Download lean/OAI/Probability/CriticalZ3/ExplorationConnectivity.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 9.57 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Probability/CriticalZ3/ExplorationConnectivity.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Probability/CriticalZ3/ExplorationConnectivity.lean
-
curl -L -o ExplorationConnectivity.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Probability/CriticalZ3/ExplorationConnectivity.lean
9.57 kB
| 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 | |