AutoSamplingTheory.TechnicalLemmas.Measure.DisplacementPotentialEnergy
4 named declarations scanned from AutoSamplingTheory/TechnicalLemmas/Measure/DisplacementPotentialEnergy.lean.
Declarations
theorem AutoSamplingTheory.TechnicalLemmas.Measure.DisplacementPotentialEnergy.potential_pointMap_le Partial Not mapped
- Pointwise strong-convexity estimate along the affine displacement map.
theorem potential_pointMap_le
{V : E → ℝ} {alpha t : ℝ}
(hV : StrongConvexOn (Set.univ : Set E) alpha V)
(ht : t ∈ Icc (0 : ℝ) 1) (z : E × E) :
V (pointMap (E := E) t z) ≤
(1 - t) * V z.1 + t * V z.2 -
(alpha * t * (1 - t) / 2) * ‖z.1 - z.2‖ ^ 2 := by
change UniformConvexOn (Set.univ : Set E)
(fun r : ℝ => alpha / 2 * r ^ 2) V at hV
rcases hV with ⟨_, hVineq⟩
have h := hVineq
(x := z.1) (by simp)
(y := z.2) (by simp)
(a := 1 - t) (b := t)
(sub_nonneg.mpr ht.2) ht.1 (by ring)
change V ((1 - t) • z.1 + t • z.2) ≤
(1 - t) * V z.1 + t * V z.2 -
(alpha * t * (1 - t) / 2) * ‖z.1 - z.2‖ ^ 2
calc
V ((1 - t) • z.1 + t • z.2) ≤
(1 - t) * V z.1 + t * V z.2 -
(1 - t) * t * (alpha / 2 * ‖z.1 - z.2‖ ^ 2) := by
simpa only [smul_eq_mul] using h
_ = (1 - t) * V z.1 + t * V z.2 -
(alpha * t * (1 - t) / 2) * ‖z.1 - z.2‖ ^ 2 := by
ring
/-- Integrating the pointwise strong-convexity estimate preserves the same
upper bound when both real-valued sides are explicitly integrable. -/
AutoSamplingTheory/TechnicalLemmas/Measure/DisplacementPotentialEnergy.lean:34published source at ed709a7f320d
theorem AutoSamplingTheory.TechnicalLemmas.Measure.DisplacementPotentialEnergy.integral_potential_pointMap_le Partial Not mapped
- Integrating the pointwise strong-convexity estimate preserves the same upper bound when both real-valued sides are explicitly integrable.
theorem integral_potential_pointMap_le
{V : E → ℝ} {alpha t : ℝ} (gamma : Measure (E × E))
(hV : StrongConvexOn (Set.univ : Set E) alpha V)
(ht : t ∈ Icc (0 : ℝ) 1)
(hleft : Integrable (fun z => V (pointMap (E := E) t z)) gamma)
(hright : Integrable
(fun z =>
(1 - t) * V z.1 + t * V z.2 -
(alpha * t * (1 - t) / 2) * ‖z.1 - z.2‖ ^ 2) gamma) :
(∫ z, V (pointMap (E := E) t z) ∂gamma) ≤
∫ z,
((1 - t) * V z.1 + t * V z.2 -
(alpha * t * (1 - t) / 2) * ‖z.1 - z.2‖ ^ 2) ∂gamma := by
exact integral_mono hleft hright (fun z => potential_pointMap_le hV ht z)
/-- Integrating a strongly measurable potential against the displacement
marginal is exactly integrating the potential along the affine point map under
the original coupling. -/
AutoSamplingTheory/TechnicalLemmas/Measure/DisplacementPotentialEnergy.lean:63published source at ed709a7f320d
theorem AutoSamplingTheory.TechnicalLemmas.Measure.DisplacementPotentialEnergy.integral_displacementInterpolation_eq_integral_pointMap Partial Not mapped
- Integrating a strongly measurable potential against the displacement marginal is exactly integrating the potential along the affine point map under the original coupling.
theorem integral_displacementInterpolation_eq_integral_pointMap
{V : E → ℝ} (gamma : Measure (E × E)) (t : ℝ)
(hV : StronglyMeasurable V) :
(∫ x, V x ∂displacementInterpolation gamma t) =
∫ z, V (pointMap (E := E) t z) ∂gamma := by
unfold displacementInterpolation
exact integral_map_of_stronglyMeasurable
(measurable_pointMap (E := E) t) hV
/-- Source-oriented potential-energy inequality for a displacement marginal.
The right side is intentionally still written on the endpoint coupling; a
later bookkeeping node may rewrite its three integrals using the two marginals
and the quadratic transport cost. -/
AutoSamplingTheory/TechnicalLemmas/Measure/DisplacementPotentialEnergy.lean:81published source at ed709a7f320d
theorem AutoSamplingTheory.TechnicalLemmas.Measure.DisplacementPotentialEnergy.integral_potential_displacementInterpolation_le Partial Not mapped
- Source-oriented potential-energy inequality for a displacement marginal. The right side is intentionally still written on the endpoint coupling; a later bookkeeping node may rewrite its three integrals using the two marginals and the quadratic transport cost.
theorem integral_potential_displacementInterpolation_le
{V : E → ℝ} {alpha t : ℝ} (gamma : Measure (E × E))
(hVstrong : StrongConvexOn (Set.univ : Set E) alpha V)
(hVmeas : StronglyMeasurable V)
(ht : t ∈ Icc (0 : ℝ) 1)
(hleft : Integrable (fun z => V (pointMap (E := E) t z)) gamma)
(hright : Integrable
(fun z =>
(1 - t) * V z.1 + t * V z.2 -
(alpha * t * (1 - t) / 2) * ‖z.1 - z.2‖ ^ 2) gamma) :
(∫ x, V x ∂displacementInterpolation gamma t) ≤
∫ z,
((1 - t) * V z.1 + t * V z.2 -
(alpha * t * (1 - t) / 2) * ‖z.1 - z.2‖ ^ 2) ∂gamma := by
rw [integral_displacementInterpolation_eq_integral_pointMap gamma t hVmeas]
exact integral_potential_pointMap_le gamma hVstrong ht hleft hright
end
end DisplacementPotentialEnergy
end Measure
end TechnicalLemmas
end AutoSamplingTheory
AutoSamplingTheory/TechnicalLemmas/Measure/DisplacementPotentialEnergy.lean:94published source at ed709a7f320d
Complete Lean source
AutoSamplingTheory/TechnicalLemmas/Measure/DisplacementPotentialEnergy.lean — full module with imports and context
import AutoSamplingTheory.TechnicalLemmas.Geometry.StrongConvexity
import AutoSamplingTheory.TechnicalLemmas.Measure.DisplacementInterpolationCoupling
import Mathlib.MeasureTheory.Integral.Bochner.Basic
import Mathlib.Tactic
/-!
# Potential energy along displacement interpolation
This is the easy, reusable half of the KL geodesic-convexity proof in Chewi
Theorem 1.4.5. Strong convexity of the potential is first applied pointwise to
one affine displacement segment and then integrated against the endpoint
coupling.
The entropy/Jacobian half of KL displacement convexity is deliberately not in
this file. Integrability of the two sides is also kept explicit rather than
being hidden by Mathlib's totalized Bochner integral.
-/
namespace AutoSamplingTheory
namespace TechnicalLemmas
namespace Measure
namespace DisplacementPotentialEnergy
open MeasureTheory Set
noncomputable section
variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E]
[FiniteDimensional ℝ E] [MeasurableSpace E] [BorelSpace E]
open DisplacementInterpolation DisplacementInterpolationCoupling
/-- Pointwise strong-convexity estimate along the affine displacement map. -/
theorem potential_pointMap_le
{V : E → ℝ} {alpha t : ℝ}
(hV : StrongConvexOn (Set.univ : Set E) alpha V)
(ht : t ∈ Icc (0 : ℝ) 1) (z : E × E) :
V (pointMap (E := E) t z) ≤
(1 - t) * V z.1 + t * V z.2 -
(alpha * t * (1 - t) / 2) * ‖z.1 - z.2‖ ^ 2 := by
change UniformConvexOn (Set.univ : Set E)
(fun r : ℝ => alpha / 2 * r ^ 2) V at hV
rcases hV with ⟨_, hVineq⟩
have h := hVineq
(x := z.1) (by simp)
(y := z.2) (by simp)
(a := 1 - t) (b := t)
(sub_nonneg.mpr ht.2) ht.1 (by ring)
change V ((1 - t) • z.1 + t • z.2) ≤
(1 - t) * V z.1 + t * V z.2 -
(alpha * t * (1 - t) / 2) * ‖z.1 - z.2‖ ^ 2
calc
V ((1 - t) • z.1 + t • z.2) ≤
(1 - t) * V z.1 + t * V z.2 -
(1 - t) * t * (alpha / 2 * ‖z.1 - z.2‖ ^ 2) := by
simpa only [smul_eq_mul] using h
_ = (1 - t) * V z.1 + t * V z.2 -
(alpha * t * (1 - t) / 2) * ‖z.1 - z.2‖ ^ 2 := by
ring
/-- Integrating the pointwise strong-convexity estimate preserves the same
upper bound when both real-valued sides are explicitly integrable. -/
theorem integral_potential_pointMap_le
{V : E → ℝ} {alpha t : ℝ} (gamma : Measure (E × E))
(hV : StrongConvexOn (Set.univ : Set E) alpha V)
(ht : t ∈ Icc (0 : ℝ) 1)
(hleft : Integrable (fun z => V (pointMap (E := E) t z)) gamma)
(hright : Integrable
(fun z =>
(1 - t) * V z.1 + t * V z.2 -
(alpha * t * (1 - t) / 2) * ‖z.1 - z.2‖ ^ 2) gamma) :
(∫ z, V (pointMap (E := E) t z) ∂gamma) ≤
∫ z,
((1 - t) * V z.1 + t * V z.2 -
(alpha * t * (1 - t) / 2) * ‖z.1 - z.2‖ ^ 2) ∂gamma := by
exact integral_mono hleft hright (fun z => potential_pointMap_le hV ht z)
/-- Integrating a strongly measurable potential against the displacement
marginal is exactly integrating the potential along the affine point map under
the original coupling. -/
theorem integral_displacementInterpolation_eq_integral_pointMap
{V : E → ℝ} (gamma : Measure (E × E)) (t : ℝ)
(hV : StronglyMeasurable V) :
(∫ x, V x ∂displacementInterpolation gamma t) =
∫ z, V (pointMap (E := E) t z) ∂gamma := by
unfold displacementInterpolation
exact integral_map_of_stronglyMeasurable
(measurable_pointMap (E := E) t) hV
/-- Source-oriented potential-energy inequality for a displacement marginal.
The right side is intentionally still written on the endpoint coupling; a
later bookkeeping node may rewrite its three integrals using the two marginals
and the quadratic transport cost. -/
theorem integral_potential_displacementInterpolation_le
{V : E → ℝ} {alpha t : ℝ} (gamma : Measure (E × E))
(hVstrong : StrongConvexOn (Set.univ : Set E) alpha V)
(hVmeas : StronglyMeasurable V)
(ht : t ∈ Icc (0 : ℝ) 1)
(hleft : Integrable (fun z => V (pointMap (E := E) t z)) gamma)
(hright : Integrable
(fun z =>
(1 - t) * V z.1 + t * V z.2 -
(alpha * t * (1 - t) / 2) * ‖z.1 - z.2‖ ^ 2) gamma) :
(∫ x, V x ∂displacementInterpolation gamma t) ≤
∫ z,
((1 - t) * V z.1 + t * V z.2 -
(alpha * t * (1 - t) / 2) * ‖z.1 - z.2‖ ^ 2) ∂gamma := by
rw [integral_displacementInterpolation_eq_integral_pointMap gamma t hVmeas]
exact integral_potential_pointMap_le gamma hVstrong ht hleft hright
end
end DisplacementPotentialEnergy
end Measure
end TechnicalLemmas
end AutoSamplingTheory