| import Mathlib |
| import OAI.Probability.SKGap.Localization.LiteralRegularity |
| import OAI.Probability.SKGap.Terminal.TerminalRates |
|
|
| namespace OAI |
|
|
| section |
| noncomputable section |
| namespace SKGap |
| open MeasureTheory Real Set Matrix |
| open scoped BigOperators Matrix.Norms.L2Operator |
| variable {n : ℕ} |
|
|
| lemma continuous_coupling_entry (i k : Fin n) : Continuous (fun g : Disorder n=>coupling g i k) := by |
| unfold coupling |
| split_ifs <;> fun_prop |
|
|
| lemma continuous_coupling_matrix : Continuous (fun g : Disorder n=>Matrix.of (coupling g)) := by |
| apply continuous_pi |
| intro i |
| apply continuous_pi |
| exact continuous_coupling_entry i |
|
|
| lemma continuous_tanh_real : Continuous tanh := |
| continuous_iff_continuousAt.mpr (fun x=>(hasDerivAt_tanh x).continuousAt) |
|
|
| lemma continuous_terminalU : Continuous (terminalU (n:=n)) := by |
| apply continuous_pi |
| intro i |
| apply continuous_pi |
| intro k |
| exact continuous_tanh_real.comp (continuous_coupling_entry i k) |
|
|
| lemma continuous_terminalQ : Continuous (terminalQ (n:=n)) := by |
| apply continuous_pi |
| intro i |
| apply continuous_pi |
| intro k |
| exact (continuous_tanh_real.comp (continuous_coupling_entry i k)).pow 2 |
|
|
| lemma continuous_principalOperatorNorm (S : Finset (Fin n)) : |
| Continuous (fun M : Matrix (Fin n) (Fin n) ℝ=>principalOperatorNorm M S) := by |
| unfold principalOperatorNorm |
| exact (continuous_matrixOperator.comp (by unfold Matrix.submatrix;fun_prop)).norm |
|
|
| lemma terminalMatrixData_measurable (M α ε : ℝ) : |
| MeasurableSet {g : Disorder n | terminalMatrixData M α ε g} := by |
| classical |
| unfold terminalMatrixData |
| simp only [ofPred_and,ofPred_forall] |
| apply MeasurableSet.inter |
| (MeasurableSet.iInter (fun i=>MeasurableSet.iInter (fun k=>measurableSet_le (continuous_coupling_entry i k).abs.measurable measurable_const))) |
| apply MeasurableSet.inter (measurableSet_le continuous_coupling_matrix.norm.measurable measurable_const) |
| apply MeasurableSet.inter (measurableSet_le continuous_terminalU.norm.measurable measurable_const) |
| apply MeasurableSet.inter (measurableSet_le continuous_terminalQ.norm.measurable measurable_const) |
| apply MeasurableSet.inter |
| · apply MeasurableSet.iInter |
| intro i |
| apply measurableSet_le _ measurable_const |
| exact (continuous_finsetSum _ (fun k _=>(continuous_tanh_real.comp (continuous_coupling_entry i k)).pow 4)).measurable |
| · apply MeasurableSet.iInter |
| intro S |
| apply MeasurableSet.iInter |
| intro _ |
| exact (measurableSet_le ((continuous_principalOperatorNorm S).comp continuous_terminalU).measurable measurable_const).inter |
| (measurableSet_le ((continuous_principalOperatorNorm S).comp continuous_terminalQ).measurable measurable_const) |
| end SKGap |
|
|
| end |
| end |
|
|
| section |
| noncomputable section |
| namespace SKGap |
| open Filter Real |
| open scoped Topology |
|
|
| lemma nat_pow_exp_div_tendsto {c : ℝ} (hc : 0 < c) (k : ℕ) : |
| Tendsto (fun n : ℕ=>(n:ℝ)^k*exp (-(n:ℝ)/c)) atTop (𝓝 0) := by |
| convert nat_pow_exp_neg_tendsto (inv_pos.mpr hc) k using 1 |
| ext n |
| congr 2 |
| ring |
|
|
| lemma nat_pow_exp_sqrt_div_tendsto {c : ℝ} (hc : 0 < c) (k : ℕ) : |
| Tendsto (fun n : ℕ=>(n:ℝ)^k*exp (-sqrt (n:ℝ)/c)) atTop (𝓝 0) := by |
| convert nat_pow_exp_sqrt_tendsto (inv_pos.mpr hc) k using 1 |
| ext n |
| congr 2 |
| ring |
|
|
| lemma terminalRawTail_tendsto {j α ε l : ℝ} (hj : 0 < j) |
| (h₅ : 0 < ε^2/(36*π^2*j)-(l*α+log (1+exp (-l)))) |
| (h₆ : 0 < ε/(4*j)-(l*α+log (1+exp (-l))+α*log 2)) : |
| Tendsto (fun n : ℕ=>terminalRawTail j α ε n l) atTop (𝓝 0) := by |
| have ht1 := (nat_pow_exp_div_tendsto (by positivity : 0 < π^2*j) 0).const_mul 2 |
| have ht2 := (nat_pow_exp_sqrt_div_tendsto (by positivity : 0 < 8*j) 1).const_mul 2 |
| have ht3 := (nat_pow_exp_sqrt_div_tendsto (by positivity : 0 < 4*j) 2).const_mul 2 |
| have ht4 := nat_pow_exp_neg_tendsto (by norm_num : (0:ℝ) < 1) 1 |
| have ht5 := (nat_pow_exp_neg_tendsto h₅ 0).const_mul 2 |
| have ht6 := nat_pow_exp_neg_tendsto h₆ 1 |
| have hh := ((((ht1.add ht2).add ht3).add ht4).add ht5).add ht6 |
| simpa only [terminalRawTail,pow_zero,pow_one,one_mul,mul_zero,add_zero,neg_mul,mul_assoc,mul_comm,mul_left_comm,mul_neg,mul_neg_one,zero_mul,mul_one] using hh |
| end SKGap |
|
|
| end |
| end |
|
|
| section |
| noncomputable section |
| namespace SKGap |
| open Filter Real |
| open scoped Topology |
|
|
| lemma sparse_parameters {j ε : ℝ} (hj : 0 < j) (hε : 0 < ε) : |
| ∃ α l : ℝ,0 < α ∧ α < 1/2 ∧ 0 ≤ l ∧ 2*sqrt (j*α) ≤ ε/6 ∧ |
| 0 < ε^2/(36*π^2*j)-(l*α+log (1+exp (-l))) ∧ |
| 0 < ε/(4*j)-(l*α+log (1+exp (-l))+α*log 2) := by |
| let δ := min (ε^2/(72*π^2*j)) (ε/(8*j)) |
| have hδ : 0 < δ := lt_min (by positivity) (by positivity) |
| have ht : Tendsto (fun l : ℝ=>log (1+exp (-l))) atTop (𝓝 0) := by |
| have hplus : Tendsto (fun l : ℝ=>1+exp (-l)) atTop (𝓝 1) := by |
| simpa using (tendsto_const_nhds.add tendsto_exp_neg_atTop_nhds_zero : Tendsto (fun l : ℝ=>1+exp (-l)) atTop (𝓝 (1+0))) |
| have h := (continuousAt_log (by norm_num : (1:ℝ) ≠ 0)).tendsto.comp hplus |
| simpa only [Function.comp_def, log_one] using h |
| obtain ⟨l,hl,hlδ⟩ := ((eventually_ge_atTop (0:ℝ)).and (ht.eventually (gt_mem_nhds (by linarith only [hδ] : (0:ℝ) < δ/2)))).exists |
| let α := min (1/4:ℝ) (min (ε^2/(144*j)) (δ/(2*(l+log 2+1)))) |
| have hlog : (0:ℝ) ≤ log 2 := log_nonneg (by norm_num) |
| have hden : 0 < 2*(l+log 2+1) := by linarith only [hl,hlog] |
| have hα : 0 < α := lt_min (by norm_num) (lt_min (by positivity) (div_pos hδ hden)) |
| have hαmax : α ≤ 1/4 := min_le_left _ _ |
| have hαedge : α ≤ ε^2/(144*j) := (min_le_right _ _).trans (min_le_left _ _) |
| have hαrate : α ≤ δ/(2*(l+log 2+1)) := (min_le_right _ _).trans (min_le_right _ _) |
| have hprod : α*(l+log 2+1) ≤ δ/2 := by |
| have h := (le_div_iff₀ hden).mp hαrate |
| nlinarith only [h] |
| have hedge : 2*sqrt (j*α) ≤ ε/6 := by |
| have hm := (le_div_iff₀ (by positivity : 0 < 144*j)).mp hαedge |
| have hs := sq_sqrt (mul_nonneg hj.le hα.le) |
| nlinarith only [hm,hs,sqrt_nonneg (j*α),hε] |
| refine ⟨α,l,hα,(by linarith only [hαmax]),hl,hedge,?_,?_⟩ |
| · have hδ1 : δ ≤ ε^2/(72*π^2*j) := min_le_left _ _ |
| have ha := mul_nonneg hα.le hlog |
| have he : ε^2/(36*π^2*j)=2*(ε^2/(72*π^2*j)) := by ring |
| rw [he] |
| nlinarith only [hδ1,hδ,hprod,hlδ,ha,hα] |
| · have hδ2 : δ ≤ ε/(8*j) := min_le_right _ _ |
| have he : ε/(4*j)=2*(ε/(8*j)) := by ring |
| rw [he] |
| nlinarith only [hδ2,hδ,hprod,hlδ,hα] |
| end SKGap |
|
|
| end |
| end |
|
|
| end OAI |
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