Download lean/OAI/Analysis/BiholderTransport/Calculus/CompactSmoothGrowth.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 5.11 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Analysis/BiholderTransport/Calculus/CompactSmoothGrowth.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Analysis/BiholderTransport/Calculus/CompactSmoothGrowth.lean
-
curl -L -o CompactSmoothGrowth.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Analysis/BiholderTransport/Calculus/CompactSmoothGrowth.lean
5.11 kB
| import Mathlib | |
| import OAI.Analysis.BiholderTransport.Regularity.UniformFiniteGrowth | |
| import OAI.Analysis.BiholderTransport.Calculus.PartialDerivatives | |
| import OAI.Analysis.BiholderTransport.Calculus.TaylorBound | |
| namespace OAI | |
| noncomputable section | |
| namespace WeakMTWTransport | |
| section | |
| open Set Filter | |
| open scoped Topology ContDiff | |
| variable {P E : Type*} [TopologicalSpace P] [CompactSpace P] | |
| [NormedAddCommGroup E] [NormedSpace ℝ E] [FiniteDimensional ℝ E] | |
| {ι : Type*} [Fintype ι] [Nonempty ι] | |
| lemma compact_finite_smooth_transverse_growth | |
| (f : P → ι → E → ℝ) (w : P → ι → ℝ) | |
| (hw : ∀ a i, 0 ≤ w a i) (hsum : ∀ a, ∑ i, w a i = 1) | |
| (hwc : ∀ i, Continuous (fun a => w a i)) | |
| (hf : ∀ a i, ∀ᶠ q : E × P in 𝓝 (0,a), ContDiffAt ℝ 2 (f q.2 i) q.1) | |
| (hf0 : ∀ a i, f a i 0 = 0) | |
| (hLc : ∀ i, Continuous (fun a => fderiv ℝ (f a i) 0)) | |
| (hBc : ∀ i, Continuous (fun a => fderiv ℝ (fderiv ℝ (f a i)) 0)) | |
| (hD : ∀ a i, ContinuousAt (fun q : E × P => | |
| fderiv ℝ (fderiv ℝ (f q.2 i)) q.1) (0,a)) | |
| (hmean : ∀ a v, ∑ i, w a i * fderiv ℝ (f a i) 0 v = 0) | |
| (hpos : ∀ a v, ‖v‖ = 1 → (∀ i, fderiv ℝ (f a i) 0 v ≤ 0) → | |
| 0 < ∑ i, w a i * fderiv ℝ (fderiv ℝ (f a i)) 0 v v) : | |
| ∃ b > 0, ∀ᶠ h : E in 𝓝 0, ∀ a : P, ∃ i, b * ‖h‖^2 ≤ f a i h := by | |
| let L := fun a i => fderiv ℝ (f a i) 0 | |
| let B := fun a i => (1/2 : ℝ) • fderiv ℝ (fderiv ℝ (f a i)) 0 | |
| have hB : ∀ i, Continuous (fun a => B a i) := | |
| fun i => (continuous_const : Continuous (fun _ : P => (1/2 : ℝ))).smul (hBc i) | |
| have hpos' : ∀ a v, ‖v‖ = 1 → (∀ i, L a i v ≤ 0) → | |
| 0 < ∑ i, w a i * B a i v v := by | |
| intro a v hv hl | |
| have he : (∑ i, w a i * B a i v v) = (1/2:ℝ) * | |
| ∑ i, w a i * fderiv ℝ (fderiv ℝ (f a i)) 0 v v := by | |
| rw [Finset.mul_sum] | |
| apply Finset.sum_congr rfl | |
| intro i _ | |
| simp only [B,_root_.smul_apply,smul_eq_mul] | |
| ring | |
| rw [he] | |
| exact mul_pos (by norm_num) (hpos a v hv hl) | |
| obtain ⟨b,hb,H⟩ := uniform_finite_transverse_quadratic_growth w L B hw hsum hmean | |
| hwc hLc hB hpos' | |
| have HT : ∀ᶠ h : E in 𝓝 0, ∀ i, ∀ a : P, | |
| |f a i h - L a i h - B a i h h| ≤ (b/2) * ‖h‖^2 := by | |
| apply Filter.eventually_all.mpr | |
| intro i | |
| have hi := compact_parametric_second_order_remainder (fun a => f a i) | |
| (fun a => hf a i) (fun a => hD a i) (half_pos hb) | |
| filter_upwards [hi] with h hh | |
| intro a | |
| simpa only [hf0,sub_zero,L,B,_root_.smul_apply,smul_eq_mul,one_div,div_eq_mul_inv, | |
| one_mul,mul_comm] using hh a | |
| refine ⟨b/2,half_pos hb,?_⟩ | |
| filter_upwards [H,HT] with h hh ht | |
| intro a | |
| obtain ⟨i,hi⟩ := hh a | |
| have he := (abs_le.mp (ht i a)).1 | |
| exact ⟨i,by nlinarith⟩ | |
| end | |
| open Set Filter | |
| open scoped Topology ContDiff | |
| lemma compact_smooth_data_transverse_growth | |
| {P Q E : Type*} [TopologicalSpace P] [CompactSpace P] | |
| [NormedAddCommGroup Q] [NormedSpace ℝ Q] | |
| [NormedAddCommGroup E] [NormedSpace ℝ E] [FiniteDimensional ℝ E] | |
| {ι : Type*} [Fintype ι] [Nonempty ι] | |
| (F : Q → ι → E → ℝ) (d : P → Q) (hd : Continuous d) (w : P → ι → ℝ) | |
| (hw : ∀ a i, 0 ≤ w a i) (hsum : ∀ a, ∑ i, w a i = 1) | |
| (hwc : ∀ i, Continuous (fun a => w a i)) | |
| (hf : ∀ a i, ContDiffAt ℝ ∞ (fun q : Q × E => F q.1 i q.2) (d a,0)) | |
| (hf0 : ∀ a i, F (d a) i 0 = 0) | |
| (hmean : ∀ a v, ∑ i, w a i * fderiv ℝ (F (d a) i) 0 v = 0) | |
| (hpos : ∀ a v, ‖v‖ = 1 → (∀ i, fderiv ℝ (F (d a) i) 0 v ≤ 0) → | |
| 0 < ∑ i, w a i * fderiv ℝ (fderiv ℝ (F (d a) i)) 0 v v) : | |
| ∃ b > 0, ∀ᶠ h : E in 𝓝 0, ∀ a : P, ∃ i, b * ‖h‖^2 ≤ F (d a) i h := by | |
| have hc : Continuous (fun q : E × P => (d q.2,q.1)) := | |
| (hd.comp continuous_snd).prodMk continuous_fst | |
| have hF : ∀ a i, ∀ᶠ q : E × P in 𝓝 (0,a), ContDiffAt ℝ 2 (F (d q.2) i) q.1 := by | |
| intro a i | |
| have H := ((hf a i).of_le (ENat.natCast_le_of_coe_top_le_withTop le_rfl 2)).eventually (by simp) | |
| filter_upwards [hc.continuousAt.tendsto.eventually H] with q hq | |
| exact hq.comp q.1 (contDiffAt_const.prodMk contDiffAt_id) | |
| have hD : ∀ a i, ContinuousAt (fun q : E × P => | |
| fderiv ℝ (fderiv ℝ (F (d q.2) i)) q.1) (0,a) := by | |
| intro a i | |
| exact (ContDiffAt.partial_snd_fderiv_two (f := fun q => F q i) (hf a i)).continuousAt.comp | |
| (x := (0,a)) (f := fun q : E × P => (d q.2,q.1)) hc.continuousAt | |
| apply compact_finite_smooth_transverse_growth (fun a => F (d a)) w hw hsum hwc hF hf0 | |
| · intro i | |
| apply continuous_iff_continuousAt.mpr | |
| intro a | |
| exact (ContDiffAt.partial_snd_fderiv (f := fun q => F q i) (hf a i)).continuousAt.comp | |
| (x := a) (f := fun a => (d a,(0:E))) (hd.continuousAt.prodMk continuousAt_const) | |
| · intro i | |
| apply continuous_iff_continuousAt.mpr | |
| intro a | |
| exact (hD a i).comp (x := a) (f := fun a => ((0:E),a)) | |
| (continuousAt_const.prodMk continuousAt_id) | |
| · exact hD | |
| · exact hmean | |
| · exact hpos | |
| end WeakMTWTransport | |
| end | |
| end OAI | |