Download lean/OAI/Analysis/BiholderTransport/Calculus/LocalCostGradient.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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- Download file 3.67 kB
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https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Analysis/BiholderTransport/Calculus/LocalCostGradient.lean
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hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Analysis/BiholderTransport/Calculus/LocalCostGradient.lean
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curl -L -o LocalCostGradient.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Analysis/BiholderTransport/Calculus/LocalCostGradient.lean
3.67 kB
| import Mathlib | |
| import OAI.Analysis.BiholderTransport.Geodesics.SprayScaling | |
| import OAI.Analysis.BiholderTransport.Calculus.LocalMetricGradient | |
| import OAI.Analysis.BiholderTransport.Coordinates.IntrinsicGradient | |
| namespace OAI | |
| noncomputable section | |
| open Set MeasureTheory Manifold Bundle | |
| open scoped ContDiff Manifold ENNReal NNReal Topology | |
| open Set Filter | |
| open scoped Topology NNReal | |
| open Set Filter | |
| open scoped Topology | |
| open Set Manifold MeasureTheory Bundle | |
| open scoped ENNReal ContDiff Topology | |
| open Set | |
| open scoped Topology | |
| open Set Filter Manifold Bundle ContinuousLinearMap | |
| open scoped Topology ContDiff Manifold Bundle | |
| open Set Filter ContinuousLinearMap InnerProductSpace | |
| open scoped Topology ContDiff | |
| open Set Filter ContinuousLinearMap | |
| open scoped Topology ContDiff | |
| open Set Filter ContinuousLinearMap | |
| open scoped Topology ContDiff | |
| open Set Filter ContinuousLinearMap | |
| open scoped Topology ContDiff | |
| open scoped NNReal | |
| open Set Filter ContinuousLinearMap | |
| open scoped Topology ContDiff | |
| open Set Filter ContinuousLinearMap | |
| open scoped Topology | |
| open MeasureTheory | |
| open scoped ContDiff ENNReal | |
| open Set Filter Manifold Bundle ContinuousLinearMap MeasureTheory | |
| open scoped Topology ContDiff Manifold Bundle ENNReal | |
| open Set Filter Manifold MeasureTheory Bundle | |
| open scoped ENNReal ContDiff Topology Manifold | |
| open Set Filter Manifold Bundle ContinuousLinearMap | |
| open scoped Topology ContDiff Manifold Bundle | |
| open Set Filter Manifold Bundle | |
| open scoped Topology ContDiff Manifold Bundle | |
| open Set Filter Manifold Bundle | |
| open scoped Topology ContDiff Manifold Bundle | |
| open Set Filter Bundle | |
| open scoped Topology Bundle | |
| open scoped Topology | |
| open Function Manifold Set | |
| open Manifold Bundle | |
| open scoped Manifold Bundle | |
| open Set | |
| namespace WeakMTWTransport | |
| variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E] | |
| [FiniteDimensional ℝ E] | |
| {M : Type*} [MetricSpace M] [CompactSpace M] [ChartedSpace E M] | |
| [IsManifold 𝓘(ℝ,E) ∞ M] | |
| [RiemannianBundle (fun x : M => TangentSpace 𝓘(ℝ,E) x)] | |
| [IsContMDiffRiemannianBundle 𝓘(ℝ,E) ∞ E (fun x : M => TangentSpace 𝓘(ℝ,E) x)] | |
| [IsRiemannianManifold 𝓘(ℝ,E) M] | |
| lemma exists_local_cost_gradient (a : M) : | |
| ∃ δ : ℝ, 0 < δ ∧ ∀ b ∈ Metric.ball a δ, ∀ y ∈ Metric.ball a δ, | |
| ∃ q : TangentBundle 𝓘(ℝ,E) M, | |
| q.1 = y ∧ ‖q.2‖ = dist b y ∧ (sprayFlow (-1) q).1 = b ∧ | |
| HasMFDerivAt 𝓘(ℝ,E) 𝓘(ℝ,ℝ) (fun x => dist b x ^ 2 / 2) q.1 (innerSL ℝ q.2) := by | |
| obtain ⟨δ,τ,hδ,hτ,hsrc,H⟩ := exists_local_metric_gradient (E := E) a | |
| refine ⟨δ,hδ,?_⟩ | |
| intro b hb y hy | |
| obtain ⟨z,hzb,hzy,hn,hD⟩ := H b hb y hy | |
| have hzs : (sprayFlow τ z).1 ∈ (extChartAt 𝓘(ℝ,E) a).source := hzy ▸ hsrc hy | |
| have hDc : HasFDerivAt (fun w : E => dist b ((extChartAt 𝓘(ℝ,E) a).symm w)^2 / 2) | |
| (τ • riemannianCoordinateMetric a (extChartAt 𝓘(ℝ,E) a (sprayFlow τ z).1) | |
| ((extChartAt (𝓘(ℝ,E).prod 𝓘(ℝ,E)) | |
| (⟨a,0⟩ : TangentBundle 𝓘(ℝ,E) M) (sprayFlow τ z)).2)) | |
| (extChartAt 𝓘(ℝ,E) a (sprayFlow τ z).1) := by rwa [hzy] | |
| have hD' := hasMFDerivAt_of_coordinate_gradient (sprayFlow τ z) hzs | |
| (fun x => dist b x^2/2) τ hDc | |
| refine ⟨tangentScale τ (sprayFlow τ z),hzy,?_,?_,?_⟩ | |
| · change ‖τ • (sprayFlow τ z).2‖ = _ | |
| rw [norm_smul,Real.norm_eq_abs,abs_of_pos hτ,sprayFlow_speed] | |
| exact hn.symm | |
| · rw [sprayFlow_scale,show τ * (-1) = -τ by ring,←sprayFlow_add,neg_add_cancel,sprayFlow_zero] | |
| exact hzb | |
| · exact hD'.congr_mfderiv (map_smul (innerSL ℝ) τ (sprayFlow τ z).2).symm | |
| end WeakMTWTransport | |
| end | |
| end OAI | |