Download lean/OAI/Probability/RadialTransition/BadRemoval.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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3.32 kB
| import OAI.Probability.RadialTransition.FreeClusterCover | |
| namespace OAI | |
| universe uIndex | |
| noncomputable section | |
| open scoped BigOperators ENNReal NNReal | |
| open MeasureTheory Set Filter | |
| namespace RadialTransition | |
| attribute [local instance] Classical.propDecidable | |
| def badLabels {ι : Type uIndex} [Fintype ι] (t : ℝ) (x : ι → Position) : Finset ι := | |
| Finset.univ.filter (fun i => ∃ j, i ≠ j ∧ dist (x i) (x j) < 1 ∧ | |
| ¬ (microLength t ≤ dist (x i) (x j) ∧ dist (x i) (x j) ≤ (1+(1:ℝ)/1000)*microLength t)) | |
| lemma after_removal_free {ι : Type uIndex} [Fintype ι] (t : ℝ) (x : ι → Position) : | |
| CoreFree t (fun i : {i // i ∉ badLabels t x} => x i) := by | |
| intro i j hij hd | |
| by_contra hs | |
| apply i.property | |
| exact Finset.mem_filter.mpr ⟨Finset.mem_univ _, j.val, fun he => hij (Subtype.ext he), hd, hs⟩ | |
| lemma badLabels_energy {ι : Type uIndex} [Fintype ι] {t : ℝ} (ht : 0 ≤ t) (x : ι → Position) : | |
| t^2 * (badLabels t x).card / 2 ≤ orderedEnergy (corePotential t) x := by | |
| classical | |
| have hrow (i : ι) : (if i ∈ badLabels t x then t^2 else 0) ≤ | |
| ∑ j, if i ≠ j then corePotential t (nndist (x i) (x j)) else 0 := by | |
| have hnon (j : ι) : (0:ℝ) ≤ if i ≠ j then corePotential t (nndist (x i) (x j)) else 0 := by | |
| split_ifs | |
| · exact coreReal_nonneg _ _ | |
| · rfl | |
| by_cases hi : i ∈ badLabels t x | |
| · obtain ⟨j,hij,hd,hs⟩ := (Finset.mem_filter.mp hi).2 | |
| have hfull : corePotential t (nndist (x i) (x j)) = t^2 := coreReal_full_of_not_shell ht hd.le hs | |
| rw [ite_eq_left hi] | |
| have hh := Finset.single_le_sum (fun k _ => hnon k) (Finset.mem_univ j) | |
| simpa only [ite_eq_left hij, hfull] using hh | |
| · rw [ite_eq_right hi] | |
| exact Finset.sum_nonneg (fun j _ => hnon j) | |
| have hh := Finset.sum_le_sum (fun i (_ : i ∈ (Finset.univ : Finset ι)) => hrow i) | |
| have hsum : (∑ i : ι, if i ∈ badLabels t x then t^2 else 0) = t^2*(badLabels t x).card := by | |
| rw [← Finset.sum_filter] | |
| simp [mul_comm] | |
| rw [hsum] at hh | |
| exact div_le_div_of_nonneg_right hh (by norm_num) | |
| def removalWeight (t β : ℝ) (s : Multiset Position) : ℝ≥0∞ := | |
| ENNReal.ofReal (Real.exp (-β*t^2*s.card/2)) | |
| lemma measurable_removalWeight (t β : ℝ) : MeasurableConfiguration (removalWeight t β) := by | |
| intro s ι _ | |
| simp only [removalWeight, Multiset.card_add, configurationMultiset_card] | |
| exact measurable_const | |
| lemma particleBase_removalWeight {μ : Measure Position} (hμ : μ univ ≠ ⊤) (t β z : ℝ) : | |
| (∫⁻ x, removalWeight t β (particleMultiset x) ∂particleBase μ z) = | |
| ENNReal.ofReal (Real.exp ((μ univ).toReal*Real.exp (z-β*t^2/2))) := by | |
| have hm := measurable_particleObservable _ (measurable_removalWeight t β) 0 | |
| simp only [zero_add] at hm | |
| have hh := lintegral_particleBase μ (z-β*t^2/2) (f := fun _ => (1:ℝ≥0∞)) measurable_const | |
| simp only [lintegral_one] at hh | |
| rw [lintegral_particleBase μ z hm, ← particleBase_univ hμ (z-β*t^2/2), hh] | |
| apply tsum_congr | |
| intro n | |
| simp only [particleMultiset, removalWeight, configurationMultiset_card, Fintype.card_fin, | |
| lintegral_const] | |
| rw [← mul_assoc, ← ENNReal.ofReal_mul (by positivity)] | |
| congr 2 | |
| rw [div_mul_eq_mul_div, ← Real.exp_add] | |
| congr 1 | |
| ring_nf | |
| end RadialTransition | |
| end | |
| end OAI | |