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| import OAI.Combinatorics.FiniteCircle.WindowMatching | |
| namespace OAI | |
| namespace FiniteCircle | |
| open scoped BigOperators List | |
| open scoped ComplexConjugate | |
| open RCLike Module | |
| namespace WordMatching | |
| variable {α : Type*} {x y : List α} {q : ℕ} | |
| theorem common_offset_duplicate_loss (A : WordMatching x y q) {w i j t : ℕ} (hw : 0 < w) | |
| (hij : i < j) {k l : Fin q} (hk : k ∈ A.blockPair w i t) (hl : l ∈ A.blockPair w j t) | |
| (hmod : (A.left k).val%w = (A.left l).val%w) : | |
| (A.right k).val%w < A.sourceLoss w i + A.sourceLoss w j := by | |
| obtain ⟨hki, hkt⟩ := Finset.mem_inter.mp hk | |
| obtain ⟨hlj, hlt⟩ := Finset.mem_inter.mp hl | |
| let T := (A.sourceBlock w i).filter (fun v => k ≤ v) | |
| let U := (A.sourceBlock w j).filter (fun v => v ≤ l) | |
| have hdis : Disjoint T U := by | |
| apply Finset.disjoint_left.mpr | |
| intro v hv hu | |
| exact (lt_irrefl v) (A.sourceBlock_order hij (Finset.mem_filter.mp hv).1 (Finset.mem_filter.mp hu).1) | |
| have hmaps : Set.MapsTo A.right (↑(T ∪ U) : Set (Fin q)) | |
| (↑(Finset.Icc (A.right k) (A.right l)) : Set (Fin y.length)) := by | |
| intro v hv | |
| change A.right v ∈ Finset.Icc (A.right k) (A.right l) | |
| rcases Finset.mem_union.mp hv with hv | hv | |
| · obtain ⟨hv, hkv⟩ := Finset.mem_filter.mp hv | |
| exact Finset.mem_Icc.mpr ⟨A.right.monotone hkv, | |
| A.right.monotone (A.sourceBlock_order hij hv hlj).le⟩ | |
| · obtain ⟨hv, hvl⟩ := Finset.mem_filter.mp hv | |
| exact Finset.mem_Icc.mpr ⟨A.right.monotone (A.sourceBlock_order hij hki hv).le, | |
| A.right.monotone hvl⟩ | |
| have hc := Finset.card_le_card_of_injOn A.right hmaps A.right.injective.injOn | |
| rw [Finset.card_union_of_disjoint hdis, Fin.card_Icc] at hc | |
| have hb := A.block_before_card_le hki | |
| have ha := A.block_after_card_le hw hlj | |
| have hTi : T.card + ((A.sourceBlock w i).filter (fun v => v < k)).card = (A.sourceBlock w i).card := by | |
| simpa only [not_le] using Finset.card_filter_add_card_filter_not (s := A.sourceBlock w i) (p := fun v => k ≤ v) | |
| have hUj : U.card + ((A.sourceBlock w j).filter (fun v => l < v)).card = (A.sourceBlock w j).card := by | |
| simpa only [not_le] using Finset.card_filter_add_card_filter_not (s := A.sourceBlock w j) (p := fun v => v ≤ l) | |
| have hXi : A.sourceLoss w i + (A.sourceBlock w i).card = w := Nat.sub_add_cancel (A.sourceBlock_card_le hw i) | |
| have hXj : A.sourceLoss w j + (A.sourceBlock w j).card = w := Nat.sub_add_cancel (A.sourceBlock_card_le hw j) | |
| have hrk := Nat.mod_add_div (A.right k).val w | |
| have hrl := Nat.mod_add_div (A.right l).val w | |
| have hkt' : (A.right k).val/w = t := (A.symm.mem_sourceBlock w t k).mp hkt | |
| have hlt' : (A.right l).val/w = t := (A.symm.mem_sourceBlock w t l).mp hlt | |
| rw [hkt'] at hrk | |
| rw [hlt'] at hrl | |
| have hklt := Nat.mod_lt (A.left k).val hw | |
| have hllt := Nat.mod_lt (A.left l).val hw | |
| have hrl_lt := Nat.mod_lt (A.right l).val hw | |
| have hkl : (A.right k).val ≤ (A.right l).val := A.right.monotone (A.sourceBlock_order hij hki hlj).le | |
| omega | |
| theorem common_offset_duplicates_card (A : WordMatching x y q) {w i : ℕ} | |
| (hw : 0 < w) (hspan : (A.rightSpan (A.sourceBlock w i)).card ≤ 2*w) : | |
| ((A.sourceBlock w i).filter (fun k => ∃ l ∈ A.sourceBlock w (i+1), | |
| (A.left k).val%w = (A.left l).val%w ∧ | |
| (A.right k).val/w = (A.right l).val/w)).card ≤ | |
| 3*(A.sourceLoss w i + A.sourceLoss w (i+1)) := by | |
| classical | |
| let S := (A.sourceBlock w i).filter (fun k => ∃ l ∈ A.sourceBlock w (i+1), | |
| (A.left k).val%w = (A.left l).val%w ∧ | |
| (A.right k).val/w = (A.right l).val/w) | |
| let d := A.sourceLoss w i + A.sourceLoss w (i+1) | |
| let f : Fin q → ℕ × ℕ := fun k => ((A.right k).val/w,(A.right k).val%w) | |
| have hf : Function.Injective f := by | |
| intro k l h | |
| have h1 := congrArg Prod.fst h | |
| have h2 := congrArg Prod.snd h | |
| have hk := Nat.mod_add_div (A.right k).val w | |
| have hl := Nat.mod_add_div (A.right l).val w | |
| dsimp [f] at h1 h2 | |
| rw [h1,h2] at hk | |
| exact A.right.injective (Fin.ext (by omega)) | |
| have hmaps : S.image f ⊆ A.targetBlocks w (A.sourceBlock w i) ×ˢ Finset.range d := by | |
| intro v hv | |
| obtain ⟨k,hk,rfl⟩ := Finset.mem_image.mp hv | |
| obtain ⟨hki,l,hli,hmod,hdiv⟩ := Finset.mem_filter.mp hk | |
| apply Finset.mem_product.mpr | |
| refine ⟨Finset.mem_image.mpr ⟨k,hki,rfl⟩,Finset.mem_range.mpr ?_⟩ | |
| have hkt : k ∈ A.blockPair w i ((A.right k).val/w) := Finset.mem_inter.mpr | |
| ⟨hki,(A.symm.mem_sourceBlock _ _ _).mpr rfl⟩ | |
| have hlt : l ∈ A.blockPair w (i+1) ((A.right k).val/w) := Finset.mem_inter.mpr | |
| ⟨hli,(A.symm.mem_sourceBlock _ _ _).mpr hdiv.symm⟩ | |
| exact A.common_offset_duplicate_loss hw (by omega) hkt hlt hmod | |
| have hh := Finset.card_le_card hmaps | |
| rw [Finset.card_image_of_injective S hf,Finset.card_product,Finset.card_range] at hh | |
| exact hh.trans (Nat.mul_le_mul_right d (A.targetBlocks_card_le_three hw hspan)) | |
| end WordMatching | |
| namespace WordMatching | |
| variable {α : Type*} {x y : List α} {q : ℕ} | |
| def matchedAt (A : WordMatching x y q) (w i p : ℕ) : Prop := | |
| ∃ k : Fin q, (A.left k).val = i*w+p | |
| instance matchedAtDecidable (A : WordMatching x y q) (w i p : ℕ) : | |
| Decidable (A.matchedAt w i p) := inferInstanceAs (Decidable (∃ k : Fin q, (A.left k).val = i*w+p)) | |
| noncomputable def partnerAt (A : WordMatching x y q) (w i p : ℕ) : ℕ := | |
| if h : A.matchedAt w i p then (A.right (Classical.choose h)).val/w else 0 | |
| theorem partnerAt_eq (A : WordMatching x y q) {w i p : ℕ} {k : Fin q} | |
| (hk : (A.left k).val = i*w+p) : A.partnerAt w i p = (A.right k).val/w := by | |
| have hh : A.matchedAt w i p := ⟨k,hk⟩ | |
| rw [partnerAt,dite_eq_left hh] | |
| have he : Classical.choose hh = k := A.left.injective | |
| (Fin.ext ((Classical.choose_spec hh).trans hk.symm)) | |
| rw [he] | |
| theorem matchedAt_block (A : WordMatching x y q) {w i p : ℕ} {k : Fin q} | |
| (hp : p < w) (hk : (A.left k).val = i*w+p) : | |
| k ∈ A.sourceBlock w i ∧ (A.left k).val%w = p := by | |
| have hd : (A.left k).val/w = i := | |
| Nat.div_eq_of_lt_le (by omega) (by rw [hk,Nat.add_mul,one_mul]; omega) | |
| refine ⟨(A.mem_sourceBlock w i k).mpr hd,?_⟩ | |
| have hh := Nat.mod_add_div (A.left k).val w | |
| rw [hd,Nat.mul_comm w i] at hh | |
| omega | |
| theorem unmatched_offsets_card_le (A : WordMatching x y q) {w i : ℕ} | |
| (hw : 0 < w) (I : Finset ℕ) (hI : I ⊆ Finset.range w) : | |
| (I.filter (fun p => ¬ A.matchedAt w i p)).card ≤ A.sourceLoss w i := by | |
| classical | |
| let T := (A.sourceBlock w i).image (fun k => (A.left k).val%w) | |
| have hT : T ⊆ Finset.range w := by | |
| intro p hp | |
| obtain ⟨k,_,rfl⟩ := Finset.mem_image.mp hp | |
| exact Finset.mem_range.mpr (Nat.mod_lt _ hw) | |
| have hTc : T.card = (A.sourceBlock w i).card := | |
| Finset.card_image_of_injOn A.mod_injectiveOn | |
| have hs : I.filter (fun p => ¬ A.matchedAt w i p) ⊆ Finset.range w \ T := by | |
| intro p hp | |
| obtain ⟨hp,hn⟩ := Finset.mem_filter.mp hp | |
| refine Finset.mem_sdiff.mpr ⟨hI hp,?_⟩ | |
| intro ht | |
| obtain ⟨k,hki,hkp⟩ := Finset.mem_image.mp ht | |
| apply hn | |
| refine ⟨k,?_⟩ | |
| have hh := Nat.mod_add_div (A.left k).val w | |
| rw [(A.mem_sourceBlock w i k).mp hki,hkp,Nat.mul_comm w i] at hh | |
| omega | |
| have hh := Finset.card_le_card hs | |
| rwa [Finset.card_sdiff_of_subset hT,Finset.card_range,hTc] at hh | |
| def duplicateAt (A : WordMatching x y q) (w i p : ℕ) : Prop := | |
| ∃ k l : Fin q, (A.left k).val = i*w+p ∧ (A.left l).val = (i+1)*w+p ∧ | |
| (A.right k).val/w = (A.right l).val/w | |
| instance duplicateAtDecidable (A : WordMatching x y q) (w i p : ℕ) : | |
| Decidable (A.duplicateAt w i p) := inferInstanceAs (Decidable (∃ k l : Fin q, | |
| (A.left k).val = i*w+p ∧ (A.left l).val = (i+1)*w+p ∧ | |
| (A.right k).val/w = (A.right l).val/w)) | |
| theorem duplicate_offsets_card_le (A : WordMatching x y q) {w i : ℕ} | |
| (hw : 0 < w) (I : Finset ℕ) (hI : I ⊆ Finset.range w) | |
| (hspan : (A.rightSpan (A.sourceBlock w i)).card ≤ 2*w) : | |
| (I.filter (A.duplicateAt w i)).card ≤ 3*(A.sourceLoss w i+A.sourceLoss w (i+1)) := by | |
| classical | |
| let T := (A.sourceBlock w i).filter (fun k => ∃ l ∈ A.sourceBlock w (i+1), | |
| (A.left k).val%w = (A.left l).val%w ∧ | |
| (A.right k).val/w = (A.right l).val/w) | |
| have hs : I.filter (A.duplicateAt w i) ⊆ T.image (fun k => (A.left k).val%w) := by | |
| intro p hp | |
| obtain ⟨hp,k,l,hk,hl,hkl⟩ := Finset.mem_filter.mp hp | |
| have hpw := Finset.mem_range.mp (hI hp) | |
| obtain ⟨hki,hkp⟩ := A.matchedAt_block hpw hk | |
| obtain ⟨hli,hlp⟩ := A.matchedAt_block hpw hl | |
| exact Finset.mem_image.mpr ⟨k,Finset.mem_filter.mpr ⟨hki,l,hli,hkp.trans hlp.symm,hkl⟩,hkp⟩ | |
| exact (Finset.card_le_card hs).trans ((Finset.card_image_le).trans | |
| (A.common_offset_duplicates_card hw hspan)) | |
| end WordMatching | |
| theorem sum_card_filters_swap {α β : Type*} (S : Finset α) (T : Finset β) | |
| (R : α → β → Prop) [DecidableRel R] : | |
| ∑ a ∈ S, (T.filter (R a)).card = ∑ b ∈ T, (S.filter (fun a => R a b)).card := by | |
| simp only [Finset.card_eq_sum_ones,Finset.sum_filter] | |
| exact Finset.sum_comm | |
| namespace WordMatching | |
| variable {α : Type*} {x y : List α} {q : ℕ} | |
| theorem sum_omitted_offsets_le (A : WordMatching x y q) {w L : ℕ} | |
| (hw : 0 < w) (I G : Finset ℕ) (hI : I ⊆ Finset.range w) (hG : G ⊆ Finset.range L) : | |
| (∑ p ∈ I, (L-(G.filter (fun i => A.matchedAt w i p)).card)) ≤ | |
| I.card*(L-G.card) + ∑ i ∈ Finset.range L, A.sourceLoss w i := by | |
| classical | |
| have he (p : ℕ) : L-(G.filter (fun i => A.matchedAt w i p)).card = | |
| L-G.card + (G.filter (fun i => ¬ A.matchedAt w i p)).card := by | |
| have hh := Finset.card_filter_add_card_filter_not (s:=G) (p:=fun i => A.matchedAt w i p) | |
| have hg := Finset.card_le_card hG | |
| rw [Finset.card_range] at hg | |
| omega | |
| simp_rw [he] | |
| rw [Finset.sum_add_distrib] | |
| simp only [Finset.sum_const,smul_eq_mul] | |
| rw [sum_card_filters_swap] | |
| apply Nat.add_le_add_left | |
| exact (Finset.sum_le_sum (fun i _ => A.unmatched_offsets_card_le hw I hI)).trans | |
| (Finset.sum_le_sum_of_subset_of_nonneg hG (fun _ _ _ => Nat.zero_le _)) | |
| theorem sum_duplicate_offsets_le (A : WordMatching x y q) {w L : ℕ} | |
| (hw : 0 < w) (I G : Finset ℕ) (hI : I ⊆ Finset.range w) (hG : G ⊆ Finset.range L) | |
| (hspan : ∀ i ∈ G, (A.rightSpan (A.sourceBlock w i)).card ≤ 2*w) : | |
| (∑ p ∈ I, ((G.filter (fun i => i+1 < L)).filter (fun i => A.duplicateAt w i p)).card) ≤ | |
| 6 * ∑ i ∈ Finset.range L, A.sourceLoss w i := by | |
| classical | |
| let H := G.filter (fun i => i+1 < L) | |
| have hH : H ⊆ Finset.range L := (Finset.filter_subset _ _).trans hG | |
| have hsucc : H.image (fun i => i+1) ⊆ Finset.range L := by | |
| intro j hj | |
| obtain ⟨i,hi,rfl⟩ := Finset.mem_image.mp hj | |
| exact Finset.mem_range.mpr (Finset.mem_filter.mp hi).2 | |
| have h1 : (∑ i ∈ H, A.sourceLoss w i) ≤ ∑ i ∈ Finset.range L, A.sourceLoss w i := | |
| Finset.sum_le_sum_of_subset_of_nonneg hH (fun _ _ _ => Nat.zero_le _) | |
| have h2 : (∑ i ∈ H, A.sourceLoss w (i+1)) ≤ ∑ i ∈ Finset.range L, A.sourceLoss w i := by | |
| rw [← Finset.sum_image (g:=fun i => i+1) (by intro i _ j _ h; dsimp only at h; omega)] | |
| exact Finset.sum_le_sum_of_subset_of_nonneg hsucc (fun _ _ _ => Nat.zero_le _) | |
| rw [sum_card_filters_swap] | |
| have hh : (∑ i ∈ H, (I.filter (fun p => A.duplicateAt w i p)).card) ≤ | |
| ∑ i ∈ H, 3*(A.sourceLoss w i+A.sourceLoss w (i+1)) := by | |
| apply Finset.sum_le_sum | |
| intro i hi | |
| exact A.duplicate_offsets_card_le hw I hI (hspan i (Finset.mem_filter.mp hi).1) | |
| change (∑ i ∈ H, _) ≤ _ | |
| refine hh.trans ?_ | |
| rw [← Finset.mul_sum,Finset.sum_add_distrib] | |
| omega | |
| end WordMatching | |
| namespace WordMatching | |
| variable {α : Type*} {x y : List α} {w q : ℕ} {c : α → Fin w → Bool} | |
| theorem offset_deficit_le (A : WordMatching (encode c x) (encode c y) q) | |
| (hw : 0 < w) (p : ℕ) (G : Finset ℕ) (hG : G ⊆ Finset.range x.length) | |
| (hlabels : ∀ i ∈ G, ∀ k : Fin q, (A.left k).val=i*w+p → | |
| x[i]? = y[(A.right k).val/w]?) : | |
| deficit x y ≤ 2*(x.length-(G.filter (fun i => A.matchedAt w i p)).card) + | |
| ((G.filter (fun i => i+1 < x.length)).filter (fun i => A.duplicateAt w i p)).card := by | |
| classical | |
| let S := G.filter (fun i => A.matchedAt w i p) | |
| let f := fun i => A.partnerAt w i p | |
| have hS : S ⊆ Finset.range x.length := (Finset.filter_subset _ _).trans hG | |
| have hf : ∀ i ∈ S, f i < y.length := by | |
| intro i hi | |
| obtain ⟨k,hk⟩ := (Finset.mem_filter.mp hi).2 | |
| rw [show f i = (A.right k).val/w from A.partnerAt_eq hk] | |
| apply (Nat.div_lt_iff_lt_mul hw).mpr | |
| simpa only [length_encode,Nat.mul_comm] using (A.right k).isLt | |
| have hm : ∀ i ∈ S, ∀ j ∈ S, i ≤ j → f i ≤ f j := by | |
| intro i hi j hj hij | |
| obtain ⟨k,hk⟩ := (Finset.mem_filter.mp hi).2 | |
| obtain ⟨l,hl⟩ := (Finset.mem_filter.mp hj).2 | |
| rw [show f i = (A.right k).val/w from A.partnerAt_eq hk, | |
| show f j = (A.right l).val/w from A.partnerAt_eq hl] | |
| apply Nat.div_le_div_right | |
| apply A.right.monotone | |
| apply A.left.le_iff_le.mp | |
| change (A.left k).val ≤ (A.left l).val | |
| rw [hk,hl] | |
| exact Nat.add_le_add_right (Nat.mul_le_mul_right w hij) p | |
| have hl : ∀ i (hi : i ∈ S), x[i]'(Finset.mem_range.mp (hS hi)) = y[f i]'(hf i hi) := by | |
| intro i hi | |
| obtain ⟨k,hk⟩ := (Finset.mem_filter.mp hi).2 | |
| have hh := hlabels i (Finset.mem_filter.mp hi).1 k hk | |
| rw [← A.partnerAt_eq hk] at hh | |
| change x[i]? = y[f i]? at hh | |
| simpa only [List.getElem?_eq_getElem (Finset.mem_range.mp (hS hi)), | |
| List.getElem?_eq_getElem (hf i hi),Option.some.injEq] using hh | |
| have hh := monotone_assignment_deficit S hS f hf hm hl | |
| have hs : S.filter (fun i => i+1 ∈ S ∧ f i=f (i+1)) ⊆ | |
| (G.filter (fun i => i+1 < x.length)).filter (fun i => A.duplicateAt w i p) := by | |
| intro i hi | |
| obtain ⟨hi,hj,hfij⟩ := Finset.mem_filter.mp hi | |
| obtain ⟨k,hk⟩ := (Finset.mem_filter.mp hi).2 | |
| obtain ⟨l,hl⟩ := (Finset.mem_filter.mp hj).2 | |
| apply Finset.mem_filter.mpr | |
| refine ⟨Finset.mem_filter.mpr ⟨(Finset.mem_filter.mp hi).1, | |
| Finset.mem_range.mp (hS hj)⟩, k,l,hk,hl,?_⟩ | |
| simpa only [f,A.partnerAt_eq hk,A.partnerAt_eq hl] using hfij | |
| exact hh.trans (Nat.add_le_add_left (Finset.card_le_card hs) _) | |
| theorem averaged_offset_recovery (A : WordMatching (encode c x) (encode c y) q) | |
| (hw : 0 < w) (I G : Finset ℕ) (hI : I ⊆ Finset.range w) (hG : G ⊆ Finset.range x.length) | |
| (hspan : ∀ i ∈ G, (A.rightSpan (A.sourceBlock w i)).card ≤ 2*w) | |
| (hlabels : ∀ p ∈ I, ∀ i ∈ G, ∀ k : Fin q, (A.left k).val=i*w+p → | |
| x[i]? = y[(A.right k).val/w]?) : | |
| I.card * deficit x y ≤ 2*I.card*(x.length-G.card) + | |
| 8*(w*x.length-q) := by | |
| have hsum : (∑ i ∈ Finset.range x.length, A.sourceLoss w i) = w*x.length-q := by | |
| have hh := A.sum_sourceLoss hw (length_encode c x) | |
| simpa only [Fin.sum_univ_eq_sum_range] using hh | |
| have hh := Finset.sum_le_sum (fun p (hp : p ∈ I) => A.offset_deficit_le hw p G hG (hlabels p hp)) | |
| rw [Finset.sum_add_distrib,← Finset.mul_sum] at hh | |
| simp only [Finset.sum_const,smul_eq_mul] at hh | |
| have h1 := A.sum_omitted_offsets_le hw I G hI hG | |
| have h2 := A.sum_duplicate_offsets_le hw I G hI hG hspan | |
| rw [hsum] at h1 h2 | |
| rw [Nat.mul_assoc] | |
| omega | |
| end WordMatching | |
| namespace WordMatching | |
| variable {α : Type*} {x y : List α} {w q : ℕ} {c : α → Fin w → Bool} | |
| noncomputable def offsetGood (A : WordMatching (encode c x) (encode c y) q) (w : ℕ) (η : ℝ) : Finset ℕ := | |
| (Finset.range x.length).filter (fun i => | |
| (A.sourceLoss w i : ℝ) ≤ η*w ∧ (A.spanLoss w i : ℝ) ≤ η*w) | |
| theorem offsetGood_subset (A : WordMatching (encode c x) (encode c y) q) (w : ℕ) (η : ℝ) : | |
| A.offsetGood w η ⊆ Finset.range x.length := Finset.filter_subset _ _ | |
| theorem offsetGood_span (A : WordMatching (encode c x) (encode c y) q) | |
| (hw : 0 < w) {η : ℝ} (hη : η ≤ 1) {i : ℕ} (hi : i ∈ A.offsetGood w η) : | |
| (A.rightSpan (A.sourceBlock w i)).card ≤ 2*w := by | |
| have hv := (Finset.mem_filter.mp hi).2.2 | |
| have hv' : (A.spanLoss w i : ℝ) ≤ w := hv.trans (by nlinarith only [hη,(show (0 : ℝ) ≤ w from Nat.cast_nonneg w)]) | |
| have hvn : A.spanLoss w i ≤ w := by exact_mod_cast hv' | |
| have h1 := A.card_le_rightSpan (A.sourceBlock w i) | |
| have h2 := A.sourceBlock_card_le hw i | |
| dsimp only [spanLoss] at hvn | |
| omega | |
| theorem offsetGood_bad_cost (A : WordMatching (encode c x) (encode c y) q) | |
| (hw : 0 < w) (hlen : x.length=y.length) (η : ℝ) : | |
| η*w*(x.length-(A.offsetGood w η).card : ℕ) ≤ 2*(w*x.length-q : ℕ) := by | |
| classical | |
| let G := A.offsetGood w η | |
| let B := Finset.range x.length \ G | |
| have hG : G ⊆ Finset.range x.length := A.offsetGood_subset w η | |
| have hBc : B.card=x.length-G.card := by rw [Finset.card_sdiff_of_subset hG,Finset.card_range] | |
| have hbad (i : ℕ) (hi : i ∈ B) : η*w ≤ (A.sourceLoss w i : ℝ)+A.spanLoss w i := by | |
| obtain ⟨hi,hn⟩ := Finset.mem_sdiff.mp hi | |
| have hn' : ¬ ((A.sourceLoss w i : ℝ) ≤ η*w ∧ (A.spanLoss w i : ℝ) ≤ η*w) := by | |
| intro hh | |
| exact hn (Finset.mem_filter.mpr ⟨hi,hh⟩) | |
| have hU : (0 : ℝ) ≤ A.sourceLoss w i := Nat.cast_nonneg _ | |
| have hV : (0 : ℝ) ≤ A.spanLoss w i := Nat.cast_nonneg _ | |
| push Not at hn' | |
| by_cases hh : (A.sourceLoss w i : ℝ) ≤ η*w | |
| · have hv := hn' hh | |
| linarith | |
| · push Not at hh | |
| linarith | |
| have hsumU : (∑ i ∈ Finset.range x.length, (A.sourceLoss w i : ℝ)) = (w*x.length-q : ℕ) := by | |
| have hh := A.sum_sourceLoss hw (length_encode c x) | |
| rw [Fin.sum_univ_eq_sum_range] at hh | |
| exact_mod_cast hh | |
| have hsumV : (∑ i ∈ Finset.range x.length, (A.spanLoss w i : ℝ)) ≤ (w*x.length-q : ℕ) := by | |
| have hh := A.sum_spanLoss_le hw (length_encode c x) (by rw [length_encode,hlen]) | |
| rw [Fin.sum_univ_eq_sum_range] at hh | |
| exact_mod_cast hh | |
| have hcost : η*w*(B.card : ℝ) ≤ ∑ i ∈ Finset.range x.length, | |
| ((A.sourceLoss w i : ℝ)+A.spanLoss w i) := calc | |
| _ = ∑ _i ∈ B, η*w := by simp [mul_comm] | |
| _ ≤ ∑ i ∈ B, ((A.sourceLoss w i : ℝ)+A.spanLoss w i) := Finset.sum_le_sum hbad | |
| _ ≤ _ := Finset.sum_le_sum_of_subset_of_nonneg Finset.sdiff_subset | |
| (fun _ _ _ => add_nonneg (Nat.cast_nonneg _) (Nat.cast_nonneg _)) | |
| rw [Finset.sum_add_distrib,hsumU,hBc] at hcost | |
| change η*w*(x.length-G.card : ℕ) ≤ _ | |
| linarith only [hcost,hsumV] | |
| end WordMatching | |
| theorem offset_deficit_lower {α : Type*} {w : ℕ} (hw : 12 ≤ w) {δ η : ℝ} | |
| (hδ : δ ≤ 1) (hη0 : 0 ≤ η) (hη : η ≤ 1) | |
| (hfit : 2*η*w < δ*(w/8 : ℕ)) {c : α → Fin w → Bool} (hc : OffsetLocal δ c) | |
| (x y : List α) (hlen : x.length=y.length) : | |
| (η/(4+32*η))*w*deficit x y ≤ (deficit (encode c x) (encode c y) : ℝ) := by | |
| classical | |
| have hwp : 0 < w := by omega | |
| obtain ⟨A⟩ := exists_lcs_matching (encode c x) (encode c y) | |
| let G := A.offsetGood w η | |
| let I := Finset.Icc ((w+2)/3) (2*w/3) | |
| let E := deficit (encode c x) (encode c y) | |
| have hG : G ⊆ Finset.range x.length := A.offsetGood_subset w η | |
| have hI : I ⊆ Finset.range w := by | |
| intro p hp | |
| obtain ⟨h1,h2⟩ := Finset.mem_Icc.mp hp | |
| apply Finset.mem_range.mpr | |
| omega | |
| have hIp (p : ℕ) (hp : p ∈ I) : w/8 ≤ p ∧ p+w/8 ≤ w := by | |
| obtain ⟨h1,h2⟩ := Finset.mem_Icc.mp hp | |
| omega | |
| have hIc : w ≤ 4*I.card := by | |
| simp only [I,Nat.card_Icc] | |
| omega | |
| have hspan : ∀ i ∈ G, (A.rightSpan (A.sourceBlock w i)).card ≤ 2*w := | |
| fun _ hi => A.offsetGood_span hwp hη hi | |
| have hlabels : ∀ p ∈ I, ∀ i ∈ G, ∀ k : Fin _, (A.left k).val=i*w+p → | |
| x[i]? = y[(A.right k).val/w]? := by | |
| intro p hp i hi k hk | |
| have hil := Finset.mem_range.mp (hG hi) | |
| have hjl : (A.right k).val/w < y.length := by | |
| apply (Nat.div_lt_iff_lt_mul hwp).mpr | |
| simpa only [length_encode,Nat.mul_comm] using (A.right k).isLt | |
| obtain ⟨hki,hkp⟩ := A.matchedAt_block (Finset.mem_range.mp (hI hp)) hk | |
| have hgood := (Finset.mem_filter.mp hi).2 | |
| have hloss : (A.sourceLoss w i+A.spanLoss w i : ℕ) < δ*(w/8 : ℕ) := by | |
| push_cast | |
| linarith only [hgood.1,hgood.2,hfit] | |
| have hh := A.offset_interior_labels hwp hδ hc k ⟨i,hil⟩ ⟨(A.right k).val/w,hjl⟩ | |
| ((A.mem_sourceBlock w i k).mp hki) rfl (by rw [hkp]; exact (hIp p hp).1) | |
| (by rw [hkp]; exact (hIp p hp).2) hloss | |
| simpa only [List.getElem?_eq_getElem hil,List.getElem?_eq_getElem hjl, | |
| List.get_eq_getElem,Option.some.injEq] using hh | |
| have hav := A.averaged_offset_recovery hwp I G hI hG hspan hlabels | |
| have he : w*x.length-lcs (encode c x) (encode c y) = E := by simp only [E,deficit,length_encode] | |
| rw [he] at hav | |
| have havr : (I.card : ℝ)*deficit x y ≤ 2*(I.card : ℝ)*(x.length-G.card : ℕ)+8*E := by exact_mod_cast hav | |
| have hbad := A.offsetGood_bad_cost hwp hlen η | |
| rw [he] at hbad | |
| have hbad' : η*w*(x.length-G.card : ℕ) ≤ 2*E := hbad | |
| have hicr : (w : ℝ) ≤ 4*I.card := by exact_mod_cast hIc | |
| have hip : (0 : ℝ) < I.card := by exact_mod_cast (show 0 < I.card by omega) | |
| have hmain : η*w*(deficit x y : ℝ) ≤ (4+32*η)*E := by | |
| apply (mul_le_mul_iff_right₀ hip).mp | |
| calc | |
| _ = η*w*((I.card : ℝ)*deficit x y) := by ring | |
| _ ≤ η*w*(2*(I.card : ℝ)*(x.length-G.card : ℕ)+8*E) := | |
| mul_le_mul_of_nonneg_left havr (mul_nonneg hη0 (Nat.cast_nonneg w)) | |
| _ = 2*(I.card : ℝ)*(η*w*(x.length-G.card : ℕ))+8*η*w*E := by ring | |
| _ ≤ 2*(I.card : ℝ)*(2*E)+8*η*(4*I.card)*E := add_le_add | |
| (mul_le_mul_of_nonneg_left hbad' (by positivity)) | |
| (mul_le_mul_of_nonneg_right (mul_le_mul_of_nonneg_left hicr (by positivity)) (Nat.cast_nonneg E)) | |
| _ = (I.card : ℝ)*((4+32*η)*E) := by ring | |
| have hden : 0 < 4+32*η := by linarith | |
| calc | |
| _ = (η*w*(deficit x y : ℝ))/(4+32*η) := by ring | |
| _ ≤ E := (div_le_iff₀ hden).mpr (by simpa only [mul_comm] using hmain) | |
| end FiniteCircle | |
| end OAI | |