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Add lean source and binary files (part 120)
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import OAI.Probability.CriticalZ3.LatticeGraph
namespace OAI
open MeasureTheory ProbabilityTheory Classical Filter
open scoped ENNReal BigOperators Matrix
namespace CriticalZ3
open Classical
structure Box where
lower : Vertex
upper : Vertex
ordered : lower ≤ upper
namespace Box
@[ext] theorem ext {B C : Box} (hl : B.lower = C.lower) (hu : B.upper = C.upper) : B = C := by
cases B; cases C; cases hl; cases hu; rfl
noncomputable def vertices (B : Box) : Finset Vertex := Finset.Icc B.lower B.upper
def Contains (B : Box) (x : Vertex) : Prop := ∀ i, B.lower i ≤ x i ∧ x i ≤ B.upper i
@[simp] theorem mem_vertices (B : Box) (x : Vertex) : x ∈ B.vertices ↔ B.Contains x := by
simp only [vertices, Finset.mem_Icc, Pi.le_def, Contains]
exact ⟨fun h i => ⟨h.1 i,h.2 i⟩,fun h => ⟨fun i => (h i).1,fun i => (h i).2⟩⟩
noncomputable def bonds (B : Box) : Finset Bond :=
(B.vertices ×ˢ Finset.univ).filter (fun e => B.Contains (step e.1 e.2))
@[simp] theorem mem_bonds (B : Box) (e : Bond) :
e ∈ B.bonds ↔ B.Contains e.1 ∧ B.Contains (step e.1 e.2) := by
simp [bonds]
def expand (B : Box) (j : ℕ) : Box where
lower := fun i => B.lower i-j
upper := fun i => B.upper i+j
ordered := fun i => by
have h : B.lower i ≤ B.upper i := B.ordered i
dsimp
omega
def cube (c : Vertex) (m : ℕ) : Box where
lower := fun i => c i-m
upper := fun i => c i+m
ordered := fun i => by dsimp; omega
@[simp] theorem contains_cube (c x : Vertex) (m : ℕ) :
(cube c m).Contains x ↔ ∀ i, |x i-c i| ≤ (m : ℤ) := by
simp only [Contains,cube,abs_le]
constructor <;> intro h i <;> have hi := h i <;> omega
theorem contains_expand (B : Box) (j : ℕ) {x : Vertex} (h : B.Contains x) :
(B.expand j).Contains x := by
intro i
have hi := h i
change B.lower i-j ≤ x i ∧ x i ≤ B.upper i+j
omega
theorem expand_mono (B : Box) {j k : ℕ} (hjk : j ≤ k) {x : Vertex}
(h : (B.expand j).Contains x) : (B.expand k).Contains x := by
intro i
have hi := h i
change B.lower i-j ≤ x i ∧ x i ≤ B.upper i+j at hi
change B.lower i-k ≤ x i ∧ x i ≤ B.upper i+k
omega
@[simp] theorem expand_expand (B : Box) (j k : ℕ) : (B.expand j).expand k = B.expand (j+k) := by
apply Box.ext <;> funext i <;> simp [expand] <;> omega
theorem neighbor_coordinates {x y : Vertex} (h : NearestNeighbor x y) :
∃ i, |y i-x i| = 1 ∧ ∀ k, k ≠ i → y k = x k := by
obtain ⟨i, h | h⟩ := h
· subst y
refine ⟨i,by simp [step],?_⟩
intro k hk
simp [step,Ne.symm hk]
· subst x
refine ⟨i,by simp [step],?_⟩
intro k hk
simp [step,Ne.symm hk]
theorem neighbor_distance {x y : Vertex} (h : NearestNeighbor x y) (i : Fin 3) :
|y i-x i| ≤ 1 := by
obtain ⟨k,hk,he⟩ := neighbor_coordinates h
by_cases hik : i = k
· simp [hik,hk]
· simp [he i hik]
theorem neighbor_in_expand (B : Box) {x y : Vertex}
(hx : B.Contains x) (hxy : NearestNeighbor x y) : (B.expand 1).Contains y := by
intro i
have hi := hx i
have hd := neighbor_distance hxy i
rw [abs_le] at hd
change B.lower i-1 ≤ y i ∧ y i ≤ B.upper i+1
omega
/-- The uniqueness used by the shell-closing argument, including corners. -/
theorem exterior_neighbor_unique (B : Box) {y z z' : Vertex}
(hy : ¬ B.Contains y) (hz : B.Contains z) (hz' : B.Contains z')
(hyz : NearestNeighbor y z) (hyz' : NearestNeighbor y z') : z = z' := by
obtain ⟨i,hi⟩ : ∃ i, ¬ (B.lower i ≤ y i ∧ y i ≤ B.upper i) := by
simpa only [Contains,not_forall] using hy
obtain ⟨j,hj,hej⟩ := neighbor_coordinates hyz
obtain ⟨k,hk,hek⟩ := neighbor_coordinates hyz'
have hij : i = j := by
by_contra h
have hh := hej i h
have hh' := hz i
omega
have hik : i = k := by
by_contra h
have hh := hek i h
have hh' := hz' i
omega
subst j; subst k
funext l
by_cases hl : l = i
· subst l
have hz0 := hz i
have hz1 := hz' i
have hj0 := hj.le
have hk0 := hk.le
rw [abs_le] at hj0 hk0
omega
· rw [hej l hl,hek l hl]
def seedCenter (C : Box) (m : ℕ) (z : Vertex) : Vertex :=
fun i => max (C.lower i+m) (min (C.upper i-m) (z i))
theorem seedCenter_bounds (C : Box) (m : ℕ)
(hw : ∀ i, C.lower i+m ≤ C.upper i-m) (z : Vertex) (i : Fin 3) :
C.lower i+m ≤ C.seedCenter m z i ∧ C.seedCenter m z i ≤ C.upper i-m := by
exact ⟨le_max_left _ _,max_le (hw i) (min_le_left _ _)⟩
theorem seed_contained (C : Box) (m : ℕ)
(hw : ∀ i, C.lower i+m ≤ C.upper i-m) (z : Vertex) :
∀ x, (cube (C.seedCenter m z) m).Contains x → C.Contains x := by
intro x hx i
have hb := C.seedCenter_bounds m hw z i
have hx0 := (contains_cube _ _ _).mp hx i
rw [abs_le] at hx0
omega
theorem seed_contains_entry (C : Box) (m : ℕ)
(hw : ∀ i, C.lower i+m ≤ C.upper i-m) {z : Vertex} (hz : C.Contains z) :
(cube (C.seedCenter m z) m).Contains z := by
rw [contains_cube]
intro i
have hi := hz i
have hwi := hw i
dsimp [seedCenter]
rw [abs_le]
omega
theorem seed_center_near (C : Box) (m : ℕ)
(hw : ∀ i, C.lower i+m ≤ C.upper i-m) {z y : Vertex}
(hz : C.Contains z) (hyz : NearestNeighbor y z) (i : Fin 3) :
|C.seedCenter m z i-y i| ≤ (m : ℤ)+1 := by
have h1 := (contains_cube _ _ _).mp (C.seed_contains_entry m hw hz) i
have h2 := neighbor_distance hyz i
rw [abs_le] at h1 h2 ⊢
omega
theorem expanded_seed_width (B : Box) {m j : ℕ} (hmj : m ≤ j) (i : Fin 3) :
(B.expand j).lower i+m ≤ (B.expand j).upper i-m := by
have h : B.lower i ≤ B.upper i := B.ordered i
dsimp [expand]
omega
/-- The exact number of candidates excluded in one greedy selection. -/
theorem card_cube (c : Vertex) (m : ℕ) : (cube c m).vertices.card = (2*m+1)^3 := by
rw [vertices,Pi.card_Icc]
have he (i : Fin 3) : (Finset.Icc ((cube c m).lower i) ((cube c m).upper i)).card = 2*m+1 := by
rw [Int.card_Icc]
dsimp [cube]
omega
simp only [he,Finset.prod_const,Finset.card_univ,Fintype.card_fin]
theorem disjoint_seeds {a b : Vertex} {m : ℕ}
(h : ∃ i, (2*m : ℤ) < |a i-b i|) :
Disjoint (cube a m).vertices (cube b m).vertices := by
rw [Finset.disjoint_left]
intro x hxa hxb
obtain ⟨i,hi⟩ := h
have ha := (contains_cube _ _ _).mp ((mem_vertices _ _).mp hxa) i
have hb := (contains_cube _ _ _).mp ((mem_vertices _ _).mp hxb) i
rw [abs_le] at ha hb
have hab : |a i-b i| ≤ 2*m := by rw [abs_le]; omega
omega
theorem separated_subset (s : Finset Vertex) (m K : ℕ)
(hcard : K*(8*m+5)^3 ≤ s.card) :
∃ t ⊆ s, t.card = K ∧
∀ a ∈ t, ∀ b ∈ t, a ≠ b → ∃ i, (4*m+2 : ℤ) < |a i-b i| := by
induction K generalizing s with
| zero => exact ⟨∅,Finset.empty_subset s,rfl,by simp⟩
| succ K ih =>
have hcpos : 0 < (8*m+5)^3 := by positivity
have hspos : 0 < s.card := by nlinarith
obtain ⟨a,ha⟩ := Finset.card_pos.mp hspos
let U := (cube a (4*m+2)).vertices
have hU : U.card = (8*m+5)^3 := by
rw [card_cube]
congr 1
omega
have hc : (s ∩ U).card ≤ (8*m+5)^3 := by
rw [←hU]
exact Finset.card_le_card Finset.inter_subset_right
have hdiff : K*(8*m+5)^3 ≤ (s \ U).card := by
have he := Finset.card_sdiff_add_card_inter s U
rw [Nat.succ_mul] at hcard
omega
obtain ⟨t,ht,htc,hts⟩ := ih (s \ U) hdiff
have hat : a ∉ t := by
intro hat
have haa := (Finset.mem_sdiff.mp (ht hat)).2
apply haa
apply (mem_vertices _ _).mpr
rw [contains_cube]
intro i
simp only [sub_self,abs_zero]
positivity
have has (b : Vertex) (hb : b ∈ t) : ∃ i, (4*m+2 : ℤ) < |a i-b i| := by
have hn := (Finset.mem_sdiff.mp (ht hb)).2
have hn' : ¬ ∀ i, |b i-a i| ≤ (4*m+2 : ℤ) := by
simpa [U,contains_cube] using hn
push Not at hn'
simpa only [abs_sub_comm] using hn'
refine ⟨insert a t,?_,by simp [hat,htc],?_⟩
· intro b hb
rcases Finset.mem_insert.mp hb with rfl | hb
· exact ha
· exact (Finset.mem_sdiff.mp (ht hb)).1
· intro b hb c hc hbc
rcases Finset.mem_insert.mp hb with rfl | hb
· rcases Finset.mem_insert.mp hc with rfl | hc
· exact (hbc rfl).elim
· exact has c hc
· rcases Finset.mem_insert.mp hc with hca | hc
· subst c
simpa only [abs_sub_comm] using has b hb
· exact hts b hb c hc hbc
theorem separated_centers (C : Box) (m : ℕ)
(hw : ∀ i, C.lower i+m ≤ C.upper i-m) {y y' z z' : Vertex}
(hz : C.Contains z) (hz' : C.Contains z')
(hy : NearestNeighbor y z) (hy' : NearestNeighbor y' z')
(hsep : ∃ i, (4*m+2 : ℤ) < |y i-y' i|) :
∃ i, (2*m : ℤ) < |C.seedCenter m z i-C.seedCenter m z' i| := by
obtain ⟨i,hi⟩ := hsep
refine ⟨i,?_⟩
have h1 := C.seed_center_near m hw hz hy i
have h2 := C.seed_center_near m hw hz' hy' i
by_contra! hbad
rw [abs_le] at h1 h2 hbad
have hh : |y i-y' i| ≤ 4*m+2 := by rw [abs_le]; omega
omega
def translateVertex (c x : Vertex) : Vertex := fun i => x i+c i
def translateBond (c : Vertex) (e : Bond) : Bond := (translateVertex c e.1,e.2)
theorem translateVertex_injective (c : Vertex) : Function.Injective (translateVertex c) := by
intro x y h
funext i
have hi := congrFun h i
dsimp [translateVertex] at hi
omega
theorem translateBond_injective (c : Vertex) : Function.Injective (translateBond c) := by
intro e e' h
have h1 : e.1 = e'.1 := translateVertex_injective c (congrArg Prod.fst h)
have h2 : e.2 = e'.2 := by simpa only [translateBond] using congrArg Prod.snd h
exact Prod.ext h1 h2
@[simp] theorem step_translate (c x : Vertex) (i : Fin 3) :
step (translateVertex c x) i = translateVertex c (step x i) := by
funext j
dsimp [step,translateVertex]
omega
@[simp] theorem cube_contains_translate (c x : Vertex) (m : ℕ) :
(cube c m).Contains (translateVertex c x) ↔ (cube 0 m).Contains x := by
simp [contains_cube,translateVertex]
theorem cube_vertices_translate (c : Vertex) (m : ℕ) :
(cube c m).vertices = (cube 0 m).vertices.image (translateVertex c) := by
ext x
constructor
· intro hx
refine Finset.mem_image.mpr ⟨fun i => x i-c i,?_,?_⟩
· rw [mem_vertices,contains_cube]
simpa using (contains_cube _ _ _).mp ((mem_vertices _ _).mp hx)
· funext i; simp [translateVertex]
· rintro hx
obtain ⟨y,hy,rfl⟩ := Finset.mem_image.mp hx
simpa [translateVertex] using hy
theorem cube_bonds_translate (c : Vertex) (m : ℕ) :
(cube c m).bonds = (cube 0 m).bonds.image (translateBond c) := by
ext e
constructor
· intro he
let e' : Bond := (fun i => e.1 i-c i,e.2)
have heq : translateBond c e' = e := by
apply Prod.ext
· funext i; simp [translateBond,translateVertex,e']
· rfl
refine Finset.mem_image.mpr ⟨e',?_,heq⟩
rw [←heq,mem_bonds] at he
simpa [translateBond,translateVertex] using he
· intro he
obtain ⟨e',he',rfl⟩ := Finset.mem_image.mp he
simpa [translateBond,translateVertex] using he'
theorem cube_bonds_card (c : Vertex) (m : ℕ) :
(cube c m).bonds.card = (cube 0 m).bonds.card := by
rw [cube_bonds_translate,Finset.card_image_of_injective _ (translateBond_injective c)]
def Within (B : Box) (x y : Vertex) : Prop :=
NearestNeighbor x y ∧ B.Contains x ∧ B.Contains y
theorem within_symm (B : Box) {x y : Vertex} (h : B.Within x y) : B.Within y x := by
obtain ⟨⟨i,hi⟩,hx,hy⟩ := h
exact ⟨⟨i,hi.symm⟩,hy,hx⟩
theorem within_path_symm (B : Box) {x y : Vertex}
(h : Relation.ReflTransGen B.Within x y) : Relation.ReflTransGen B.Within y x := by
induction h with
| refl => exact .refl
| tail _ hab ih => exact .head (B.within_symm hab) ih
theorem line_step (x : Vertex) (i : Fin 3) (n : ℤ) :
Function.update x i (n+1) = step (Function.update x i n) i := by
funext j
by_cases hj : j = i
· subst j; simp [step]
· simp [step,hj,Ne.symm hj]
theorem line_contains (B : Box) {x : Vertex} (hx : B.Contains x) (i : Fin 3)
(n : ℤ) (hn : B.lower i ≤ n ∧ n ≤ B.upper i) : B.Contains (Function.update x i n) := by
intro j
by_cases hj : j = i
· subst j; simpa using hn
· simpa [Function.update_of_ne hj] using hx j
theorem line_path_le (B : Box) {x : Vertex} (hx : B.Contains x) (i : Fin 3)
{a b : ℤ} (ha : B.lower i ≤ a) (hb : b ≤ B.upper i) (hab : a ≤ b) :
Relation.ReflTransGen B.Within (Function.update x i a) (Function.update x i b) := by
have hh (n : ℤ) (han : a ≤ n) : n ≤ b →
Relation.ReflTransGen B.Within (Function.update x i a) (Function.update x i n) := by
induction n,han using Int.leInduction with
| base => intro _; exact .refl
| succ n han ih =>
intro hn
apply (ih (by omega)).tail
exact ⟨⟨i,Or.inl (line_step x i n)⟩,
B.line_contains hx i n ⟨by omega,by omega⟩,
B.line_contains hx i (n+1) ⟨by omega,by omega⟩⟩
exact hh b hab le_rfl
theorem line_path (B : Box) {x : Vertex} (hx : B.Contains x) (i : Fin 3)
{b : ℤ} (hb : B.lower i ≤ b ∧ b ≤ B.upper i) :
Relation.ReflTransGen B.Within x (Function.update x i b) := by
have hx' := hx i
by_cases h : x i ≤ b
· simpa using B.line_path_le hx i hx'.1 hb.2 h
· apply B.within_path_symm
simpa using B.line_path_le hx i hb.1 hx'.2 (le_of_not_ge h)
/-- Every nonempty integer rectangle is nearest-neighbor connected internally. -/
theorem connected (B : Box) {x y : Vertex} (hx : B.Contains x) (hy : B.Contains y) :
Relation.ReflTransGen B.Within x y := by
let patch (s : Finset (Fin 3)) : Vertex := fun i => if i ∈ s then y i else x i
have hp (s : Finset (Fin 3)) : B.Contains (patch s) := by
intro i
by_cases hi : i ∈ s
· simpa [patch,hi] using hy i
· simpa [patch,hi] using hx i
have hc (s : Finset (Fin 3)) : Relation.ReflTransGen B.Within x (patch s) := by
induction s using Finset.induction_on with
| empty => simpa only [patch,Finset.notMem_empty,ite_false] using
(Relation.ReflTransGen.refl : Relation.ReflTransGen B.Within x x)
| @insert i s hi ih =>
have he : patch (insert i s) = Function.update (patch s) i (y i) := by
funext j
by_cases hj : j = i
· subst j; simp [patch]
· simp [patch,hj]
rw [he]
exact ih.trans (B.line_path (hp s) i (hy i))
simpa only [patch,Finset.mem_univ,ite_true] using hc Finset.univ
end Box
end CriticalZ3
end OAI