openAI-math-dataset / lean /OAI /Geometry /Kahler /BaseLogApproximation.lean
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Add lean source and binary files (part 69)
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import OAI.Geometry.Kahler.BaseLogFactor
namespace OAI
open Complex
open scoped ContDiff Matrix Matrix.Norms.Elementwise
open scoped ContDiff Matrix Matrix.Norms.Elementwise ComplexOrder
open scoped ContDiff ComplexOrder
open scoped ContDiff ENNReal
open Set Filter Topology
open scoped ContDiff ENNReal Pointwise
open scoped ContDiff
open Set Filter Topology MeasureTheory
noncomputable section
open Set Filter Topology MeasureTheory
namespace PinchedHartogs.BaseConstruction
lemma logFactor_complex_identity (ε : ℝ) (v : ℂ) :
‖1-v‖^2+ε^2 = logFactor ‖v‖ ε*‖1-v/(logFactor ‖v‖ ε:ℂ)‖^2 := by
have hl := (logFactor_pos ‖v‖ ε).ne'
have he := logFactor_equation ‖v‖ ε
have hn := Complex.sq_norm v
simp only [Complex.normSq_apply] at hn
have hdiv : v/(logFactor ‖v‖ ε:ℂ)=( (logFactor ‖v‖ ε)⁻¹:ℝ) * v := by
push_cast; ring
rw [hdiv]
simp only [Complex.sq_norm,Complex.normSq_apply,Complex.sub_re,Complex.sub_im,Complex.one_re,
Complex.one_im,Complex.mul_re,Complex.mul_im,Complex.ofReal_re,Complex.ofReal_im,
zero_mul,sub_zero,zero_sub,add_zero]
field_simp at he ⊢
nlinarith
lemma logFactor_ratio_bound {ε : ℝ} (he : ε ≠ 0) {A : ℝ} (hA : 0 ≤ A) :
∃ θ : ℝ, 0 < θ ∧ θ < 1 ∧ ∀ q ∈ Icc 0 A, q/logFactor q ε ≤ θ := by
have hc : Continuous (fun q : ℝ => q/logFactor q ε) :=
continuous_id.div (logFactor_continuous.comp (continuous_id.prodMk continuous_const))
(fun q => (logFactor_pos q ε).ne')
obtain ⟨q,hq,hmax⟩ := isCompact_Icc.exists_isMaxOn (nonempty_Icc.mpr hA) hc.continuousOn
let θ := (1+q/logFactor q ε)/2
have hr : q/logFactor q ε < 1 := (div_lt_one (logFactor_pos q ε)).mpr (logFactor_gt he)
have hr0 : 0 ≤ q/logFactor q ε := div_nonneg hq.1 (logFactor_pos q ε).le
refine ⟨θ,by dsimp [θ]; linarith,by dsimp [θ]; linarith,?_⟩
intro r hr'
exact (hmax hr').trans (by dsimp [θ]; linarith)
def logMean (ε : ℝ) (v : ℂ) : ℝ := Real.log (logFactor ‖v‖ ε)-Real.log (1+ε^2)
def logNormalized (ε : ℝ) (v : ℂ) : ℂ := v/(logFactor ‖v‖ ε:ℂ)
def logTerm (ε : ℝ) (n : ℕ) (v : ℂ) : ℝ := -2*((logNormalized ε v)^(n+1)).re/(n+1)
def logTruncation (ε : ℝ) (M : ℕ) (v : ℂ) : ℝ := logMean ε v+∑ n ∈ Finset.range M, logTerm ε n v
lemma logNormalized_norm_lt {ε : ℝ} (he : ε ≠ 0) (v : ℂ) : ‖logNormalized ε v‖ < 1 := by
rw [logNormalized,norm_div,Complex.norm_real,Real.norm_eq_abs,abs_of_pos (logFactor_pos _ _)]
exact (div_lt_one (logFactor_pos _ _)).mpr (logFactor_gt he)
lemma regularizedLog_hasSum {ε : ℝ} (he : ε ≠ 0) (v : ℂ) :
HasSum (fun n => logTerm ε n v) (regularizedLog 1 ε v-logMean ε v) := by
have hs := (Complex.hasSum_re (Complex.hasSum_taylorSeries_neg_log' (logNormalized_norm_lt he v))).mul_left (-2)
have heq : Real.log (‖1-v‖^2+ε^2)=Real.log (logFactor ‖v‖ ε)+Real.log (‖1-logNormalized ε v‖^2) := by
rw [logFactor_complex_identity]
apply Real.log_mul (logFactor_pos _ _).ne'
apply pow_ne_zero
apply norm_ne_zero_iff.mpr
intro hz
have hh := congrArg norm (sub_eq_zero.mp hz)
rw [norm_one] at hh
exact (ne_of_lt (logNormalized_norm_lt he v)) hh.symm
have hval : -2 * (-Complex.log (1-logNormalized ε v)).re = regularizedLog 1 ε v-logMean ε v := by
rw [Complex.neg_re,Complex.log_re,regularizedLog_eq 1 ε v he]
simp only [Complex.ofReal_one,one_mul,logMean]
rw [heq,Real.log_pow]
ring
rw [hval] at hs
apply hs.congr_fun
intro n
simp only [logTerm,Complex.div_re,Complex.add_re,Complex.natCast_re,Complex.one_re,
Complex.add_im,Complex.natCast_im,Complex.one_im,add_zero,mul_zero,add_zero,
Complex.normSq_apply]
field_simp
ring
lemma logTerm_bound {ε θ : ℝ} (hθ : 0 ≤ θ) {v : ℂ} (hv : ‖logNormalized ε v‖ ≤ θ) (n : ℕ) :
|logTerm ε n v| ≤ 2*θ^(n+1) := by
have hn : (1:ℝ) ≤ n+1 := by have := Nat.cast_nonneg (α:=ℝ) n; linarith
calc
_ = 2*|((logNormalized ε v)^(n+1)).re|/(n+1) := by
simp only [logTerm,abs_div,abs_mul,abs_of_pos (by positivity : (0:ℝ)<n+1)]
norm_num
_ ≤ 2*‖(logNormalized ε v)^(n+1)‖/(n+1) := by gcongr; exact Complex.abs_re_le_norm _
_ ≤ 2*θ^(n+1)/(n+1) := by rw [norm_pow]; gcongr
_ ≤ 2*θ^(n+1) := div_le_self (by positivity) hn
lemma logTruncation_error {ε θ : ℝ} (he : ε ≠ 0) (hθ : 0 ≤ θ) (hθ1 : θ < 1)
{v : ℂ} (hv : ‖logNormalized ε v‖ ≤ θ) (M : ℕ) :
|regularizedLog 1 ε v-logTruncation ε M v| ≤ 2*θ^(M+1)/(1-θ) := by
have hsum := regularizedLog_hasSum he v
have htail : regularizedLog 1 ε v-logTruncation ε M v = ∑' n : ℕ, logTerm ε (n+M) v := by
have h := hsum.summable.sum_add_tsum_nat_add M
rw [hsum.tsum_eq] at h
dsimp [logTruncation]
linarith
rw [htail,← Real.norm_eq_abs]
have hbound : ∀ n : ℕ, ‖logTerm ε (n+M) v‖ ≤ (2*θ^(M+1))*θ^n := by
intro n
rw [Real.norm_eq_abs]
calc
_ ≤ 2*θ^(n+M+1) := logTerm_bound hθ hv (n+M)
_ = _ := by rw [show n+M+1=(M+1)+n by omega,pow_add]; ring
have hg : Summable (fun n : ℕ => (2*θ^(M+1))*θ^n) := (summable_geometric_of_lt_one hθ hθ1).mul_left _
have hn : Summable (fun n : ℕ => ‖logTerm ε (n+M) v‖) :=
hg.of_nonneg_of_le (fun _ => norm_nonneg _) hbound
calc
_ ≤ ∑' n : ℕ, ‖logTerm ε (n+M) v‖ := norm_tsum_le_tsum_norm hn
_ ≤ ∑' n : ℕ, (2*θ^(M+1))*θ^n := hn.tsum_le_tsum hbound hg
_ = _ := by rw [tsum_mul_left,tsum_geometric_of_lt_one hθ hθ1]; rfl
lemma logNormalized_continuous (ε : ℝ) : Continuous (logNormalized ε) := by
unfold logNormalized
exact continuous_id.div
(Complex.continuous_ofReal.comp (logFactor_continuous.comp (continuous_norm.prodMk continuous_const)))
(fun v => Complex.ofReal_ne_zero.mpr (logFactor_pos _ _).ne')
lemma logMean_continuous (ε : ℝ) : Continuous (logMean ε) := by
unfold logMean
exact ((logFactor_continuous.comp (continuous_norm.prodMk continuous_const)).log
(fun v => (logFactor_pos _ _).ne')).sub continuous_const
lemma logTerm_continuous (ε : ℝ) (n : ℕ) : Continuous (logTerm ε n) := by
unfold logTerm
exact (continuous_const.mul (Complex.continuous_re.comp ((logNormalized_continuous ε).pow _))).div_const _
lemma logTruncation_continuous (ε : ℝ) (M : ℕ) : Continuous (logTruncation ε M) := by
unfold logTruncation
exact (logMean_continuous ε).add (continuous_finsetSum _ (fun n _ => logTerm_continuous ε n))
end PinchedHartogs.BaseConstruction
end
end OAI