Download lean/OAI/Analysis/Crouzeix/DensityCompatibility.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 5.87 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Analysis/Crouzeix/DensityCompatibility.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Analysis/Crouzeix/DensityCompatibility.lean
-
curl -L -o DensityCompatibility.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Analysis/Crouzeix/DensityCompatibility.lean
5.87 kB
| import Mathlib | |
| import OAI.Analysis.Crouzeix.Density | |
| import OAI.Analysis.Crouzeix.DiskEndpoint | |
| import OAI.Analysis.Crouzeix.TensorDensity | |
| namespace OAI | |
| /-! Density Compatibility. -/ | |
| noncomputable section | |
| open MeasureTheory | |
| open scoped InnerProductSpace TensorProduct Matrix Matrix.Norms.L2Operator MatrixOrder ComplexOrder | |
| namespace CrouzeixHilbert | |
| namespace Boundary | |
| def toHSCLM (n : ℕ) : Coeff n →L[ℂ] HS n := | |
| ({ toFun := toHS | |
| map_add' := fun _ _ => by apply PiLp.ext; intro ij; rfl | |
| map_smul' := fun _ _ => by apply PiLp.ext; intro ij; rfl } : | |
| Coeff n →ₗ[ℂ] HS n).toContinuousLinearMap | |
| @[simp] theorem toHSCLM_apply {n : ℕ} (X : Coeff n) : toHSCLM n X = toHS X := rfl | |
| def weightedPartialTraceCLM {n : ℕ} (X Y : Coeff n) : Coeff n →L[ℂ] Coeff n := | |
| ({ toFun E := weightedPartialTrace E X Y | |
| map_add' E G := by simp [weightedPartialTrace, mul_add, add_mul] | |
| map_smul' c E := by simp [weightedPartialTrace] } : | |
| Coeff n →ₗ[ℂ] Coeff n).toContinuousLinearMap | |
| @[simp] theorem weightedPartialTraceCLM_apply {n : ℕ} (E X Y : Coeff n) : | |
| weightedPartialTraceCLM X Y E = weightedPartialTrace E X Y := rfl | |
| theorem integral_weightedPartialTrace {α : Type*} [MeasurableSpace α] | |
| {μ : Measure α} {n : ℕ} (E : α → Coeff n) (hE : Integrable E μ) (X Y : Coeff n) : | |
| (∫ t, weightedPartialTrace (E t) X Y ∂μ) = | |
| weightedPartialTrace (∫ t, E t ∂μ) X Y := | |
| (weightedPartialTraceCLM X Y).integral_comp_comm hE | |
| def densityContinuous {n : ℕ} (E : C(CircleSpace, Coeff n)) (X Y : Coeff n) : | |
| C(CircleSpace, HS n) := | |
| ⟨fun t => toHS (weightedPartialTrace (E t) X Y), | |
| (toHSCLM n).continuous.comp ((weightedPartialTraceCLM X Y).continuous.comp E.continuous)⟩ | |
| def densityLp {n : ℕ} (E : C(CircleSpace, Coeff n)) (X Y : Coeff n) : BoundaryL2 n := | |
| ContinuousMap.toLp 2 circleMeasure ℂ (densityContinuous E X Y) | |
| theorem densityLp_apply_ae {n : ℕ} (E : C(CircleSpace, Coeff n)) (X Y : Coeff n) : | |
| densityLp E X Y =ᵐ[circleMeasure] fun t => toHS (weightedPartialTrace (E t) X Y) := | |
| ContinuousMap.coeFn_toLp _ _ | |
| theorem matrixMean_densityLp {n : ℕ} (E : C(CircleSpace, Coeff n)) (X Y : Coeff n) : | |
| matrixMean (densityLp E X Y) = weightedPartialTrace (∫ t, E t ∂circleMeasure) X Y := by | |
| rw [← integral_weightedPartialTrace E | |
| (E.continuous.integrable_of_hasCompactSupport (HasCompactSupport.of_compactSpace _))] | |
| ext i j | |
| change (∫ t, densityLp E X Y t (i,j) ∂circleMeasure) = _ | |
| have hi : Integrable (fun t => weightedPartialTrace (E t) X Y) circleMeasure := | |
| (weightedPartialTraceCLM X Y).integrable_comp | |
| (E.continuous.integrable_of_hasCompactSupport (HasCompactSupport.of_compactSpace _)) | |
| let e : Coeff n →L[ℂ] ℂ := | |
| (PiLp.proj 2 (fun _ : Fin n × Fin n => ℂ) (i,j)).comp (toHSCLM n) | |
| change (∫ t, densityLp E X Y t (i,j) ∂circleMeasure) = | |
| e (∫ t, weightedPartialTrace (E t) X Y ∂circleMeasure) | |
| rw [← e.integral_comp_comm hi] | |
| apply integral_congr_ae | |
| filter_upwards [densityLp_apply_ae E X Y] with t ht | |
| rw [ht] | |
| rfl | |
| theorem matrixMean_densityLp_mass_one {n : ℕ} (E : C(CircleSpace, Coeff n)) | |
| (hmass : ∫ t, E t ∂circleMeasure = 1) (X Y : Coeff n) : | |
| matrixMean (densityLp E X Y) = (Xᴴ * Y)ᵀ := by | |
| rw [matrixMean_densityLp, hmass, weightedPartialTrace, mul_one] | |
| theorem densityLp_block_posSemidef {n : ℕ} (E : C(CircleSpace, Coeff n)) | |
| (hE : ∀ t, (E t).PosSemidef) (X Y : Coeff n) : | |
| ∀ᵐ t ∂circleMeasure, | |
| (Matrix.fromBlocks (ofHS (densityLp E X X t)) | |
| (ofHS (densityLp E X Y t))ᴴ (ofHS (densityLp E X Y t)) | |
| (ofHS (densityLp E Y Y t))).PosSemidef := by | |
| filter_upwards [densityLp_apply_ae E X X, densityLp_apply_ae E Y Y, | |
| densityLp_apply_ae E X Y] with t hp hq hr | |
| simp only [hp, hq, hr, ofHS_toHS] | |
| have hs : (weightedPartialTrace (E t) X Y)ᴴ = weightedPartialTrace (E t) Y X := by | |
| simp only [weightedPartialTrace, Matrix.conjTranspose_transpose_eq_transpose_conjTranspose, | |
| Matrix.conjTranspose_mul, (hE t).isHermitian.eq, Matrix.conjTranspose_conjTranspose, | |
| Matrix.mul_assoc] | |
| rw [hs] | |
| exact weightedPartialTrace_block_posSemidef (E t) (hE t) X Y | |
| theorem densityLp_self_hermitian {n : ℕ} (E : C(CircleSpace, Coeff n)) | |
| (hE : ∀ t, (E t).PosSemidef) (X : Coeff n) : | |
| ∀ᵐ t ∂circleMeasure, (ofHS (densityLp E X X t)).IsHermitian := by | |
| filter_upwards [densityLp_apply_ae E X X] with t ht | |
| rw [ht, ofHS_toHS] | |
| exact ((hE t).conjTranspose_mul_mul_same X).transpose.isHermitian | |
| end Boundary | |
| open Boundary | |
| theorem inner_vectorization {n : ℕ} (X Y : Coeff n) : | |
| ⟪vectorization X, vectorization Y⟫_ℂ = (Xᴴ * Y).trace := by | |
| let e : Amplification (EuclideanSpace ℂ (Fin n)) n →ₗᵢ[ℂ] | |
| EuclideanSpace ℂ (Fin n × Fin n) := | |
| ⟨(matrixAmplificationCoordinates n n).toLinearMap, norm_matrixAmplificationCoordinates n n⟩ | |
| rw [← e.inner_map_map] | |
| change ⟪matrixAmplificationCoordinates n n (vectorization X), | |
| matrixAmplificationCoordinates n n (vectorization Y)⟫_ℂ = _ | |
| rw [vectorization_coordinates, vectorization_coordinates, inner_toHS] | |
| theorem weightedPartialTrace_testing {n : ℕ} (E : Coeff n) (hE : E.IsHermitian) | |
| (X Y U : Coeff n) : | |
| ⟪toHS (weightedPartialTrace E X Y), toHS U⟫_ℂ = | |
| ⟪vectorization Y, tensorOperator (Matrix.toEuclideanCLM (𝕜 := ℂ) E) U | |
| (vectorization X)⟫_ℂ := by | |
| rw [tensorOperator_vectorization, inner_vectorization, inner_toHS] | |
| simp only [weightedPartialTrace, Matrix.conjTranspose_transpose_eq_transpose_conjTranspose, | |
| Matrix.conjTranspose_mul, Matrix.conjTranspose_conjTranspose, hE.eq] | |
| rw [← Matrix.trace_transpose (_ * U), Matrix.transpose_mul, | |
| Matrix.transpose_transpose, Matrix.trace_mul_comm Uᵀ] | |
| simp only [Matrix.mul_assoc] | |
| end CrouzeixHilbert | |
| end | |
| end OAI | |