import OAI.Combinatorics.EditDistance.Model import OAI.Combinatorics.EditApproximation.Definitions namespace OAI /-! # Unrestricted edit scripts, metric inequalities, and common subsequences -/ namespace EditDistortion universe u v noncomputable def indel {Alpha : Type u} (x y : List Alpha) : ℕ := sInf {n | Script false n x y} variable {Alpha : Type u} {Beta : Type v} {s : Bool} namespace Step theorem symm {x y : List Alpha} (h : Step s x y) : Step s y x := by cases h with | insert p q a => exact .delete p q a | delete p q a => exact .insert p q a | substitute hs p q a b => exact .substitute hs p q b a theorem map (f : Alpha → Beta) {x y : List Alpha} (h : Step s x y) : Step s (x.map f) (y.map f) := by cases h with | insert p q a => simpa using Step.insert (substitutions := s) (p.map f) (q.map f) (f a) | delete p q a => simpa using Step.delete (substitutions := s) (p.map f) (q.map f) (f a) | substitute hs p q a b => simpa using Step.substitute hs (p.map f) (q.map f) (f a) (f b) theorem append_left (p : List Alpha) {x y : List Alpha} (h : Step s x y) : Step s (p ++ x) (p ++ y) := by cases h with | insert q r a => simpa only [List.append_assoc] using Step.insert (substitutions := s) (p ++ q) r a | delete q r a => simpa only [List.append_assoc] using Step.delete (substitutions := s) (p ++ q) r a | substitute hs q r a b => simpa only [List.append_assoc] using Step.substitute hs (p ++ q) r a b theorem append_right (q : List Alpha) {x y : List Alpha} (h : Step s x y) : Step s (x ++ q) (y ++ q) := by cases h with | insert p r a => simpa only [List.append_assoc, List.cons_append] using Step.insert (substitutions := s) p (r ++ q) a | delete p r a => simpa only [List.append_assoc, List.cons_append] using Step.delete (substitutions := s) p (r ++ q) a | substitute hs p r a b => simpa only [List.append_assoc, List.cons_append] using Step.substitute hs p (r ++ q) a b theorem length_bounds {x y : List Alpha} (h : Step s x y) : x.length ≤ y.length + 1 ∧ y.length ≤ x.length + 1 := by cases h <;> simp only [List.length_append, List.length_cons] <;> omega theorem allow_substitution {x y : List Alpha} (h : Step false x y) : Step true x y := by cases h with | insert p q a => exact .insert p q a | delete p q a => exact .delete p q a | substitute hs => cases hs end Step namespace Script theorem trans {m n : ℕ} {x y z : List Alpha} (h : Script s m x y) (k : Script s n y z) : Script s (m + n) x z := by induction h with | nil => simpa using k | @cons l x w y e h ih => simpa only [Nat.add_right_comm] using Script.cons e (ih k) theorem single {x y : List Alpha} (h : Step s x y) : Script s 1 x y := .cons h (.nil y) theorem symm {n : ℕ} {x y : List Alpha} (h : Script s n x y) : Script s n y x := by induction h with | nil x => exact .nil x | cons e h ih => exact ih.trans (single e.symm) theorem map (f : Alpha → Beta) {n : ℕ} {x y : List Alpha} (h : Script s n x y) : Script s n (x.map f) (y.map f) := by induction h with | nil x => exact .nil _ | cons e h ih => exact .cons (e.map f) ih theorem append_left (p : List Alpha) {n : ℕ} {x y : List Alpha} (h : Script s n x y) : Script s n (p ++ x) (p ++ y) := by induction h with | nil x => exact .nil _ | cons e h ih => exact .cons (e.append_left p) ih theorem append_right (q : List Alpha) {n : ℕ} {x y : List Alpha} (h : Script s n x y) : Script s n (x ++ q) (y ++ q) := by induction h with | nil x => exact .nil _ | cons e h ih => exact .cons (e.append_right q) ih theorem to_nil (x : List Alpha) : Script s x.length x [] := by induction x with | nil => exact .nil [] | cons a x ih => exact .cons (.delete [] x a) ih theorem exists_script (x y : List Alpha) : ∃ n, Script s n x y := ⟨x.length + y.length, (to_nil x).trans (to_nil y).symm⟩ theorem eq_of_zero {x y : List Alpha} (h : Script s 0 x y) : x = y := by cases h rfl theorem length_bounds {n : ℕ} {x y : List Alpha} (h : Script s n x y) : x.length ≤ y.length + n ∧ y.length ≤ x.length + n := by induction h with | nil x => omega | cons e h ih => have := e.length_bounds; omega theorem allow_substitution {n : ℕ} {x y : List Alpha} (h : Script false n x y) : Script true n x y := by induction h with | nil x => exact .nil x | cons e h ih => exact .cons e.allow_substitution ih end Script theorem cost_le {n : ℕ} {x y : List Alpha} (h : Script s n x y) : cost s x y ≤ n := Nat.sInf_le h theorem cost_spec (x y : List Alpha) : Script s (cost s x y) x y := Nat.sInf_mem (Script.exists_script x y) theorem cost_refl (x : List Alpha) : cost s x x = 0 := Nat.eq_zero_of_le_zero (cost_le (.nil x)) theorem cost_eq_zero_iff {x y : List Alpha} : cost s x y = 0 ↔ x = y := by constructor · intro h have hc := cost_spec (s := s) x y rw [h] at hc exact hc.eq_of_zero · rintro rfl exact cost_refl _ theorem cost_symm (x y : List Alpha) : cost s x y = cost s y x := by apply Nat.le_antisymm · exact cost_le (cost_spec y x).symm · exact cost_le (cost_spec x y).symm theorem cost_triangle (x y z : List Alpha) : cost s x z ≤ cost s x y + cost s y z := cost_le ((cost_spec x y).trans (cost_spec y z)) theorem cost_map_le (f : Alpha → Beta) (x y : List Alpha) : cost s (x.map f) (y.map f) ≤ cost s x y := cost_le ((cost_spec x y).map f) theorem cost_length_bounds (x y : List Alpha) : x.length ≤ y.length + cost s x y ∧ y.length ≤ x.length + cost s x y := (cost_spec x y).length_bounds theorem edit_le_indel (x y : List Alpha) : edit x y ≤ indel x y := cost_le ((cost_spec (s := false) x y).allow_substitution) end EditDistortion namespace EditDistortion universe u v variable {Alpha : Type u} {Beta : Type v} {s : Bool} theorem Step.indel_simulation {x y : List Alpha} (e : Step true x y) : ∃ n ≤ 2, Script false n x y := by cases e with | insert p q a => exact ⟨1, by omega, Script.single (.insert p q a)⟩ | delete p q a => exact ⟨1, by omega, Script.single (.delete p q a)⟩ | substitute _ p q a b => exact ⟨2, le_rfl, (Script.single (.delete p q a)).trans (Script.single (.insert p q b))⟩ theorem Script.indel_simulation {m : ℕ} {x y : List Alpha} (h : Script true m x y) : ∃ n ≤ 2 * m, Script false n x y := by induction h with | nil x => exact ⟨0, le_rfl, .nil x⟩ | cons e h ih => obtain ⟨n, hn, sn⟩ := ih obtain ⟨k, hk, sk⟩ := e.indel_simulation exact ⟨k + n, by omega, sk.trans sn⟩ theorem indel_le_two_edit (x y : List Alpha) : indel x y ≤ 2 * edit x y := by obtain ⟨n, hn, hs⟩ := (cost_spec (s := true) x y).indel_simulation exact (cost_le hs).trans hn theorem Script.max_length (x y : List Alpha) : Script true (max x.length y.length) x y := by induction x generalizing y with | nil => simpa using (Script.to_nil (s := true) y).symm | cons a x ih => cases y with | nil => simpa using Script.to_nil (s := true) (a :: x) | cons b y => have hs := (ih y).append_left [b] have he := Step.substitute rfl [] x a b simpa only [List.length_cons, max_add_add_right, List.singleton_append, List.nil_append] using Script.cons he hs theorem edit_le_max_length (x y : List Alpha) : edit x y ≤ max x.length y.length := cost_le (Script.max_length x y) theorem cost_map_eq_of_leftInverse (f : Alpha → Beta) (g : Beta → Alpha) (h : Function.LeftInverse g f) (x y : List Alpha) : cost s (x.map f) (y.map f) = cost s x y := by apply Nat.le_antisymm (cost_map_le f x y) have H := cost_map_le (s := s) g (x.map f) (y.map f) simpa only [List.map_map, h.comp_eq_id, List.map_id] using H theorem cost_append_le (x y u v : List Alpha) : cost s (x ++ u) (y ++ v) ≤ cost s x y + cost s u v := cost_le (((cost_spec x y).append_right u).trans ((cost_spec u v).append_left y)) theorem Script.of_sublist {x y : List Alpha} (h : x.Sublist y) : Script false (y.length - x.length) y x := by induction h with | slnil => exact .nil [] | @cons x y a h ih => have hl := h.length_le simpa only [List.length_cons, Nat.succ_sub hl, Nat.succ_eq_add_one, List.nil_append] using Script.cons (.delete [] y a) ih | @cons_cons x y a h ih => simpa only [List.length_cons, Nat.add_sub_add_right, List.singleton_append] using ih.append_left [a] theorem indel_le_matching_loss {x y z : List Alpha} (hx : z.Sublist x) (hy : z.Sublist y) : indel x y ≤ x.length + y.length - 2 * z.length := by have hs := (Script.of_sublist hx).trans (Script.of_sublist hy).symm have hx' := hx.length_le have hy' := hy.length_le have heq : x.length - z.length + (y.length - z.length) = x.length + y.length - 2 * z.length := by omega rw [heq] at hs exact cost_le hs end EditDistortion namespace EditDistortion universe u variable {Alpha : Type u} theorem sublist_erase_one {z p q : List Alpha} {a : Alpha} (h : z.Sublist (p ++ a :: q)) : ∃ z' : List Alpha, z'.Sublist z ∧ z'.Sublist (p ++ q) ∧ z.length ≤ z'.length + 1 := by obtain ⟨z₁, z₂, rfl, h₁, h₂⟩ := List.sublist_append_iff.mp h rcases List.sublist_cons_iff.mp h₂ with h₂ | ⟨r, rfl, hr⟩ · exact ⟨z₁ ++ z₂, .refl _, h₁.append h₂, by omega⟩ · refine ⟨z₁ ++ r, (List.Sublist.refl z₁).append ((List.Sublist.refl r).cons a), h₁.append hr, ?_⟩ simp only [List.length_append, List.length_cons] omega theorem Script.common_sublist {n : ℕ} {x y : List Alpha} (h : Script false n x y) : ∃ z : List Alpha, z.Sublist x ∧ z.Sublist y ∧ x.length + y.length ≤ n + 2 * z.length := by induction h with | nil x => exact ⟨x, .refl _, .refl _, by omega⟩ | @cons n x v y e h ih => obtain ⟨z, hzx, hzy, hz⟩ := ih cases e with | insert p q a => obtain ⟨z', hz'z, hz'x, hz'L⟩ := sublist_erase_one hzx refine ⟨z', hz'x, hz'z.trans hzy, ?_⟩ simp only [List.length_append, List.length_cons] at hz ⊢ omega | delete p q a => refine ⟨z, hzx.middle a, hzy, ?_⟩ simp only [List.length_append, List.length_cons] at hz ⊢ omega | substitute hf => cases hf theorem indel_matching (x y : List Alpha) : ∃ z : List Alpha, z.Sublist x ∧ z.Sublist y ∧ indel x y = x.length + y.length - 2 * z.length := by obtain ⟨z, hx, hy, hz⟩ := (cost_spec (s := false) x y).common_sublist refine ⟨z, hx, hy, Nat.le_antisymm (indel_le_matching_loss hx hy) ?_⟩ change x.length + y.length - 2 * z.length ≤ cost false x y omega theorem le_indel_iff {x y : List Alpha} {r : ℕ} : r ≤ indel x y ↔ ∀ z : List Alpha, z.Sublist x → z.Sublist y → r ≤ x.length + y.length - 2 * z.length := by constructor · intro hr z hx hy exact hr.trans (indel_le_matching_loss hx hy) · intro h obtain ⟨z, hx, hy, hz⟩ := indel_matching x y rw [hz] exact h z hx hy end EditDistortion end OAI