openAI-math-dataset / lean /OAI /Analysis /HardSphere /Density /DensityLinearity.lean
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Add lean source and binary files (part 18)
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import Mathlib
import OAI.Analysis.HardSphere.Density.DensityOperators
namespace OAI
noncomputable section
open scoped ComplexOrder InnerProductSpace NNReal ENNReal
namespace HardSphere.Density
open ContinuousLinearMap
variable {H K : Type*} [NormedAddCommGroup H] [InnerProductSpace ℂ H] [CompleteSpace H]
[NormedAddCommGroup K] [InnerProductSpace ℂ K] [CompleteSpace K]
lemma Operator.compression_summable (T : Operator H) (A : H →L[ℂ] K) :
Summable (fun j : basisSet K ↦
(inner ℂ (A.adjoint (basis K j)) (T.toCLM (A.adjoint (basis K j)))).re) := by
have hh := (T.entry_summable A (basis K)).prod_symm.prod
convert hh using 1
funext j
change _ = ∑' i : basisSet H,T.entry A (basis K) i j
rw [(T.entry_col A (basis K) j).tsum_eq,T.root_norm_sq]
lemma Operator.compressionTrace_linear (T U V : Operator H) (A : H →L[ℂ] K)
(c d : ℝ) (hV : V.toCLM=c • T.toCLM+d • U.toCLM) :
V.compressionTrace A=c*T.compressionTrace A+d*U.compressionTrace A := by
unfold Operator.compressionTrace
simp only [hV,add_apply,smul_apply,inner_add_right,inner_smul_right_eq_smul,
Complex.add_re,Complex.smul_re,smul_eq_mul]
rw [((T.compression_summable A).mul_left c).tsum_add ((U.compression_summable A).mul_left d),
tsum_mul_left,tsum_mul_left]
omit [CompleteSpace H] in
lemma rankOne_diagonal (x y : H) :
(inner ℂ x ((InnerProductSpace.rankOne ℂ y y) x)).re=‖inner ℂ x y‖^2 := by
rw [InnerProductSpace.rankOne_apply,inner_smul_right,←inner_conj_symm y x]
rw [Complex.conj_mul']
norm_cast
def pure (x : H) (hx : ‖x‖=1) : Operator H where
toCLM := InnerProductSpace.rankOne ℂ x x
positive := ContinuousLinearMap.nonneg_iff_isPositive.mpr (InnerProductSpace.isPositive_rankOne_self x)
trace_one := by
simpa only [rankOne_diagonal,hx,one_pow] using parseval (basis H) x
lemma pure_compression (x : H) (hx : ‖x‖=1) (A : H →L[ℂ] K) :
(pure x hx).compressionTrace A=‖A x‖^2 := by
unfold Operator.compressionTrace
change (∑' j : basisSet K,(inner ℂ (A.adjoint (basis K j))
((InnerProductSpace.rankOne ℂ x x) (A.adjoint (basis K j)))).re)=_
calc
_ = ∑' j : basisSet K,‖inner ℂ (A.adjoint (basis K j)) x‖^2 :=
tsum_congr fun j ↦ rankOne_diagonal _ _
_ = ∑' j : basisSet K,‖inner ℂ (basis K j) (A x)‖^2 := by simp only [A.adjoint_inner_left]
_ = _ := (parseval (basis K) (A x)).tsum_eq
end HardSphere.Density
namespace HardSphere.Density
open ContinuousLinearMap
variable {H : Type*} [NormedAddCommGroup H] [InnerProductSpace ℂ H] [CompleteSpace H]
omit [CompleteSpace H] in
lemma projection_diagonal (V : Submodule ℂ H) [FiniteDimensional ℂ V] (x : H) :
(inner ℂ x (V.starProjection x)).re=
∑j : Fin (Module.finrank ℂ V),‖inner ℂ x ((stdOrthonormalBasis ℂ V j : V):H)‖^2 := by
rw [(stdOrthonormalBasis ℂ V).starProjection_eq_sum_rankOne]
simp only [sum_apply,inner_sum,Complex.re_sum,rankOne_diagonal]
lemma projection_trace (V : Submodule ℂ H) [FiniteDimensional ℂ V] :
HasSum (fun i : basisSet H ↦ (inner ℂ (basis H i) (V.starProjection (basis H i))).re)
(Module.finrank ℂ V : ℝ) := by
have hj (j : Fin (Module.finrank ℂ V)) :
HasSum (fun i : basisSet H ↦ ‖inner ℂ (basis H i) ((stdOrthonormalBasis ℂ V j : V):H)‖^2) 1 := by
simpa only [Submodule.norm_coe,(stdOrthonormalBasis ℂ V).norm_eq_one,one_pow] using
parseval (basis H) ((stdOrthonormalBasis ℂ V j : V):H)
have hh := hasSum_sum (s:=Finset.univ) (fun j _ ↦ hj j)
simpa only [projection_diagonal,Finset.sum_const,Finset.card_univ,Fintype.card_fin,nsmul_eq_mul,mul_one] using hh
def normalizedProjection (V : Submodule ℂ H) [FiniteDimensional ℂ V] [Nontrivial V] : Operator H where
toCLM := ((Module.finrank ℂ V:ℝ)⁻¹) • V.starProjection
positive := smul_nonneg (inv_nonneg.mpr (Nat.cast_nonneg _)) isStarProjection_starProjection.nonneg
trace_one := by
have hd : (Module.finrank ℂ V:ℝ)≠0 := by exact_mod_cast (Module.finrank_pos (R:=ℂ) (M:=V)).ne'
have hh := (projection_trace V).mul_left ((Module.finrank ℂ V:ℝ)⁻¹)
simpa only [smul_apply,inner_smul_right_eq_smul,Complex.smul_re,smul_eq_mul,inv_mul_cancel₀ hd] using hh
lemma normalizedProjection_support (V : Submodule ℂ H) [FiniteDimensional ℂ V] [Nontrivial V] :
(normalizedProjection V).toCLM.kerᗮ=V := by
have hd : (Module.finrank ℂ V:ℝ)⁻¹≠0 := inv_ne_zero (by exact_mod_cast (Module.finrank_pos (R:=ℂ) (M:=V)).ne')
have hk : (normalizedProjection V).toCLM.ker=V.starProjection.ker := by
ext x
change ((Module.finrank ℂ V:ℝ)⁻¹) • V.starProjection x=0 ↔ V.starProjection x=0
simp only [smul_eq_zero,hd,false_or]
rw [hk,V.ker_starProjection,V.orthogonal_orthogonal]
end HardSphere.Density
end
end OAI