Download lean/OAI/Probability/GaussianPropeller/Elimination.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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5.39 kB
| import OAI.Probability.GaussianPropeller.Configuration | |
| namespace OAI | |
| open MeasureTheory ProbabilityTheory | |
| open scoped ENNReal | |
| open scoped RealInnerProductSpace | |
| open scoped RealInnerProductSpace | |
| open MeasureTheory ProbabilityTheory Set | |
| open scoped ENNReal RealInnerProductSpace | |
| open Filter | |
| open scoped Topology | |
| open MeasureTheory ProbabilityTheory Set Filter | |
| open scoped Topology | |
| open scoped RealInnerProductSpace | |
| open Set Filter | |
| open scoped Topology RealInnerProductSpace | |
| open scoped NNReal | |
| open Set Filter | |
| open scoped Topology RealInnerProductSpace NNReal | |
| open MeasureTheory ProbabilityTheory Set Filter | |
| open scoped Topology RealInnerProductSpace | |
| open MeasureTheory Set Filter | |
| open scoped Topology BigOperators | |
| open MeasureTheory ProbabilityTheory Set Filter | |
| open scoped RealInnerProductSpace Topology | |
| open MeasureTheory ProbabilityTheory Set Filter | |
| open scoped RealInnerProductSpace Topology ENNReal | |
| open MeasureTheory ProbabilityTheory Set Filter | |
| open scoped RealInnerProductSpace Topology ENNReal | |
| open Metric | |
| open MeasureTheory ProbabilityTheory Set | |
| open scoped RealInnerProductSpace ENNReal | |
| open MeasureTheory ProbabilityTheory Set Filter | |
| open scoped ENNReal RealInnerProductSpace | |
| namespace GaussianPropeller.Reduction.Configuration | |
| variable {d k:ℕ} | |
| lemma impossible_five_or_more (D:Configuration d k) (hk:5≤k) : False := by | |
| classical | |
| let r:ℕ→ℝ := fun i=>if hi:i<k then ‖D.z ⟨i,hi⟩‖ else 0 | |
| let P:ℕ→ℝ := fun i=>if hi:i<k then D.P ⟨i,hi⟩ else 0 | |
| have hr:∀ i:Fin k,r i=‖D.z i‖ := by intro i; simp [r,i.isLt] | |
| have hp:∀ i:Fin k,P i=D.P i := by intro i; simp [P,i.isLt] | |
| have hnorm:∑ i∈Finset.range k,r i^2=1 := by | |
| rw [Finset.sum_range] | |
| simpa only [hr] using D.norm | |
| have hprob:∑ i∈Finset.range k,P i=1 := by | |
| rw [Finset.sum_range] | |
| simpa only [hp] using D.probability | |
| let i:Fin k:=⟨k-1,by omega⟩ | |
| let j:Fin k:=⟨0,by omega⟩ | |
| let l:Fin k:=⟨1,by omega⟩ | |
| let q:Fin k:=⟨2,by omega⟩ | |
| have hdet:=configuration_determinants D.z D.zero D.obtuse i (D.pos i) | |
| (j:=j) (l:=l) (q:=q) (by dsimp [i,j]; intro h; have:=congrArg Fin.val h; simp at this; omega) | |
| (by dsimp [i,l]; intro h; have:=congrArg Fin.val h; simp at this; omega) | |
| (by dsimp [i,q]; intro h; have:=congrArg Fin.val h; simp at this; omega) | |
| (by simp [j,l,Fin.ext_iff]) (by simp [j,q,Fin.ext_iff]) (by simp [l,q,Fin.ext_iff]) | |
| (D.order (by simp [j,q])) (D.order (by simp [l,q])) | |
| (D.order (by change 2≤k-1; omega)) (D.pair i) | |
| apply Scalar.scalar_incompatibility hk r P | |
| · intro a ha | |
| simp only [r,dite_eq_left ha] | |
| exact norm_pos_iff.mpr (D.pos _) | |
| · intro a ha b hb hab | |
| simp only [Set.mem_Iio] at ha hb | |
| simp only [r,dite_eq_left ha,dite_eq_left hb] | |
| exact D.order (show (⟨a,ha⟩:Fin k)≤⟨b,hb⟩ from hab) | |
| · intro a ha | |
| simpa only [r,dite_eq_left ha] using D.cap ⟨a,ha⟩ | |
| · exact hnorm | |
| · exact hprob | |
| · intro a ha | |
| simpa only [r,P,dite_eq_left ha] using D.quadratic ⟨a,ha⟩ | |
| · intro a ha | |
| simpa only [r,P,dite_eq_left ha] using D.linear ⟨a,ha⟩ | |
| · simpa only [r,dite_eq_left (show 0<k by omega),dite_eq_left (show 1<k by omega), | |
| dite_eq_left (show 2<k by omega),dite_eq_left (show k-1<k by omega),i,j,l,q] using hdet.1 | |
| · simpa only [r,dite_eq_left (show 2<k by omega),dite_eq_left (show k-1<k by omega),i,q] using hdet.2 | |
| lemma impossible_four (D:Configuration d 4) : False := | |
| four_incompatibility D.z D.P D.zero D.norm D.pos D.order D.obtuse D.cap | |
| D.probability D.half (D.cap3 rfl) D.linear (D.loss4 rfl) D.pair | |
| end GaussianPropeller.Reduction.Configuration | |
| namespace GaussianPropeller.Reduction | |
| variable {d k:ℕ} | |
| lemma remove_null_partition {A:Fin (k+1)→Set (Space d)} (hA:IsPartition A) | |
| (i:Fin (k+1)) (hi:gaussian d (A i)=0) : | |
| IsPartition (fun j:Fin k=>A (i.succAbove j)) := by | |
| constructor | |
| · intro j; exact hA.1 _ | |
| have hn:∀ᵐ x∂gaussian d,x∉A i := by | |
| exact (ae_iff.mpr (by simpa using hi)) | |
| filter_upwards [hA.2,hn] with x hx hxi | |
| obtain ⟨j,hj,huniq⟩:=hx | |
| have hji:j≠i := by intro hh; subst j; contradiction | |
| obtain ⟨a,ha⟩:=Fin.exists_succAbove_eq hji | |
| refine ⟨a,?_,?_⟩ | |
| · simpa only [ha] using hj | |
| · intro b hb | |
| apply Fin.succAbove_right_injective | |
| exact (huniq _ hb).trans ha.symm | |
| lemma remove_null_value {A:Fin (k+1)→Set (Space d)} (i:Fin (k+1)) | |
| (hi:gaussian d (A i)=0) : value (fun j:Fin k=>A (i.succAbove j))=value A := by | |
| unfold value | |
| rw [Fin.sum_univ_succAbove (fun j=>‖centroid (A j)‖^2) i,centroid_eq_zero_of_null hi] | |
| simp | |
| lemma partition_bound_small {A:Fin k→Set (Space d)} (hk:k≤3) (hA:IsPartition A) : | |
| value A≤9/(8*Real.pi) := by | |
| have he:∃ B:Fin 3→Set (Space d), IsPartition B ∧ value B=value A := by | |
| have hc:∀ m, k ≤ m → ∃ B:Fin m→Set (Space d), IsPartition B ∧ value B=value A := by | |
| intro m hm | |
| induction m,hm using Nat.le_induction with | |
| | base => exact ⟨A,hA,rfl⟩ | |
| | succ m hm ih => | |
| obtain ⟨B,hB,hv⟩:=ih | |
| let B' : Fin (m+1) → Set (Space d) := Fin.lastCases ∅ B | |
| have hp : IsPartition B' := append_empty_partition (A := B) hB | |
| have he : value B' = value B := append_empty_value B | |
| exact ⟨B',hp,he.trans hv⟩ | |
| exact hc 3 hk | |
| obtain ⟨B,hB,hv⟩:=he | |
| rw [←hv] | |
| exact three_partition_bound hB | |
| end GaussianPropeller.Reduction | |
| end OAI | |