openAI-math-dataset / lean /OAI /Combinatorics /EditApproximation /Geometry /AlignmentSplitting.lean
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| import OAI.Combinatorics.EditApproximation.Geometry.Geometry | |
| namespace OAI | |
| /-! | |
| # Splitting an optimal edit script at a source cut | |
| An arbitrary unrestricted edit script transports a cut through its | |
| intermediate strings. Each edit belongs to one side of that cut. Applied | |
| to a shortest script, this gives an exact optimal target split, including | |
| empty source or target pieces. | |
| -/ | |
| namespace EditApproximation | |
| open EditDistortion | |
| universe u | |
| theorem step_split {α : Type u} {x y : List α} (step : Step true x y) | |
| (left right : List α) (hx : x = left ++ right) : | |
| ∃ left' right', y = left' ++ right' ∧ | |
| ((Step true left left' ∧ right = right') ∨ | |
| (left = left' ∧ Step true right right')) := by | |
| cases step with | |
| | insert p q a => | |
| rcases List.append_eq_append_iff.mp hx.symm with ⟨mid, hp, hr⟩ | ⟨mid, hl, hq⟩ | |
| · refine ⟨left, mid ++ a :: q, ?_, Or.inr ⟨rfl, ?_⟩⟩ | |
| · simp only [hp, List.append_assoc] | |
| · rw [hr] | |
| exact Step.insert mid q a | |
| · refine ⟨p ++ a :: mid, right, ?_, Or.inl ⟨?_, rfl⟩⟩ | |
| · simp only [hq, List.append_assoc, List.cons_append] | |
| · rw [hl] | |
| exact Step.insert p mid a | |
| | delete p q a => | |
| rcases List.append_eq_append_iff.mp hx.symm with ⟨mid, hp, hr⟩ | ⟨mid, hl, hq⟩ | |
| · refine ⟨left, mid ++ q, ?_, Or.inr ⟨rfl, ?_⟩⟩ | |
| · simp only [hp, List.append_assoc] | |
| · rw [hr] | |
| exact Step.delete mid q a | |
| · cases mid with | |
| | nil => | |
| simp only [List.append_nil] at hl | |
| simp only [List.nil_append] at hq | |
| refine ⟨left, q, ?_, Or.inr ⟨rfl, ?_⟩⟩ | |
| · rw [hl] | |
| · rw [← hq] | |
| exact Step.delete [] q a | |
| | cons b mid => | |
| simp only [List.cons_append, List.cons.injEq] at hq | |
| rcases hq with ⟨rfl, hq⟩ | |
| refine ⟨p ++ mid, right, ?_, Or.inl ⟨?_, rfl⟩⟩ | |
| · simp only [hq, List.append_assoc] | |
| · rw [hl] | |
| exact Step.delete p mid a | |
| | substitute _ p q a b => | |
| rcases List.append_eq_append_iff.mp hx.symm with ⟨mid, hp, hr⟩ | ⟨mid, hl, hq⟩ | |
| · refine ⟨left, mid ++ b :: q, ?_, Or.inr ⟨rfl, ?_⟩⟩ | |
| · simp only [hp, List.append_assoc] | |
| · rw [hr] | |
| exact Step.substitute rfl mid q a b | |
| · cases mid with | |
| | nil => | |
| simp only [List.append_nil] at hl | |
| simp only [List.nil_append] at hq | |
| refine ⟨left, b :: q, ?_, Or.inr ⟨rfl, ?_⟩⟩ | |
| · rw [hl] | |
| · rw [← hq] | |
| exact Step.substitute rfl [] q a b | |
| | cons c mid => | |
| simp only [List.cons_append, List.cons.injEq] at hq | |
| rcases hq with ⟨rfl, hq⟩ | |
| refine ⟨p ++ b :: mid, right, ?_, Or.inl ⟨?_, rfl⟩⟩ | |
| · simp only [hq, List.append_assoc, List.cons_append] | |
| · rw [hl] | |
| exact Step.substitute rfl p mid a b | |
| theorem script_split {α : Type u} {x y : List α} {n : ℕ} | |
| (script : Script true n x y) (left right : List α) (hx : x = left ++ right) : | |
| ∃ left' right' nleft nright, | |
| y = left' ++ right' ∧ nleft + nright = n ∧ | |
| Script true nleft left left' ∧ Script true nright right right' := by | |
| induction script generalizing left right with | |
| | nil x => exact ⟨left, right, 0, 0, hx, rfl, .nil _, .nil _⟩ | |
| | @cons n x y z step rest ih => | |
| obtain ⟨midleft, midright, hy, hs⟩ := step_split step left right hx | |
| obtain ⟨lastleft, lastright, nl, nr, hz, hn, hleft, hright⟩ := | |
| ih midleft midright hy | |
| rcases hs with ⟨hstep, rfl⟩ | ⟨rfl, hstep⟩ | |
| · exact ⟨lastleft, lastright, nl + 1, nr, hz, by omega, | |
| .cons hstep hleft, hright⟩ | |
| · exact ⟨lastleft, lastright, nl, nr + 1, hz, by omega, | |
| hleft, .cons hstep hright⟩ | |
| /-- A shortest unrestricted edit script admits an exactly optimal split | |
| at every source cut. -/ | |
| theorem edit_append_split {α : Type u} (left right target : List α) : | |
| ∃ targetLeft targetRight, target = targetLeft ++ targetRight ∧ | |
| edit (left ++ right) target = edit left targetLeft + edit right targetRight := by | |
| obtain ⟨tl, tr, nl, nr, ht, hn, hl, hr⟩ := | |
| script_split (cost_spec (s := true) (left ++ right) target) left right rfl | |
| refine ⟨tl, tr, ht, Nat.le_antisymm ?_ ?_⟩ | |
| · rw [ht] | |
| exact cost_append_le (s := true) left tl right tr | |
| · have hleft := cost_le hl | |
| have hright := cost_le hr | |
| change edit left tl ≤ nl at hleft | |
| change edit right tr ≤ nr at hright | |
| change nl + nr = edit (left ++ right) target at hn | |
| omega | |
| /-- Repeated source cuts have a common ordered target partition whose | |
| piecewise edit costs sum exactly to the parent optimum. Source pieces | |
| may be empty. A nonempty list of pieces is needed to assign insertions. -/ | |
| theorem edit_partition_split {α : Type u} (parts : List (List α)) | |
| (hne : parts ≠ []) (target : List α) : | |
| ∃ targetParts : List (List α), targetParts.length = parts.length ∧ | |
| targetParts.flatten = target ∧ | |
| (List.zipWith edit parts targetParts).sum = edit parts.flatten target := by | |
| induction parts generalizing target with | |
| | nil => exact False.elim (hne rfl) | |
| | cons first rest ih => | |
| cases rest with | |
| | nil => | |
| refine ⟨[target], rfl, ?_, ?_⟩ | |
| · simp | |
| · simp | |
| | cons second rest => | |
| obtain ⟨tl, tr, ht, hc⟩ := edit_append_split first (second :: rest).flatten target | |
| obtain ⟨targets, hlen, hflatten, hcost⟩ := ih (by simp) tr | |
| refine ⟨tl :: targets, by simp only [List.length_cons, hlen], ?_, ?_⟩ | |
| · simp only [List.flatten_cons, hflatten] | |
| exact ht.symm | |
| · simp only [List.flatten_cons, List.zipWith_cons_cons, List.sum_cons, hcost] | |
| exact hc.symm | |
| /-- Prefixes of an ordered source/target partition use at most the | |
| partition's total edit cost. This bounds every alignment anchor shift. -/ | |
| theorem edit_partition_prefix_le {α : Type u} | |
| (parts targets : List (List α)) (hlen : parts.length = targets.length) (k : ℕ) : | |
| edit (parts.take k).flatten (targets.take k).flatten ≤ | |
| (List.zipWith edit parts targets).sum := by | |
| induction parts generalizing targets k with | |
| | nil => | |
| have ht : targets = [] := List.length_eq_zero_iff.mp hlen.symm | |
| subst targets | |
| simp only [List.take_nil, List.flatten_nil, List.zipWith_nil_left, List.sum_nil] | |
| exact (cost_refl ([] : List α)).le | |
| | cons first rest ih => | |
| cases targets with | |
| | nil => simp at hlen | |
| | cons targetFirst targetRest => | |
| have hrest : rest.length = targetRest.length := by simpa using hlen | |
| cases k with | |
| | zero => | |
| simp only [List.take_zero, List.flatten_nil] | |
| exact (cost_refl ([] : List α)).le.trans (Nat.zero_le _) | |
| | succ k => | |
| simp only [List.take_succ_cons, List.flatten_cons, List.zipWith_cons_cons, List.sum_cons] | |
| exact (cost_append_le (s := true) first targetFirst | |
| (rest.take k).flatten (targetRest.take k).flatten).trans | |
| (Nat.add_le_add_left (ih targetRest hrest k) _) | |
| theorem optimal_partition_anchor_shift_bound {α : Type u} | |
| (parts targets : List (List α)) (target : List α) | |
| (hlen : parts.length = targets.length) | |
| (hcost : (List.zipWith edit parts targets).sum = edit parts.flatten target) (k : ℕ) : | |
| |((targets.take k).flatten.length : ℝ) - (parts.take k).flatten.length| ≤ | |
| (edit parts.flatten target : ℝ) := by | |
| apply (abs_length_gap_le_edit (parts.take k).flatten (targets.take k).flatten).trans | |
| exact_mod_cast (edit_partition_prefix_le parts targets hlen k).trans_eq hcost | |
| end EditApproximation | |
| end OAI | |