Download lean/OAI/Geometry/ProjectionBodies/SignCalculus.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 20.5 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Geometry/ProjectionBodies/SignCalculus.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Geometry/ProjectionBodies/SignCalculus.lean
-
curl -L -o SignCalculus.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Geometry/ProjectionBodies/SignCalculus.lean
20.5 kB
| import OAI.Geometry.ProjectionBodies.SupportMeasures | |
| namespace OAI | |
| noncomputable section | |
| open Set Filter Topology | |
| namespace PettyProjection.Spherical | |
| def softAbs (ε t : ℝ) : ℝ := Real.sqrt (t^2+ε) | |
| def softSign (ε t : ℝ) : ℝ := t/softAbs ε t | |
| def softSlope (ε t : ℝ) : ℝ := ε/(softAbs ε t)^3 | |
| lemma softAbs_pos {ε : ℝ} (hε : 0 < ε) (t : ℝ) : 0 < softAbs ε t := | |
| Real.sqrt_pos.mpr (by positivity) | |
| lemma softAbs_sq {ε : ℝ} (hε : 0 < ε) (t : ℝ) : (softAbs ε t)^2 = t^2+ε := | |
| Real.sq_sqrt (by positivity) | |
| lemma softAbs_contDiff {ε : ℝ} (hε : 0 < ε) : ContDiff ℝ ⊤ (softAbs ε) := by | |
| exact ((contDiff_id.pow 2).add contDiff_const).sqrt (fun t => ne_of_gt (by positivity)) | |
| lemma softSign_contDiff {ε : ℝ} (hε : 0 < ε) : ContDiff ℝ ⊤ (softSign ε) := | |
| contDiff_id.div (softAbs_contDiff hε) (fun t => (softAbs_pos hε t).ne') | |
| lemma softAbs_hasDerivAt {ε : ℝ} (hε : 0 < ε) (t : ℝ) : | |
| HasDerivAt (softAbs ε) (softSign ε t) t := by | |
| have h := ((hasDerivAt_pow 2 t).add_const ε).sqrt (by positivity : t^2+ε ≠ 0) | |
| convert! h using 1 | |
| simp only [softSign, softAbs, Nat.cast_ofNat] | |
| ring | |
| lemma softSign_hasDerivAt {ε : ℝ} (hε : 0 < ε) (t : ℝ) : | |
| HasDerivAt (softSign ε) (softSlope ε t) t := by | |
| have h := (hasDerivAt_id t).div (softAbs_hasDerivAt hε t) (softAbs_pos hε t).ne' | |
| convert! h using 1 | |
| dsimp [softSlope, softSign] | |
| field_simp [(softAbs_pos hε t).ne'] | |
| nlinarith [softAbs_sq hε t] | |
| lemma abs_le_softAbs {ε : ℝ} (hε : 0 < ε) (t : ℝ) : |t| ≤ softAbs ε t := by | |
| have hs := softAbs_sq hε t | |
| have hp := (softAbs_pos hε t).le | |
| nlinarith [sq_abs t, abs_nonneg t] | |
| lemma softAbs_le {ε : ℝ} (hε : 0 < ε) (t : ℝ) : softAbs ε t ≤ |t|+Real.sqrt ε := by | |
| have hs := softAbs_sq hε t | |
| have hp := (softAbs_pos hε t).le | |
| have he := Real.sq_sqrt hε.le | |
| have hn := mul_nonneg (abs_nonneg t) (Real.sqrt_nonneg ε) | |
| nlinarith [sq_abs t, abs_nonneg t, Real.sqrt_nonneg ε] | |
| lemma abs_softSign_le {ε : ℝ} (hε : 0 < ε) (t : ℝ) : |softSign ε t| ≤ 1 := by | |
| rw [softSign, abs_div, abs_of_pos (softAbs_pos hε t), div_le_one (softAbs_pos hε t)] | |
| exact abs_le_softAbs hε t | |
| lemma abs_softCorrection_le {ε : ℝ} (hε : 0 < ε) (t : ℝ) : |t*softSlope ε t| ≤ 1 := by | |
| have hp := softAbs_pos hε t | |
| have hs : ε ≤ (softAbs ε t)^2 := by nlinarith [softAbs_sq hε t, sq_nonneg t] | |
| have hm := mul_le_mul (abs_le_softAbs hε t) hs hε.le hp.le | |
| rw [softSlope, ← mul_div_assoc, abs_div, abs_of_pos (pow_pos hp _), | |
| abs_mul, abs_of_pos hε, div_le_one (pow_pos hp _)] | |
| nlinarith | |
| lemma real_sign_eq (t : ℝ) : Real.sign t = t/|t| := by | |
| rcases lt_trichotomy t 0 with ht | rfl | ht | |
| · rw [Real.sign_of_neg ht, abs_of_neg ht] | |
| field_simp [ht.ne] | |
| · simp | |
| · rw [Real.sign_of_pos ht, abs_of_pos ht, div_self ht.ne'] | |
| lemma softAbs_tendsto (t : ℝ) : | |
| Tendsto (fun m : ℕ => softAbs (1/((m : ℝ)+1)) t) atTop (𝓝 |t|) := by | |
| have h : Tendsto (fun m : ℕ => t^2 + 1/((m : ℝ)+1)) atTop (𝓝 (t^2+0)) := | |
| tendsto_const_nhds.add tendsto_one_div_add_atTop_nhds_zero_nat | |
| simp only [add_zero] at h | |
| simpa only [softAbs, Function.comp_def, Real.sqrt_sq_eq_abs] using | |
| (Real.continuous_sqrt.tendsto (t^2)).comp h | |
| lemma softSign_tendsto (t : ℝ) : | |
| Tendsto (fun m : ℕ => softSign (1/((m : ℝ)+1)) t) atTop (𝓝 (Real.sign t)) := by | |
| by_cases ht : t = 0 | |
| · subst t | |
| simpa only [softSign, zero_div, Real.sign_zero] using tendsto_const_nhds | |
| · rw [real_sign_eq] | |
| exact tendsto_const_nhds.div (softAbs_tendsto t) (abs_ne_zero.mpr ht) | |
| lemma softCorrection_tendsto (t : ℝ) : | |
| Tendsto (fun m : ℕ => t*softSlope (1/((m : ℝ)+1)) t) atTop (𝓝 0) := by | |
| by_cases ht : t = 0 | |
| · subst t | |
| simp only [zero_mul] | |
| exact tendsto_const_nhds | |
| · have h := (tendsto_one_div_add_atTop_nhds_zero_nat (𝕜 := ℝ)).div | |
| ((softAbs_tendsto t).pow 3) (pow_ne_zero 3 (abs_ne_zero.mpr ht)) | |
| simpa only [softSlope, Pi.div_apply, zero_div, mul_zero] using h.const_mul t | |
| end PettyProjection.Spherical | |
| end | |
| noncomputable section | |
| open Set MeasureTheory Metric Filter Topology Function | |
| open scoped ENNReal RealInnerProductSpace Gradient | |
| namespace PettyProjection.Spherical | |
| lemma casimir_linear {n : ℕ} (w x : Space n) : | |
| casimir (fun y => ⟪w,y⟫) x = -((n : ℝ)-1)*⟪w,x⟫ := by | |
| simpa only [id_eq, zero_mul, mul_one, zero_sub, neg_mul] using | |
| casimir_scalar_inner w x (fun t => hasDerivAt_id t) | |
| (fun t => hasDerivAt_const t (1 : ℝ)) | |
| lemma sphereGradient_linear_inner {n : ℕ} (w : Space n) (x : Sphere n) (v : Space n) : | |
| ⟪sphereGradient (fun y => ⟪w,y⟫) x,v⟫ = ⟪w,v⟫-⟪w,(x : Space n)⟫*⟪(x : Space n),v⟫ := by | |
| rw [sphereGradient_inner] | |
| change (fderiv ℝ (innerSL ℝ w) x) v - (fderiv ℝ (innerSL ℝ w) x) x * _ = _ | |
| rw [(innerSL ℝ w).fderiv] | |
| rfl | |
| lemma mean_sphereGradient_inner {n : ℕ} [NeZero n] {f : Space n → ℝ} | |
| (hf : ContDiff ℝ 1 f) (w : Space n) : | |
| mean (fun x : Sphere n => ⟪sphereGradient f x,w⟫) = | |
| ((n : ℝ)-1)*mean (fun x : Sphere n => f x*⟪(x : Space n),w⟫) := by | |
| have h := mean_gradient_casimir hf ((innerSL ℝ w).contDiff (n := 2)) | |
| change mean (fun x : Sphere n => ⟪sphereGradient f x,sphereGradient (fun y => ⟪w,y⟫) x⟫) = | |
| -mean (fun x : Sphere n => f x*casimir (fun y => ⟪w,y⟫) x) at h | |
| have hg (x : Sphere n) : ⟪sphereGradient f x,sphereGradient (fun y => ⟪w,y⟫) x⟫ = | |
| ⟪sphereGradient f x,w⟫ := by | |
| have ht : ⟪(x : Space n),sphereGradient f x⟫ = 0 := by | |
| rw [real_inner_comm, sphereGradient_tangent] | |
| rw [real_inner_comm, sphereGradient_linear_inner, ht, mul_zero, sub_zero, real_inner_comm] | |
| simp_rw [hg, casimir_linear] at h | |
| rw [h] | |
| simp_rw [real_inner_comm w] | |
| rw [mean, mean, ← integral_const_mul, ← integral_neg] | |
| congr 1 | |
| funext x | |
| ring | |
| lemma sphereGradient_product_scalar_inner {n : ℕ} {f : Space n → ℝ} | |
| (hf : ContDiff ℝ 1 f) {ρ ρ' : ℝ → ℝ} | |
| (hρ : ∀ t, HasDerivAt ρ (ρ' t) t) (v x w : Space n) : | |
| ⟪sphereGradient (fun y => f y*ρ ⟪v,y⟫) x,w⟫ = | |
| ρ ⟪v,x⟫*⟪sphereGradient f x,w⟫+ | |
| f x*ρ' ⟪v,x⟫*(⟪v,w⟫-⟪v,x⟫*⟪x,w⟫) := by | |
| rw [sphereGradient_inner, sphereGradient_inner] | |
| have hd := (hf.differentiable (by norm_num) x).hasFDerivAt.mul | |
| ((hρ ⟪v,x⟫).comp_hasFDerivAt x (innerSL ℝ v).hasFDerivAt) | |
| change HasFDerivAt (fun y => f y*ρ ⟪v,y⟫) _ x at hd | |
| rw [hd.fderiv] | |
| simp only [add_apply, smul_apply, smul_eq_mul, innerSL_apply_apply, comp_apply] | |
| ring | |
| lemma mean_weighted_gradient {n : ℕ} [NeZero n] {f : Space n → ℝ} | |
| (hf : ContDiff ℝ 1 f) {ρ ρ' : ℝ → ℝ} | |
| (hρ : ContDiff ℝ 1 ρ) (hρ' : Continuous ρ') (hd : ∀ t, HasDerivAt ρ (ρ' t) t) | |
| (v w : Space n) : | |
| mean (fun x : Sphere n => ρ ⟪v,(x : Space n)⟫*⟪sphereGradient f x,w⟫) = | |
| ((n : ℝ)-1)*mean (fun x : Sphere n => ρ ⟪v,(x : Space n)⟫*f x*⟪(x : Space n),w⟫) - | |
| mean (fun x : Sphere n => f x*ρ' ⟪v,(x : Space n)⟫* | |
| (⟪v,w⟫-⟪v,(x : Space n)⟫*⟪(x : Space n),w⟫)) := by | |
| have h := mean_sphereGradient_inner (hf.mul (hρ.comp (innerSL ℝ v).contDiff)) w | |
| change mean (fun x : Sphere n => ⟪sphereGradient (fun y => f y*ρ ⟪v,y⟫) x,w⟫) = | |
| ((n : ℝ)-1)*mean (fun x : Sphere n => (f x*ρ ⟪v,(x : Space n)⟫)*⟪(x : Space n),w⟫) at h | |
| simp_rw [sphereGradient_product_scalar_inner hf hd] at h | |
| have h₁ : Continuous (fun x : Sphere n => ρ ⟪v,(x : Space n)⟫*⟪sphereGradient f x,w⟫) := | |
| (hρ.continuous.comp (continuous_const.inner continuous_subtype_val)).mul | |
| (((sphereGradient_continuous hf).comp continuous_subtype_val).inner continuous_const) | |
| have h₂ : Continuous (fun x : Sphere n => f x*ρ' ⟪v,(x : Space n)⟫* | |
| (⟪v,w⟫-⟪v,(x : Space n)⟫*⟪(x : Space n),w⟫)) := by fun_prop | |
| rw [mean, integral_add (continuous_integrable h₁) (continuous_integrable h₂)] at h | |
| change mean _ + mean _ = _ at h | |
| have he : (fun x : Sphere n => (f x*ρ ⟪v,(x : Space n)⟫)*⟪(x : Space n),w⟫) = | |
| (fun x : Sphere n => ρ ⟪v,(x : Space n)⟫*f x*⟪(x : Space n),w⟫) := by | |
| funext x; ring | |
| rw [he] at h | |
| linarith | |
| end PettyProjection.Spherical | |
| end | |
| noncomputable section | |
| open Set MeasureTheory Metric Filter Topology Function | |
| open scoped ENNReal RealInnerProductSpace Gradient | |
| namespace PettyProjection.Spherical | |
| lemma sign_measurable : Measurable Real.sign := by | |
| have he : Real.sign = fun t : ℝ => t/|t| := funext real_sign_eq | |
| rw [he] | |
| exact measurable_id.div measurable_id.abs | |
| lemma abs_sign_le (t : ℝ) : |Real.sign t| ≤ 1 := by | |
| rw [real_sign_eq, abs_div, abs_abs] | |
| by_cases ht : t = 0 | |
| · simp [ht] | |
| · rw [div_self (abs_ne_zero.mpr ht)] | |
| lemma sign_mul_self (t : ℝ) : Real.sign t*t = |t| := by | |
| rw [real_sign_eq] | |
| by_cases ht : t = 0 | |
| · simp [ht] | |
| · field_simp [abs_ne_zero.mpr ht] | |
| exact (sq_abs t).symm | |
| lemma sign_weight_integrable {n : ℕ} [NeZero n] (t f : Sphere n → ℝ) | |
| (ht : Continuous t) (hf : Continuous f) : | |
| Integrable (fun x => Real.sign (t x)*f x) (sigma n) := by | |
| apply (continuous_integrable hf).bdd_mul (sign_measurable.comp ht.measurable).aestronglyMeasurable | |
| filter_upwards with x | |
| exact abs_sign_le (t x) | |
| lemma mean_softSign_tendsto {n : ℕ} [NeZero n] (t f : Sphere n → ℝ) | |
| (ht : Continuous t) (hf : Continuous f) : | |
| Tendsto (fun m : ℕ => mean (fun x => softSign (1/((m : ℝ)+1)) (t x)*f x)) atTop | |
| (𝓝 (mean (fun x => Real.sign (t x)*f x))) := by | |
| apply tendsto_integral_of_dominated_convergence (fun x => |f x|) | |
| · intro m | |
| exact (((softSign_contDiff (by positivity : 0 < 1/((m : ℝ)+1))).continuous.comp ht).mul hf).aestronglyMeasurable | |
| · exact continuous_integrable hf.abs | |
| · intro m | |
| filter_upwards with x | |
| rw [Real.norm_eq_abs, abs_mul] | |
| simpa only [one_mul] using mul_le_mul_of_nonneg_right | |
| (abs_softSign_le (by positivity : 0 < 1/((m : ℝ)+1)) (t x)) (abs_nonneg (f x)) | |
| · filter_upwards with x | |
| exact (softSign_tendsto (t x)).mul_const (f x) | |
| lemma mean_softCorrection_tendsto {n : ℕ} [NeZero n] (t f : Sphere n → ℝ) | |
| (ht : Continuous t) (hf : Continuous f) : | |
| Tendsto (fun m : ℕ => mean (fun x => (t x*softSlope (1/((m : ℝ)+1)) (t x))*f x)) atTop | |
| (𝓝 0) := by | |
| have h : Tendsto (fun m : ℕ => mean (fun x => (t x*softSlope (1/((m : ℝ)+1)) (t x))*f x)) atTop | |
| (𝓝 (mean (fun _ : Sphere n => 0))) := by | |
| apply tendsto_integral_of_dominated_convergence (fun x => |f x|) | |
| · intro m | |
| have hc : Continuous (softSlope (1/((m : ℝ)+1))) := | |
| continuous_const.div ((softAbs_contDiff (by positivity)).continuous.pow 3) | |
| (fun y => pow_ne_zero _ (softAbs_pos (by positivity) y).ne') | |
| exact ((ht.mul (hc.comp ht)).mul hf).aestronglyMeasurable | |
| · exact continuous_integrable hf.abs | |
| · intro m | |
| filter_upwards with x | |
| rw [Real.norm_eq_abs, abs_mul] | |
| simpa only [one_mul] using mul_le_mul_of_nonneg_right | |
| (abs_softCorrection_le (by positivity : 0 < 1/((m : ℝ)+1)) (t x)) (abs_nonneg (f x)) | |
| · filter_upwards with x | |
| simpa only [zero_mul] using (softCorrection_tendsto (t x)).mul_const (f x) | |
| simpa only [mean, integral_zero] using h | |
| lemma mean_softAbs_tendsto {n : ℕ} [NeZero n] (t f : Sphere n → ℝ) | |
| (ht : Continuous t) (hf : Continuous f) : | |
| Tendsto (fun m : ℕ => mean (fun x => softAbs (1/((m : ℝ)+1)) (t x)*f x)) atTop | |
| (𝓝 (mean (fun x => |t x| *f x))) := by | |
| apply tendsto_integral_of_dominated_convergence (fun x => (|t x|+1)*|f x|) | |
| · intro m | |
| exact (((softAbs_contDiff (by positivity : 0 < 1/((m : ℝ)+1))).continuous.comp ht).mul hf).aestronglyMeasurable | |
| · exact continuous_integrable ((ht.abs.add continuous_const).mul hf.abs) | |
| · intro m | |
| filter_upwards with x | |
| have hε : Real.sqrt (1/((m : ℝ)+1)) ≤ 1 := by | |
| apply (Real.sqrt_le_one).mpr | |
| apply (div_le_one (by positivity : 0 < (m : ℝ)+1)).mpr | |
| linarith [Nat.cast_nonneg (α := ℝ) m] | |
| rw [Real.norm_eq_abs, abs_mul, abs_of_pos (softAbs_pos (by positivity) (t x))] | |
| exact mul_le_mul_of_nonneg_right ((softAbs_le (by positivity) (t x)).trans (by linarith)) (abs_nonneg (f x)) | |
| · filter_upwards with x | |
| exact (softAbs_tendsto (t x)).mul_const (f x) | |
| end PettyProjection.Spherical | |
| end | |
| noncomputable section | |
| open Set MeasureTheory Metric Filter Topology Function | |
| open scoped ENNReal RealInnerProductSpace Gradient | |
| namespace PettyProjection.Spherical | |
| lemma mean_sign_gradient_tangent {n : ℕ} [NeZero n] {f : Space n → ℝ} | |
| (hf : ContDiff ℝ 1 f) (v w : Space n) (hvw : ⟪v,w⟫ = 0) : | |
| mean (fun x : Sphere n => Real.sign ⟪v,(x : Space n)⟫*⟪sphereGradient f x,w⟫) = | |
| ((n : ℝ)-1)*mean (fun x : Sphere n => Real.sign ⟪v,(x : Space n)⟫*f x*⟪(x : Space n),w⟫) := by | |
| let t : Sphere n → ℝ := fun x => ⟪v,(x : Space n)⟫ | |
| have ht : Continuous t := continuous_const.inner continuous_subtype_val | |
| have hF : Continuous (fun x : Sphere n => ⟪sphereGradient f x,w⟫) := | |
| ((sphereGradient_continuous hf).comp continuous_subtype_val).inner continuous_const | |
| have hG : Continuous (fun x : Sphere n => f x*⟪(x : Space n),w⟫) := by fun_prop | |
| have he (m : ℕ) : | |
| mean (fun x : Sphere n => softSign (1/((m : ℝ)+1)) (t x)*⟪sphereGradient f x,w⟫) = | |
| ((n : ℝ)-1)*mean (fun x : Sphere n => softSign (1/((m : ℝ)+1)) (t x)*(f x*⟪(x : Space n),w⟫)) + | |
| mean (fun x : Sphere n => (t x*softSlope (1/((m : ℝ)+1)) (t x))*(f x*⟪(x : Space n),w⟫)) := by | |
| have hp : 0 < 1/((m : ℝ)+1) := by positivity | |
| have hc : Continuous (softSlope (1/((m : ℝ)+1))) := | |
| continuous_const.div ((softAbs_contDiff hp).continuous.pow 3) | |
| (fun y => pow_ne_zero _ (softAbs_pos hp y).ne') | |
| have h := mean_weighted_gradient hf ((softSign_contDiff hp).of_le (by norm_num)) hc | |
| (softSign_hasDerivAt hp) v w | |
| rw [h] | |
| simp only [hvw, zero_sub] | |
| rw [mean, mean, mean, mean, sub_eq_add_neg, ← integral_neg] | |
| congr 1 | |
| · congr 1 | |
| apply integral_congr_ae | |
| filter_upwards with x | |
| dsimp [t]; ring | |
| · apply integral_congr_ae | |
| filter_upwards with x | |
| dsimp [t]; ring | |
| have h₁ := mean_softSign_tendsto t _ ht hF | |
| have h₂ := ((mean_softSign_tendsto t _ ht hG).const_mul ((n : ℝ)-1)).add | |
| (mean_softCorrection_tendsto t _ ht hG) | |
| have heq := tendsto_nhds_unique h₁ (h₂.congr' (Filter.Eventually.of_forall (fun m => (he m).symm))) | |
| simpa only [add_zero, t, mul_assoc] using heq | |
| lemma sphereGradient_scalar_inner {n : ℕ} {ρ ρ' : ℝ → ℝ} | |
| (hρ : ∀ t, HasDerivAt ρ (ρ' t) t) (v x w : Space n) : | |
| ⟪sphereGradient (fun y => ρ ⟪v,y⟫) x,w⟫ = | |
| ρ' ⟪v,x⟫*(⟪v,w⟫-⟪v,x⟫*⟪x,w⟫) := by | |
| have hd := (hρ ⟪v,x⟫).comp_hasFDerivAt x (innerSL ℝ v).hasFDerivAt | |
| change HasFDerivAt (fun y => ρ ⟪v,y⟫) _ x at hd | |
| rw [sphereGradient_inner, hd.fderiv] | |
| simp only [smul_apply, smul_eq_mul, innerSL_apply_apply] | |
| ring | |
| lemma mean_sign_gradient_radial {n : ℕ} [NeZero n] {f : Space n → ℝ} | |
| (hf : ContDiff ℝ 2 f) (v : Space n) : | |
| mean (fun x : Sphere n => Real.sign ⟪v,(x : Space n)⟫*⟪sphereGradient f x,v⟫) = | |
| -mean (fun x : Sphere n => |⟪v,(x : Space n)⟫| * casimir f x) := by | |
| let t : Sphere n → ℝ := fun x => ⟪v,(x : Space n)⟫ | |
| have ht : Continuous t := continuous_const.inner continuous_subtype_val | |
| have hF : Continuous (fun x : Sphere n => ⟪sphereGradient f x,v⟫) := | |
| ((sphereGradient_continuous (hf.of_le (by norm_num))).comp continuous_subtype_val).inner continuous_const | |
| have hG : Continuous (fun x : Sphere n => casimir f x) := | |
| by | |
| unfold casimir | |
| exact continuous_const.mul (continuous_finsetSum _ fun i _ => | |
| continuous_finsetSum _ fun j _ => | |
| (continuous_rotDeriv _ (contDiff_rotDeriv _ hf)).comp continuous_subtype_val) | |
| have he (m : ℕ) : | |
| mean (fun x : Sphere n => softSign (1/((m : ℝ)+1)) (t x)*⟪sphereGradient f x,v⟫) = | |
| -mean (fun x : Sphere n => softAbs (1/((m : ℝ)+1)) (t x)*casimir f x) := by | |
| have hp : 0 < 1/((m : ℝ)+1) := by positivity | |
| have h := mean_gradient_casimir | |
| ((show ContDiff ℝ 1 (softAbs (1/((m : ℝ)+1))) from (softAbs_contDiff hp).of_le le_top).comp (innerSL ℝ v).contDiff) hf | |
| change mean (fun x : Sphere n => ⟪sphereGradient (fun y => softAbs (1/((m : ℝ)+1)) ⟪v,y⟫) x,sphereGradient f x⟫) = _ at h | |
| have hg (x : Sphere n) : | |
| ⟪sphereGradient (fun y => softAbs (1/((m : ℝ)+1)) ⟪v,y⟫) x,sphereGradient f x⟫ = | |
| softSign (1/((m : ℝ)+1)) (t x)*⟪sphereGradient f x,v⟫ := by | |
| rw [sphereGradient_scalar_inner (softAbs_hasDerivAt hp)] | |
| have hx : ⟪(x : Space n),sphereGradient f x⟫ = 0 := by rw [real_inner_comm, sphereGradient_tangent] | |
| rw [hx, mul_zero, sub_zero, real_inner_comm v] | |
| simp_rw [hg] at h | |
| exact h | |
| have h₁ := mean_softSign_tendsto t _ ht hF | |
| have h₂ := (mean_softAbs_tendsto t _ ht hG).neg | |
| exact tendsto_nhds_unique h₁ (h₂.congr' (Filter.Eventually.of_forall (fun m => (he m).symm))) | |
| end PettyProjection.Spherical | |
| end | |
| noncomputable section | |
| open Set MeasureTheory Metric Filter Topology Function | |
| open scoped ENNReal RealInnerProductSpace Gradient | |
| namespace PettyProjection.Spherical | |
| def signedPair {n : ℕ} (F G : Sphere n → Space n) : ℝ := | |
| ∫ z : Sphere n × Sphere n, Real.sign ⟪(z.1 : Space n),(z.2 : Space n)⟫ * | |
| ⟪F z.1,G z.2⟫ ∂(sigma n).prod (sigma n) | |
| lemma signedPair_integrable {n : ℕ} [NeZero n] {F G : Sphere n → Space n} | |
| (hF : Continuous F) (hG : Continuous G) : | |
| Integrable (fun z : Sphere n × Sphere n => Real.sign ⟪(z.1 : Space n),(z.2 : Space n)⟫ * | |
| ⟪F z.1,G z.2⟫) ((sigma n).prod (sigma n)) := by | |
| have hi : Integrable (fun z : Sphere n × Sphere n => ⟪F z.1,G z.2⟫) | |
| ((sigma n).prod (sigma n)) := | |
| (by fun_prop : Continuous _).integrable_of_hasCompactSupport (HasCompactSupport.of_compactSpace _) | |
| apply hi.bdd_mul (sign_measurable.comp (by fun_prop : Continuous | |
| (fun z : Sphere n × Sphere n => ⟪(z.1 : Space n),(z.2 : Space n)⟫)).measurable).aestronglyMeasurable | |
| filter_upwards with z | |
| exact abs_sign_le _ | |
| lemma signedPair_eq {n : ℕ} [NeZero n] {F G : Sphere n → Space n} | |
| (hF : Continuous F) (hG : Continuous G) : | |
| signedPair F G = mean (fun u => mean (fun v => | |
| Real.sign ⟪(u : Space n),(v : Space n)⟫ * ⟪F u,G v⟫)) := | |
| integral_prod _ (signedPair_integrable hF hG) | |
| lemma signedPair_eq_swap {n : ℕ} [NeZero n] {F G : Sphere n → Space n} | |
| (hF : Continuous F) (hG : Continuous G) : | |
| signedPair F G = mean (fun v => mean (fun u => | |
| Real.sign ⟪(u : Space n),(v : Space n)⟫ * ⟪F u,G v⟫)) := by | |
| rw [signedPair_eq hF hG] | |
| exact integral_integral_swap (signedPair_integrable hF hG) | |
| lemma signedPair_symm {n : ℕ} [NeZero n] {F G : Sphere n → Space n} | |
| (hF : Continuous F) (hG : Continuous G) : signedPair F G = signedPair G F := by | |
| rw [signedPair_eq hF hG, signedPair_eq_swap hG hF] | |
| congr 1 | |
| funext u | |
| congr 1 | |
| funext v | |
| rw [real_inner_comm (u : Space n) (v : Space n), real_inner_comm (F u) (G v)] | |
| lemma signedPair_add_left {n : ℕ} [NeZero n] {F G J : Sphere n → Space n} | |
| (hF : Continuous F) (hG : Continuous G) (hJ : Continuous J) : | |
| signedPair (fun u => F u+G u) J = signedPair F J+signedPair G J := by | |
| unfold signedPair | |
| simp_rw [inner_add_left, mul_add] | |
| exact integral_add (signedPair_integrable hF hJ) (signedPair_integrable hG hJ) | |
| lemma signedPair_add_right {n : ℕ} [NeZero n] {F G J : Sphere n → Space n} | |
| (hF : Continuous F) (hG : Continuous G) (hJ : Continuous J) : | |
| signedPair F (fun u => G u+J u) = signedPair F G+signedPair F J := by | |
| unfold signedPair | |
| simp_rw [inner_add_right, mul_add] | |
| exact integral_add (signedPair_integrable hF hG) (signedPair_integrable hF hJ) | |
| lemma signedPair_smul_left {n : ℕ} (F G : Sphere n → Space n) (c : ℝ) : | |
| signedPair (fun u => c • F u) G = c*signedPair F G := by | |
| unfold signedPair | |
| simp_rw [real_inner_smul_left, mul_left_comm _ c] | |
| exact integral_const_mul c _ | |
| lemma signedPair_smul_right {n : ℕ} (F G : Sphere n → Space n) (c : ℝ) : | |
| signedPair F (fun u => c • G u) = c*signedPair F G := by | |
| unfold signedPair | |
| simp_rw [real_inner_smul_right, mul_left_comm _ c] | |
| exact integral_const_mul c _ | |
| end PettyProjection.Spherical | |
| end | |
| end OAI | |