Download lean/OAI/Geometry/Borsuk/MatrixGeometry/PositiveSlice.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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2.24 kB
| import Mathlib | |
| namespace OAI | |
| namespace BorsukNine | |
| open scoped Matrix MatrixOrder Matrix.Norms.L2Operator | |
| section PositiveSlice | |
| variable {ν : Type*} [Fintype ν] [DecidableEq ν] | |
| local notation "M" => Matrix ν ν ℝ | |
| noncomputable def unflattenMatrix : EuclideanSpace ℝ (ν × ν) →ₗ[ℝ] M where | |
| toFun x i j := x (i,j) | |
| map_add' _ _ := rfl | |
| map_smul' _ _ := rfl | |
| noncomputable def flatGram (x : EuclideanSpace ℝ (ν × ν)) : M := | |
| unflattenMatrix x * (unflattenMatrix x)ᴴ | |
| omit [DecidableEq ν] in | |
| lemma flatGram_nonneg (x : EuclideanSpace ℝ (ν × ν)) : 0 ≤ flatGram x := | |
| (Matrix.posSemidef_self_mul_conjTranspose _).nonneg | |
| omit [DecidableEq ν] in | |
| lemma flatGram_trace (x : EuclideanSpace ℝ (ν × ν)) : Matrix.trace (flatGram x) = ‖x‖ ^ 2 := by | |
| rw [EuclideanSpace.real_norm_sq_eq] | |
| simp only [flatGram,Matrix.trace,Matrix.diag,Matrix.mul_apply,Matrix.conjTranspose_apply, | |
| star_trivial,Fintype.sum_prod_type] | |
| simp only [pow_two] | |
| rfl | |
| omit [DecidableEq ν] in | |
| lemma flatGram_continuous : Continuous (flatGram (ν := ν)) := by | |
| have h := (unflattenMatrix (ν := ν)).continuous_of_finiteDimensional | |
| exact h.mul h.star | |
| lemma positive_slice_image : {Q : M | 0 ≤ Q ∧ Matrix.trace Q = 1} = | |
| flatGram '' Metric.sphere (0 : EuclideanSpace ℝ (ν × ν)) 1 := by | |
| ext Q | |
| constructor | |
| · rintro ⟨hQ,htr⟩ | |
| let x : EuclideanSpace ℝ (ν × ν) := WithLp.toLp 2 (fun p => CFC.sqrt Q p.1 p.2) | |
| have hxQ : flatGram x = Q := by | |
| change CFC.sqrt Q * star (CFC.sqrt Q) = Q | |
| rw [(CFC.sqrt_nonneg Q).isSelfAdjoint.star_eq] | |
| exact CFC.sqrt_mul_sqrt_self Q | |
| have hn : ‖x‖ ^ 2 = 1 := by rw [← flatGram_trace,hxQ,htr] | |
| have hnorm : ‖x‖ = 1 := by nlinarith [norm_nonneg x] | |
| exact ⟨x,by simpa [dist_zero_right] using hnorm,hxQ⟩ | |
| · rintro ⟨x,hx,rfl⟩ | |
| refine ⟨flatGram_nonneg x,?_⟩ | |
| have hnorm : ‖x‖ = 1 := by simpa [dist_zero_right] using hx | |
| rw [flatGram_trace,hnorm,one_pow] | |
| lemma positive_slice_compact : IsCompact {Q : M | 0 ≤ Q ∧ Matrix.trace Q = 1} := by | |
| rw [positive_slice_image] | |
| exact (isCompact_sphere (0 : EuclideanSpace ℝ (ν × ν)) 1).image flatGram_continuous | |
| end PositiveSlice | |
| end BorsukNine | |
| end OAI | |