Download lean/OAI/Analysis/FreeEntropy/FreeMatrixModels.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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1.65 kB
| import OAI.Analysis.FreeEntropy.MicrostatesLogLower | |
| namespace OAI | |
| noncomputable section | |
| open MeasureTheory ProbabilityTheory Filter | |
| open scoped Topology | |
| namespace FiniteEntropySeparation | |
| theorem gueMatrix_isHermitian {n d : ℕ} (x : MatrixIndex n d → ℝ) (i : Fin n) : (gueMatrix x i).IsHermitian := by | |
| change (((Real.sqrt d:ℂ)⁻¹) • hermitianMatrix (WithLp.toLp 2 x) i).IsHermitian | |
| simp only [Matrix.IsHermitian,Matrix.conjTranspose_smul,map_inv₀,Complex.star_def,Complex.conj_ofReal] | |
| rw [show (hermitianMatrix (WithLp.toLp 2 x) i).conjTranspose=hermitianMatrix (WithLp.toLp 2 x) i from hermitianMatrix_isHermitian _ _] | |
| theorem exists_free_matrix_models (n : ℕ) : | |
| ∃ (D : ℕ → ℕ) (A : (k : ℕ) → Fin n → Matrix (Fin (D k)) (Fin (D k)) ℂ), | |
| (∀ k,0<D k) ∧ Tendsto D atTop atTop ∧ | |
| (∀ k i,matrixOpNorm (A k i)≤64) ∧ (∀ k i,(A k i).IsHermitian) ∧ | |
| ∀ w : List (Fin n), Tendsto (fun k => matrixTraceWord (A k) w) atTop (𝓝 (FreeSeries.fockMoments n w)) := by | |
| have hex (k : ℕ) := exists_gue_model n k k (ε := 1/((k:ℝ)+1)) (by positivity) | |
| choose D hD x hx hm using hex | |
| refine ⟨D,fun k => gueMatrix (x k),fun k => lt_of_le_of_lt (Nat.zero_le _) (hD k),?_,hx,fun k i => gueMatrix_isHermitian _ _,?_⟩ | |
| · exact tendsto_atTop_mono (fun k => (hD k).le) tendsto_id | |
| · intro w | |
| rw [tendsto_iff_norm_sub_tendsto_zero] | |
| apply squeeze_zero' (Filter.Eventually.of_forall (fun _ => norm_nonneg _)) _ (tendsto_one_div_add_atTop_nhds_zero_nat) | |
| filter_upwards [eventually_ge_atTop w.length] with k hk | |
| exact (hm k w hk).le | |
| end FiniteEntropySeparation | |
| end | |
| end OAI | |