openAI-math-dataset / lean /OAI /Probability /CriticalZ3 /ExplorationConnectivity.lean
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import OAI.Probability.CriticalZ3.ExplorationProbability
namespace OAI
open _root_.MeasureTheory _root_.OAI.MeasureTheory ProbabilityTheory Classical Filter Topology Function
open scoped ENNReal BigOperators Matrix
namespace CriticalZ3
open _root_.MeasureTheory _root_.OAI.MeasureTheory ProbabilityTheory Classical InfiniteConditioning
namespace LatticeGraph
theorem Subgraph.containsBox {G H : LatticeGraph} (h : G.Subgraph H) {B : Box}
(hB : G.ContainsBox B) : H.ContainsBox B :=
⟨hB.1.trans h.1,hB.2.trans h.2⟩
theorem seedReaches_witness (G : LatticeGraph) (m : Model) {c : Vertex} {a b : ℕ}
(hab : a ≤ b) (hB : G.ContainsBox (Box.cube c b)) {T : Set Vertex} {ω : m.Config}
(hE : ω ∈ m.SeedReaches c a b T) :
∃ x y : G.Node, x.1 ∈ cube c a ∧ y.1 ∈ T ∧ G.Conn m ω x y := by
obtain ⟨x,hxa,hxo,y,hy,hpath⟩ := hE
have hxb := cube_mono c hab hxa
have hyb : y ∈ cube c b := by
induction hpath with
| refl => exact hxb
| tail _ hab _ => exact hab.2.1
let x' : G.Node := ⟨x,G.containsBox_node hB (Box.contains_cube_iff.mpr hxb)⟩
let y' : G.Node := ⟨y,G.containsBox_node hB (Box.contains_cube_iff.mpr hyb)⟩
refine ⟨x',y',hxa,hy,(G.conn_iff m ω x' y').mpr ⟨?_,?_⟩⟩
· cases m <;> exact hxo
· apply G.lift_path (r := Within (cube c b) (m.BasicAdj ω)) ?_ ?_ hpath
· intro x y h
exact G.containsBox_node hB (Box.contains_cube_iff.mpr h.2.1)
· intro x y h
exact G.basicAdj_lift m hB (Box.contains_cube_iff.mpr h.1)
(Box.contains_cube_iff.mpr h.2.1) h.2.2
end LatticeGraph
namespace Coarse
def facingFace (d : Direction) : FaceIndex :=
(if d = 0 ∨ d = 2 then 1 else 0,fun _ => decide (d = 0 ∨ d = 3))
theorem facing_neighbor (r : ℕ) (d : Direction) {y : Vertex}
(hy : y ∈ QuarterFace (center r (outward d)) (10*r) (facingFace d)) :
∃ z : Vertex, (Q r 0).Contains z ∧ NearestNeighbor z y := by
have hQ := (quarterFace_subset_boundary _ _ _ hy).1
rw [mem_cube] at hQ
have h0 := hQ 0
have h1 := hQ 1
have h2 := hQ 2
have hface := hy.1
have hr : (0:ℤ) ≤ r := Int.natCast_nonneg _
fin_cases d <;>
simp [facingFace,center,outward,PlanarBoundary.outward] at hface h0 h1 h2
· refine ⟨step y 1,?_,1,Or.inr rfl⟩
intro i
fin_cases i <;> simp [Q,Box.cube,center,step] <;> omega
· let z := Function.update y 0 (y 0-1)
refine ⟨z,?_,0,Or.inl ?_⟩
· intro i
fin_cases i <;> simp [Q,Box.cube,center,z] <;> omega
· ext i
by_cases hi : i = 0
· subst i; simp [z,step]
· simp [z,step,hi,Ne.symm hi]
· let z := Function.update y 1 (y 1-1)
refine ⟨z,?_,1,Or.inl ?_⟩
· intro i
fin_cases i <;> simp [Q,Box.cube,center,z] <;> omega
· ext i
by_cases hi : i = 1
· subst i; simp [z,step]
· simp [z,step,hi,Ne.symm hi]
· refine ⟨step y 0,?_,0,Or.inr rfl⟩
intro i
fin_cases i <;> simp [Q,Box.cube,center,step] <;> omega
noncomputable def rootPacket (r : ℕ) : Packet r where
vertex := 0
parent := 0
graph := LatticeGraph.ofBox (Q r 0)
contains := LatticeGraph.ofBox_contains _
root_mem := (Box.mem_vertices _ _).mpr (zero_in_Q r)
noncomputable def initial (m : Model) (r : ℕ) : Exploration m r where
history := ⟨rootBits m r,fun _ => true⟩
processed := {0}
queue := List.ofFn (fun d : Direction => (rootPacket r).child (outward d))
good := {0}
bad := ∅
theorem root_internal_disjoint (m : Model) (r : ℕ) (d : Direction) :
Disjoint (rootBits m r) ((Q r (outward d)).bits m) := by
rw [rootBits,Finset.disjoint_union_left]
constructor
· exact bits_disjoint m r (Ne.symm (by simpa only [zero_add] using neighbor_ne 0 d))
· apply Finset.disjoint_left.mpr
intro e he hi
obtain ⟨j,_,he⟩ := Finset.mem_biUnion.mp he
exact Finset.disjoint_left.mp
(bits_link_disjoint m r (outward d) (Ne.symm (by simpa only [zero_add] using neighbor_ne 0 j))) hi he
theorem initial_seed_event (m : Model) (r a : ℕ) (ha : a ≤ 4*r) (d : Direction)
{ω : m.Config} (hO : ω ∈ allValue (rootBits m r) true)
(hE : ω ∈ m.SeedReaches (center r (outward d)) a (10*r)
(QuarterFace (center r (outward d)) (10*r) (facingFace d))) :
ω ∈ ((rootPacket r).child (outward d)).event m := by
let t := (rootPacket r).child (outward d)
let G := t.graph
have hB : G.ContainsBox (Q r (outward d)) := t.contains
have hroot : G.ContainsBox (Q r 0) :=
(extendGraph_subgraph r (rootPacket r).graph 0 (outward d) (rootPacket r).contains).containsBox
(rootPacket r).contains
obtain ⟨x,y,hxa,hy,hxy⟩ := G.seedReaches_witness m (by omega) hB hE
obtain ⟨z,hz,hzy⟩ := facing_neighbor r d hy
let z' : G.Node := ⟨z,G.containsBox_node hroot hz⟩
let o : G.Node := ⟨0,t.root_mem⟩
have hrootOpen : ∀ e ∈ (Q r 0).bits m, ω e = true :=
fun e he => hO e (Finset.mem_union_left _ he)
have hoz : G.Conn m ω o z' := G.open_box_conn m hroot hrootOpen (zero_in_Q r) hz
have hzy' : G.Adj m ω z' y := by
obtain ⟨e,he⟩ := LatticeGraph.neighbor_incidence hzy
have hi : e ∈ interface r 0 (outward d) := by
rw [mem_interface]
have hyQ : (Q r (outward d)).Contains y.1 :=
Box.contains_cube_iff.mpr (quarterFace_subset_boundary _ _ _ hy).1
rcases he with ⟨he0,he1⟩ | ⟨he0,he1⟩
· exact Or.inl ⟨he0 ▸ hz,he1 ▸ hyQ⟩
· exact Or.inr ⟨he0 ▸ hyQ,he1 ▸ hz⟩
have hedge : e ∈ G.edges := Finset.mem_union_right _ hi
cases m
· exact ⟨e,hedge,he,hO e (Finset.mem_union_right _
(Finset.mem_biUnion.mpr ⟨d,Finset.mem_univ _,hi⟩))⟩
· exact ⟨⟨e,hedge,he⟩,(G.conn_open .site hoz).2,(G.conn_open .site hxy).2⟩
refine ⟨x,Box.contains_cube_iff.mpr (cube_mono _ ha hxa),?_⟩
exact G.conn_trans m hoz (G.conn_trans m (G.conn_adj m hzy') (G.conn_symm m hxy))
theorem initial_promise {m : Model} (sc : ScaleData m) (d : Direction) :
1-sc.δ < (ProductCylinder.law ((initial m sc.r).history.parameter sc.q)).real
(((rootPacket sc.r).child (outward d)).event m) := by
let E := m.SeedReaches (center sc.r (outward d)) sc.seed (10*sc.r)
(QuarterFace (center sc.r (outward d)) (10*sc.r) (facingFace d))
have ha : sc.seed ≤ 4*sc.r := by have := sc.seed_R; have := sc.large_r; omega
have hdet := m.seedReaches_determined (center sc.r (outward d)) sc.seed (10*sc.r)
(by omega) (QuarterFace (center sc.r (outward d)) (10*sc.r) (facingFace d))
have heq : (ProductCylinder.law ((initial m sc.r).history.parameter sc.q)).real E =
(ProductCylinder.law (fun _ : m.Bit => sc.q)).real E :=
fixed_determined_probability _ _ _ (root_internal_disjoint m sc.r d) _ _ hdet
have hle : (ProductCylinder.law ((initial m sc.r).history.parameter sc.q)).real E ≤
(ProductCylinder.law ((initial m sc.r).history.parameter sc.q)).real
(((rootPacket sc.r).child (outward d)).event m) := by
apply finite_measureReal_mono_ae
filter_upwards [ae_fixed_pattern (fun _ : m.Bit => sc.q) (rootBits m sc.r) (fun _ => true)] with ω hω
exact fun hE => initial_seed_event m sc.r sc.seed ha d hω hE
have hh := sc.faces (10*sc.r) (by simp) (center sc.r (outward d)) (facingFace d)
rw [heq] at hle
exact (sub_lt_sub_left sc.γδ 1).trans (hh.trans_le hle)
@[simp] theorem mem_initial_queue (m : Model) (r : ℕ) (t : Packet r) :
t ∈ (initial m r).queue ↔ ∃ d : Direction, (rootPacket r).child (outward d) = t := by
simp only [initial,List.mem_ofFn]
theorem initial_valid {m : Model} (sc : ScaleData m) : (initial m sc.r).Valid sc.q sc.δ := by
constructor
· exact Finset.mem_singleton_self _
· change ((List.ofFn (fun d : Direction => (rootPacket sc.r).child (outward d))).map Packet.vertex).Nodup
rw [List.map_ofFn]
exact List.nodup_ofFn.mpr outward_injective
· intro t ht
obtain ⟨d,rfl⟩ := (mem_initial_queue _ _ _).mp ht
simpa only [initial,Packet.child,Finset.mem_singleton,zero_add] using neighbor_ne 0 d
· intro t ht
obtain ⟨d,rfl⟩ := (mem_initial_queue _ _ _).mp ht
exact Finset.mem_singleton_self _
· intro e he
exact Finset.mem_union_left _ (Finset.mem_union_left _ he)
· intro t ht
obtain ⟨d,rfl⟩ := (mem_initial_queue _ _ _).mp ht
rw [Packet.child_bits]
apply Finset.union_subset_union ?_ (Finset.Subset.refl _)
change (LatticeGraph.ofBox (Q sc.r 0)).bits m ⊆ rootBits m sc.r
have he : (LatticeGraph.ofBox (Q sc.r 0)).bits m = (Q sc.r 0).bits m := by cases m <;> rfl
rw [he]
exact Finset.subset_union_left
· intro t ht
obtain ⟨d,rfl⟩ := (mem_initial_queue _ _ _).mp ht
exact initial_promise sc d
theorem initial_colored (m : Model) (r : ℕ) : (initial m r).Colored := by
constructor
· simp only [initial,Finset.union_empty]
· exact Finset.disjoint_empty_right _
theorem initial_closed (m : Model) (r : ℕ) : (initial m r).Closed := by
intro v hv d
have hv0 : v = 0 := Finset.mem_singleton.mp hv
subst v
rw [zero_add]
apply Exploration.queue_visited (initial m r) (t := (rootPacket r).child (outward d))
exact (mem_initial_queue _ _ _).mpr ⟨d,rfl⟩
theorem initial_covered (m : Model) (r : ℕ) : (initial m r).Covered := by
intro v hv
rcases Finset.mem_union.mp hv with hv|hv
· exact Or.inl hv
· obtain ⟨t,ht,rfl⟩ := List.mem_map.mp (List.mem_toFinset.mp hv)
obtain ⟨d,rfl⟩ := (mem_initial_queue _ _ _).mp ht
exact Or.inr ⟨0,Finset.mem_singleton_self _,d,(zero_add _).symm⟩
end Coarse
end CriticalZ3
end OAI