.So import Data.Vect import Decidable.Equality import Decidable.Decidable %default total ------------------------------------------------------------------------------ -- Searchable types ------------------------------------------------------------------------------ Pred : Type -> Type Pred a = a -> Type 0 Decidable : Pred a -> Type Decidable p = (x : a) -> Dec (p x) ||| Hilbert's epsilon is a function that for a given predicate ||| returns a value that satisfies it if any value exists that ||| that would satisfy it. -- NB: this is not in the original posts, it's me making potentially -- erroneous connections 0 HilbertEpsilon : Pred x -> Type HilbertEpsilon p = (v : x ** (v0 : x) -> p v0 -> p v) ||| A type is searchable if for any ||| @ p a decidable predicate over that type ||| @ x can be found such that if there exists a ||| @ x0 satisfying p then x also satisfies p 0 IsSearchable : Type -> Type IsSearchable x = (0 p : Pred x) -> Decidable p -> HilbertEpsilon p infix 0 <-> record (<->) (a, b : Type) where constructor MkIso forwards : a -> b backwards : b -> a inverseL : (x : a) -> backwards (forwards x) === x inverseR : (y : b) -> forwards (backwards y) === y ||| Searchable is closed under isomorphisms map : (a <-> b) -> IsSearchable a -> IsSearchable b map (MkIso f g _ inv) search p pdec = let (xa ** prfa) = search (p . f) (\ x => pdec (f x)) in (f xa ** \ xb, pxb => prfa (g xb) $ replace {p} (sym $ inv xb) pxb) interface Searchable (0 a : Type) where constructor MkSearchable search : IsSearchable a Inhabited : Type -> Type Inhabited a = a searchableIsInhabited : IsSearchable a -> Inhabited a searchableIsInhabited search = fst (search (\ _ => ()) (\ _ => Yes ())) -- Finite types are trivially searchable ||| Unit is searchable Searchable () where search p pdef = (() ** \ (), prf => prf) ||| Bool is searchable Searchable Bool where search p pdec = case pdec True of -- if p True holds we're done Yes prf => MkDPair True $ \ _, _ => prf -- otherwise p False is our best bet No contra => MkDPair False $ \case False => id True => absurd . contra ||| Searchable is closed under finite sum -- Note that this would enable us to go back and prove Bool searchable -- via the iso Bool <-> Either () () (Searchable a, Searchable b) => Searchable (Either a b) where search p pdec = let (xa ** prfa) = search (p . Left) (\ xa => pdec (Left xa)) in let (xb ** prfb) = search (p . Right) (\ xb => pdec (Right xb)) in case pdec (Left xa) of Yes pxa => (Left xa ** \ _, _ => pxa) No npxa => case pdec (Right xb) of Yes pxb => (Right xb ** \ _, _ => pxb) No npxb => MkDPair (Left xa) $ \case Left xa' => \ pxa' => absurd (npxa (prfa xa' pxa')) Right xb' => \ pxb' => absurd (npxb (prfb xb' pxb')) ||| Searchable is closed under finite product (Searchable a, Searchable b) => Searchable (a, b) where search p pdec = -- How cool is that use of choice? let (fb ** prfb) = Pair.choice $ \ a => search (p . (a,)) (\ b => pdec (a, b)) in let (xa ** prfa) = search (\ a => p (a, fb a)) (\ xa => pdec (xa, fb xa)) in MkDPair (xa, fb xa) $ \ (xa', xb'), pxab' => prfa xa' (prfb xa' xb' pxab') ||| Searchable for Vect %hint searchVect : Searchable a => (n : Nat) -> Searchable (Vect n a) searchVect 0 = MkSearchable $ \ p, pdec => ([] ** \case [] => id) searchVect (S n) = MkSearchable $ \ p, pdec => let %hint ih : Searchable (Vect n a) ih = searchVect n 0 P : Pred (a, Vect n a) P = p . Prelude.uncurry (::) Pdec : Decidable P Pdec = \ (x, xs) => pdec (x :: xs) in bimap (uncurry (::)) (\ prf => \case (v0 :: vs0) => prf (v0, vs0)) $ search P Pdec ||| The usual LPO is for Nat only 0 LPO : Type -> Type LPO a = (f : a -> Bool) -> Either (x : a ** f x === True) ((x : a) -> f x === False) 0 LPO' : Type -> Type LPO' a = (0 p : Pred a) -> Decidable p -> Either (x : a ** p x) ((x : a) -> Not (p x)) SearchableIsLPO : IsSearchable a -> LPO' a SearchableIsLPO search p pdec = let (x ** prf) = search p pdec in case pdec x of Yes px => Left (x ** px) No npx => Right (\ x', px' => absurd (npx (prf x' px'))) LPOIsSearchable : LPO' a -> Inhabited a -> IsSearchable a LPOIsSearchable lpo inh p pdec = case lpo p pdec of Left (x ** px) => (x ** \ _, _ => px) Right contra => (inh ** \ x, px => absurd (contra x px)) EqUntil : (m : Nat) -> (a, b : Nat -> x) -> Type EqUntil m a b = (k : Nat) -> k `LTE` m -> a k === b k ------------------------------------------------------------------------------ -- Closeness functions and extended naturals ------------------------------------------------------------------------------ ||| A decreasing sequence of booleans Decreasing : (Nat -> Bool) -> Type Decreasing f = (n : Nat) -> So (f (S n)) -> So (f n) ||| Nat extended with a point at infinity record NatInf where constructor MkNatInf sequence : Nat -> Bool isDecreasing : Decreasing sequence repeat : x -> (Nat -> x) repeat v = const v Zero : NatInf Zero = MkNatInf (repeat False) (\ n, prf => prf) Omega : NatInf Omega = MkNatInf (repeat True) (\ n, prf => prf) (::) : x -> (Nat -> x) -> (Nat -> x) (v :: f) 0 = v (v :: f) (S n) = f n Succ : NatInf -> NatInf Succ f = MkNatInf (True :: f .sequence) decr where decr : Decreasing (True :: f .sequence) decr 0 = const Oh decr (S n) = f .isDecreasing n fromNat : Nat -> NatInf fromNat 0 = Zero fromNat (S k) = Succ (fromNat k) soFromNat : k `LT` n -> So ((fromNat n) .sequence k) soFromNat p = case view p of LTZero => Oh LTSucc p => soFromNat p fromNatSo : {k, n : Nat} -> So ((fromNat n) .sequence k) -> k `LT` n fromNatSo {n = 0} hyp = absurd hyp fromNatSo {k = 0} {n = S n} hyp = LTESucc LTEZero fromNatSo {k = S k} {n = S n} hyp = LTESucc (fromNatSo hyp) LTE : (f, g : NatInf) -> Type f `LTE` g = (n : Nat) -> So (f .sequence n) -> So (g .sequence n) minimalZ : (f : NatInf) -> fromNat 0 `LTE` f minimalZ f n prf = absurd prf maximalInf : (f : NatInf) -> f `LTE` Omega maximalInf f n prf = Oh min : (f, g : NatInf) -> NatInf min (MkNatInf f prf) (MkNatInf g prg) = MkNatInf (\ n => f n && g n) $ \ n, prfg => let (l, r) = soAnd prfg in andSo (prf n l, prg n r) minLTE : (f, g : NatInf) -> min f g `LTE` f minLTE (MkNatInf f prf) (MkNatInf g prg) n pr = fst (soAnd pr) max : (f, g : NatInf) -> NatInf max (MkNatInf f prf) (MkNatInf g prg) = MkNatInf (\ n => f n || g n) $ \ n, prfg => orSo $ case soOr prfg of Left pr => Left (prf n pr) Right pr => Right (prg n pr) maxLTE : (f, g : NatInf) -> f `LTE` max f g maxLTE (MkNatInf f prf) (MkNatInf g prg) n pr = orSo (Left pr) record ClosenessFunction (0 x : Type) (c : (v, w : x) -> NatInf) where constructor MkClosenessFunction selfClose : (v : x) -> c v v === Omega closeSelf : (v, w : x) -> c v w === Omega -> v === w symmetric : (v, w : x) -> c v w === c w v ultrametic : (u, v, w : x) -> min (c u v) (c v w) `LTE` c u w ------------------------------------------------------------------------------ -- Discrete closeness function ------------------------------------------------------------------------------ Discrete : Type -> Type Discrete = DecEq dc : Discrete x => (v, w : x) -> NatInf dc v w = ifThenElse (isYes $ decEq v w) Omega Zero dcIsClosenessFunction : Discrete x => ClosenessFunction x PartI.dc dcIsClosenessFunction = MkClosenessFunction selfClose closeSelf symmetric ultrametric where selfClose : (v : x) -> dc v v === Omega selfClose v with (decEq v v) _ | Yes pr = Refl _ | No npr = absurd (npr Refl) closeSelf : (v, w : x) -> dc v w === Omega -> v === w closeSelf v w eq with (decEq v w) _ | Yes pr = pr _ | No npr = absurd (cong (($ 0) . sequence) eq) symmetric : (v, w : x) -> dc v w === dc w v symmetric v w with (decEq v w) symmetric v v | Yes Refl = rewrite decEqSelfIsYes {x = v} in Refl _ | No nprf with (decEq w v) _ | Yes prf = absurd (nprf (sym prf)) _ | No _ = Refl ultrametric : (u, v, w : x) -> min (dc u v) (dc v w) `LTE` dc u w ultrametric u v w n with (decEq u w) _ | Yes r = const Oh _ | No nr with (decEq u v) _ | Yes p with (decEq v w) _ | Yes q = absurd (nr (trans p q)) _ | No nq = id _ | No np with (decEq v w) _ | Yes q = id _ | No nq = id ------------------------------------------------------------------------------ -- Discrete-sequence closeness function ------------------------------------------------------------------------------ decEqUntil : Discrete x => (n : Nat) -> (f, g : Nat -> x) -> Dec (EqUntil n f g) decEqUntil n f g = decideLTEBounded (\ n => decEq (f n) (g n)) n fromYes : (d : Dec p) -> isYes d === True -> p fromYes (Yes prf) _ = prf decEqUntilPred : Discrete x => (n : Nat) -> (f, g : Nat -> x) -> isYes (decEqUntil (S n) f g) === True -> isYes (decEqUntil n f g) === True decEqUntilPred n f g eq with (decEqUntil n f g) _ | Yes prf = Refl _ | No nprf = let prf = fromYes (decEqUntil (S n) f g) eq in absurd (nprf $ \ l, bnd => prf l (lteSuccRight bnd)) public export dsc : Discrete x => (f, g : Nat -> x) -> NatInf dsc f g = (MkNatInf Meas decr) where Meas : Nat -> Bool Meas = \ n => (ifThenElse (isYes $ decEqUntil n f g) Omega Zero) .sequence n decr : Decreasing Meas decr n with (decEqUntil (S n) f g) proof eq _ | Yes eqSn = rewrite decEqUntilPred n f g (cong isYes eq) in id _ | No neqSn = \case prf impossible interface IsSubSingleton x where isSubSingleton : (v, w : x) -> v === w IsSubSingleton Void where isSubSingleton p q = absurd p IsSubSingleton () where isSubSingleton () () = Refl (IsSubSingleton a, IsSubSingleton b) => IsSubSingleton (a, b) where isSubSingleton (p,q) (u,v) = cong2 (,) (isSubSingleton p u) (isSubSingleton q v) IsSubSingleton (So b) where isSubSingleton Oh Oh = Refl -- K axiom IsSubSingleton (v === w) where isSubSingleton Refl Refl = Refl infix 0 ~~~ 0 (~~~) : {0 b : a -> Type} -> (f, g : (x : a) -> b x) -> Type f ~~~ g = (x : a) -> f x === g x 0 ExtensionalEquality : Type ExtensionalEquality = {0 a : Type} -> {0 b : a -> Type} -> {f, g : (x : a) -> b x} -> f ~~~ g -> f === g interface Extensionality where functionalExt : ExtensionalEquality {0 p : a -> Type} -> Extensionality => ((x : a) -> IsSubSingleton (p x)) => IsSubSingleton ((x : a) -> p x) where isSubSingleton v w = functionalExt (\ x => isSubSingleton (v x) (w x)) -- Extensionality is needed for the No/No case Extensionality => IsSubSingleton p => IsSubSingleton (Dec p) where isSubSingleton (Yes p) (Yes q) = cong Yes (isSubSingleton p q) isSubSingleton (Yes p) (No nq) = absurd (nq p) isSubSingleton (No np) (Yes q) = absurd (np q) isSubSingleton (No np) (No nq) = cong No (isSubSingleton np nq) parameters {auto _ : Extensionality} seqEquals : {f, g : Nat -> x} -> f ~~~ g -> f === g seqEquals = functionalExt decEqUntilSelfIsYes : Discrete x => (n : Nat) -> (f : Nat -> x) -> decEqUntil n f f === Yes (\ k, bnd => Refl) decEqUntilSelfIsYes n f = isSubSingleton ? ? NatInfEquals : {f, g : Nat -> Bool} -> {fdecr : Decreasing f} -> {gdecr : Decreasing g} -> f ~~~ g -> MkNatInf f fdecr === MkNatInf g gdecr NatInfEquals {f} eq with (seqEquals eq) _ | Refl = cong (MkNatInf f) (isSubSingleton ? ?) dscIsClosenessFunction : Discrete x => ClosenessFunction (Nat -> x) PartI.dsc dscIsClosenessFunction {x} = MkClosenessFunction selfClose (\ v, w, eq => seqEquals (closeSelf v w eq)) (\ v, w => NatInfEquals (symmetric v w)) ultrametric where selfClose : (v : Nat -> x) -> dsc v v === Omega selfClose v = NatInfEquals $ \ n => rewrite decEqUntilSelfIsYes n v in Refl closeSelf : (v, w : Nat -> x) -> dsc v w === Omega -> v ~~~ w closeSelf v w eq n with (cong (\ f => f .sequence n) eq) _ | prf with (decEqUntil n v w) _ | Yes eqn = eqn n reflexive _ | No neqn = absurd prf symmetric : (v, w : Nat -> x) -> (dsc v w) .sequence ~~~ (dsc w v) .sequence symmetric v w n with (decEqUntil n v w) _ | Yes p with (decEqUntil n w v) _ | Yes q = Refl _ | No nq = absurd (nq $ \ k, bnd => sym (p k bnd)) _ | No np with (decEqUntil n w v) _ | Yes q = absurd (np $ \ k, bnd => sym (q k bnd)) _ | No nq = Refl ultrametric : (u, v, w : Nat -> x) -> min (dsc u v) (dsc v w) `LTE` dsc u w ultrametric u v w n with (decEqUntil n u w) _ | Yes r = const Oh _ | No nr with (decEqUntil n u v) _ | Yes p with (decEqUntil n v w) _ | Yes q = absurd (nr (\ k, bnd => trans (p k bnd) (q k bnd))) _ | No nq = id _ | No np with (decEqUntil n v w) _ | Yes q = id _ | No nq = id closeImpliesEqUntil : Discrete x => (n : Nat) -> (f, g : Nat -> x) -> fromNat (S n) `LTE` dsc f g -> EqUntil n f g closeImpliesEqUntil n f g prf with (prf n) _ | prfn with (decEqUntil n f g) _ | Yes eqn = eqn _ | No neqn = absurd (prfn (soFromNat reflexive)) eqUntilImpliesClose : Discrete x => (n : Nat) -> (f, g : Nat -> x) -> EqUntil n f g -> fromNat (S n) `LTE` dsc f g eqUntilImpliesClose n f g prf k hyp with (decEqUntil k f g) _ | Yes p = Oh _ | No np = let klten = fromLteSucc $ fromNatSo {k} {n = S n} hyp in absurd (np $ \ k', bnd => prf k' (transitive bnd klten)) buildUp : Discrete x => (n : Nat) -> (f, g : Nat -> x) -> fromNat n `LTE` dsc f g -> (v : x) -> fromNat (S n) `LTE` dsc (v :: f) (v :: g) buildUp n f g hyp v = eqUntilImpliesClose n (v :: f) (v :: g) $ \ k, bnd => case bnd of LTEZero => Refl LTESucc bnd => closeImpliesEqUntil ? f g hyp ? bnd head : (Nat -> x) -> x head f = f Z tail : (Nat -> x) -> (Nat -> x) tail f = f . S parameters {auto _ : Extensionality} eta : (f : Nat -> x) -> f === head f :: tail f eta f = functionalExt $ \case Z => Refl S n => Refl ------------------------------------------------------------------------------ -- Continuity and continuously searchable types ------------------------------------------------------------------------------ ||| Uniform modulus of continuity ||| @ c the notion of closeness used ||| @ p the predicate of interest ||| @ mod the modulus being characterised 0 IsUModFor : (c : (v, w : x) -> NatInf) -> (p : Pred x) -> (mod : Nat) -> Type IsUModFor c p mod = (v, w : x) -> fromNat mod `LTE` c v w -> p v -> p w ||| Uniformly continuous predicate wrt a closeness function ||| @ c the notion of closeness used ||| @ p the uniformly continuous predicate record UContinuous {0 x : Type} (c : (v, w : x) -> NatInf) (p : Pred x) where constructor MkUC uModulus : Nat isUModFor : IsUModFor c p uModulus ||| A type equipped with ||| @ c a notion of closeness ||| is continuously searchable if for any ||| @ p a decidable predicate over that type ||| @ x can be found such that if there exists a ||| @ x0 satisfying p then x also satisfies p 0 IsCSearchable : (x : Type) -> ((v, w : x) -> NatInf) -> Type IsCSearchable x c = (0 p : Pred x) -> UContinuous c p -> Decidable p -> HilbertEpsilon p interface CSearchable x (0 c : (v, w : x) -> NatInf) where csearch : IsCSearchable x c [DEMOTE] Searchable x => CSearchable x c where csearch p uc pdec = search p pdec CSearchable Bool (PartI.dc {x = Bool}) where csearch = csearch @{DEMOTE} discreteIsUContinuous : {0 p : Pred x} -> Discrete x => Decidable p -> UContinuous PartI.dc p discreteIsUContinuous pdec = MkUC 1 isUContinuous where isUContinuous : IsUModFor PartI.dc p 1 isUContinuous v w hyp pv with (decEq v w) _ | Yes eq = replace {p} eq pv _ | No neq = absurd (hyp 0 Oh) [PROMOTE] Discrete x => CSearchable x PartI.dc => Searchable x where search p pdec = csearch p (discreteIsUContinuous pdec) pdec ------------------------------------------------------------------------------ -- Main result ------------------------------------------------------------------------------ -- Lemma 1 nullModHilbert : Decidable p -> IsUModFor c p 0 -> (v : x ** p v) -> (v : x) -> p v nullModHilbert pdec pmod0 (v0 ** pv0) v = pmod0 v0 v (\ n => absurd) pv0 trivial : UContinuous c (const ()) trivial = MkUC 0 (\ _, _, _, _ => ()) -- Lemma 2 0 tailPredicate : Pred (Nat -> x) -> x -> Pred (Nat -> x) tailPredicate p v = p . (v ::) parameters {0 p : Pred (Nat -> x)} {auto _ : Discrete x} (pdec : Decidable p) decTail : (v : x) -> Decidable (tailPredicate p v) decTail v vs = pdec (v :: vs) predModTail : (mod : Nat) -> IsUModFor PartI.dsc p (S mod) -> (v : x) -> IsUModFor PartI.dsc (tailPredicate p v) mod predModTail mod hyp v f g prf pvf = hyp (v :: f) (v :: g) (buildUp mod f g prf v) pvf [BYUCONTINUITY] Extensionality => Discrete x => CSearchable x PartI.dc => CSearchable (Nat -> x) (PartI.dsc {x}) where csearch q quni qdec = go (search @{PROMOTE}) qdec (quni .uModulus) (quni .isUModFor) where go : IsSearchable x -> {0 p : Pred (Nat -> x)} -> Decidable p -> (n : Nat) -> IsUModFor PartI.dsc p n -> HilbertEpsilon p go s pdec 0 hyp = let f = const (searchableIsInhabited s) in MkDPair f (\ v0, pv0 => nullModHilbert {c = dsc} pdec hyp (v0 ** pv0) f) go s pdec (S mod) hyp = let -- Stepping function generating a tail from the head stepping : x -> (Nat -> x) stepping i = fst (go s (decTail pdec i) mod (predModTail pdec mod hyp i)) -- Searching for the head 0 PH : Pred x PH = \ v => p (v :: stepping v) pHdec : Decidable PH pHdec = \ v => pdec (v :: stepping v) sH : HilbertEpsilon PH sH = s PH pHdec -- Searching for the tail given an arbitrary head 0 PT : x -> Pred (Nat -> x) PT i = tailPredicate p i pTdec : (v : x) -> Decidable (PT v) pTdec i = decTail pdec i sT : (v : x) -> HilbertEpsilon (PT v) sT i = go s (pTdec i) mod (predModTail pdec mod hyp i) -- build up the result v : x; v = sH .fst vs : Nat -> x; vs = (sT v) .fst in MkDPair (v :: vs) $ \ vv0s, pvv0s => let v0 : x; v0 = head vv0s v0s : Nat -> x; v0s = tail vv0s in sH .snd v0 $ (sT v0) .snd v0s $ replace {p} (eta vv0s) pvv0s cantorIsCSearchable : Extensionality => IsCSearchable (Nat -> Bool) PartI.dsc cantorIsCSearchable = csearch @{BYUCONTINUITY}