import OAI.Probability.SATVariance.FiniteVariance namespace OAI noncomputable section open MeasureTheory ProbabilityTheory namespace RandomKSAT open scoped Classical ENNReal lemma integrated_tail_subcritical {F : ℝ → ℝ} (hF : Antitone F) {A θ : ℝ} (hθ : θ < 1) (hbound : ∀ a ∈ Set.Ioo (0 : ℝ) 1, F a ≤ A * a^(-θ)) : (∫ a in (0 : ℝ)..1, F a) ≤ A / (1-θ) := by have hp : -1 < -θ := by linarith calc (∫ a in (0 : ℝ)..1, F a) ≤ ∫ a in (0 : ℝ)..1, A*a^(-θ) := by apply intervalIntegral.integral_mono_on_of_le_Ioo (by norm_num) hF.intervalIntegrable ((intervalIntegral.intervalIntegrable_rpow' hp).const_mul A) exact hbound _ = A/(1-θ) := by rw [intervalIntegral.integral_const_mul, integral_rpow (Or.inl hp), Real.one_rpow, Real.zero_rpow (by linarith : -θ+1 ≠ 0)] ring lemma integrated_tail_critical {F : ℝ → ℝ} (hF : Antitone F) {A L : ℝ} (hA : 1 ≤ A) (hL : 1 ≤ L) (hmass : ∀ a, F a ≤ L) (hbound : ∀ a ∈ Set.Ioo (0 : ℝ) 1, F a ≤ A/a) : (∫ a in (0 : ℝ)..1, F a) ≤ A * (1+Real.log L) := by have hL₀ : 0 < L := by linarith have hd : 0 < L⁻¹ := inv_pos.mpr hL₀ have hd1 : L⁻¹ ≤ 1 := (inv_le_one₀ hL₀).mpr hL have hleft : (∫ a in (0 : ℝ)..L⁻¹, F a) ≤ 1 := by calc _ ≤ ∫ _a in (0 : ℝ)..L⁻¹, L := by exact intervalIntegral.integral_mono_on hd.le hF.intervalIntegrable intervalIntegrable_const (fun a _ => hmass a) _ = 1 := by simp [intervalIntegral.integral_const, hL₀.ne'] have hIi : IntervalIntegrable (fun a : ℝ => a⁻¹) volume L⁻¹ 1 := by apply intervalIntegral.intervalIntegrable_inv _ continuous_id.continuousOn intro a ha rw [Set.uIcc_of_le hd1] at ha exact (hd.trans_le ha.1).ne' have hright : (∫ a in L⁻¹..(1 : ℝ), F a) ≤ A*Real.log L := by calc _ ≤ ∫ a in L⁻¹..(1 : ℝ), A*a⁻¹ := by apply intervalIntegral.integral_mono_on_of_le_Ioo hd1 hF.intervalIntegrable (hIi.const_mul A) intro a ha simpa only [div_eq_mul_inv] using hbound a ⟨lt_trans hd ha.1, ha.2⟩ _ = A*Real.log L := by rw [intervalIntegral.integral_const_mul, integral_inv_of_pos hd (by norm_num)] simp calc _ = (∫ a in (0 : ℝ)..L⁻¹, F a) + (∫ a in L⁻¹..(1 : ℝ), F a) := (intervalIntegral.integral_add_adjacent_intervals hF.intervalIntegrable hF.intervalIntegrable).symm _ ≤ 1 + A*Real.log L := add_le_add hleft hright _ ≤ A*(1+Real.log L) := by nlinarith end RandomKSAT end end OAI