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| import OAI.Combinatorics.HalvingLines.AtomicBounds | |
| namespace OAI | |
| open Filter Topology | |
| namespace PlanarHalving.Limits | |
| open MeasureTheory Set Filter | |
| open scoped Topology | |
| variable {X ι : Type*} [MeasurableSpace X] | |
| lemma probability_overlap_bound (μ : FiniteMeasure X) (S : Finset ι) (p : ι → X → ℝ) | |
| (hp : ∀ i ∈ S, Measurable (p i)) (hp0 : ∀ i ∈ S, ∀ z, 0 ≤ p i z) | |
| (hsum : ∀ z, ∑ i ∈ S, p i z ≤ 1) {β : ℝ} (hβ : 0 < β) : | |
| ∑ i ∈ S, (μ {z | β < p i z} : ℝ) ≤ (μ.mass : ℝ)/β := by | |
| classical | |
| let A : ι → Set X := fun i => {z | β < p i z} | |
| have hm i (hi : i ∈ S) : MeasurableSet (A i) := measurableSet_lt measurable_const (hp i hi) | |
| have hInt i (hi : i ∈ S) : Integrable ((A i).indicator (fun _ : X => (1 : ℝ))) (μ : Measure X) := | |
| (integrable_const 1).indicator (hm i hi) | |
| have he i (hi : i ∈ S) : ∫ z, (A i).indicator (fun _ : X => (1 : ℝ)) z ∂(μ : Measure X) = | |
| (μ (A i) : ℝ) := by | |
| rw [integral_indicator_const 1 (hm i hi)] | |
| simp | |
| have hbound (z : X) : (∑ i ∈ S, (A i).indicator (fun _ : X => (1 : ℝ)) z) ≤ 1/β := by | |
| have hh : β*(∑ i ∈ S, (A i).indicator (fun _ : X => (1 : ℝ)) z) ≤ 1 := by | |
| calc | |
| _ = ∑ i ∈ S, β*(A i).indicator (fun _ : X => (1 : ℝ)) z := Finset.mul_sum .. | |
| _ ≤ ∑ i ∈ S, p i z := by | |
| apply Finset.sum_le_sum | |
| intro i hi | |
| by_cases hz : z ∈ A i | |
| · simpa only [Set.indicator_of_mem hz,mul_one] using (show β < p i z from hz).le | |
| · simpa only [Set.indicator_of_notMem hz,mul_zero] using hp0 i hi z | |
| _ ≤ 1 := hsum z | |
| exact (le_div_iff₀ hβ).mpr (by simpa only [mul_comm] using hh) | |
| have hh := integral_mono (integrable_finsetSum S hInt) (integrable_const (1/β)) hbound | |
| rw [integral_finsetSum S hInt] at hh | |
| rw [Finset.sum_congr rfl he] at hh | |
| simpa [integral_const,div_eq_mul_inv,FiniteMeasure.mass] using hh | |
| lemma finite_bad_cover_mass (μ : FiniteMeasure X) (S : Finset ι) (p : ι → X → ℝ) | |
| (hp : ∀ i ∈ S, Measurable (p i)) (hp0 : ∀ i ∈ S, ∀ z, 0 ≤ p i z) | |
| (hp1 : ∀ i ∈ S, ∀ z, p i z ≤ 1) {β : ℝ} | |
| {B : Set X} (hB : MeasurableSet B) | |
| (hcover : ∀ z ∈ B, ∃ i ∈ S, β < p i z) : | |
| β*(μ B : ℝ) ≤ ∑ i ∈ S, ∫ z in {z | β < p i z}, p i z ∂(μ : Measure X) := by | |
| classical | |
| let A : ι → Set X := fun i => {z | β < p i z} | |
| have hm i (hi : i ∈ S) : MeasurableSet (A i) := measurableSet_lt measurable_const (hp i hi) | |
| have hInt i (hi : i ∈ S) : Integrable (p i) (μ : Measure X) := | |
| (integrable_const (1 : ℝ)).mono' (hp i hi).aestronglyMeasurable | |
| (Filter.Eventually.of_forall (fun z => by simpa only [Real.norm_eq_abs,abs_of_nonneg (hp0 i hi z)] using hp1 i hi z)) | |
| have hInd i (hi : i ∈ S) := (hInt i hi).indicator (hm i hi) | |
| have hpoint (z : X) : B.indicator (fun _ : X => β) z ≤ ∑ i ∈ S, (A i).indicator (p i) z := by | |
| have hnn i (hi : i ∈ S) : 0 ≤ (A i).indicator (p i) z := by | |
| exact Set.indicator_nonneg (fun x _ => hp0 i hi x) z | |
| by_cases hz : z ∈ B | |
| · obtain ⟨i,hi,hip⟩ := hcover z hz | |
| rw [Set.indicator_of_mem hz] | |
| calc | |
| β ≤ (A i).indicator (p i) z := by rw [Set.indicator_of_mem (show z ∈ A i from hip)]; exact hip.le | |
| _ ≤ ∑ i ∈ S, (A i).indicator (p i) z := Finset.single_le_sum hnn hi | |
| · rw [Set.indicator_of_notMem hz] | |
| exact Finset.sum_nonneg hnn | |
| have hh := integral_mono ((integrable_const β).indicator hB) (integrable_finsetSum S hInd) hpoint | |
| rw [integral_indicator_const β hB,integral_finsetSum S hInd] at hh | |
| rw [Finset.sum_congr rfl (fun i hi => integral_indicator (hm i hi))] at hh | |
| simpa [mul_comm] using hh | |
| end PlanarHalving.Limits | |
| namespace PlanarHalving.Limits | |
| open MeasureTheory Set Filter | |
| open scoped Topology | |
| theorem ae_exists_partition_small {X ι : Type*} [MeasurableSpace X] | |
| (lam μ : FiniteMeasure X) (S : ℕ → Finset ι) (p : ℕ → ι → X → ℝ) | |
| (mu nu : ℕ → ι → FiniteMeasure X) (s : ℕ → ι → ℝ) (q : ℕ → ℝ) | |
| {A H : ℝ} (hA : 0 ≤ A) | |
| (hq : ∀ n, 0 < q n) (hqtop : Tendsto q atTop atTop) | |
| (hcard : ∀ n, ((S n).card : ℝ) ≤ q n) | |
| (hp : ∀ n i, i ∈ S n → Measurable (p n i)) | |
| (hp0 : ∀ n i, i ∈ S n → ∀ z, 0 ≤ p n i z) | |
| (hp1 : ∀ n i, i ∈ S n → ∀ z, p n i z ≤ 1) | |
| (hsum : ∀ n z, ∑ i ∈ S n, p n i z ≤ 1) | |
| (hs0 : ∀ n i, i ∈ S n → 0 ≤ s n i) | |
| (hmu : ∀ n i, i ∈ S n → ∀ B, mu n i B ≤ μ B) | |
| (hnu : ∀ n i, i ∈ S n → ∀ B, MeasurableSet B → | |
| (nu n i B : ℝ) = ∫ z in B, p n i z ∂(lam : Measure X)) | |
| (hnuMass : ∀ n i, i ∈ S n → ((nu n i).mass : ℝ) ≤ (q n)⁻¹) | |
| (hmass : ∀ n i, i ∈ S n → ∀ B, MeasurableSet B → | |
| (nu n i B : ℝ)^3 ≤ A*(s n i)^3*(mu n i B : ℝ)) | |
| (htail : ∀ n u, 0 < u → ((S n |>.filter fun i => u < s n i).card : ℝ) ≤ | |
| H*u^(-(4:ℝ)/3)) {β : ℝ} (hβ : 0 < β) : | |
| ∀ᵐ z ∂(lam : Measure X), ∃ n, ∀ i ∈ S n, p n i z ≤ β := by | |
| classical | |
| let B : Set X := ⋂ n, ⋃ i ∈ S n, {z | β < p n i z} | |
| have hm n i (hi : i ∈ S n) : MeasurableSet {z | β < p n i z} := | |
| measurableSet_lt measurable_const (hp n i hi) | |
| have hB : MeasurableSet B := by | |
| apply MeasurableSet.iInter | |
| intro n | |
| exact (S n).finite_toSet.measurableSet_biUnion (fun i hi => hm n i hi) | |
| have hcover n z (hz : z ∈ B) : ∃ i ∈ S n, β < p n i z := by | |
| have hz' := mem_iInter.mp hz n | |
| simpa only [mem_iUnion,mem_ofPred_eq,exists_prop] using hz' | |
| have hz := persistent_mass_zero S | |
| (fun n i => (nu n i {z | β < p n i z} : ℝ)) | |
| (fun n i => (mu n i {z | β < p n i z} : ℝ)) s q | |
| (L := β*(lam B : ℝ)) (A := A) (H := H) (U := (μ.mass : ℝ)/β) | |
| (mul_nonneg hβ.le (NNReal.coe_nonneg _)) hA hq hqtop hcard | |
| (fun _ _ _ => NNReal.coe_nonneg _) ?_ | |
| (fun _ _ _ => NNReal.coe_nonneg _) hs0 ?_ ?_ htail ?_ | |
| · have hzero : (lam B : ℝ) = 0 := (mul_eq_zero.mp hz).resolve_left hβ.ne' | |
| have hzero' : (lam : Measure X) B = 0 := by | |
| apply (measureReal_eq_zero_iff (measure_ne_top _ _)).mp | |
| simpa using hzero | |
| rw [ae_iff] | |
| have he : {z | ¬ ∃ n, ∀ i ∈ S n, p n i z ≤ β} = B := by | |
| ext z | |
| simp only [mem_ofPred_eq,not_exists,not_forall,not_le,B,mem_iInter,mem_iUnion, | |
| exists_prop] | |
| rw [he] | |
| exact hzero' | |
| · intro n i hi | |
| exact (show (nu n i {z | β < p n i z} : ℝ) ≤ ((nu n i).mass : ℝ) from | |
| NNReal.coe_le_coe.mpr ((nu n i).apply_le_mass _)).trans (hnuMass n i hi) | |
| · intro n i hi | |
| exact hmass n i hi _ (hm n i hi) | |
| · intro n | |
| exact (Finset.sum_le_sum (fun i hi => NNReal.coe_le_coe.mpr (hmu n i hi _))).trans | |
| (probability_overlap_bound μ (S n) (p n) (hp n) (hp0 n) (hsum n) hβ) | |
| · intro n | |
| have hc := finite_bad_cover_mass lam (S n) (p n) (hp n) (hp0 n) (hp1 n) hB (hcover n) | |
| simpa only [Finset.sum_congr rfl (fun i hi => hnu n i hi _ (hm n i hi))] using hc | |
| end PlanarHalving.Limits | |
| namespace PlanarHalving.Limits | |
| open MeasureTheory Set Filter ProbabilityTheory | |
| lemma kernel_nullSingleton_of_cells {X T ι : Type*} [MeasurableSpace X] | |
| [MeasurableSpace T] (lam : Measure X) (h : Kernel X T) [IsMarkovKernel h] | |
| (S : ℕ → Finset ι) (cell : ℕ → ι → Set T) | |
| (hcover : ∀ n t, ∃ i ∈ S n, t ∈ cell n i) | |
| (hsmall : ∀ m : ℕ, ∀ᵐ z ∂lam, ∃ n, ∀ i ∈ S n, | |
| (h z).real (cell n i) ≤ 1/((m : ℝ)+1)) : | |
| ∀ᵐ z ∂lam, NullSingletonClass (h z) := by | |
| have hh := (ae_all_iff.mpr hsmall) | |
| filter_upwards [hh] with z hz | |
| constructor | |
| intro t | |
| apply (measureReal_eq_zero_iff (measure_ne_top _ _)).mp | |
| by_contra hpos | |
| have htpos : 0 < (h z).real {t} := lt_of_le_of_ne (measureReal_nonneg) (Ne.symm hpos) | |
| obtain ⟨m, hm⟩ := exists_nat_one_div_lt htpos | |
| obtain ⟨n, hn⟩ := hz m | |
| obtain ⟨i, hi, hit⟩ := hcover n t | |
| have hh : (h z).real {t} ≤ (h z).real (cell n i) := | |
| measureReal_mono (singleton_subset_iff.mpr hit) | |
| linarith [hn i hi] | |
| end PlanarHalving.Limits | |
| namespace PlanarHalving.UniformPartition | |
| open MeasureTheory Set | |
| open scoped unitInterval | |
| noncomputable def boundary (m : ℕ) [NeZero m] (i : Fin (m+1)) : I := | |
| ⟨(i : ℝ)/(m : ℝ), by | |
| have hm : (0 : ℝ) < m := Nat.cast_pos.mpr (NeZero.pos m) | |
| constructor | |
| · positivity | |
| · apply (div_le_one hm).mpr | |
| exact_mod_cast (Nat.le_of_lt_succ i.isLt)⟩ | |
| noncomputable def cell (m : ℕ) [NeZero m] (i : Fin m) : Set I := | |
| if i.val+1=m then Icc (boundary m i.castSucc) (boundary m i.succ) | |
| else Ico (boundary m i.castSucc) (boundary m i.succ) | |
| lemma cell_measurable (m : ℕ) [NeZero m] (i : Fin m) : MeasurableSet (cell m i) := by | |
| unfold cell | |
| split_ifs <;> measurability | |
| lemma cell_lower (m : ℕ) [NeZero m] (i : Fin m) {t : I} (ht : t ∈ cell m i) : | |
| (i : ℝ)/(m : ℝ) ≤ (t : ℝ) := by | |
| unfold cell at ht | |
| split_ifs at ht <;> exact ht.1 | |
| lemma cell_upper (m : ℕ) [NeZero m] (i : Fin m) {t : I} (ht : t ∈ cell m i) : | |
| (t : ℝ) ≤ ((i : ℝ)+1)/(m : ℝ) := by | |
| unfold cell at ht | |
| split_ifs at ht | |
| · simpa [boundary] using (show (t : ℝ) ≤ (boundary m i.succ : ℝ) from ht.2) | |
| · simpa [boundary] using (show (t : ℝ) ≤ (boundary m i.succ : ℝ) from ht.2.le) | |
| lemma cell_upper_lt (m : ℕ) [NeZero m] (i : Fin m) (hi : i.val+1≠m) | |
| {t : I} (ht : t ∈ cell m i) : (t : ℝ) < ((i : ℝ)+1)/(m : ℝ) := by | |
| rw [cell,ite_eq_right hi] at ht | |
| simpa [boundary] using (show (t : ℝ) < (boundary m i.succ : ℝ) from ht.2) | |
| lemma cells_disjoint (m : ℕ) [NeZero m] : Pairwise (fun i j : Fin m => Disjoint (cell m i) (cell m j)) := by | |
| have hh (i j : Fin m) (hlt : i.val < j.val) : Disjoint (cell m i) (cell m j) := by | |
| apply Set.disjoint_left.mpr | |
| intro t hti htj | |
| have hm : (0 : ℝ) < m := Nat.cast_pos.mpr (NeZero.pos m) | |
| have hu := cell_upper_lt m i (by omega) hti | |
| have hl := cell_lower m j htj | |
| have hij' : (i : ℝ)+1 ≤ (j : ℝ) := by exact_mod_cast hlt | |
| have hc := div_le_div_of_nonneg_right hij' hm.le | |
| linarith | |
| intro i j hij | |
| have hne : i.val ≠ j.val := fun h => hij (Fin.ext h) | |
| rcases lt_or_gt_of_ne hne with h | h | |
| · exact hh i j h | |
| · exact (hh j i h).symm | |
| lemma mem_some_cell (m : ℕ) [NeZero m] (t : I) : ∃ i : Fin m, t ∈ cell m i := by | |
| have hm : 0 < m := NeZero.pos m | |
| have hm' : (0 : ℝ) < m := Nat.cast_pos.mpr hm | |
| by_cases ht : (t : ℝ)=1 | |
| · let i : Fin m := ⟨m-1, by omega⟩ | |
| refine ⟨i, ?_⟩ | |
| have hi : i.val+1=m := by dsimp [i]; omega | |
| rw [cell,ite_eq_left hi] | |
| constructor | |
| · change (i : ℝ)/(m : ℝ) ≤ (t : ℝ) | |
| rw [ht] | |
| apply (div_le_one hm').mpr | |
| exact_mod_cast i.isLt.le | |
| · change (t : ℝ) ≤ ((i.val+1 : ℕ) : ℝ)/(m : ℝ) | |
| rw [Nat.cast_add,Nat.cast_one,ht] | |
| have he : (i : ℝ)+1=(m : ℝ) := by exact_mod_cast hi | |
| rw [he,div_self hm'.ne'] | |
| · have ht' : (t : ℝ)<1 := lt_of_le_of_ne t.property.2 ht | |
| have hx : 0 ≤ (m : ℝ)*(t : ℝ) := mul_nonneg hm'.le t.property.1 | |
| have hi : ⌊(m : ℝ)*(t : ℝ)⌋₊ < m := by | |
| apply (Nat.floor_lt hx).mpr | |
| nlinarith | |
| let i : Fin m := ⟨⌊(m : ℝ)*(t : ℝ)⌋₊, hi⟩ | |
| have hlo : (i : ℝ)/(m : ℝ) ≤ (t : ℝ) := by | |
| apply (div_le_iff₀ hm').mpr | |
| simpa [i,mul_comm] using Nat.floor_le hx | |
| have hup : (t : ℝ) < ((i : ℝ)+1)/(m : ℝ) := by | |
| apply (lt_div_iff₀ hm').mpr | |
| simpa [i,mul_comm] using Nat.lt_floor_add_one ((m : ℝ)*(t : ℝ)) | |
| refine ⟨i, ?_⟩ | |
| unfold cell | |
| split_ifs | |
| · refine ⟨hlo, ?_⟩ | |
| change (t : ℝ) ≤ ((i.val+1 : ℕ) : ℝ)/(m : ℝ) | |
| simpa only [Nat.cast_add,Nat.cast_one] using hup.le | |
| · refine ⟨hlo, ?_⟩ | |
| change (t : ℝ) < ((i.val+1 : ℕ) : ℝ)/(m : ℝ) | |
| simpa only [Nat.cast_add,Nat.cast_one] using hup | |
| lemma cells_cover (m : ℕ) [NeZero m] : (⋃ i : Fin m, cell m i) = univ := by | |
| ext t | |
| simp only [mem_iUnion,mem_univ,iff_true] | |
| exact mem_some_cell m t | |
| lemma cell_volume (m : ℕ) [NeZero m] (i : Fin m) : | |
| volume (cell m i) = ENNReal.ofReal (1/(m : ℝ)) := by | |
| have he : ((boundary m i.succ : I) : ℝ) - ((boundary m i.castSucc : I) : ℝ) = | |
| 1/(m : ℝ) := by simp [boundary]; ring | |
| unfold cell | |
| split_ifs | |
| · rw [unitInterval.volume_Icc,he] | |
| · rw [unitInterval.volume_Ico,he] | |
| lemma cell_diameter_bound (m : ℕ) [NeZero m] (i : Fin m) {s t : I} | |
| (hs : s ∈ cell m i) (ht : t ∈ cell m i) : dist s t ≤ 1/(m : ℝ) := by | |
| rw [Subtype.dist_eq,Real.dist_eq] | |
| apply abs_le.mpr | |
| have hs0 := cell_lower m i hs | |
| have hs1 := cell_upper m i hs | |
| have ht0 := cell_lower m i ht | |
| have ht1 := cell_upper m i ht | |
| have he : ((i : ℝ)+1)/(m : ℝ) = (i : ℝ)/(m : ℝ)+1/(m : ℝ) := by ring | |
| rw [he] at hs1 ht1 | |
| constructor <;> linarith | |
| end PlanarHalving.UniformPartition | |
| namespace PlanarHalving.UniformPartition | |
| open MeasureTheory Set Filter | |
| open scoped unitInterval Topology | |
| noncomputable def index (m : ℕ) [NeZero m] (t : I) : Fin m := | |
| (mem_some_cell m t).choose | |
| lemma mem_cell_index (m : ℕ) [NeZero m] (t : I) : t ∈ cell m (index m t) := | |
| (mem_some_cell m t).choose_spec | |
| lemma index_eq (m : ℕ) [NeZero m] (t : I) (i : Fin m) : index m t = i ↔ t ∈ cell m i := by | |
| constructor | |
| · intro h; rw [← h]; exact mem_cell_index m t | |
| · intro ht | |
| by_contra hne | |
| exact Set.disjoint_left.mp (cells_disjoint m hne) (mem_cell_index m t) ht | |
| lemma index_measurable (m : ℕ) [NeZero m] : Measurable (index m) := by | |
| apply measurable_to_countable' | |
| intro i | |
| have he : (index m) ⁻¹' {i} = cell m i := by ext t; exact index_eq m t i | |
| rw [he] | |
| exact cell_measurable m i | |
| noncomputable def grid (m : ℕ) [NeZero m] (t : I) : I := boundary m (index m t).castSucc | |
| lemma grid_measurable (m : ℕ) [NeZero m] : Measurable (grid m) := | |
| (measurable_of_finite (fun i : Fin m => boundary m i.castSucc)).comp (index_measurable m) | |
| lemma dist_grid (m : ℕ) [NeZero m] (t : I) : dist (grid m t) t ≤ 1/(m : ℝ) := by | |
| have ht := mem_cell_index m t | |
| have hl := cell_lower m (index m t) ht | |
| have hu := cell_upper m (index m t) ht | |
| rw [Subtype.dist_eq,Real.dist_eq,abs_sub_comm] | |
| change |(t : ℝ)-(index m t : ℝ)/(m : ℝ)| ≤ _ | |
| rw [abs_of_nonneg (sub_nonneg.mpr hl)] | |
| change (t : ℝ)-(index m t : ℝ)/(m : ℝ) ≤ 1/(m : ℝ) | |
| have he : ((index m t : ℝ)+1)/(m : ℝ) = (index m t : ℝ)/(m : ℝ)+1/(m : ℝ) := by ring | |
| rw [he] at hu | |
| linarith | |
| lemma grid_tendsto (t : I) : Tendsto (fun n : ℕ => grid (n+1) t) atTop (𝓝 t) := by | |
| apply tendsto_iff_dist_tendsto_zero.mpr | |
| apply squeeze_zero (fun _ => dist_nonneg) (fun n => dist_grid (n+1) t) | |
| simpa only [Nat.cast_add,Nat.cast_one] using tendsto_one_div_add_atTop_nhds_zero_nat | |
| lemma grid_pair_tendsto (t : I × I) : | |
| Tendsto (fun n : ℕ => (grid (n+1) t.1,grid (n+1) t.2)) atTop (𝓝 t) := | |
| (grid_tendsto t.1).prodMk_nhds (grid_tendsto t.2) | |
| lemma integral_partition {X ι : Type*} [MeasurableSpace X] [Fintype ι] | |
| (μ : Measure X) [IsFiniteMeasure μ] (C : ι → Set X) | |
| (hC : ∀ i, MeasurableSet (C i)) | |
| (idx : X → ι) (hi : ∀ x i, idx x = i ↔ x ∈ C i) (v : ι → ℝ) : | |
| ∫ x, v (idx x) ∂μ = ∑ i, μ.real (C i)*v i := by | |
| classical | |
| have he : (fun x => v (idx x)) = fun x => ∑ i, (C i).indicator (fun _ => v i) x := by | |
| funext x | |
| symm | |
| rw [Finset.sum_eq_single (idx x)] | |
| · exact Set.indicator_of_mem ((hi x (idx x)).mp rfl) _ | |
| · intro j _ hj | |
| rw [Set.indicator_of_notMem] | |
| intro hx | |
| exact hj ((hi x j).mpr hx).symm | |
| · simp | |
| rw [he,integral_finsetSum] | |
| · apply Finset.sum_congr rfl | |
| intro i _ | |
| rw [integral_indicator_const _ (hC i)] | |
| simp only [smul_eq_mul] | |
| · intro i _ | |
| exact (integrable_const (v i)).indicator (hC i) | |
| lemma integral_grid (m : ℕ) [NeZero m] (f : I → ℝ) : | |
| ∫ t, f (grid m t) = (∑ i : Fin m, f (boundary m i.castSucc))/(m : ℝ) := by | |
| rw [show (fun t => f (grid m t)) = fun t => | |
| (fun i : Fin m => f (boundary m i.castSucc)) (index m t) from rfl] | |
| rw [integral_partition volume (cell m) (cell_measurable m) | |
| (index m) (index_eq m) (fun i : Fin m => f (boundary m i.castSucc))] | |
| simp only [measureReal_def,cell_volume,ENNReal.toReal_ofReal (by positivity : 0 ≤ 1/(m : ℝ))] | |
| rw [← Finset.mul_sum] | |
| ring | |
| lemma integral_grid_pair (m : ℕ) [NeZero m] (f : I × I → ℝ) : | |
| ∫ t : I × I, f (grid m t.1,grid m t.2) = | |
| (∑ i : Fin m × Fin m, f (boundary m i.1.castSucc,boundary m i.2.castSucc))/(m : ℝ)^2 := by | |
| let C : Fin m × Fin m → Set (I × I) := fun i => cell m i.1 ×ˢ cell m i.2 | |
| have hC i : MeasurableSet (C i) := (cell_measurable m i.1).prod (cell_measurable m i.2) | |
| let idx : I × I → Fin m × Fin m := fun t => (index m t.1,index m t.2) | |
| have hi t i : idx t = i ↔ t ∈ C i := by | |
| rcases i with ⟨i,j⟩ | |
| simp only [idx,C,Prod.mk.injEq,index_eq,mem_prod] | |
| change ∫ t, (fun i : Fin m × Fin m => f (boundary m i.1.castSucc,boundary m i.2.castSucc)) (idx t) = _ | |
| rw [integral_partition volume C hC idx hi (fun i => f (boundary m i.1.castSucc,boundary m i.2.castSucc))] | |
| have hv i : volume.real (C i) = 1/(m : ℝ)^2 := by | |
| rw [measureReal_def] | |
| change ((volume.prod volume) (cell m i.1 ×ˢ cell m i.2)).toReal = _ | |
| rw [Measure.prod_prod,cell_volume,cell_volume,ENNReal.toReal_mul, | |
| ENNReal.toReal_ofReal (by positivity : 0 ≤ 1/(m : ℝ))] | |
| ring | |
| simp_rw [hv] | |
| rw [← Finset.mul_sum] | |
| ring | |
| end PlanarHalving.UniformPartition | |
| namespace PlanarHalving.UniformPartition | |
| open MeasureTheory Set Filter BoundedContinuousFunction | |
| open scoped unitInterval Topology | |
| lemma grid_tendsto_seq (m : ℕ → ℕ) [∀ n, NeZero (m n)] (hm : Tendsto m atTop atTop) (t : I) : | |
| Tendsto (fun n => grid (m n) t) atTop (𝓝 t) := by | |
| apply tendsto_iff_dist_tendsto_zero.mpr | |
| apply squeeze_zero (fun _ => dist_nonneg) (fun n => dist_grid (m n) t) | |
| have hnat : Tendsto (fun n => (m n : ℝ)) atTop atTop := tendsto_natCast_atTop_atTop.comp hm | |
| simpa only [one_div, Function.comp_def] using tendsto_inv_atTop_zero.comp hnat | |
| lemma riemann_tendsto (m : ℕ → ℕ) [∀ n, NeZero (m n)] (hm : Tendsto m atTop atTop) | |
| (f : BoundedContinuousFunction (I × I) ℝ) : | |
| Tendsto (fun n => (∑ i : Fin (m n) × Fin (m n), | |
| f (boundary (m n) i.1.castSucc,boundary (m n) i.2.castSucc))/(m n : ℝ)^2) | |
| atTop (𝓝 (∫ t : I × I, f t)) := by | |
| simp_rw [← integral_grid_pair] | |
| apply tendsto_integral_of_dominated_convergence (fun _ : I × I => ‖f‖) | |
| · intro n | |
| exact (f.continuous.measurable.comp | |
| (((grid_measurable (m n)).comp measurable_fst).prodMk | |
| ((grid_measurable (m n)).comp measurable_snd))).aestronglyMeasurable | |
| · exact integrable_const _ | |
| · intro n | |
| exact Filter.Eventually.of_forall (fun _ => f.norm_coe_le_norm _) | |
| · exact Filter.Eventually.of_forall (fun t => (f.continuous.tendsto t).comp | |
| ((grid_tendsto_seq m hm t.1).prodMk_nhds (grid_tendsto_seq m hm t.2))) | |
| end PlanarHalving.UniformPartition | |
| namespace PlanarHalving.Limits | |
| open MeasureTheory Set Filter BoundedContinuousFunction | |
| open scoped Topology | |
| lemma measure_le_of_test {X : Type*} [MetricSpace X] [CompactSpace X] | |
| [MeasurableSpace X] [BorelSpace X] (μ ν : FiniteMeasure X) | |
| (h : ∀ f : BoundedContinuousFunction X ℝ, (∀ x, 0 ≤ f x) → ∫ x, f x ∂(μ : Measure X) ≤ ∫ x, f x ∂(ν : Measure X)) : | |
| (μ : Measure X) ≤ (ν : Measure X) := by | |
| have hn (f : BoundedContinuousFunction X NNReal) : ∫⁻ x, f x ∂(μ : Measure X) ≤ ∫⁻ x, f x ∂(ν : Measure X) := by | |
| let g : BoundedContinuousFunction X ℝ := ⟨⟨fun x => (f x : ℝ), continuous_subtype_val.comp f.continuous⟩,f.map_bounded'⟩ | |
| apply (ENNReal.toReal_le_toReal (f.lintegral_lt_top_of_nnreal _).ne | |
| (f.lintegral_lt_top_of_nnreal _).ne).mp | |
| rw [toReal_lintegral_coe_eq_integral f μ,toReal_lintegral_coe_eq_integral f ν] | |
| exact h g (fun x => NNReal.coe_nonneg _) | |
| have hclosed (F : Set X) (hF : IsClosed F) : (μ : Measure X) F ≤ (ν : Measure X) F := by | |
| exact le_of_tendsto_of_tendsto (HasOuterApproxClosed.tendsto_lintegral_apprSeq hF (μ : Measure X)) | |
| (HasOuterApproxClosed.tendsto_lintegral_apprSeq hF (ν : Measure X)) (Filter.Eventually.of_forall (fun n => hn (hF.apprSeq n))) | |
| apply Measure.le_iff.mpr | |
| intro F hF | |
| rw [hF.measure_eq_iSup_isCompact (μ : Measure X)] | |
| exact iSup_le (fun K => iSup_le (fun hKF => iSup_le (fun hK => | |
| (hclosed K hK.isClosed).trans (measure_mono hKF)))) | |
| end PlanarHalving.Limits | |
| namespace PlanarHalving.Limits | |
| open MeasureTheory Set Filter | |
| open scoped Topology unitInterval NNReal ENNReal | |
| noncomputable def weightedAtoms {X : Type*} [MeasurableSpace X] {α : Type*} [Fintype α] | |
| (w : ℝ≥0) (x : α → X) : FiniteMeasure X := | |
| ⟨w • (∑ i, Measure.dirac (x i) : Measure X), inferInstance⟩ | |
| lemma integral_weightedAtoms {X : Type*} [MeasurableSpace X] [MeasurableSingletonClass X] | |
| {α : Type*} [Fintype α] (w : ℝ≥0) (x : α → X) (f : X → ℝ) : | |
| ∫ t, f t ∂(weightedAtoms w x : Measure X) = (w : ℝ) * ∑ i, f (x i) := by | |
| classical | |
| change ∫ t, f t ∂((w : ℝ≥0∞) • ∑ i, Measure.dirac (x i)) = _ | |
| rw [integral_smul_measure,integral_finsetSum_measure] | |
| · simp only [integral_dirac,ENNReal.coe_toReal,smul_eq_mul] | |
| · intro i _ | |
| exact integrable_dirac (by simp) | |
| lemma mass_weightedAtoms {X : Type*} [MeasurableSpace X] {α : Type*} [Fintype α] | |
| (w : ℝ≥0) (x : α → X) : | |
| (weightedAtoms w x).mass = w * Fintype.card α := by | |
| classical | |
| simp [weightedAtoms,FiniteMeasure.mass,FiniteMeasure.mk_apply,Measure.smul_apply, | |
| Measure.finsetSum_apply] | |
| end PlanarHalving.Limits | |
| namespace PlanarHalving.UniformPartition | |
| open MeasureTheory Set Filter PlanarHalving.Limits | |
| open scoped Topology unitInterval NNReal ENNReal | |
| noncomputable def gridPoint (m : ℕ) [NeZero m] (i : Fin m × Fin m) : I × I := | |
| (boundary m i.1.castSucc,boundary m i.2.castSucc) | |
| lemma grid_sum_le {m c : ℕ} [NeZero m] (slots : Fin c → Fin m × Fin m) | |
| (hs : Function.Injective slots) (f : I × I → ℝ) (hf : ∀ t, 0 ≤ f t) : | |
| (∑ i, f (gridPoint m (slots i))) ≤ ∑ j, f (gridPoint m j) := by | |
| classical | |
| rw [← Finset.sum_image (f := fun j => f (gridPoint m j)) hs.injOn] | |
| exact Finset.sum_le_sum_of_subset_of_nonneg (Finset.subset_univ _) (fun i _ _ => hf _) | |
| lemma normalized_perturbed_sum_le {m c : ℕ} [NeZero m] | |
| (slots : Fin c → Fin m × Fin m) (hs : Function.Injective slots) | |
| (x : Fin c → I × I) (f : I × I → ℝ) (hf : ∀ t, 0 ≤ f t) | |
| {ε : ℝ} (hε : 0 ≤ ε) (hclose : ∀ i, f (x i) ≤ f (gridPoint m (slots i)) + ε) : | |
| (∑ i, f (x i))/(m : ℝ)^2 ≤ | |
| (∑ j : Fin m × Fin m, f (gridPoint m j))/(m : ℝ)^2 + ε := by | |
| have hm : 0 < (m : ℝ) := by exact_mod_cast NeZero.pos m | |
| have hc : (c : ℝ) ≤ (m : ℝ)^2 := by | |
| have h := Fintype.card_le_of_injective slots hs | |
| simp only [Fintype.card_fin,Fintype.card_prod] at h | |
| simpa only [pow_two] using (show (c : ℝ) ≤ (m : ℝ)*(m : ℝ) by exact_mod_cast h) | |
| have hsum : (∑ i, f (x i)) ≤ (∑ j : Fin m × Fin m, f (gridPoint m j)) + (c : ℝ)*ε := by | |
| calc | |
| _ ≤ ∑ i, (f (gridPoint m (slots i)) + ε) := Finset.sum_le_sum (fun i _ => hclose i) | |
| _ = (∑ i, f (gridPoint m (slots i))) + (c : ℝ)*ε := by simp [Finset.sum_add_distrib] | |
| _ ≤ _ := add_le_add (grid_sum_le slots hs f hf) le_rfl | |
| have hεc : (c : ℝ)*ε ≤ (m : ℝ)^2*ε := mul_le_mul_of_nonneg_right hc hε | |
| apply (div_le_iff₀ (sq_pos_of_pos hm)).mpr | |
| nlinarith [div_mul_cancel₀ (∑ j : Fin m × Fin m, f (gridPoint m j)) (ne_of_gt (sq_pos_of_pos hm))] | |
| lemma perturbed_grid_limit_le_volume (m c : ℕ → ℕ) [∀ n, NeZero (m n)] | |
| (hm : Tendsto m atTop atTop) (x : ∀ n, Fin (c n) → I × I) | |
| (slots : ∀ n, Fin (c n) → Fin (m n) × Fin (m n)) | |
| (hs : ∀ n, Function.Injective (slots n)) | |
| (d : ℕ → ℝ) (hd : Tendsto d atTop (𝓝 0)) | |
| (hclose : ∀ n i, dist (x n i) (gridPoint (m n) (slots n i)) ≤ d n) | |
| (μ : FiniteMeasure (I × I)) | |
| (hμ : Tendsto (fun n => weightedAtoms ((m n : ℝ≥0)^2)⁻¹ (x n)) atTop (𝓝 μ)) : | |
| (μ : Measure (I × I)) ≤ volume := by | |
| let ν : FiniteMeasure (I × I) := ⟨volume,inferInstance⟩ | |
| apply measure_le_of_test μ ν | |
| intro f hf | |
| apply le_of_forall_pos_le_add | |
| intro ε hε | |
| obtain ⟨δ,hδ,hfδ⟩ := Metric.uniformContinuous_iff.mp | |
| (CompactSpace.uniformContinuous_of_continuous f.continuous) ε hε | |
| have hdδ : ∀ᶠ n in atTop, d n < δ := (tendsto_order.mp hd).2 δ hδ | |
| have hineq : ∀ᶠ n in atTop, | |
| ∫ t, f t ∂(weightedAtoms ((m n : ℝ≥0)^2)⁻¹ (x n) : Measure (I × I)) ≤ | |
| (∑ j : Fin (m n) × Fin (m n), f (gridPoint (m n) j))/(m n : ℝ)^2 + ε := by | |
| filter_upwards [hdδ] with n hn | |
| rw [integral_weightedAtoms] | |
| simp only [NNReal.coe_inv,NNReal.coe_pow,NNReal.coe_natCast] | |
| rw [← div_eq_inv_mul] | |
| apply normalized_perturbed_sum_le (slots n) (hs n) (x n) f hf hε.le | |
| intro i | |
| have h := hfδ ((hclose n i).trans_lt hn) | |
| rw [Real.dist_eq,abs_lt] at h | |
| linarith [h.2] | |
| have hlim := (FiniteMeasure.tendsto_iff_forall_integral_tendsto.mp hμ) f | |
| have hgrid := (riemann_tendsto m hm f).add_const ε | |
| apply le_of_tendsto_of_tendsto hlim hgrid | |
| filter_upwards [hineq] with n hn | |
| exact hn | |
| end PlanarHalving.UniformPartition | |
| end OAI | |