openAI-math-dataset / lean /OAI /Computability /WLIdentification /RefinementCorrectness.lean
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import OAI.Computability.WLIdentification.NumericRefinement
namespace OAI
namespace WLIdentification
namespace NumericWL
open NumericKernel
theorem pair_bound {N a b : ℕ} (ha : a<N) (hb : b<N) : Nat.pair a b < Nat.pair N N+1 := by
have h1 := Nat.pair_lt_pair_left b ha
have h2 := Nat.pair_lt_pair_right N hb
omega
theorem pairTable_lookup (N : ℕ) (p : ℕ → ℕ → Bool) (a b : Fin N) :
lookup (pairTable N p) a b = p a b := by
simp only [lookup, pairTable, List.getElem?_map,
List.getElem?_range (pair_bound a.isLt b.isLt), Option.map_some, Option.getD_some, Nat.unpair_pair]
theorem transTable_lookup (N width branch : ℕ) (p : ℕ → ℕ → ℕ → ℕ → Bool)
(a : Fin N) (z : Fin branch) (i : Fin width) (y : Fin N) :
(transTable N width branch p)[Nat.pair a (Nat.pair z (Nat.pair i y))]?.getD false = p a z i y := by
have h (a b c d : ℕ) (ha : a<c) (hb : b<d) : Nat.pair a b < Nat.pair c d :=
(Nat.pair_lt_pair_left b ha).trans (Nat.pair_lt_pair_right c hb)
have hh := h _ _ _ _ a.isLt (h _ _ _ _ z.isLt (h _ _ _ _ i.isLt y.isLt))
simp only [transTable, List.getElem?_map, List.getElem?_range (Nat.lt_succ_of_lt hh),
Option.map_some, Option.getD_some, Nat.unpair_pair]
abbrev sides (t : ℕ) : Fin t ⊕ Fin t ≃ Fin (t+t) := finSumFinEquiv
@[simp] theorem sides_inl (t : ℕ) (x : Fin t) : (sides t (.inl x)).val = x.val := rfl
@[simp] theorem sides_inr (t : ℕ) (x : Fin t) : (sides t (.inr x)).val = t+x.val := rfl
@[simp] theorem left_inl (t : ℕ) (x : Fin t) : left t (sides t (.inl x)) = true := by
simp [left, x.isLt]
@[simp] theorem left_inr (t : ℕ) (x : Fin t) : left t (sides t (.inr x)) = false := by
simp [left]
@[simp] theorem code_inl (t : ℕ) (x : Fin t) : code t (sides t (.inl x)) = x.val := by
simp [code, x.isLt]
@[simp] theorem code_inr (t : ℕ) (x : Fin t) : code t (sides t (.inr x)) = x.val := by
simp [code]
theorem equalCounts_correct {t : ℕ} (W : Word) {C : Type} [DecidableEq C]
(c : Fin (t+t) → C) (hW : ∀ a b : Fin (t+t), lookup W a b = true ↔ c a = c b) :
equalCounts t W = true ↔
(Finset.univ.val.map (fun x => c (sides t (.inl x)))) =
(Finset.univ.val.map (fun x => c (sides t (.inr x)))) := by
let L : Multiset (Fin (t+t)) := Finset.univ.val.map (fun x => sides t (.inl x))
let R : Multiset (Fin (t+t)) := Finset.univ.val.map (fun x => sides t (.inr x))
suffices h : equalCounts t W = true ↔ L.map c = R.map c by
simpa only [L, R, Multiset.map_map, Function.comp_def] using h
rw [FiniteRefinement.map_eq_iff_counts]
simp only [equalCounts, List.all_eq_true, List.mem_range, decide_eq_true_eq]
have hc (a : Fin (t+t)) (f : Fin t → Fin (t+t)) :
((Finset.univ : Finset (Fin t)).val.map f).countP (fun b => c b = c a) =
∑ b : Fin t, if lookup W (f b) a then 1 else 0 := by
rw [Multiset.countP_map, ← Multiset.countP_eq_card_filter, multiset_countP_sum]
apply Finset.sum_congr rfl
intro b _
simp only [hW]
constructor
· intro h a
rw [hc, hc]
have he := h a a.isLt
simp only [sum_range_fin, sides_inl, sides_inr] at he ⊢
convert he using 1 <;> rfl
· intro h a ha
have he := h ⟨a,ha⟩
rw [hc, hc] at he
simp only [sum_range_fin, sides_inl, sides_inr] at he ⊢
convert he using 1 <;> rfl
def neighborData (n : ℕ) (W V : Word) : Data (n+n) 1 n where
active a z := neighborActive n W V a z
next a z _ := sides n (match (sides n).symm a with | .inl _ => .inl z | .inr _ => .inr z)
theorem neighborEncoded (n : ℕ) (W V : Word) :
Encoded (neighborData n W V)
(pairTable (n+n) (neighborActive n W V)) (transTable (n+n) 1 n (neighborTrans n)) := by
constructor
· intro a z
exact pairTable_lookup _ _ a ⟨z.val,by omega⟩
· intro a z i y
rw [transTable_lookup]
obtain ⟨a,rfl⟩ := (sides n).surjective a
obtain ⟨y,rfl⟩ := (sides n).surjective y
cases a <;> cases y <;>
simp only [neighborTrans, neighborData, Equiv.symm_apply_apply, left_inl, left_inr,
code_inl, code_inr, Equiv.apply_eq_iff_eq, Sum.inl.injEq, Sum.inr.injEq,
Sum.inl_ne_inr, Sum.inr_ne_inl, decide_true, decide_false,
Bool.true_and, Fin.ext_iff]
all_goals simp [eq_comm]
def nc (n : ℕ) (W V : Word) (hW : NumericGraph.simple n W = true) (hV : NumericGraph.simple n V = true)
(s : ℕ) (a : Fin (n+n)) : NeighborColor s :=
FiniteWL.neighbor (NumericGraph.ofWord n W hW) (NumericGraph.ofWord n V hV) s ((sides n).symm a)
theorem neighbor_vectors (n : ℕ) (W V : Word) (hW : NumericGraph.simple n W = true) (hV : NumericGraph.simple n V = true)
(s : ℕ) (a : Fin n ⊕ Fin n) :
((neighborData n W V).vectors (sides n a)).map (fun v i => nc n W V hW hV s (v i)) =
((FiniteWL.neighbors (NumericGraph.ofWord n W hW) (NumericGraph.ofWord n V hV) a).map
(FiniteWL.neighbor (NumericGraph.ofWord n W hW) (NumericGraph.ofWord n V hV) s)).map
(fun c (_ : Fin 1) => c) := by
cases a <;>
simp only [Data.vectors, neighborData, neighborActive, selectedEdge, nc, FiniteWL.neighbors,
NumericGraph.ofWord, Multiset.map_map, Function.comp_def, Equiv.symm_apply_apply,
left_inl, left_inr, code_inl, code_inr, Bool.false_eq_true,
↓reduceIte, Finset.filter_val]
theorem neighbor_correct (n cap : ℕ) (W V : Word)
(hW : NumericGraph.simple n W = true) (hV : NumericGraph.simple n V = true) (hcap : n+n ≤ cap) :
neighbor n cap W V = true ↔
Equivalent 1 (NumericGraph.ofWord n W hW) (NumericGraph.ofWord n V hV) := by
classical
let c := nc n W V hW hV
have hnext (s : ℕ) (a b : Fin (n+n)) : c (s+1) a = c (s+1) b ↔ c s a = c s b ∧
((neighborData n W V).vectors a).map (fun v i => c s (v i)) =
((neighborData n W V).vectors b).map (fun v i => c s (v i)) := by
obtain ⟨a,rfl⟩ := (sides n).surjective a
obtain ⟨b,rfl⟩ := (sides n).surjective b
rw [neighbor_vectors, neighbor_vectors]
have hinj : Function.Injective (fun x : NeighborColor s => fun _ : Fin 1 => x) :=
fun x y h => congrFun h 0
rw [(Multiset.map_injective hinj).eq_iff]
simp only [c, nc, Equiv.symm_apply_apply]
exact FiniteWL.neighbor_update (NumericGraph.ofWord n W hW) (NumericGraph.ofWord n V hV) s a b
have hi (a b : Fin (n+n)) : true = true ↔ c 0 a = c 0 b := by
exact iff_of_true rfl (@Subsingleton.elim Unit inferInstance _ _)
have hr : Represents (pairTable (n+n) (fun _ _ => true)) (fun _ _ : Fin (n+n) => true) :=
pairTable_lookup _ _
have htab := table_correct (neighborData n W V) (neighborEncoded n W V) hr cap
(by simpa using hcap) ((n+n)^2)
have hc (a b : Fin (n+n)) := FiniteRefinement.table_correct c (neighborData n W V).vectors hnext
(fun _ _ => true) hi ((n+n)^2) a b
rw [neighbor, ← pow_two, equalCounts_correct _ (c ((n+n)^2)) (fun a b => by rw [htab a b]; exact hc a b)]
rw [FiniteWL.equivalent_cutoff]
simp only [↓reduceIte, c, nc, Equiv.symm_apply_apply, FiniteWL.neighbor, Sum.elim_inl,
Sum.elim_inr, neighborHistogram, NumericGraph.ofWord]
end NumericWL
namespace NumericWL
open NumericKernel
abbrev tuples (n k : ℕ) := (Fin k → Fin n) ⊕ (Fin k → Fin n)
def te (n k : ℕ) : tuples n k ≃ Fin (n^k+n^k) :=
(Equiv.sumCongr finFunctionFinEquiv finFunctionFinEquiv).trans (sides (n^k))
@[simp] theorem te_inl (n k : ℕ) (v : Fin k → Fin n) :
te n k (.inl v) = sides (n^k) (.inl (finFunctionFinEquiv v)) := rfl
@[simp] theorem te_inr (n k : ℕ) (v : Fin k → Fin n) :
te n k (.inr v) = sides (n^k) (.inr (finFunctionFinEquiv v)) := rfl
@[simp] theorem te_symm_inl (n k : ℕ) (x : Fin (n^k)) :
(te n k).symm (sides (n^k) (.inl x)) = .inl (finFunctionFinEquiv.symm x) := by
change Sum.map finFunctionFinEquiv.symm finFunctionFinEquiv.symm
((sides (n^k)).symm ((sides (n^k)) _)) = _
rw [Equiv.symm_apply_apply]
rfl
@[simp] theorem te_symm_inr (n k : ℕ) (x : Fin (n^k)) :
(te n k).symm (sides (n^k) (.inr x)) = .inr (finFunctionFinEquiv.symm x) := by
change Sum.map finFunctionFinEquiv.symm finFunctionFinEquiv.symm
((sides (n^k)).symm ((sides (n^k)) _)) = _
rw [Equiv.symm_apply_apply]
rfl
theorem digit_function {n k : ℕ} (v : Fin k → Fin n) (i : Fin k) :
digit n (finFunctionFinEquiv v) i = (v i).val :=
congrArg (fun f => (f i).val) (finFunctionFinEquiv.symm_apply_apply v)
def tupleData (n k : ℕ) : Data (n^k+n^k) k n where
active _ _ := true
next a z i := te n k (match (te n k).symm a with
| .inl v => .inl (Function.update v i z)
| .inr v => .inr (Function.update v i z))
theorem digits_update {n k : ℕ} (v w : Fin k → Fin n) (i : Fin k) (z : Fin n) :
(∀ j<k, digit n (finFunctionFinEquiv w) j =
if j=i.val then z.val else digit n (finFunctionFinEquiv v) j) ↔ Function.update v i z = w := by
constructor
· intro h
funext j
apply Fin.ext
have hh := h j j.isLt
rw [digit_function w j, digit_function v j] at hh
by_cases he : j=i
· subst j
simpa only [Function.update_self, ↓reduceIte] using hh.symm
· have hn : j.val ≠ i.val := fun h => he (Fin.ext h)
simpa only [Function.update_of_ne he, hn, ↓reduceIte] using hh.symm
· rintro rfl j hj
let jj : Fin k := ⟨j,hj⟩
rw [digit_function (Function.update v i z) jj, digit_function v jj]
by_cases he : jj=i
· have hv : j=i.val := congrArg Fin.val he
simp only [he, Function.update_self, hv, ↓reduceIte]
· have hn : j ≠ i.val := fun h => he (Fin.ext h)
simp only [Function.update_of_ne he, hn, ↓reduceIte]
theorem tupleEncoded (n k : ℕ) (hk : 0<k) : Encoded (tupleData n k)
(pairTable (n^k+n^k) (fun _ _ => true))
(transTable (n^k+n^k) k n (tupleTrans n k (n^k))) := by
constructor
· intro a z
unfold lookup pairTable
-- Active is true; this table stores slots at least as far as every branch.
have hz : z.val < n^k+n^k := by
have hn : 0<n := Nat.zero_lt_of_lt z.isLt
have hn' : n ≤ n^k := by simpa using Nat.pow_le_pow_right hn hk
omega
simp only [List.getElem?_map, List.getElem?_range (pair_bound a.isLt hz),
Option.map_some, Option.getD_some, tupleData]
· intro a z i y
rw [transTable_lookup]
obtain ⟨a,rfl⟩ := (te n k).surjective a
obtain ⟨y,rfl⟩ := (te n k).surjective y
simp only [tupleData, Equiv.symm_apply_apply]
cases a <;> cases y <;>
simp only [Equiv.apply_eq_iff_eq, Sum.inl.injEq, Sum.inr.injEq, Sum.inl_ne_inr, Sum.inr_ne_inl]
all_goals apply Bool.eq_iff_iff.mpr
all_goals simp only [tupleTrans, te_inl, te_inr, left_inl, left_inr, code_inl, code_inr,
Bool.and_eq_true, decide_eq_true_eq, List.all_eq_true, List.mem_range]
all_goals first | simpa only [true_and] using digits_update _ _ _ _ | simp
end NumericWL
namespace NumericWL
open NumericKernel
def tc (n k : ℕ) (W V : Word) (hW : NumericGraph.simple n W = true) (hV : NumericGraph.simple n V = true)
(s : ℕ) (a : Fin (n^k+n^k)) : TupleColor k s :=
FiniteWL.tuple (NumericGraph.ofWord n W hW) (NumericGraph.ofWord n V hV) k s ((te n k).symm a)
theorem tuple_vectors (n k : ℕ) (W V : Word) (hW : NumericGraph.simple n W = true) (hV : NumericGraph.simple n V = true)
(s : ℕ) (a : tuples n k) :
((tupleData n k).vectors (te n k a)).map (fun v i => tc n k W V hW hV s (v i)) =
(FiniteWL.vectors (NumericGraph.ofWord n W hW) (NumericGraph.ofWord n V hV) k a).map
(fun v i => FiniteWL.tuple (NumericGraph.ofWord n W hW) (NumericGraph.ofWord n V hV) k s (v i)) := by
cases a <;>
simp only [Data.vectors, tupleData, tc, FiniteWL.vectors, Equiv.symm_apply_apply,
Finset.filter_true, Multiset.map_map, Function.comp_def]
theorem forall_bound2 {k : ℕ} {p : ℕ → ℕ → Prop} :
(∀ i<k, ∀ j<k, p i j) ↔ ∀ i j : Fin k, p i j := by
exact ⟨fun h i j => h i i.isLt j j.isLt, fun h i hi j hj => h ⟨i,hi⟩ ⟨j,hj⟩⟩
theorem tupleInitial_correct (n k : ℕ) (W V : Word)
(hW : NumericGraph.simple n W = true) (hV : NumericGraph.simple n V = true)
(a b : Fin (n^k+n^k)) : tupleInitial n k (n^k) W V a b = true ↔ tc n k W V hW hV 0 a = tc n k W V hW hV 0 b := by
obtain ⟨a,rfl⟩ := (te n k).surjective a
obtain ⟨b,rfl⟩ := (te n k).surjective b
simp only [tc, Equiv.symm_apply_apply]
cases a <;> cases b <;>
dsimp only [FiniteWL.tuple, Sum.elim, tupleColor, TupleColor]
all_goals
simp only [
Prod.mk.injEq, funext_iff, tupleInitial, List.all_eq_true, List.mem_range,
Bool.and_eq_true, decide_eq_true_eq, forall_bound2, te_inl, te_inr, code_inl, code_inr,
digit_function, selectedEdge, left_inl, left_inr, Bool.false_eq_true, ↓reduceIte,
Fin.ext_iff, decide_eq_decide, forall_and, eq_iff_iff]
theorem tuple_correct (n k cap : ℕ) (W V : Word)
(hW : NumericGraph.simple n W = true) (hV : NumericGraph.simple n V = true)
(hk : 0<k) (hk1 : k≠1) (ht : n^k ≤ cap) (hcap : (n^k+n^k)^k ≤ cap) :
tuple n k cap W V = true ↔
Equivalent k (NumericGraph.ofWord n W hW) (NumericGraph.ofWord n V hV) := by
classical
let c := tc n k W V hW hV
have hnext (s : ℕ) (a b : Fin (n^k+n^k)) : c (s+1) a = c (s+1) b ↔ c s a = c s b ∧
((tupleData n k).vectors a).map (fun v i => c s (v i)) =
((tupleData n k).vectors b).map (fun v i => c s (v i)) := by
obtain ⟨a,rfl⟩ := (te n k).surjective a
obtain ⟨b,rfl⟩ := (te n k).surjective b
rw [tuple_vectors, tuple_vectors]
simp only [c, tc, Equiv.symm_apply_apply]
exact FiniteWL.tuple_update (NumericGraph.ofWord n W hW) (NumericGraph.ofWord n V hV) k s a b
have hi := tupleInitial_correct n k W V hW hV
have hr : Represents (pairTable (n^k+n^k) (tupleInitial n k (n^k) W V))
(fun a b : Fin (n^k+n^k) => tupleInitial n k (n^k) W V a b) := pairTable_lookup _ _
have htab := table_correct (tupleData n k) (tupleEncoded n k hk) hr cap hcap ((n^k+n^k)^2)
have hc (a b : Fin (n^k+n^k)) := FiniteRefinement.table_correct c (tupleData n k).vectors hnext
(fun a b => tupleInitial n k (n^k) W V a b) hi ((n^k+n^k)^2) a b
rw [tuple, min_eq_left ht, ← pow_two,
equalCounts_correct _ (c ((n^k+n^k)^2)) (fun a b => by rw [htab a b]; exact hc a b)]
rw [FiniteWL.equivalent_cutoff, ite_eq_right hk1]
have he (X : Graph) (s : ℕ) :
(Finset.univ : Finset (Fin (X.order^k))).val.map (fun x =>
tupleColor X k s (finFunctionFinEquiv.symm x)) = tupleHistogram X k s := by
unfold tupleHistogram
rw [← Multiset.map_univ_val_equiv (finFunctionFinEquiv.symm : Fin (X.order^k) ≃ (Fin k → Fin X.order)),
Multiset.map_map]
rfl
-- The concrete equality below is proved by multiset reindexing, without
-- identifying tuple colors pointwise between distinct dimension types.
simp only [c, tc, te_symm_inl, te_symm_inr, FiniteWL.tuple, Sum.elim_inl, Sum.elim_inr]
rw [he (NumericGraph.ofWord n W hW) ((n^k+n^k)^2), he (NumericGraph.ofWord n V hV) ((n^k+n^k)^2)]
end NumericWL
namespace WordExpressions.Poly
variable {n : ℕ}
theorem eqtest {u v : (Fin n → Word) → Word} (hu : Poly u) (hv : Poly v) :
BoolPoly (fun S => decide (u S=v S)) := by
have h := BoolPoly.and (NatPoly.eqtest (NatPoly.length hu) (NatPoly.length hv))
(BoolPoly.allRange (p := fun S i => decide ((u S)[i]?.getD false = (v S)[i]?.getD false)) (NatPoly.length hu) (BoolPoly.eqtest
(Poly.nth (hu.rename Fin.castSucc) (NatPoly.var (Fin.last n)))
(Poly.nth (hv.rename Fin.castSucc) (NatPoly.var (Fin.last n)))))
apply h.congr
intro S
congr 1
apply Bool.eq_iff_iff.mpr
simp only [Bool.and_eq_true, decide_eq_true_eq, List.all_eq_true, List.mem_range]
constructor
· rintro ⟨hl,h⟩
apply List.ext_getElem hl
intro i hi hi'
have hh := h i hi
simpa only [List.getElem?_eq_getElem hi, List.getElem?_eq_getElem hi', Option.getD_some] using hh
· intro he
rw [he]
exact ⟨rfl, fun _ _ => rfl⟩
end WordExpressions.Poly
end WLIdentification
end OAI