openAI-math-dataset / lean /OAI /Combinatorics /BalancedRyser /Local /AlignedListProbability.lean
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Add lean source and binary files (part 40)
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import OAI.Combinatorics.BalancedRyser.Local.GlobalPartialAlignment
import OAI.Combinatorics.BalancedRyser.Local.Local
import OAI.Combinatorics.BalancedRyser.Local.LowReuseOrder
import OAI.Combinatorics.BalancedRyser.Probability.FiniteUniformFibers
namespace OAI
namespace Balanced.AlignedListProbability
open TupleAlignment PartialAlignment ConditionalRestriction
open scoped BigOperators
noncomputable section
attribute [local instance] Classical.propDecidable
variable {F : Type*} [Field F] [Fintype F] [DecidableEq F]
theorem partial_alignment_probability_eq (d : Fin 4 → Direction F)
(hd : ∀ i, d i ≠ d (i + 1)) (σ : Fin 4 → Bool)
(g : Direction F) (hg : ∀ i, d i ≠ g) (c : F)
(J : Finset (Fin 4)) (hJ : J.card ≤ 1) (a : Fin 4 → Bool → F) :
((PMF.uniformOfFintype (PartialOffsets J a)).toOuterMeasure
{o | ∀ i, OnLine (tuplePositionEquiv d hd σ o.1 i) (g,c)}).toReal =
(Fintype.card F : ℝ)⁻¹ ^ 4 := by
rcases J.eq_empty_or_nonempty with rfl | ⟨j, hj⟩
· let e : PartialOffsets ∅ a ≃ (Fin 4 → Bool → F) :=
Equiv.subtypeUnivEquiv (by simp)
have h := congrArg (fun law => (law.toOuterMeasure
{o | ∀ i, OnLine (tuplePositionEquiv d hd σ o i) (g,c)}).toReal)
(uniform_map_equiv e)
rw [PMF.toOuterMeasure_map_apply] at h
exact h.trans (alignedOffsets_outer_probability d hd σ g c)
· have heq : J = {j} := by
apply Finset.eq_singleton_iff_unique_mem.mpr
exact ⟨hj, fun k hk => Finset.card_le_one.mp hJ k hk j hj⟩
subst J
let e : PartialOffsets {j} a ≃ ChildOffsetsAt j (a j) :=
Equiv.subtypeEquivRight (by intro o; simp)
have h := congrArg (fun law => (law.toOuterMeasure
{o : ChildOffsetsAt j (a j) |
∀ i, OnLine (tuplePositionEquiv d hd σ o.1 i) (g,c)}).toReal)
(uniform_map_equiv e)
rw [PMF.toOuterMeasure_map_apply] at h
exact h.trans (alignedChildOffsetsAt_pmf_probability d hd σ g j (hg j) c (a j))
theorem global_conditional_alignment_probability_eq (T : FourTuple F)
(hT : Function.Injective T.generator) (g : Direction F)
(hg : ∀ i, T.generator i ≠ g) (c : F)
(D : Finset (Direction F)) (hD : (exposedTupleIndices T D).card ≤ 1)
(a : MergedPairs F) :
(((PMF.uniformOfFintype (MergedPairs F)).filter {M | ∀ d, d ∈ D → M d = a d}
(fixed_supported (fun d => d ∈ D) a)).toOuterMeasure
{M | ∀ i, OnLine (tuplePoint M T i) (g,c)}).toReal =
(Fintype.card F : ℝ)⁻¹ ^ 4 := by
let hd := adjacent_ne_of_injective T hT
let E : Set (Fin 4 → Bool → F) :=
{o | ∀ i, OnLine (tuplePositionEquiv T.generator hd T.side o i) (g,c)}
have h := congrArg (fun law => (law.toOuterMeasure E).toReal)
(global_exposed_tuple_law T hT D a)
rw [PMF.toOuterMeasure_map_apply] at h
calc
_ = (((PMF.uniformOfFintype (Fin 4 → Bool → F)).filter
{o | ∀ i ∈ exposedTupleIndices T D, o i = a (T.generator i)}
(partialOffsets_supported (exposedTupleIndices T D)
(fun i => a (T.generator i)))).toOuterMeasure E).toReal := h
_ = _ := by
rw [partialOffsets_conditional_law, PMF.toOuterMeasure_map_apply]
exact partial_alignment_probability_eq T.generator hd T.side g hg c
(exposedTupleIndices T D) hD (fun i => a (T.generator i))
theorem canonical_conditional_alignment_probability_eq (T : FourTuple F)
(hT : Function.Injective T.generator) (g : Direction F)
(hg : ∀ i, T.generator i ≠ g) (c : F)
(D : Finset (Direction F)) (hD : (exposedTupleIndices T D).card ≤ 1)
(a : MergedPairs F) :
(((offsetLaw F).filter {M | ∀ d, d ∈ D → M d = a d}
(canonical_exposure_supported D a)).toOuterMeasure
{M | ∀ i, OnLine (tuplePoint M T i) (g,c)}).toReal =
(Fintype.card F : ℝ)⁻¹ ^ 4 := by
simpa only [offsetLaw_eq_uniform] using
global_conditional_alignment_probability_eq T hT g hg c D hD a
omit [Field F] [Fintype F] in
theorem card_exposedTupleIndices (T : FourTuple F)
(hT : Function.Injective T.generator) (D : Finset (Direction F)) :
(exposedTupleIndices T D).card = (generatorSet T ∩ D).card := by
have heq : (exposedTupleIndices T D).image T.generator = generatorSet T ∩ D := by
ext d
simp only [exposedTupleIndices, generatorSet, Finset.mem_image,
Finset.mem_filter, Finset.mem_univ, true_and, Finset.mem_inter]
constructor
· rintro ⟨i, hi, rfl⟩
exact ⟨⟨i, rfl⟩, hi⟩
· rintro ⟨⟨i, rfl⟩, hi⟩
exact ⟨i, hi, rfl⟩
rw [← heq, Finset.card_image_of_injective _ hT]
omit [Fintype F] in
theorem tuplePoint_eq_of_agree (T : FourTuple F) (M N : MergedPairs F)
(h : ∀ d ∈ generatorSet T, M d = N d) (j : Fin 4) :
tuplePoint M T j = tuplePoint N T j := by
have hj : T.generator j ∈ generatorSet T := by simp [generatorSet]
have hn : T.generator (j+1) ∈ generatorSet T := by simp [generatorSet]
simp only [tuplePoint, constituent, h _ hj, h _ hn]
def ListAligned {ι : Type*} (T : ι → FourTuple F) (L : ι → Line F)
(l : List ι) (M : MergedPairs F) : Prop :=
∀ i ∈ l, ∀ j, OnLine (tuplePoint M (T i) j) (L i)
omit [Fintype F] in
theorem listAligned_agree {ι : Type*} [DecidableEq ι]
(T : ι → FourTuple F) (L : ι → Line F) (l : List ι)
(M N : MergedPairs F)
(h : ∀ d ∈ l.toFinset.biUnion (fun i => generatorSet (T i)), M d = N d) :
ListAligned T L l M ↔ ListAligned T L l N := by
have hp (i : ι) (hi : i ∈ l) (j : Fin 4) :
tuplePoint M (T i) j = tuplePoint N (T i) j := by
apply tuplePoint_eq_of_agree
intro d hd
exact h d (Finset.mem_biUnion.mpr ⟨i, List.mem_toFinset.mpr hi, hd⟩)
constructor <;> intro ha i hi j
· rw [← hp i hi j]
exact ha i hi j
· rw [hp i hi j]
exact ha i hi j
theorem fixed_alignment_probability_eq (T : FourTuple F)
(hT : Function.Injective T.generator) (g : Direction F)
(hg : ∀ i, T.generator i ≠ g) (c : F)
(D : Finset (Direction F)) (hD : (exposedTupleIndices T D).card ≤ 1)
(a : MergedPairs F) :
((PMF.uniformOfFintype (FixedArray (fun d => d ∈ D) a)).toOuterMeasure
{M | ∀ j, OnLine (tuplePoint M.1 T j) (g,c)}).toReal =
(Fintype.card F : ℝ)⁻¹ ^ 4 := by
have h := global_conditional_alignment_probability_eq T hT g hg c D hD a
rw [uniform_fixed_filter, PMF.toOuterMeasure_map_apply] at h
convert h using 1
exact FiniteUniformFibers.probability_fintype_congr _ _ rfl
theorem alignment_inter_probability_eq (T : FourTuple F)
(hT : Function.Injective T.generator) (g : Direction F)
(hg : ∀ i, T.generator i ≠ g) (c : F)
(D : Finset (Direction F)) (hD : (exposedTupleIndices T D).card ≤ 1)
(E : MergedPairs F → Prop)
(hE : ∀ M N, (∀ d ∈ D, M d = N d) → (E M ↔ E N)) :
((PMF.uniformOfFintype (MergedPairs F)).toOuterMeasure
{M | E M ∧ ∀ j, OnLine (tuplePoint M T j) (g,c)}).toReal =
(Fintype.card F : ℝ)⁻¹ ^ 4 *
((PMF.uniformOfFintype (MergedPairs F)).toOuterMeasure {M | E M}).toReal := by
apply FiniteUniformFibers.fixed_probability_inter D E _ _ hE
intro a
convert fixed_alignment_probability_eq T hT g hg c D hD a using 1
exact FiniteUniformFibers.probability_fintype_congr _ _ rfl
theorem list_alignment_probability {ι : Type*} [DecidableEq ι]
(T : ι → FourTuple F) (L : ι → Line F) (l : List ι)
(hT : ∀ i ∈ l, Function.Injective (T i).generator)
(hg : ∀ i ∈ l, ∀ j, (T i).generator j ≠ (L i).1)
(horder : SmallReuseOrder (fun i => generatorSet (T i)) l) :
((PMF.uniformOfFintype (MergedPairs F)).toOuterMeasure
{M | ListAligned T L l M}).toReal =
((Fintype.card F : ℝ)⁻¹ ^ 4) ^ l.length := by
induction l with
| nil =>
simp [ListAligned]
| cons i l ih =>
have hTi := hT i (by simp)
have hgi := hg i (by simp)
have htailT : ∀ j ∈ l, Function.Injective (T j).generator :=
fun j hj => hT j (by simp [hj])
have htailg : ∀ j ∈ l, ∀ k, (T j).generator k ≠ (L j).1 :=
fun j hj => hg j (by simp [hj])
have hD : (exposedTupleIndices (T i)
(l.toFinset.biUnion (fun j => generatorSet (T j)))).card ≤ 1 := by
rw [card_exposedTupleIndices (T i) hTi]
exact horder.2
have hevent : {M | ListAligned T L (i :: l) M} =
{M | ListAligned T L l M ∧ ∀ j, OnLine (tuplePoint M (T i) j) (L i)} := by
ext M
simp only [ListAligned, List.mem_cons, forall_eq_or_imp, Set.mem_ofPred_eq]
exact and_comm
rw [hevent]
have hstep := alignment_inter_probability_eq (T i) hTi (L i).1 hgi (L i).2
(l.toFinset.biUnion (fun j => generatorSet (T j))) hD (ListAligned T L l)
(listAligned_agree T L l)
simpa only [Prod.eta, ih htailT htailg horder.1, List.length_cons,
pow_succ, mul_comm] using hstep
end
end Balanced.AlignedListProbability
end OAI