Download lean/OAI/Geometry/CAT0Fillings/Mass/Approximation.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 12.3 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Geometry/CAT0Fillings/Mass/Approximation.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Geometry/CAT0Fillings/Mass/Approximation.lean
-
curl -L -o Approximation.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Geometry/CAT0Fillings/Mass/Approximation.lean
12.3 kB
| import Mathlib | |
| import OAI.Geometry.CAT0Fillings.Mass.TestDensity | |
| namespace OAI | |
| section | |
| open Set Filter MeasureTheory | |
| open scoped Topology NNReal ENNReal | |
| namespace CAT0Fillings | |
| namespace BorelCoefficients | |
| variable {X : Type*} [MetricSpace X] [MeasurableSpace X] [BorelSpace X] | |
| [CompactSpace X] {k : ℕ} | |
| theorem exists_measurable_coefficient_density {T : Functional X k} | |
| (hT : IsMetricCurrent T) (μ : Measure X) [IsFiniteMeasure μ] | |
| (hμ : Controls T μ) (π : Fin k → X → ℝ) (hπ : ∀ i, LipschitzWith 1 (π i)) : | |
| ∃ ρ : X → ℝ, Measurable ρ ∧ (∀ x, |ρ x| ≤ 1) ∧ | |
| ∀ b : X → ℝ, BoundedLip b → T b π = ∫ x, b x * ρ x ∂μ := by | |
| obtain ⟨r,hrm,hri,hr1,hr⟩ := exists_coefficient_density μ hT hμ π hπ | |
| let ρ := fun x => max (-1) (min 1 (hrm.mk r x)) | |
| have heq : ρ =ᵐ[μ] r := by | |
| filter_upwards [hrm.ae_eq_mk,hr1] with x hx hy | |
| dsimp only [ρ] | |
| rw [←hx,min_eq_right (abs_le.mp hy).2,max_eq_right (abs_le.mp hy).1] | |
| refine ⟨ρ,measurable_const.max (measurable_const.min hrm.stronglyMeasurable_mk.measurable),?_,?_⟩ | |
| · intro x | |
| exact abs_le.mpr ⟨le_max_left _ _,max_le (by norm_num) (min_le_left _ _)⟩ | |
| · intro b hb | |
| rw [hr b hb] | |
| apply integral_congr_ae | |
| filter_upwards [heq] with x hx | |
| rw [hx] | |
| theorem exists_mass_spectrum (k : ℕ) : | |
| ∃ π : ℕ → Fin k → X → ℝ, (∀ j i, LipschitzWith 1 (π j i)) ∧ | |
| ∀ {T : Functional X k} (hT : IsMetricCurrent T), | |
| ∃ ρ : ℕ → X → ℝ, | |
| (∀ j, Measurable (ρ j)) ∧ (∀ j x, |ρ j x| ≤ 1) ∧ | |
| (∀ j b, BoundedLip b → T b (π j) = | |
| ∫ x, b x * ρ j x ∂MassMeasure.currentMassMeasure hT) ∧ | |
| mass T = ∫ x, ⨆ j, |ρ j x| ∂MassMeasure.currentMassMeasure hT := by | |
| obtain ⟨b,π,ht,hdet⟩ := Foundations.exists_countable_mass_tests (X := X) k | |
| let tup j := π (Nat.unpair j).1 (Nat.unpair j).2 | |
| refine ⟨tup,fun j => (ht _ _).2,?_⟩ | |
| intro T hT | |
| let μ := MassMeasure.currentMassMeasure hT | |
| have hμ : Controls T μ := MassMeasure.currentMassMeasure_controls hT | |
| choose ρ hρm hρ1 hρ using fun j => | |
| exists_measurable_coefficient_density hT μ hμ (tup j) ((ht _ _).2) | |
| let R x := ⨆ j, |ρ j x| | |
| have hbd x : BddAbove (range (fun j => |ρ j x|)) := ⟨1,by rintro _ ⟨j,rfl⟩; exact hρ1 j x⟩ | |
| have hR0 x : 0 ≤ R x := (abs_nonneg (ρ 0 x)).trans (le_ciSup (hbd x) 0) | |
| have hR1 x : R x ≤ 1 := ciSup_le (hρ1 · x) | |
| have hRm : Measurable R := Measurable.iSup (fun j => (hρm j).abs) | |
| have hRi : Integrable R μ := Integrable.mono' (integrable_const (1:ℝ)) hRm.aestronglyMeasurable | |
| (Eventually.of_forall fun x => by rw [Real.norm_of_nonneg (hR0 x)]; exact hR1 x) | |
| let ν := μ.withDensity (fun x => ENNReal.ofReal (R x)) | |
| have hνle : ν ≤ μ := by | |
| calc ν ≤ μ.withDensity (fun _ => 1) := withDensity_mono (Eventually.of_forall fun x => by | |
| simpa using ENNReal.ofReal_le_ofReal (hR1 x)) | |
| _ = μ := withDensity_one | |
| let : IsFiniteMeasure ν := isFiniteMeasure_of_le μ hνle | |
| have hνint (f : X → ℝ) : (∫ x, f x ∂ν) = ∫ x, R x*f x ∂μ := by | |
| rw [integral_withDensity_eq_integral_toReal_smul (hRm.ennreal_ofReal)] | |
| · simp only [ENNReal.toReal_ofReal (hR0 _),smul_eq_mul] | |
| · exact Eventually.of_forall fun _ => ENNReal.ofReal_lt_top | |
| have hνc : Controls T ν := by | |
| apply hdet T hT ν inferInstance | |
| intro K j | |
| have hh := hρ (Nat.pair K j) (b K j) (ht K j).1 | |
| simp only [tup,Nat.unpair_pair] at hh | |
| rw [hh,hνint] | |
| apply (abs_integral_le_integral_abs).trans | |
| apply integral_mono | |
| · exact ((BorelCoefficients.integrable_boundedLip μ (ht K j).1).abs).mono' | |
| (((ht K j).1.continuous.measurable.mul (hρm _)).abs.aestronglyMeasurable) | |
| (Eventually.of_forall fun x => by | |
| rw [Real.norm_eq_abs,abs_abs,abs_mul] | |
| exact mul_le_of_le_one_right (abs_nonneg _) (hρ1 _ _)) | |
| · exact (BorelCoefficients.integrable_boundedLip μ (ht K j).1).abs.bdd_mul hRm.aestronglyMeasurable | |
| (Eventually.of_forall fun x => by rw [Real.norm_of_nonneg (hR0 x)]; exact hR1 x) | |
| · intro x | |
| dsimp only | |
| rw [abs_mul,mul_comm (R x)] | |
| exact mul_le_mul_of_nonneg_left (le_ciSup (hbd x) (Nat.pair K j)) (abs_nonneg _) | |
| have htotal : mass T ≤ ∫ x, R x ∂μ := by | |
| calc mass T ≤ ν.real univ := mass_le_measure inferInstance hνc | |
| _ = ∫ x, (1:ℝ) ∂ν := by simp | |
| _ = ∫ x, R x ∂μ := by rw [hνint]; simp | |
| refine ⟨ρ,hρm,hρ1,hρ,le_antisymm htotal ?_⟩ | |
| calc (∫ x, R x ∂μ) ≤ ∫ x, (1:ℝ) ∂μ := integral_mono hRi (integrable_const _) hR1 | |
| _ = mass T := by simpa only [integral_const,smul_eq_mul,mul_one] using | |
| MassMeasure.currentMassMeasure_total hT | |
| end BorelCoefficients | |
| end CAT0Fillings | |
| end | |
| section | |
| open Set Filter MeasureTheory | |
| open scoped Topology NNReal ENNReal BigOperators | |
| namespace CAT0Fillings | |
| namespace BorelCoefficients | |
| lemma abs_div_sub_div_le {a b A B : ℝ} (hA : 1 ≤ A) (hB : 1 ≤ B) | |
| (hb : |b| ≤ B) : |a/A-b/B| ≤ |a-b|+|A-B| := by | |
| have hA0 : 0 < A := lt_of_lt_of_le zero_lt_one hA | |
| have hB0 : 0 < B := lt_of_lt_of_le zero_lt_one hB | |
| calc |a/A-b/B| = |(a-b)/A+b*(B-A)/(A*B)| := by | |
| congr 1; field_simp; ring | |
| _ ≤ |(a-b)/A|+|b*(B-A)/(A*B)| := abs_add_le _ _ | |
| _ = |a-b|/A+|b| *|A-B|/(A*B) := by | |
| rw [abs_div,abs_div,abs_mul,abs_mul,abs_of_pos hA0,abs_of_pos hB0,abs_sub_comm B A] | |
| _ ≤ |a-b|+|A-B| := by | |
| apply add_le_add | |
| · exact div_le_self (abs_nonneg _) hA | |
| · apply (div_le_iff₀ (mul_pos hA0 hB0)).mpr | |
| calc |b| *|A-B| ≤ B*|A-B| := mul_le_mul_of_nonneg_right hb (abs_nonneg _) | |
| _ ≤ |A-B| *(A*B) := by | |
| have hh := mul_le_mul_of_nonneg_left hA hB0.le | |
| nlinarith [mul_le_mul_of_nonneg_left hh (abs_nonneg (A-B))] | |
| variable {ι : Type*} [Fintype ι] | |
| noncomputable def coefficientScale (v : ι → ℝ) : ℝ := max 1 (∑ i, |v i|) | |
| noncomputable def normalizeCoefficients (v : ι → ℝ) (i : ι) : ℝ := v i/coefficientScale v | |
| lemma coefficientScale_one_le (v : ι → ℝ) : 1 ≤ coefficientScale v := le_max_left _ _ | |
| lemma abs_le_coefficientScale (v : ι → ℝ) (i : ι) : |v i| ≤ coefficientScale v := | |
| (Finset.single_le_sum (fun j _ => abs_nonneg (v j)) (Finset.mem_univ i)).trans (le_max_right _ _) | |
| lemma normalizeCoefficients_budget (v : ι → ℝ) : ∑ i, |normalizeCoefficients v i| ≤ 1 := by | |
| simp only [normalizeCoefficients,abs_div,abs_of_pos (lt_of_lt_of_le zero_lt_one (coefficientScale_one_le v)), | |
| ←Finset.sum_div] | |
| exact (div_le_one (lt_of_lt_of_le zero_lt_one (coefficientScale_one_le v))).mpr (le_max_right _ _) | |
| lemma normalizeCoefficients_fixed (v : ι → ℝ) (hv : ∑ i, |v i| ≤ 1) : | |
| normalizeCoefficients v = v := by | |
| funext i | |
| simp only [normalizeCoefficients,coefficientScale,max_eq_left hv,div_one] | |
| lemma abs_coefficientScale_sub_le (v w : ι → ℝ) : | |
| |coefficientScale v-coefficientScale w| ≤ ∑ i, |v i-w i| := by | |
| calc |coefficientScale v-coefficientScale w| ≤ |(∑ i, |v i|)-(∑ i, |w i|)| := by | |
| simpa [coefficientScale,Real.dist_eq,max_comm] using | |
| (LipschitzWith.id.max (LipschitzWith.const (1:ℝ))).dist_le_mul | |
| (∑ i, |v i|) (∑ i, |w i|) | |
| _ ≤ ∑ i, |v i-w i| := by | |
| rw [←Finset.sum_sub_distrib] | |
| exact (Finset.abs_sum_le_sum_abs _ _).trans (Finset.sum_le_sum fun i _ => abs_abs_sub_abs_le _ _) | |
| lemma normalizeCoefficients_dist_le (v w : ι → ℝ) (i : ι) : | |
| |normalizeCoefficients v i-normalizeCoefficients w i| ≤ 2*∑ j, |v j-w j| := by | |
| exact (abs_div_sub_div_le (coefficientScale_one_le v) (coefficientScale_one_le w) | |
| (abs_le_coefficientScale w i)).trans (by | |
| have hi := Finset.single_le_sum (fun j _ => abs_nonneg (v j-w j)) (Finset.mem_univ i) | |
| linarith [abs_coefficientScale_sub_le v w]) | |
| variable {X : Type*} [MetricSpace X] | |
| lemma normalizeCoefficients_boundedLip [MeasurableSpace X] [BorelSpace X] [CompactSpace X] | |
| {f : ι → X → ℝ} (hf : ∀ i, BoundedLip (f i)) | |
| (i : ι) : BoundedLip (fun x => normalizeCoefficients (fun j => f j x) i) := by | |
| choose K hK using fun j => (hf j).1 | |
| refine ⟨⟨2*∑ j, K j,?_⟩,1,?_⟩ | |
| · apply LipschitzWith.of_dist_le_mul | |
| intro x y | |
| rw [Real.dist_eq] | |
| calc |normalizeCoefficients (fun j => f j x) i-normalizeCoefficients (fun j => f j y) i| ≤ | |
| 2*∑ j, |f j x-f j y| := normalizeCoefficients_dist_le _ _ i | |
| _ ≤ 2*∑ j, (K j:ℝ)*dist x y := mul_le_mul_of_nonneg_left (Finset.sum_le_sum fun j _ => | |
| by simpa only [Real.dist_eq] using (hK j).dist_le_mul x y) (by norm_num) | |
| _ = _ := by push_cast; rw [←Finset.sum_mul]; ring | |
| · intro x | |
| exact (Finset.single_le_sum (fun j _ => abs_nonneg (normalizeCoefficients (fun l => f l x) j)) | |
| (Finset.mem_univ i)).trans (normalizeCoefficients_budget _) | |
| variable [MeasurableSpace X] [BorelSpace X] [CompactSpace X] | |
| variable (μ : Measure X) [IsFiniteMeasure μ] | |
| lemma exists_lip_l1_approx {b : X → ℝ} (hb : Integrable b μ) {ε : ℝ} (hε : 0 < ε) : | |
| ∃ f : X → ℝ, BoundedLip f ∧ (∫ x, |f x-b x| ∂μ) < ε := by | |
| obtain ⟨f,hf⟩ := (lipToL1_dense μ).exists_dist_lt (hb.toL1 b) hε | |
| refine ⟨f.val,f.property,?_⟩ | |
| rw [dist_comm,dist_eq_norm,L1.norm_eq_integral_norm] at hf | |
| have he : (fun x => ‖(lipToL1 μ f-hb.toL1 b : Lp ℝ 1 μ) x‖) =ᵐ[μ] | |
| (fun x => |f.val x-b x|) := by | |
| filter_upwards [Lp.coeFn_sub (lipToL1 μ f) (hb.toL1 b),hb.coeFn_toL1, | |
| ContinuousMap.coeFn_toLp (p := 1) (𝕜 := ℝ) μ f.val] with x h1 h2 h3 | |
| rw [h1,Pi.sub_apply,h2] | |
| change ‖(ContinuousMap.toLp 1 μ ℝ f.val : Lp ℝ 1 μ) x-b x‖ = _ | |
| rw [h3,Real.norm_eq_abs] | |
| simpa only [integral_congr_ae he] using hf | |
| theorem exists_admissible_coefficient_approx (b : ι → X → ℝ) | |
| (hb : ∀ i, Measurable (b i)) (hbudget : ∀ x, ∑ i, |b i x| ≤ 1) | |
| {ε : ℝ} (hε : 0 < ε) : | |
| ∃ f : ι → X → ℝ, (∀ i, BoundedLip (f i)) ∧ | |
| (∀ x, ∑ i, |f i x| ≤ 1) ∧ (∑ i, ∫ x, |f i x-b i x| ∂μ) < ε := by | |
| let N : ℝ := Fintype.card ι | |
| have hN : 0 ≤ N := Nat.cast_nonneg _ | |
| let δ := ε/(2*(N+1)^2) | |
| have hδ : 0 < δ := div_pos hε (by dsimp only [N]; positivity) | |
| have hbi i : Integrable (b i) μ := Integrable.mono' (integrable_const (1:ℝ)) (hb i).aestronglyMeasurable | |
| (Eventually.of_forall fun x => by | |
| rw [Real.norm_eq_abs] | |
| exact (Finset.single_le_sum (fun j _ => abs_nonneg (b j x)) (Finset.mem_univ i)).trans (hbudget x)) | |
| choose a ha happrox using fun i => exists_lip_l1_approx μ (hbi i) hδ | |
| let f i x := normalizeCoefficients (fun j => a j x) i | |
| have hfi i : BoundedLip (f i) := normalizeCoefficients_boundedLip ha i | |
| have hdi i : Integrable (fun x => |a i x-b i x|) μ := | |
| ((integrable_boundedLip μ (ha i)).sub (hbi i)).abs | |
| have hfd i : Integrable (fun x => |f i x-b i x|) μ := | |
| ((integrable_boundedLip μ (hfi i)).sub (hbi i)).abs | |
| refine ⟨f,hfi,fun x => normalizeCoefficients_budget _,?_⟩ | |
| have hbound i : (∫ x, |f i x-b i x| ∂μ) ≤ 2*∑ j, ∫ x, |a j x-b j x| ∂μ := by | |
| rw [←integral_finsetSum _ (fun j _ => hdi j),←integral_const_mul] | |
| apply integral_mono (hfd i) ((integrable_finsetSum _ fun j _ => hdi j).const_mul _) | |
| intro x | |
| have hh := normalizeCoefficients_dist_le (fun j => a j x) (fun j => b j x) i | |
| rw [normalizeCoefficients_fixed _ (hbudget x)] at hh | |
| exact hh | |
| have hs : (∑ i, ∫ x, |a i x-b i x| ∂μ) ≤ N*δ := by | |
| calc _ ≤ ∑ i : ι, δ := Finset.sum_le_sum fun i _ => (happrox i).le | |
| _ = _ := by simp [N] | |
| calc _ ≤ ∑ i : ι, (2*∑ j, ∫ x, |a j x-b j x| ∂μ) := Finset.sum_le_sum fun i _ => hbound i | |
| _ = 2*N*(∑ j, ∫ x, |a j x-b j x| ∂μ) := by simp [N]; ring | |
| _ ≤ 2*N*(N*δ) := mul_le_mul_of_nonneg_left hs (by positivity) | |
| _ < ε := by | |
| dsimp only [δ] | |
| have hden : 0 < 2*(N+1)^2 := by positivity | |
| rw [show 2*N*(N*(ε/(2*(N+1)^2))) = ε*(N^2/(N+1)^2) by field_simp] | |
| apply (mul_lt_iff_lt_one_right hε).mpr | |
| apply (div_lt_one (by positivity : 0 < (N+1)^2)).mpr | |
| nlinarith | |
| end BorelCoefficients | |
| end CAT0Fillings | |
| end | |
| end OAI | |