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| import OAI.Combinatorics.CycleDecomposition.LayerCosts | |
| namespace OAI | |
| section | |
| open Filter Asymptotics Real | |
| open scoped Topology | |
| noncomputable section | |
| open MeasureTheory ProbabilityTheory Finset | |
| section | |
| namespace ErdosGallai.Scale | |
| noncomputable section | |
| open Finset SimpleGraph Real | |
| attribute [local instance] Classical.propDecidable | |
| variable {V : Type} [Fintype V] [DecidableEq V] {P : AssignedPiece V} {Dstar : ℝ} | |
| def Layers.pieceSequence (H : Layers P Dstar) (j : ℕ) : ℝ := | |
| if j < H.count then H.pieceMass j else 0 | |
| lemma Layers.pieceSequence_nonneg (H : Layers P Dstar) (j) : 0 ≤ H.pieceSequence j := by | |
| unfold Layers.pieceSequence | |
| split_ifs | |
| · exact vertexMass_nonneg _ | |
| · rfl | |
| lemma Layers.pieceSequence_zero (H : Layers P Dstar) (j) (hj : H.count ≤ j) : | |
| H.pieceSequence j = 0 := by simp only [Layers.pieceSequence,ite_eq_right (by omega : ¬ j < H.count)] | |
| lemma Layers.past_mass_eq_sequence (H : Layers P Dstar) (k) (hk : k ≤ H.count) : | |
| vertexMass (pastPieces H.system 0 k [P]) = ∑ j ∈ range k, H.pieceSequence j := by | |
| rw [pastPieces_mass] | |
| apply Finset.sum_congr rfl | |
| intro j hj | |
| simp only [Nat.zero_add,Layers.pieceSequence,ite_eq_left (by have := Finset.mem_range.mp hj; omega : j < H.count)] | |
| lemma Layers.prefix_choice (H : Layers P Dstar) : | |
| vertexMass (pastPieces H.system 0 H.count [P]) = 0 ∨ | |
| ∃ i < H.count, 0 < H.pieceMass i ∧ | |
| ∀ k ≤ H.count, k ≤ i+201 → | |
| vertexMass (pastPieces H.system 0 k [P]) ≤ ErdosGallai.mainP*H.pieceMass i := by | |
| by_cases he : ∃ j, 0 < H.pieceSequence j | |
| · right | |
| obtain ⟨i,hi,hpref⟩ := ErdosGallai.prefix_selection H.pieceSequence H.pieceSequence_nonneg | |
| 200 H.count H.pieceSequence_zero he | |
| have hic : i < H.count := by | |
| by_contra hi' | |
| rw [H.pieceSequence_zero i (by omega)] at hi | |
| linarith | |
| simp only [Layers.pieceSequence,ite_eq_left hic] at hi | |
| refine ⟨i,hic,hi,?_⟩ | |
| intro k hk hki | |
| rw [H.past_mass_eq_sequence k hk] | |
| have hh : (∑ j ∈ range k, H.pieceSequence j) ≤ ∑ j ∈ range (i+200+1), H.pieceSequence j := | |
| Finset.sum_le_sum_of_subset_of_nonneg (Finset.range_mono (by omega)) (fun j _ _ => H.pieceSequence_nonneg j) | |
| apply hh.trans | |
| norm_num only [Layers.pieceSequence,ite_eq_left hic,ErdosGallai.mainP,Nat.cast_ofNat] at hpref ⊢ | |
| exact hpref | |
| · left | |
| rw [H.past_mass_eq_sequence H.count le_rfl] | |
| apply Finset.sum_eq_zero | |
| intro j _ | |
| exact le_antisymm (le_of_not_gt (fun h => he ⟨j,h⟩)) (H.pieceSequence_nonneg j) | |
| end | |
| end ErdosGallai.Scale | |
| end | |
| section | |
| namespace ErdosGallai | |
| noncomputable section | |
| open Finset SimpleGraph Real | |
| attribute [local instance] Classical.propDecidable | |
| lemma main_edge_bound {V : Type} [Fintype V] (G : SimpleGraph V) : | |
| 2*(Scale.edgeCount G:ℝ) ≤ (Fintype.card V:ℝ)^2 := by | |
| classical | |
| have h : (G.edgeFinset.card:ℝ) ≤ ((Fintype.card V).choose 2:ℝ) := | |
| Nat.cast_le.mpr G.card_edgeFinset_le_card_choose_two | |
| rw [Nat.cast_choose_two] at h | |
| change 2*(G.edgeFinset.card:ℝ) ≤ _ | |
| nlinarith [(Nat.cast_nonneg (Fintype.card V) : (0:ℝ) ≤ _)] | |
| lemma main_cost_eq_scale {V : Type} [Fintype V] (G : SimpleGraph V) : | |
| decompositionCost G = Scale.decompositionCost G := by rfl | |
| lemma main_cost_eq_batch {V : Type} [Fintype V] (G : SimpleGraph V) : | |
| decompositionCost G = Batch.decompositionCost G := by rfl | |
| theorem main_cost_bound : ∃ C : ℝ, 0 < C ∧ ∀ (V : Type) [Fintype V] (G : SimpleGraph V), | |
| (decompositionCost G:ℝ) ≤ C*Batch.inductionPhi (Fintype.card V)*Fintype.card V := by | |
| classical | |
| let wmin : ℝ := max 80 (((mainA₁+1)/Batch.inductionDelta)^2) | |
| obtain ⟨Da,ha,hLayers⟩ := Scale.uniform_layers | |
| obtain ⟨Db,hb,hPiece⟩ := Scale.uniform_committed_piece_cost | |
| obtain ⟨Dc,hc,hGap⟩ := Scale.uniform_gap_prefix_cost | |
| obtain ⟨Dr,hr,hReady⟩ := main_scale_ready_cutoff wmin | |
| let Dstar : ℝ := max (max Da Db) (max Dc Dr) | |
| have hDa : Da ≤ Dstar := (le_max_left Da Db).trans (le_max_left _ _) | |
| have hDb : Db ≤ Dstar := (le_max_right Da Db).trans (le_max_left _ _) | |
| have hDc : Dc ≤ Dstar := (le_max_left Dc Dr).trans (le_max_right _ _) | |
| have hDr : Dr ≤ Dstar := (le_max_right Dc Dr).trans (le_max_right _ _) | |
| have hDstar : 1 < Dstar := ha.trans_le hDa | |
| let C : ℝ := max (4*(20+Dstar+18*mainP)) (7*mainA₂) | |
| have hCbig : 4*(20+Dstar+18*mainP) ≤ C := le_max_left _ _ | |
| have hCA : 7*mainA₂ ≤ C := le_max_right _ _ | |
| have hCpos : 0 < C := lt_of_lt_of_le (by linarith [mainP_pos]) hCbig | |
| have hC : 0 ≤ C := hCpos.le | |
| refine ⟨C,hCpos,?_⟩ | |
| have hmain : ∀ n : ℕ, ∀ (V : Type) [Fintype V], Fintype.card V = n → ∀ (G : SimpleGraph V), | |
| (decompositionCost G:ℝ) ≤ C*Batch.inductionPhi (Fintype.card V)*Fintype.card V := by | |
| intro n | |
| induction n using Nat.strong_induction_on with | |
| | h n ih => | |
| intro V _ hn G | |
| subst n | |
| have hn0 : (0:ℝ) ≤ Fintype.card V := Nat.cast_nonneg _ | |
| by_cases hsmall : (Fintype.card V:ℝ) < Dstar | |
| · have he := main_edge_bound G | |
| have hq : (decompositionCost G:ℝ) ≤ Scale.edgeCount G := | |
| Nat.cast_le.mpr (Scale.decompositionCost_edgeCount G) | |
| have hnD := mul_le_mul_of_nonneg_right hsmall.le hn0 | |
| have hphi := mul_le_mul_of_nonneg_left (Batch.inductionPhi_bounds (Fintype.card V)).1 | |
| (mul_nonneg hC hn0) | |
| have hbig := mul_le_mul_of_nonneg_right hCbig hn0 | |
| have hP := mul_nonneg mainP_pos.le hn0 | |
| nlinarith only [he,hq,hnD,hphi,hbig,hP] | |
| · have hnD : Dstar ≤ (Fintype.card V:ℝ) := le_of_not_gt hsmall | |
| have hn1 : 1 < (Fintype.card V:ℝ) := hDstar.trans_le hnD | |
| let P : Scale.AssignedPiece V := ⟨univ,G,fun _ _ _ => ⟨mem_univ _,mem_univ _⟩⟩ | |
| have hpc : P.vertices.card = Fintype.card V := Finset.card_univ | |
| have hp1 : 1 < (P.vertices.card:ℝ) := by simpa only [hpc] using hn1 | |
| have hdeg : 2*(Scale.edgeCount P.graph:ℝ)/P.vertices.card ≤ P.vertices.card := by | |
| apply (div_le_iff₀ (by linarith : (0:ℝ) < P.vertices.card)).mpr | |
| simpa only [hpc,P,pow_two] using main_edge_bound G | |
| obtain ⟨H⟩ := hLayers Dstar hDa V P (by simpa only [hpc] using hnD) hdeg | |
| have hready' : ∀ j < H.count, MainScaleReady wmin (H.scale j) := by | |
| intro j hj | |
| exact hReady _ (hDr.trans (H.cutoff j hj)) | |
| have hready : ∀ j < H.count, MainScaleReady 80 (H.scale j) := by | |
| intro j hj | |
| have hh := hready' j hj | |
| exact ⟨hh.gt_one,(le_max_left _ _).trans hh.log_large,hh.cycle_power,hh.batch_power, | |
| hh.bad_power,hh.skip_power,hh.active_eight⟩ | |
| have ihw : ∀ (Q : Type) [Fintype Q] (F : SimpleGraph Q), Fintype.card Q < P.vertices.card → | |
| (decompositionCost F:ℝ) ≤ C*Fintype.card Q := by | |
| intro Q _ F hQ | |
| have hh := ih (Fintype.card Q) (by simpa only [hpc] using hQ) Q rfl F | |
| have hp := mul_le_mul_of_nonneg_left (Batch.inductionPhi_bounds (Fintype.card Q)).2 | |
| (mul_nonneg hC (Nat.cast_nonneg (Fintype.card Q) : (0:ℝ) ≤ _)) | |
| nlinarith only [hh,hp] | |
| have hpieces := hPiece Dstar hDb V P H C hC ihw | |
| have terminal (hm : Scale.vertexMass (Scale.pastPieces H.system 0 H.count [P]) ≤ | |
| 2*mainP*P.vertices.card) : | |
| (decompositionCost G:ℝ) ≤ C*Batch.inductionPhi (Fintype.card V)*Fintype.card V := by | |
| have hh := H.terminal_cost hp1 hready (9+C*mainEta) (hpieces H.count le_rfl) | |
| have ht := main_terminal_scalar _ P.vertices.card _ C Dstar (Nat.cast_nonneg _) hC hCbig hm hh | |
| simpa only [hpc,P,← main_cost_eq_scale] using ht | |
| rcases H.prefix_choice with hz | ⟨i,hic,hi,hprefix⟩ | |
| · apply terminal | |
| rw [hz] | |
| exact mul_nonneg (mul_nonneg (by norm_num) mainP_pos.le) (Nat.cast_nonneg _) | |
| · by_cases hgap : i+200 < H.count | |
| · let t := C*Batch.inductionPhi ((H.scale i)^(3/10:ℝ)) | |
| have ht : 0 ≤ t := mul_nonneg hC (by linarith [(Batch.inductionPhi_bounds ((H.scale i)^(3/10:ℝ))).1]) | |
| have ihq : ∀ (Q : Type) [Fintype Q] (F : SimpleGraph Q), Fintype.card Q < P.vertices.card → | |
| (Fintype.card Q:ℝ) ≤ (H.scale i)^(3/10:ℝ) → | |
| (Batch.decompositionCost F:ℝ) ≤ t*Fintype.card Q := by | |
| intro Q _ F hQ hQD | |
| have hh := ih (Fintype.card Q) (by simpa only [hpc] using hQ) Q rfl F | |
| by_cases h0 : Fintype.card Q = 0 | |
| · simpa only [h0,Nat.cast_zero,mul_zero,← main_cost_eq_batch] using hh | |
| · have h1 : (1:ℝ) ≤ Fintype.card Q := by exact_mod_cast (by omega : 1 ≤ Fintype.card Q) | |
| have hp := Batch.inductionPhi_monotone h1 (h1.trans hQD) hQD | |
| have hp' := mul_le_mul_of_nonneg_left hp | |
| (mul_nonneg hC (Nat.cast_nonneg (Fintype.card Q) : (0:ℝ) ≤ _)) | |
| change (decompositionCost F:ℝ) ≤ C*Batch.inductionPhi ((H.scale i)^(3/10:ℝ))*Fintype.card Q | |
| nlinarith only [hh,hp'] | |
| have hlocal := hGap Dstar hDc V P H hp1 hready i hgap C t hC ht ihw ihq | |
| (hpieces (i+201) (by omega)) | |
| have hscalar := main_gap_scalar _ P.vertices.card (H.pieceMass i) | |
| (Scale.vertexMass (Scale.pastPieces H.system 0 (i+201) [P])) | |
| ((Scale.pastCycles H.system 0 (i+201) [P]).length:ℝ) | |
| (H.mass (i+201)) (H.mass (i+1)) C t (logb 2 (H.scale i)) | |
| (Nat.cast_nonneg _) (Scale.vertexMass_nonneg _) hC ht | |
| (by linarith [(hready i hic).log_large]) | |
| (hprefix (i+201) (by omega) le_rfl) (H.gap_cycles hp1 hready i hgap) | |
| (H.gap_mass hp1 hready i hgap) (H.mass_lower (i+1)) | |
| (H.mass_two hp1 (fun j hj => (hready j hj).log_large) (i+1) (by omega)) hlocal | |
| have habs := Batch.induction_cost_absorbed (H.scale i) P.vertices.card (H.pieceMass i) | |
| C mainA₁ mainA₂ (hready i hic).gt_one (Scale.inductionScale_le _ hp1.le i) | |
| (Scale.vertexMass_nonneg _) hC mainA₁_nonneg mainA₂_nonneg hCA | |
| (by linarith [(hready i hic).log_large]) | |
| ((le_max_right _ _).trans (hready' i hic).log_large) | |
| have hfinal := hscalar.trans habs | |
| simpa only [hpc,P,← main_cost_eq_scale] using hfinal | |
| · apply terminal | |
| calc | |
| _ ≤ mainP*H.pieceMass i := hprefix H.count le_rfl (by omega) | |
| _ ≤ mainP*(2*P.vertices.card) := mul_le_mul_of_nonneg_left | |
| (H.pieceMass_two hp1 (fun j hj => (hready j hj).log_large) i hic) mainP_pos.le | |
| _ = _ := by ring | |
| intro V _ G | |
| exact hmain (Fintype.card V) V rfl G | |
| theorem erdos_gallai : MainStatement := by | |
| obtain ⟨C,hC,hcost⟩ := main_cost_bound | |
| refine ⟨C,hC,?_⟩ | |
| intro n G | |
| refine ⟨decompositionCost G,decompositionCost_spec G,?_⟩ | |
| have hh := hcost (Fin n) G | |
| simp only [Fintype.card_fin] at hh | |
| have hp := mul_le_mul_of_nonneg_left (Batch.inductionPhi_bounds n).2 | |
| (mul_nonneg hC.le (Nat.cast_nonneg n : (0:ℝ) ≤ _)) | |
| nlinarith only [hh,hp] | |
| end | |
| end ErdosGallai | |
| end | |
| end | |
| end | |
| end OAI | |