Download lean/OAI/Probability/GaussianInformation/Dyadic/RealizationStep.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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4.97 kB
| import Mathlib | |
| import OAI.Probability.GaussianInformation.Dyadic.Realization | |
| namespace OAI | |
| open MeasureTheory ProbabilityTheory Set | |
| open scoped BigOperators ENNReal | |
| open MeasureTheory Metric Set | |
| open scoped ENNReal NNReal | |
| open MeasureTheory Set Filter | |
| open scoped ENNReal Topology | |
| open MeasureTheory ProbabilityTheory Set Filter | |
| open scoped ENNReal Topology | |
| open InnerProductSpace Matrix MeasureTheory Set | |
| open scoped RealInnerProductSpace ENNReal | |
| open MeasureTheory ProbabilityTheory Set | |
| open scoped ENNReal NNReal | |
| namespace RepeatedLocalization | |
| open MeasureTheory ProbabilityTheory Set | |
| open scoped ENNReal | |
| lemma through_init {N t : ℕ} (w : History N (t+1)) (i : Fin t) : | |
| through (Fin.init w) i = through w i.castSucc := by | |
| funext j | |
| rfl | |
| noncomputable def extendRealization {n N t : ℕ} {s s' : AnalysisState n} | |
| {f : s.Index → History N t} {q : s.Index → FiniteChannel (Coordinate n) (Fin N)} | |
| {g : s'.Index → s.Index × Fin N} (R : Realization s f) (E : ExtensionWitness s q s' g) : | |
| Realization s' (fun j => Fin.snoc (α := fun _ : Fin (t+1) => Fin N) (f (g j).1) (g j).2) := by | |
| classical | |
| let rd := fun (z : Coordinate n) (w : History N (t+1)) => E.choose (R.read z (Fin.init w),w (Fin.last t)) z | |
| have hrd : Measurable (fun zw : Coordinate n × History N (t+1) => rd zw.1 zw.2) := by | |
| apply E.choose_meas.comp (f := fun zw : Coordinate n × History N (t+1) => ((R.read zw.1 (Fin.init zw.2),zw.2 (Fin.last t)),zw.1)) | |
| exact ((R.read_meas.comp (measurable_fst.prodMk ((measurable_of_countable (fun w : History N (t+1) => Fin.init w)).comp measurable_snd))).prodMk | |
| ((measurable_of_countable (fun w : History N (t+1) => w (Fin.last t))).comp measurable_snd)).prodMk measurable_fst | |
| have herase (z : Coordinate n) (w : History N (t+1)) : | |
| g (rd z w) = (R.read z (Fin.init w),w (Fin.last t)) := E.erase_choose _ _ | |
| let Q : Disclosure n N (t+1) := Fin.lastCases (fun z w => s'.cell (rd z w)) R.Q | |
| let tr : s'.Index → Fin (t+1) → Cell n := fun j => Fin.snoc (R.trace (g j).1) (s'.cell j) | |
| refine { | |
| Q := Q | |
| Qmeas := ?_ | |
| Qfinite := ?_ | |
| read := rd | |
| read_meas := hrd | |
| erase_read := ?_ | |
| chosen := ?_ | |
| trace := tr | |
| trace_read := ?_ | |
| trace_cube := ?_ | |
| trace_below := ?_ | |
| trace_nested := ?_ | |
| cell_cube := fun j => (E.subset j).trans (R.cell_cube (g j).1) | |
| read_mem := ?_ | |
| depth_read := ?_ } | |
| · intro i | |
| refine Fin.lastCases ?_ (fun j => ?_) i | |
| · simp only [Q,Fin.lastCases_last] | |
| change Measurable (fun zw : Coordinate n × History N (t+1) => s'.cell (rd zw.1 zw.2)) | |
| exact (measurable_of_countable s'.cell).comp hrd | |
| · simp only [Q,Fin.lastCases_castSucc] | |
| change Measurable (fun zw : Coordinate n × History N (j.val+1) => R.Q j zw.1 zw.2) | |
| exact R.Qmeas j | |
| · intro i | |
| refine Fin.lastCases ?_ (fun j => ?_) i | |
| · simp only [Q,Fin.lastCases_last] | |
| change (Set.range (fun zw : Coordinate n × History N (t+1) => s'.cell (rd zw.1 zw.2))).Finite | |
| apply (Set.finite_range s'.cell).subset | |
| rintro c ⟨zw,rfl⟩ | |
| exact ⟨rd zw.1 zw.2,rfl⟩ | |
| · simp only [Q,Fin.lastCases_castSucc] | |
| change (Set.range (fun zh : Coordinate n × History N (j.val+1) => R.Q j zh.1 zh.2)).Finite | |
| exact R.Qfinite j | |
| · intro z w | |
| rw [herase,R.erase_read] | |
| exact Fin.snoc_init_self w | |
| · intro j z hz | |
| dsimp only [rd] | |
| rw [Fin.init_snoc,Fin.snoc_last,R.chosen (g j).1 z (E.positive_parent j z hz)] | |
| exact E.chosen j z hz | |
| · intro z w i | |
| refine Fin.lastCases ?_ (fun j => ?_) i | |
| · simp [tr,Q,through_last] | |
| · simp only [tr,Q,Fin.snoc_castSucc,Fin.lastCases_castSucc] | |
| rw [herase] | |
| simpa only [through_init] using R.trace_read z (Fin.init w) j | |
| · intro j i | |
| refine Fin.lastCases ?_ (fun k => ?_) i | |
| · simp only [tr,Fin.snoc_last] | |
| exact (E.subset j).trans (R.cell_cube _) | |
| · simp only [tr,Fin.snoc_castSucc] | |
| exact R.trace_cube _ k | |
| · intro j i | |
| refine Fin.lastCases ?_ (fun k => ?_) i | |
| · simp only [tr,Fin.snoc_last] | |
| exact Subset.rfl | |
| · simp only [tr,Fin.snoc_castSucc] | |
| exact (E.subset j).trans (R.trace_below _ k) | |
| · intro k i j | |
| refine Fin.lastCases ?_ (fun a => ?_) i | |
| · refine Fin.lastCases ?_ (fun b => ?_) j | |
| · intro _; exact Subset.rfl | |
| · intro h; exact False.elim (by have := b.isLt; change t ≤ b.val at h; omega) | |
| · refine Fin.lastCases ?_ (fun b => ?_) j | |
| · intro _ | |
| simp only [tr,Fin.snoc_last,Fin.snoc_castSucc] | |
| exact (E.subset k).trans (R.trace_below _ a) | |
| · intro h | |
| simpa only [tr,Fin.snoc_castSucc] using R.trace_nested (g k).1 a b h | |
| · intro z hz w | |
| exact E.contains _ z (R.read_mem z hz (Fin.init w)) | |
| · intro z w | |
| simp only [finalLevel,show 0 < t+1 by omega,dite_eq_left] | |
| change (Q (Fin.last t) z (through w (Fin.last t))).1 = (s'.cell (rd z w)).1 | |
| rw [through_last] | |
| simp only [Q,Fin.lastCases_last] | |
| end RepeatedLocalization | |
| end OAI | |