Download lean/OAI/Geometry/CAT0Fillings/Transport/Normalization.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 7.02 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Geometry/CAT0Fillings/Transport/Normalization.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Geometry/CAT0Fillings/Transport/Normalization.lean
-
curl -L -o Normalization.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Geometry/CAT0Fillings/Transport/Normalization.lean
7.02 kB
| import Mathlib | |
| import OAI.Geometry.CAT0Fillings.Bubble.Moments | |
| import OAI.Geometry.CAT0Fillings.Transport.Integrals | |
| import OAI.Geometry.CAT0Fillings.Transport.Cauchy | |
| namespace OAI | |
| section | |
| open Set Filter MeasureTheory | |
| open scoped Topology NNReal | |
| namespace CAT0Fillings.RadialSobolev | |
| lemma finite_transport_estimate {n : ℕ} {ω p q R D : ℝ} {f g : ℝ → ℝ} {K : ℝ≥0} | |
| (hR : 0 ≤ R) (hD : 0 < D) (hn : 2 ≤ n) (hω : 0 < ω) | |
| (hf : LipschitzWith K f) (hg : Continuous g) (hp : 0 < p) (hq : 1 ≤ q) | |
| (hfp : ∀ r ∈ Ioo 0 R, 0 < f r) (hgp : ∀ r, 0 < g r) (hfR : f R = 0) | |
| (hmass : radialCDF n ω f p R = radialCDF n ω g p D) | |
| (hexp : q+p/(n:ℝ)=p) (hexp2 : 2*(q-1)=p) : | |
| (n:ℝ)^2*(∫ s in (0:ℝ)..D,s^(n-1)*(g s)^q)^2 ≤ | |
| q^2*(∫ r in (0:ℝ)..R,r^(n-1)*(deriv f r)^2)* | |
| (∫ s in (0:ℝ)..D,s^(n-1)*(g s)^p*s^2) := by | |
| have hn0 : 0 < n := by omega | |
| let t := radialTransport (f := f) hD.le hn0 hω hg hp (fun r _ => hgp r) | |
| have ht : Continuous t := radialTransport_continuous _ _ _ hf.continuous hg hp _ | |
| have hz : Continuous (fun r => (f r)^(q-1)*t r) := | |
| (hf.continuous.rpow_const (fun _ => Or.inr (sub_nonneg.mpr hq))).mul ht | |
| have hcs := weighted_interval_cs hR (continuous_id.pow (n-1)) hz hf | |
| (fun r hr => pow_nonneg hr.1 (n-1)) | |
| have hI : (∫ r in (0:ℝ)..R,r^(n-1)*deriv f r*((f r)^(q-1)*t r)) = | |
| ∫ r in (0:ℝ)..R,r^(n-1)*(f r)^(q-1)*deriv f r*t r := by | |
| apply intervalIntegral.integral_congr | |
| intro r hr | |
| ring | |
| have hM : (∫ r in (0:ℝ)..R,r^(n-1)*((f r)^(q-1)*t r)^2) = | |
| ∫ s in (0:ℝ)..D,s^(n-1)*(g s)^p*s^2 := by | |
| rw [radialTransport_integral_moment_unscaled hR hD hn0 hω hf.continuous hg hp hfp | |
| (fun r _ => hgp r) hmass (fun s => s^2)] | |
| apply intervalIntegral.integral_congr_Ioo_of_le hR | |
| intro r hr | |
| dsimp only | |
| rw [mul_pow,←Real.rpow_mul_natCast (hfp r hr).le] | |
| have he : (q-1)*(2:ℝ)=p := by linarith | |
| rw [Nat.cast_ofNat,he] | |
| ring | |
| dsimp only [Pi.pow_apply, id_eq] at hcs | |
| rw [hI,hM] at hcs | |
| have hibp := finite_transport_ibp hR hD hn hω hf hg hp hq hfp hgp hfR hmass hexp | |
| have hJ0 : 0 ≤ (n:ℝ)*(∫ s in (0:ℝ)..D,s^(n-1)*(g s)^q) := by | |
| apply mul_nonneg (Nat.cast_nonneg n) | |
| apply intervalIntegral.integral_nonneg hD.le | |
| intro s hs | |
| exact mul_nonneg (pow_nonneg hs.1 _) (Real.rpow_nonneg (hgp s).le _) | |
| have hsq := (sq_le_sq₀ hJ0 (hJ0.trans hibp)).mpr hibp | |
| have hsq' := mul_le_mul_of_nonneg_left hcs (sq_nonneg q) | |
| calc | |
| _ ≤ (-q*(∫ r in (0:ℝ)..R,r^(n-1)*(f r)^(q-1)*deriv f r*t r))^2 := by | |
| simpa only [mul_pow] using hsq | |
| _ = q^2*(∫ r in (0:ℝ)..R,r^(n-1)*(f r)^(q-1)*deriv f r*t r)^2 := by ring | |
| _ ≤ _ := by simpa only [mul_assoc] using hsq' | |
| end CAT0Fillings.RadialSobolev | |
| end | |
| section | |
| open Real Set Filter MeasureTheory | |
| open scoped Topology NNReal | |
| namespace CAT0Fillings.RadialSobolev | |
| lemma radial_integral_smul (n : ℕ) (p A D : ℝ) (g : ℝ → ℝ) | |
| (hA : 0 ≤ A) (hg : ∀ r, 0 ≤ g r) : | |
| (∫ r in (0:ℝ)..D,r^(n-1)*(A*g r)^p) = | |
| A^p*∫ r in (0:ℝ)..D,r^(n-1)*(g r)^p := by | |
| rw [←intervalIntegral.integral_const_mul] | |
| apply intervalIntegral.integral_congr | |
| intro r hr | |
| dsimp only | |
| rw [Real.mul_rpow hA (hg r)] | |
| ring | |
| lemma radial_second_moment_smul (n : ℕ) (p A D : ℝ) (g : ℝ → ℝ) | |
| (hA : 0 ≤ A) (hg : ∀ r, 0 ≤ g r) : | |
| (∫ r in (0:ℝ)..D,r^(n-1)*(A*g r)^p*r^2) = | |
| A^p*∫ r in (0:ℝ)..D,r^(n-1)*(g r)^p*r^2 := by | |
| rw [←intervalIntegral.integral_const_mul] | |
| apply intervalIntegral.integral_congr | |
| intro r hr | |
| dsimp only | |
| rw [Real.mul_rpow hA (hg r)] | |
| ring | |
| lemma radial_integral_pos {n : ℕ} {p R : ℝ} {f : ℝ → ℝ} | |
| (hn : 0 < n) (hp : 0 < p) (hR : 0 < R) (hf : Continuous f) | |
| (hfp : ∀ r ∈ Ioo 0 R, 0 < f r) : | |
| 0 < ∫ r in (0:ℝ)..R,r^(n-1)*(f r)^p := by | |
| have h := radialCDF_strictMonoOn (ω := 1) hn zero_lt_one hf hp hfp | |
| (show (0:ℝ) ∈ Icc 0 R from ⟨le_rfl,hR.le⟩) (show R ∈ Icc 0 R from ⟨hR.le,le_rfl⟩) hR | |
| rw [radialCDF_zero,radialCDF, mul_one] at h | |
| exact (mul_pos_iff.mp h).resolve_right (by rintro ⟨hneg,_⟩; exact (not_lt_of_ge (Nat.cast_nonneg _)) hneg) |>.2 | |
| lemma normalization_power {p F I : ℝ} (hp : 0 < p) (hF : 0 < F) (hI : 0 < I) : | |
| ((F/I)^(1/p))^p = F/I := by | |
| rw [←Real.rpow_mul (div_nonneg hF.le hI.le),one_div_mul_cancel hp.ne',Real.rpow_one] | |
| lemma normalize_transport_estimate {n : ℕ} {R D : ℝ} {f : ℝ → ℝ} {K : ℝ≥0} | |
| (hn : 2 < n) (hR : 0 < R) (hD : 0 < D) (hf : LipschitzWith K f) | |
| (hfp : ∀ r ∈ Ioo 0 R, 0 < f r) (hfR : f R = 0) : | |
| let F := ∫ r in (0:ℝ)..R,r^(n-1)*(f r)^(sobolevP n) | |
| let I := ∫ r in (0:ℝ)..D,r^(n-1)*(bubble n r)^(sobolevP n) | |
| let J := ∫ r in (0:ℝ)..D,r^(n-1)*(bubble n r)^(sobolevQ n) | |
| let M := ∫ r in (0:ℝ)..D,r^(n-1)*(bubble n r)^(sobolevP n)*r^2 | |
| (n:ℝ)^2*J^2*(F/I)^(2/sobolevP n) ≤ | |
| (sobolevQ n)^2*(∫ r in (0:ℝ)..R,r^(n-1)*(deriv f r)^2)*M := by | |
| dsimp only | |
| let F := ∫ r in (0:ℝ)..R,r^(n-1)*(f r)^(sobolevP n) | |
| let I := ∫ r in (0:ℝ)..D,r^(n-1)*(bubble n r)^(sobolevP n) | |
| let A := (F/I)^(1/sobolevP n) | |
| have hs := sobolev_exponents hn | |
| have hF : 0 < F := radial_integral_pos (by omega) hs.1 hR hf.continuous hfp | |
| have hI : 0 < I := radial_integral_pos (by omega) hs.1 hD (bubble_continuous n) (fun r _ => bubble_pos n r) | |
| have hA : 0 < A := Real.rpow_pos_of_pos (div_pos hF hI) _ | |
| have hAp : A^(sobolevP n) = F/I := normalization_power hs.1 hF hI | |
| have hm : radialCDF n 1 f (sobolevP n) R = | |
| radialCDF n 1 (fun r => A*bubble n r) (sobolevP n) D := by | |
| rw [radialCDF,radialCDF,radial_integral_smul n _ A D _ hA.le (fun r => (bubble_pos n r).le),hAp] | |
| change (n:ℝ)*1*F = (n:ℝ)*1*(F/I*I) | |
| rw [div_mul_cancel₀ _ hI.ne'] | |
| have ht := finite_transport_estimate hR.le hD (by omega) zero_lt_one hf | |
| ((bubble_continuous n).const_mul A) hs.1 hs.2.1 hfp | |
| (fun r => mul_pos hA (bubble_pos n r)) hfR hm hs.2.2.1 hs.2.2.2.1 | |
| rw [radial_integral_smul _ _ _ _ _ hA.le (fun r => (bubble_pos n r).le), | |
| radial_second_moment_smul _ _ _ _ _ hA.le (fun r => (bubble_pos n r).le),mul_pow] at ht | |
| have he : (A^(sobolevQ n))^2 = A^(sobolevP n)*A^2 := by | |
| rw [←Real.rpow_mul_natCast hA.le, ←Real.rpow_natCast, ←Real.rpow_add hA] | |
| congr 1 | |
| norm_num only [Nat.cast_ofNat] | |
| linarith [hs.2.2.2.2] | |
| have heA : A^2 = (F/I)^(2/sobolevP n) := by | |
| rw [←Real.rpow_mul_natCast (div_nonneg hF.le hI.le)] | |
| change (F/I)^((1/sobolevP n)*(2:ℝ)) = _ | |
| congr 1 | |
| ring | |
| rw [he] at ht | |
| have hout := (mul_le_mul_iff_right₀ (Real.rpow_pos_of_pos hA (sobolevP n))).mp | |
| (show A^(sobolevP n)*((n:ℝ)^2* | |
| (∫ r in (0:ℝ)..D,r^(n-1)*(bubble n r)^(sobolevQ n))^2*A^2) ≤ | |
| A^(sobolevP n)*((sobolevQ n)^2*(∫ r in (0:ℝ)..R,r^(n-1)*(deriv f r)^2)* | |
| (∫ r in (0:ℝ)..D,r^(n-1)*(bubble n r)^(sobolevP n)*r^2)) by convert ht using 1 <;> first | rfl | ring) | |
| rwa [heA] at hout | |
| end CAT0Fillings.RadialSobolev | |
| end | |
| end OAI | |