Download lean/OAI/MeasureTheory/Falconer/Graphs/DescriptorGraph.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 5.36 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/MeasureTheory/Falconer/Graphs/DescriptorGraph.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/MeasureTheory/Falconer/Graphs/DescriptorGraph.lean
-
curl -L -o DescriptorGraph.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/MeasureTheory/Falconer/Graphs/DescriptorGraph.lean
5.36 kB
| import OAI.MeasureTheory.Falconer.Estimates.SuffixScales | |
| import OAI.MeasureTheory.Falconer.Graphs.EligibleDyadicGraph | |
| namespace OAI | |
| /-! # Actual descriptor counts supply the local graph witnesses -/ | |
| namespace Falconer | |
| open Set MeasureTheory Metric | |
| open scoped ENNReal | |
| attribute [local instance] Classical.propDecidable | |
| variable {d : ℕ} | |
| theorem parallelGoodSet_local_test (Q : DyadicCube d) (hQ : Q.side = 1) | |
| (ρ : Measure (Space d)) {a g p : ℕ} (hag : a ≤ g) (hgp : g ≤ p) | |
| (X P : List (Fin d → Bool)) (hX : X.length = a) | |
| (w : Sphere d) (W T : ℝ) (hT : 0 ≤ T) | |
| (hw : w ∈ Regularization.parallelGoodSet Q ρ g p (X++P) W T) : | |
| DyadicParallelTest (Q.descendant X) ((Q.descendant X).occupiedPaths ρ (p-a)) | |
| (g-a) P w W ⌈T⌉₊ := by | |
| have hscale : (Q.descendant X).side/(2:ℝ)^(g-a) = 1/(2:ℝ)^g := by | |
| rw [Q.descendant_side,hX,hQ,div_div,← pow_add,Nat.add_sub_of_le hag] | |
| let S := ((Q.descendant X).occupiedPaths ρ (p-a)).filter fun z => | |
| z.take (g-a) = P.take (g-a) ∧ | |
| ‖((Q.descendant X).descendant z).center-((Q.descendant X).descendant P).center‖ ≤ | |
| Real.sqrt d*((Q.descendant X).side/(2:ℝ)^(g-a)) ∧ | |
| ‖perpendicularPart (w:Space d) | |
| (((Q.descendant X).descendant z).center-((Q.descendant X).descendant P).center)‖ ≤ W | |
| have hinj : Function.Injective (fun z : List (Fin d → Bool) => X++z) := by | |
| intro u v huv | |
| exact List.append_cancel_left huv | |
| have hsub : S.image (fun z => X++z) ⊆ | |
| (Regularization.parallelTestCells Q ρ g p (X++P)).filter (fun z => | |
| ‖perpendicularPart (w:Space d) ((Q.descendant z).center-(Q.descendant (X++P)).center)‖ ≤ W) := by | |
| intro z hz | |
| obtain ⟨u,hu,rfl⟩ := Finset.mem_image.mp hz | |
| obtain ⟨hu,_,hdist,hperp⟩ := Finset.mem_filter.mp hu | |
| obtain ⟨hu,hocc⟩ := Finset.mem_filter.mp hu | |
| have hulen := (mem_cubePaths _ _ _).mp hu | |
| apply Finset.mem_filter.mpr | |
| constructor | |
| · simp only [Regularization.parallelTestCells,Regularization.occupiedCenterCells, | |
| Finset.mem_filter] | |
| refine ⟨?_,?_,?_⟩ | |
| · apply (mem_cubePaths _ _ _).mpr | |
| simp only [List.length_append,hX,hulen] | |
| omega | |
| · simpa only [Q.descendant_append] using hocc | |
| · rw [mem_ball,dist_eq_norm,Q.descendant_append,Q.descendant_append] | |
| apply hdist.trans_lt | |
| rw [hscale] | |
| have hs := sqrt_dimension_le d | |
| have hr : Real.sqrt d < 10*((d:ℝ)+1) := by | |
| nlinarith [Nat.cast_nonneg (α := ℝ) d] | |
| simpa only [div_eq_mul_inv,one_mul] using | |
| mul_lt_mul_of_pos_right hr (by positivity : 0 < 1/(2:ℝ)^g) | |
| · simpa only [Q.descendant_append] using hperp | |
| have hcard : S.card ≤ Regularization.parallelTestCount Q ρ g p (X++P) W w := by | |
| calc | |
| S.card = (S.image (fun z => X++z)).card := | |
| (Finset.card_image_of_injective S hinj).symm | |
| _ ≤ _ := Finset.card_le_card hsub | |
| have hcount : (Regularization.parallelTestCount Q ρ g p (X++P) W w : ℝ) ≤ T := by | |
| unfold Regularization.parallelGoodSet at hw | |
| split_ifs at hw with hocc | |
| · simpa only [ENNReal.toReal_natCast,ENNReal.toReal_ofReal hT] using | |
| ENNReal.toReal_mono ENNReal.ofReal_ne_top hw | |
| · exact False.elim hw | |
| exact hcard.trans ((Nat.cast_le (α := ℝ)).mp (hcount.trans (Nat.le_ceil T))) | |
| theorem descriptorEndpointGood_graph_test (Q : DyadicCube d) (hQ : Q.side = 1) | |
| (ρ : Measure (Space d)) (m : ℝ → ℝ) (N : ℕ) (σ : ℝ) (J i : ℕ) | |
| {a g p : ℕ} (hag : a ≤ g) (hgp : g ≤ p) | |
| (X P : List (Fin d → Bool)) (hX : X.length = a) (hP : P.length = p-a) | |
| {x : Space d} (hx : x ∈ ((Q.descendant X).descendant P).carrier) | |
| (w : Sphere d) | |
| (hw : (x,w) ∈ descriptorEndpointGood Q ρ m N σ J i (.parallel g p)) : | |
| DyadicParallelTest (Q.descendant X) ((Q.descendant X).occupiedPaths ρ (p-a)) | |
| (g-a) P w (angularTestWidth N σ J i p) | |
| ⌈((2:ℝ)^N)^(PlanarFalconer.height | |
| (fun n : ℕ => m n-((d:ℝ)/2)*(n:ℝ)/N) g p+1000*((d:ℝ)+1)*σ)⌉₊ := by | |
| apply parallelGoodSet_local_test Q hQ ρ hag hgp X P hX w _ _ (by positivity) | |
| apply (descriptorEndpointGood_on_cell Q ρ m N σ J i (.parallel g p) (X++P) ?_ | |
| (by simpa only [Q.descendant_append] using hx) w).mp hw | |
| simp only [PlanarFalconer.descriptorAnchor,List.length_append,hX,hP] | |
| omega | |
| theorem descriptorMask_graph_test (Q : DyadicCube d) (hQ : Q.side = 1) | |
| (ρ : Measure (Space d)) (m : ℝ → ℝ) (N : ℕ) (σ : ℝ) (J i : ℕ) | |
| {a g p : ℕ} (hag : a ≤ g) (hgp : g ≤ p) | |
| (X P : List (Fin d → Bool)) (hX : X.length = a) (hP : P.length = p-a) | |
| (S : Finset (Sphere d)) | |
| (hcover : ∀ w : Sphere d, ∃ c ∈ S, | |
| dist w c ≤ descriptorMaskRadius N σ (.parallel g p)/2) | |
| {x : Space d} (hx : x ∈ ((Q.descendant X).descendant P).carrier) (w : Sphere d) | |
| (hw : descriptorMask Q ρ m N σ J i (.parallel g p) S x w ≠ 0) : | |
| DyadicParallelTest (Q.descendant X) ((Q.descendant X).occupiedPaths ρ (p-a)) | |
| (g-a) P w (angularTestWidth N σ J (i+1) p) | |
| ⌈((2:ℝ)^N)^(PlanarFalconer.height | |
| (fun n : ℕ => m n-((d:ℝ)/2)*(n:ℝ)/N) g p+1000*((d:ℝ)+1)*σ)⌉₊ := | |
| descriptorEndpointGood_graph_test Q hQ ρ m N σ J (i+1) hag hgp X P hX hP hx w | |
| (descriptorMask_support Q ρ m N σ J i (.parallel g p) S hcover w hw) | |
| end Falconer | |
| end OAI | |