Download lean/OAI/Probability/InvariantIsing/Haar/HaarFunctionalCurvature.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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2.57 kB
| import OAI.Probability.InvariantIsing.Haar.HaarPlaneFrame | |
| namespace OAI | |
| /-! The sum of squared Lie brackets, with the precise dimension factor. -/ | |
| noncomputable section | |
| open Matrix | |
| open scoped BigOperators | |
| namespace InvariantIsing | |
| def planeFunctionalMatrix {N : ℕ} | |
| (ell : Matrix (Fin N) (Fin N) ℝ →ₗ[ℝ] ℝ) : Matrix (Fin N) (Fin N) ℝ := | |
| Matrix.of fun i j => ell (planeGenerator i j) | |
| lemma planeFunctionalMatrix_skew {N : ℕ} | |
| (ell : Matrix (Fin N) (Fin N) ℝ →ₗ[ℝ] ℝ) : | |
| (planeFunctionalMatrix ell).transpose = -planeFunctionalMatrix ell := by | |
| ext i j | |
| change ell (planeGenerator j i) = -ell (planeGenerator i j) | |
| rw [planeGenerator_swap,map_neg] | |
| lemma sum_plane_functional_bracket_sq {N : ℕ} | |
| (ell : Matrix (Fin N) (Fin N) ℝ →ₗ[ℝ] ℝ) | |
| (E : Matrix (Fin N) (Fin N) ℝ) (hE : E.transpose = -E) : | |
| (∑ i, ∑ j, (ell (E*planeGenerator i j-planeGenerator i j*E))^2) = | |
| matrixFrobeniusPair (E*planeFunctionalMatrix ell-planeFunctionalMatrix ell*E) | |
| (E*planeFunctionalMatrix ell-planeFunctionalMatrix ell*E) := by | |
| let A := planeFunctionalMatrix ell | |
| have hA : A.transpose = -A := planeFunctionalMatrix_skew ell | |
| have hs (i j : Fin N) : | |
| 4*(ell (E*planeGenerator i j-planeGenerator i j*E))^2 = | |
| (matrixFrobeniusPair (E*A-A*E) (planeGenerator i j))^2 := by | |
| have hr := plane_functional_representation ell | |
| (E*planeGenerator i j-planeGenerator i j*E) | |
| (skew_matrix_bracket hE (planeGenerator_transpose i j)) | |
| have hb := matrixFrobeniusPair_bracket E A (planeGenerator i j) hE | |
| change matrixFrobeniusPair A _ = _ at hr | |
| rw [hr] at hb | |
| rw [hb] | |
| ring | |
| have ht := sum_matrixFrobeniusPair_plane_sq (E*A-A*E) (skew_matrix_bracket hE hA) | |
| simp_rw [← hs] at ht | |
| simp only [← Finset.mul_sum] at ht | |
| change _ = matrixFrobeniusPair (E*A-A*E) (E*A-A*E) | |
| linarith | |
| /-- The ordered-plane convention has curvature factor `N - 2`. The factor | |
| four here becomes one after the antisymmetric Hessian estimate. -/ | |
| theorem sum_plane_functional_double_bracket_sq {N : ℕ} | |
| (ell : Matrix (Fin N) (Fin N) ℝ →ₗ[ℝ] ℝ) : | |
| (∑ i, ∑ j, ∑ k, ∑ l, | |
| (ell (planeGenerator i j*planeGenerator k l- | |
| planeGenerator k l*planeGenerator i j))^2) = | |
| (4*((N : ℝ)-2))*(∑ i, ∑ j, (ell (planeGenerator i j))^2) := by | |
| simp_rw [sum_plane_functional_bracket_sq ell _ (planeGenerator_transpose _ _)] | |
| rw [sum_planeGenerator_bracket_norm_sq _ (planeFunctionalMatrix_skew ell), | |
| matrixFrobeniusPair_self] | |
| rfl | |
| end InvariantIsing | |
| end | |
| end OAI | |