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| import Mathlib | |
| import OAI.Probability.Perceptron.Interpolation.OverlapBlock | |
| namespace OAI | |
| noncomputable section | |
| open MeasureTheory ProbabilityTheory Filter Set | |
| open scoped ENNReal NNReal Topology BigOperators BoundedContinuousFunction | |
| namespace SphericalPerceptronFreeEnergy | |
| abbrev OverlapArray := ℕ → ℕ → ℝ | |
| def relabelArray (π : Equiv.Perm ℕ) (Q : OverlapArray) : OverlapArray := | |
| fun i j => Q (π i) (π j) | |
| def OverlapSwapInvariant (μ : Measure OverlapArray) : Prop := | |
| ∀ i j : ℕ, MeasurePreserving (relabelArray (Equiv.swap i j)) μ μ | |
| def copyIndex (r j : ℕ) (i : Fin (r + 1)) : ℕ := if i.val = r then j else i.val | |
| def copyBlock (r j : ℕ) (Q : OverlapArray) : OverlapBlock (r + 1) := | |
| fun a b => Q (copyIndex r j a) (copyIndex r j b) | |
| def copyEvent (r : ℕ) (s : Set (OverlapBlock (r + 1))) (j : ℕ) : Set OverlapArray := | |
| copyBlock r j ⁻¹' s | |
| @[simp] lemma copyIndex_self (r : ℕ) (i : Fin (r + 1)) : copyIndex r r i = i := by | |
| unfold copyIndex | |
| split_ifs with h | |
| · exact h.symm | |
| · rfl | |
| lemma copyBlock_measurable (r j : ℕ) : Measurable (copyBlock r j) := by | |
| exact Measurable.of_eval fun firstIndex => Measurable.of_eval fun secondIndex => | |
| (measurable_pi_apply _).comp (measurable_pi_apply _) | |
| lemma copyEvent_measurable (r : ℕ) {s : Set (OverlapBlock (r + 1))} | |
| (hs : MeasurableSet s) (j : ℕ) : MeasurableSet (copyEvent r s j) := | |
| hs.preimage (copyBlock_measurable r j) | |
| lemma copyBlock_self (r : ℕ) (Q : OverlapArray) : | |
| copyBlock r r Q = overlapBlock id (r + 1) Q := by | |
| ext i j | |
| simp [copyBlock, overlapBlock] | |
| lemma copyIndex_relabel (r j : ℕ) (π : Equiv.Perm ℕ) | |
| (hπ : ∀ a < r, π a = a) (i : Fin (r + 1)) : | |
| π (copyIndex r j i) = copyIndex r (π j) i := by | |
| by_cases hi : i.val = r | |
| · simp [copyIndex, hi] | |
| · simp only [copyIndex, ite_eq_right hi] | |
| exact hπ i (by omega) | |
| lemma copyBlock_relabel (r j : ℕ) (π : Equiv.Perm ℕ) | |
| (hπ : ∀ a < r, π a = a) (Q : OverlapArray) : | |
| copyBlock r j (relabelArray π Q) = copyBlock r (π j) Q := by | |
| ext a b | |
| simp only [copyBlock, relabelArray, copyIndex_relabel r j π hπ] | |
| lemma copyEvent_relabel (r j : ℕ) (π : Equiv.Perm ℕ) | |
| (hπ : ∀ a < r, π a = a) (s : Set (OverlapBlock (r + 1))) : | |
| relabelArray π ⁻¹' copyEvent r s j = copyEvent r s (π j) := by | |
| ext Q | |
| simp only [copyEvent, mem_preimage, copyBlock_relabel r j π hπ] | |
| def uniqueEvent {Ω ι : Type*} (A : ι → Set Ω) (i : ι) : Set Ω := | |
| {ω | ω ∈ A i ∧ ∀ j, j ≠ i → ω ∉ A j} | |
| lemma uniqueEvent_measurable {Ω ι : Type*} [MeasurableSpace Ω] [Countable ι] | |
| (A : ι → Set Ω) (hA : ∀ i, MeasurableSet (A i)) (i : ι) : | |
| MeasurableSet (uniqueEvent A i) := by | |
| simp only [uniqueEvent, ofPred_and, ofPred_forall] | |
| exact (hA i).inter (MeasurableSet.iInter fun j => | |
| MeasurableSet.iInter fun _ => (hA j).compl) | |
| lemma uniqueEvent_disjoint {Ω ι : Type*} (A : ι → Set Ω) : | |
| Pairwise (fun i j => Disjoint (uniqueEvent A i) (uniqueEvent A j)) := by | |
| intro i j hij | |
| apply Set.disjoint_left.mpr | |
| intro ω hi hj | |
| exact hi.2 j hij.symm hj.1 | |
| lemma uniqueEvent_probability_bound {Ω ι : Type*} [MeasurableSpace Ω] [Fintype ι] | |
| (μ : Measure Ω) [IsProbabilityMeasure μ] (A : ι → Set Ω) | |
| (hA : ∀ i, MeasurableSet (A i)) (i₀ : ι) | |
| (hsame : ∀ i, μ.real (uniqueEvent A i) = μ.real (uniqueEvent A i₀)) : | |
| Fintype.card ι * μ.real (uniqueEvent A i₀) ≤ 1 := by | |
| have h := sum_measureReal_le_measureReal_univ (μ := μ) (s := Finset.univ) | |
| (t := uniqueEvent A) (fun i _ => uniqueEvent_measurable A hA i) | |
| (fun i _ j _ hij => uniqueEvent_disjoint A hij) | |
| simp only [hsame, Finset.sum_const, Finset.card_univ, nsmul_eq_mul] at h | |
| simpa [Measure.real] using h | |
| lemma uniqueEvent_preimage {Ω ι : Type*} {f : Ω → Ω} (A : ι → Set Ω) | |
| (e : Equiv.Perm ι) (h : ∀ j, f ⁻¹' A j = A (e j)) (i : ι) : | |
| f ⁻¹' uniqueEvent A i = uniqueEvent A (e i) := by | |
| ext ω | |
| have hm (j : ι) : f ω ∈ A j ↔ ω ∈ A (e j) := by | |
| change ω ∈ f ⁻¹' A j ↔ ω ∈ A (e j) | |
| rw [h] | |
| constructor | |
| · intro hw | |
| refine ⟨(hm i).mp hw.1, ?_⟩ | |
| intro j hji hj | |
| apply hw.2 (e.symm j) (fun heq => hji (by rw [← e.apply_symm_apply j, heq])) | |
| exact (hm _).mpr (by simpa using hj) | |
| · intro hw | |
| refine ⟨(hm i).mpr hw.1, ?_⟩ | |
| intro j hji hj | |
| exact hw.2 (e j) (fun h' => hji (e.injective h')) ((hm j).mp hj) | |
| lemma uniqueCopy_probability_bound (μ : Measure OverlapArray) [IsProbabilityMeasure μ] | |
| (hEx : OverlapSwapInvariant μ) (r k : ℕ) {s : Set (OverlapBlock (r + 1))} | |
| (hs : MeasurableSet s) : | |
| (k + 1 : ℝ) * μ.real (uniqueEvent | |
| (fun j : Fin (k + 1) => copyEvent r s (r + j)) 0) ≤ 1 := by | |
| let A : Fin (k + 1) → Set OverlapArray := fun j => copyEvent r s (r + j) | |
| have hA (j) : MeasurableSet (A j) := copyEvent_measurable r hs _ | |
| have hsame (i : Fin (k + 1)) : μ.real (uniqueEvent A i) = μ.real (uniqueEvent A 0) := by | |
| let e : Equiv.Perm (Fin (k + 1)) := Equiv.swap i 0 | |
| let π : Equiv.Perm ℕ := Equiv.swap (r + i) (r + (0 : Fin (k + 1))) | |
| have hfix : ∀ a < r, π a = a := by | |
| intro a ha | |
| exact Equiv.swap_apply_of_ne_of_ne (by omega) (by simp; omega) | |
| have hinj : Function.Injective (fun j : Fin (k + 1) => r + j.val) := by | |
| intro a b hab | |
| apply Fin.ext | |
| exact Nat.add_left_cancel hab | |
| have hmap (j : Fin (k + 1)) : relabelArray π ⁻¹' A j = A (e j) := by | |
| dsimp [A] | |
| rw [copyEvent_relabel r _ π hfix] | |
| congr 1 | |
| exact (hinj.map_swap i 0 j).symm | |
| have he : e 0 = i := Equiv.swap_apply_right _ _ | |
| rw [← he, ← uniqueEvent_preimage A e hmap] | |
| exact (hEx _ _).measureReal_preimage (uniqueEvent_measurable A hA 0).nullMeasurableSet | |
| have h := uniqueEvent_probability_bound μ A hA 0 hsame | |
| simpa only [Fintype.card_fin, Nat.cast_add, Nat.cast_one] using h | |
| def prefixBlock {n m : ℕ} (h : n ≤ m) (Q : OverlapBlock m) : OverlapBlock n := | |
| fun a b => Q (Fin.castLE h a) (Fin.castLE h b) | |
| lemma prefixBlock_measurable {n m : ℕ} (h : n ≤ m) : Measurable (prefixBlock h) := by | |
| exact Measurable.of_eval fun firstIndex => Measurable.of_eval fun secondIndex => | |
| (measurable_pi_apply _).comp (measurable_pi_apply _) | |
| def starMatrices (r : ℕ) (s : Set (OverlapBlock (r + 1))) (t : ℝ) (k : ℕ) : | |
| Set (OverlapBlock (r + 1 + k)) := | |
| {Q | prefixBlock (Nat.le_add_right (r + 1) k) Q ∈ s ∧ | |
| ∀ j : Fin (r + 1 + k), j.val ≠ r → Q ⟨r, by omega⟩ j < t} | |
| def starEvent (r : ℕ) (s : Set (OverlapBlock (r + 1))) (t : ℝ) (k : ℕ) : | |
| Set OverlapArray := | |
| copyEvent r s r ∩ {Q | ∀ j < r + 1 + k, j ≠ r → Q r j < t} | |
| lemma starMatrices_measurable (r : ℕ) {s : Set (OverlapBlock (r + 1))} | |
| (hs : MeasurableSet s) (t : ℝ) (k : ℕ) : MeasurableSet (starMatrices r s t k) := by | |
| simp only [starMatrices, ofPred_and, ofPred_forall] | |
| apply MeasurableSet.inter (hs.preimage (prefixBlock_measurable _)) | |
| apply MeasurableSet.iInter | |
| intro j | |
| apply MeasurableSet.iInter | |
| intro _ | |
| exact measurableSet_lt ((measurable_pi_apply j).comp (measurable_pi_apply _)) measurable_const | |
| lemma starEvent_measurable (r : ℕ) {s : Set (OverlapBlock (r + 1))} | |
| (hs : MeasurableSet s) (t : ℝ) (k : ℕ) : MeasurableSet (starEvent r s t k) := by | |
| apply (copyEvent_measurable r hs r).inter | |
| simp only [ofPred_forall] | |
| apply MeasurableSet.iInter | |
| intro j | |
| apply MeasurableSet.iInter | |
| intro _ | |
| apply MeasurableSet.iInter | |
| intro _ | |
| exact measurableSet_lt ((measurable_pi_apply j).comp (measurable_pi_apply r)) measurable_const | |
| lemma starEvent_preimage (r : ℕ) (s : Set (OverlapBlock (r + 1))) (t : ℝ) (k : ℕ) : | |
| overlapBlock id (r + 1 + k) ⁻¹' starMatrices r s t k = starEvent r s t k := by | |
| ext Q | |
| have hprefix : prefixBlock (Nat.le_add_right (r + 1) k) | |
| (overlapBlock id (r + 1 + k) Q) = copyBlock r r Q := by | |
| ext a b | |
| simp [prefixBlock, overlapBlock, copyBlock] | |
| simp only [mem_preimage, starMatrices, mem_ofPred_eq, hprefix, starEvent, | |
| copyEvent, mem_inter_iff, mem_preimage] | |
| constructor | |
| · rintro ⟨h, h'⟩ | |
| exact ⟨h, fun j hj hne => h' ⟨j, hj⟩ hne⟩ | |
| · rintro ⟨h, h'⟩ | |
| exact ⟨h, fun j hne => h' j j.isLt hne⟩ | |
| lemma starEvent_succ (r : ℕ) (s : Set (OverlapBlock (r + 1))) (t : ℝ) (k : ℕ) : | |
| starEvent r s t (k + 1) = | |
| starEvent r s t k ∩ {Q | Q r (r + 1 + k) < t} := by | |
| ext Q | |
| constructor | |
| · rintro ⟨hA, hQ⟩ | |
| exact ⟨⟨hA, fun j hj hne => hQ j (by omega) hne⟩, | |
| hQ (r + 1 + k) (by omega) (by omega)⟩ | |
| · rintro ⟨⟨hA, hQ⟩, hn⟩ | |
| refine ⟨hA, ?_⟩ | |
| intro j hj hne | |
| by_cases hlt : j < r + 1 + k | |
| · exact hQ j hlt hne | |
| · have heq : j = r + 1 + k := by omega | |
| simpa only [mem_ofPred_eq, heq] using hn | |
| lemma starEvent_zero (r : ℕ) (s : Set (OverlapBlock (r + 1))) (t : ℝ) | |
| (hrow : ∀ Q ∈ copyEvent r s r, ∀ j < r, Q r j < t) : | |
| starEvent r s t 0 = copyEvent r s r := by | |
| ext Q | |
| constructor | |
| · exact fun h => h.1 | |
| · intro h | |
| exact ⟨h, fun j hj hne => hrow Q h j (by omega)⟩ | |
| lemma gg_star_recurrence (μ : Measure OverlapArray) [IsProbabilityMeasure μ] | |
| (hGG : GhirlandaGuerra μ id) {r : ℕ} (hr : 1 ≤ r) | |
| {s : Set (OverlapBlock (r + 1))} (hs : MeasurableSet s) (t : ℝ) (k : ℕ) : | |
| ((r + 1 + k : ℕ) : ℝ) * μ.real (starEvent r s t (k + 1)) = | |
| (((r + 1 + k : ℕ) : ℝ) - 1 + μ.real {Q | Q 0 1 < t}) * | |
| μ.real (starEvent r s t k) := by | |
| classical | |
| let m := r + 1 + k | |
| let i : Fin m := ⟨r, by dsimp [m]; omega⟩ | |
| have hm : 2 ≤ m := by dsimp [m]; omega | |
| have hmpos : (0 : ℝ) < m := by exact_mod_cast (by omega : 0 < m) | |
| have h := hGG m hm i (starMatrices r s t k) (starMatrices_measurable r hs t k) | |
| (Iio t) measurableSet_Iio | |
| rw [starEvent_preimage] at h | |
| change μ.real (starEvent r s t k ∩ {Q | Q r m < t}) = | |
| μ.real (starEvent r s t k) * μ.real {Q | Q 0 1 < t} / m + | |
| (∑ j ∈ Finset.univ.erase i, | |
| μ.real (starEvent r s t k ∩ {Q | Q r j < t})) / m at h | |
| have hpair (j : Fin m) (hne : j ≠ i) : | |
| starEvent r s t k ∩ {Q | Q r j < t} = starEvent r s t k := by | |
| apply inter_eq_left.mpr | |
| intro Q hQ | |
| exact hQ.2 j j.isLt (fun heq => hne (Fin.ext heq)) | |
| rw [Finset.sum_congr rfl (fun j hj => congrArg μ.real | |
| (hpair j (Finset.ne_of_mem_erase hj)))] at h | |
| have hcard : ((Finset.univ.erase i).card : ℝ) = (m : ℝ) - 1 := by | |
| simp only [Finset.card_erase_of_mem (Finset.mem_univ i), Finset.card_univ, Fintype.card_fin] | |
| rw [Nat.cast_sub (by omega)] | |
| norm_num | |
| simp only [Finset.sum_const, nsmul_eq_mul, hcard] at h | |
| rw [← starEvent_succ] at h | |
| have hmul := congrArg (fun x : ℝ => (m : ℝ) * x) h | |
| field_simp at hmul | |
| dsimp [m] at hmul | |
| nlinarith [hmul] | |
| def duplicateEvent (r : ℕ) (s : Set (OverlapBlock (r + 1))) (t : ℝ) (j : ℕ) : | |
| Set OverlapArray := | |
| copyEvent r s r ∩ copyEvent r s j ∩ {Q | Q r j < t} | |
| lemma duplicateEvent_measurable (r : ℕ) {s : Set (OverlapBlock (r + 1))} | |
| (hs : MeasurableSet s) (t : ℝ) (j : ℕ) : MeasurableSet (duplicateEvent r s t j) := | |
| ((copyEvent_measurable r hs r).inter (copyEvent_measurable r hs j)).inter | |
| (measurableSet_lt ((measurable_pi_apply j).comp (measurable_pi_apply r)) measurable_const) | |
| lemma duplicateEvent_relabel (r j : ℕ) (π : Equiv.Perm ℕ) | |
| (hπ : ∀ a < r, π a = a) (hr : π r = r) | |
| (s : Set (OverlapBlock (r + 1))) (t : ℝ) : | |
| relabelArray π ⁻¹' duplicateEvent r s t j = duplicateEvent r s t (π j) := by | |
| ext Q | |
| simp only [duplicateEvent, copyEvent, mem_preimage, mem_inter_iff, mem_ofPred_eq, | |
| copyBlock_relabel r r π hπ, copyBlock_relabel r j π hπ, hr, relabelArray] | |
| lemma duplicateEvent_null_future (μ : Measure OverlapArray) | |
| (hEx : OverlapSwapInvariant μ) (r : ℕ) {s : Set (OverlapBlock (r + 1))} | |
| (hs : MeasurableSet s) (t : ℝ) | |
| (hzero : μ (duplicateEvent r s t (r + 1)) = 0) {j : ℕ} (hj : r + 1 ≤ j) : | |
| μ (duplicateEvent r s t j) = 0 := by | |
| let π : Equiv.Perm ℕ := Equiv.swap (r + 1) j | |
| have hfix : ∀ a ≤ r, π a = a := by | |
| intro a ha | |
| exact Equiv.swap_apply_of_ne_of_ne (by omega) (by omega) | |
| calc | |
| μ (duplicateEvent r s t j) = μ (relabelArray π ⁻¹' duplicateEvent r s t (r + 1)) := by | |
| rw [duplicateEvent_relabel r (r + 1) π (fun a ha => hfix a ha.le) (hfix r le_rfl)] | |
| simp only [π, Equiv.swap_apply_left] | |
| _ = μ (duplicateEvent r s t (r + 1)) := | |
| (hEx _ _).measure_preimage (duplicateEvent_measurable r hs t (r + 1)).nullMeasurableSet | |
| _ = 0 := hzero | |
| lemma star_unique_bound_of_no_duplication (μ : Measure OverlapArray) [IsProbabilityMeasure μ] | |
| (hEx : OverlapSwapInvariant μ) (r : ℕ) {s : Set (OverlapBlock (r + 1))} | |
| (hs : MeasurableSet s) (t : ℝ) | |
| (hzero : μ (duplicateEvent r s t (r + 1)) = 0) (k : ℕ) : | |
| (k + 1 : ℝ) * μ.real (starEvent r s t k) ≤ 1 := by | |
| have hnul (j : Fin (k + 1)) : ∀ᵐ Q ∂μ, j ≠ 0 → Q ∉ duplicateEvent r s t (r + j) := by | |
| by_cases hj : j = 0 | |
| · exact Filter.Eventually.of_forall fun _ h => (h hj).elim | |
| · have hz : μ (duplicateEvent r s t (r + j)) = 0 := | |
| duplicateEvent_null_future μ hEx r hs t hzero (by | |
| have : j.val ≠ 0 := fun h => hj (Fin.ext h) | |
| omega) | |
| filter_upwards [measure_eq_zero_iff_ae_notMem.mp hz] with Q hQ | |
| exact fun _ => hQ | |
| have hae : starEvent r s t k ≤ᵐ[μ] | |
| uniqueEvent (fun j : Fin (k + 1) => copyEvent r s (r + j)) 0 := by | |
| filter_upwards [ae_all_iff.mpr hnul] with Q hQ | |
| intro hstar | |
| refine ⟨by simpa using hstar.1, ?_⟩ | |
| intro j hj hmem | |
| apply hQ j hj | |
| refine ⟨⟨hstar.1, hmem⟩, ?_⟩ | |
| exact hstar.2 (r + j) (by have := j.isLt; omega) (by | |
| have : j.val ≠ 0 := fun h => hj (Fin.ext h) | |
| omega) | |
| have hle : μ.real (starEvent r s t k) ≤ μ.real | |
| (uniqueEvent (fun j : Fin (k + 1) => copyEvent r s (r + j)) 0) := | |
| ENNReal.toReal_mono (measure_ne_top _ _) (measure_mono_ae hae) | |
| exact (mul_le_mul_of_nonneg_left hle (by positivity)).trans | |
| (uniqueCopy_probability_bound μ hEx r k hs) | |
| lemma edge_probability_swap (μ : Measure OverlapArray) (hEx : OverlapSwapInvariant μ) | |
| (a b i j : ℕ) (t : ℝ) : | |
| μ.real {Q | Q (Equiv.swap a b i) (Equiv.swap a b j) < t} = | |
| μ.real {Q | Q i j < t} := by | |
| exact (hEx a b).measureReal_preimage | |
| (measurableSet_lt ((measurable_pi_apply j).comp (measurable_pi_apply i)) | |
| measurable_const).nullMeasurableSet | |
| theorem gg_duplicate_last (μ : Measure OverlapArray) [IsProbabilityMeasure μ] | |
| (hEx : OverlapSwapInvariant μ) (hGG : GhirlandaGuerra μ id) | |
| {r : ℕ} (hr : 1 ≤ r) {s : Set (OverlapBlock (r + 1))} | |
| (hs : MeasurableSet s) (t : ℝ) | |
| (hA : 0 < μ.real (copyEvent r s r)) | |
| (hrow : ∀ Q ∈ copyEvent r s r, ∀ j < r, Q r j < t) : | |
| 0 < μ.real (duplicateEvent r s t (r + 1)) := by | |
| by_contra hbad | |
| have hz : μ (duplicateEvent r s t (r + 1)) = 0 := | |
| (measureReal_eq_zero_iff (measure_ne_top _ _)).mp (le_antisymm (not_lt.mp hbad) (measureReal_nonneg)) | |
| have heq : μ.real {Q | Q r 0 < t} = μ.real {Q | Q 0 1 < t} := by | |
| have h₁ := edge_probability_swap μ hEx 1 r 1 0 t | |
| have h₂ := edge_probability_swap μ hEx 0 1 0 1 t | |
| have hr0 : (0 : ℕ) ≠ r := by omega | |
| simp only [Equiv.swap_apply_left, Equiv.swap_apply_right, | |
| Equiv.swap_apply_of_ne_of_ne (by decide : (0 : ℕ) ≠ 1) hr0] at h₁ h₂ | |
| exact h₁.trans h₂ | |
| have hζ : 0 < μ.real {Q | Q 0 1 < t} := by | |
| rw [← heq] | |
| refine hA.trans_le (measureReal_mono ?_) | |
| exact fun Q hQ => hrow Q hQ 0 (by omega) | |
| apply gg_star_growth_impossible (a := fun k => μ.real (starEvent r s t k)) | |
| (N := (r + 1 : ℕ)) (ζ := μ.real {Q | Q 0 1 < t}) | |
| (by exact_mod_cast (by omega : 2 ≤ r + 1)) hζ (fun _ => measureReal_nonneg) | |
| · rwa [starEvent_zero r s t hrow] | |
| · intro k | |
| simpa only [Nat.cast_add] using gg_star_recurrence μ hGG hr hs t k | |
| · exact star_unique_bound_of_no_duplication μ hEx r hs t hz | |
| def relabelBlock {n : ℕ} (e : Equiv.Perm (Fin n)) (B : OverlapBlock n) : OverlapBlock n := | |
| fun i j => B (e i) (e j) | |
| def replaceIndex {n : ℕ} (p : Fin n) (j : ℕ) (a : Fin n) : ℕ := | |
| if a = p then j else a.val | |
| def replaceBlock {n : ℕ} (p : Fin n) (j : ℕ) (Q : OverlapArray) : OverlapBlock n := | |
| fun a b => Q (replaceIndex p j a) (replaceIndex p j b) | |
| def replaceEvent {n : ℕ} (p : Fin n) (s : Set (OverlapBlock n)) (j : ℕ) : Set OverlapArray := | |
| replaceBlock p j ⁻¹' s | |
| lemma relabelBlock_measurable {n : ℕ} (e : Equiv.Perm (Fin n)) : | |
| Measurable (relabelBlock e) := | |
| Measurable.of_eval fun _ => Measurable.of_eval fun _ => | |
| (measurable_pi_apply _).comp (measurable_pi_apply _) | |
| lemma replaceBlock_measurable {n : ℕ} (p : Fin n) (j : ℕ) : | |
| Measurable (replaceBlock p j) := | |
| Measurable.of_eval fun _ => Measurable.of_eval fun _ => | |
| (measurable_pi_apply _).comp (measurable_pi_apply _) | |
| lemma fin_swap_val {n : ℕ} (p q a : Fin n) : | |
| (Equiv.swap p q a).val = Equiv.swap p.val q.val a.val := | |
| Fin.val_injective.map_swap p q a | |
| lemma relabelBlock_swap {n : ℕ} (p q : Fin n) (Q : OverlapArray) : | |
| relabelBlock (Equiv.swap p q) (overlapBlock id n Q) = | |
| overlapBlock id n (relabelArray (Equiv.swap p.val q.val) Q) := by | |
| ext a b | |
| simp only [relabelBlock, overlapBlock, id_eq, relabelArray, fin_swap_val] | |
| lemma relabelArray_swap_swap (p q : ℕ) (Q : OverlapArray) : | |
| relabelArray (Equiv.swap p q) (relabelArray (Equiv.swap p q) Q) = Q := by | |
| ext a b | |
| simp [relabelArray] | |
| lemma relabelBlock_swap_swap {n : ℕ} (p q : Fin n) (B : OverlapBlock n) : | |
| relabelBlock (Equiv.swap p q) (relabelBlock (Equiv.swap p q) B) = B := by | |
| ext a b | |
| simp [relabelBlock] | |
| lemma replaceBlock_last (r j : ℕ) (Q : OverlapArray) : | |
| replaceBlock (Fin.last r) j Q = copyBlock r j Q := by | |
| have h (a : Fin (r + 1)) : replaceIndex (Fin.last r) j a = copyIndex r j a := by | |
| simp [replaceIndex, copyIndex, Fin.ext_iff] | |
| ext a b | |
| simp only [replaceBlock, copyBlock, h] | |
| lemma replaceBlock_swap {n : ℕ} (p q : Fin n) {j : ℕ} (hj : n ≤ j) (Q : OverlapArray) : | |
| relabelBlock (Equiv.swap p q) | |
| (replaceBlock q j (relabelArray (Equiv.swap p.val q.val) Q)) = | |
| replaceBlock p j Q := by | |
| have h (a : Fin n) : Equiv.swap p.val q.val (replaceIndex q j (Equiv.swap p q a)) = | |
| replaceIndex p j a := by | |
| by_cases ha : a = p | |
| · subst a | |
| simp only [Equiv.swap_apply_left, replaceIndex, ↓reduceIte] | |
| exact Equiv.swap_apply_of_ne_of_ne (by have := p.isLt; omega) (by have := q.isLt; omega) | |
| · have he : Equiv.swap p q a ≠ q := by | |
| intro h | |
| apply ha | |
| have := congrArg (Equiv.swap p q) h | |
| simpa using this | |
| simp only [replaceIndex, ite_eq_right he, ite_eq_right ha, fin_swap_val, | |
| Equiv.swap_apply_self] | |
| ext a b | |
| exact congrArg₂ Q (h a) (h b) | |
| end SphericalPerceptronFreeEnergy | |
| end | |
| end OAI | |