import OAI.Computability.PerfectCompleteness.Algebra.HierarchicalMatrixTable import OAI.Computability.PerfectCompleteness.Construction.OriginalCutBucketReplacement import OAI.Computability.PerfectCompleteness.Sampling.CutSamplerReplayTransportLemmas import OAI.Computability.PerfectCompleteness.Sampling.OriginalWholeCutLaw namespace OAI section namespace PerfectCompleteness.OriginalOwnBucketSplit open RecursiveSpaces DescendantSpaces TreeSourceSpaces HierarchicalArrays TerminalCalls open OriginalWholeCut OriginalWholeCutTape open UniqueGamesTheorem.Foundations.Games open scoped BigOperators Classical noncomputable section variable {branch : Nat → Nat} {n m k t : Nat} @[instance_reducible] def valuesChildrenFintype (C : Type*) [Fintype C] (slots : Slots branch (m + 1) → Fin t → MixedSupport.Slot) (rows : Nat → Nat) : Fintype ((C → H slots) × ChildArrays rows slots) := @instFintypeProd (C → H slots) (ChildArrays rows slots) inferInstance inferInstance attribute [local instance 2000] valuesChildrenFintype def OtherIndex (rows repeats : Nat → Nat) : {n m : Nat} → Path branch n m → Type | _, _, .refl _ => Empty | n + 1, _, .step i p => (BucketSampler.Direction (rows (n + 1)) × TerminalIndex repeats (.step i p)) ⊕ OtherIndex rows repeats p instance otherIndexFintype (rows repeats : Nat → Nat) (p : Path branch n m) : Fintype (OtherIndex rows repeats p) := by induction p with | refl m => exact inferInstanceAs (Fintype Empty) | @step n m i p ih => letI : Fintype (OtherIndex rows repeats p) := ih exact inferInstanceAs (Fintype ((BucketSampler.Direction (rows (n + 1)) × TerminalIndex repeats (.step i p)) ⊕ OtherIndex rows repeats p)) private def sumEmpty (A : Type*) : A ≃ A ⊕ Empty where toFun := Sum.inl invFun := Sum.elim id Empty.elim left_inv _ := rfl right_inv x := by cases x with | inl a => rfl | inr e => exact Empty.elim e private def swapFirstSum (R A O : Type*) : R ⊕ (A ⊕ O) ≃ A ⊕ (R ⊕ O) where toFun | .inl r => .inr (.inl r) | .inr (.inl a) => .inl a | .inr (.inr o) => .inr (.inr o) invFun | .inl a => .inr (.inl a) | .inr (.inl r) => .inl r | .inr (.inr o) => .inr (.inr o) left_inv x := by rcases x with r | (a | o) <;> rfl right_inv x := by rcases x with a | (r | o) <;> rfl def indexEquiv (rows repeats : Nat → Nat) : {n m : Nat} → (p : Path branch n m) → OriginalCutCalls.Index rows repeats p ≃ BucketSampler.Direction (rows m) ⊕ OtherIndex rows repeats p | _, _, .refl _ => sumEmpty _ | n + 1, _, .step i p => (Equiv.sumCongr (Equiv.refl (BucketSampler.Direction (rows (n + 1)) × TerminalIndex repeats (.step i p))) (indexEquiv rows repeats p)).trans (swapFirstSum _ _ _) @[simp] theorem indexEquiv_ownBucket (rows repeats : Nat → Nat) (p : Path branch n m) (a : BucketSampler.Direction (rows m)) : indexEquiv rows repeats p (OriginalCutCalls.ownBucket rows repeats p a) = .inl a := by revert a induction p with | refl m => intro a; rfl | @step n m i p ih => intro a change swapFirstSum _ _ _ (.inr (indexEquiv rows repeats p (OriginalCutCalls.ownBucket rows repeats p a))) = _ rw [ih a] rfl @[simp] theorem indexEquiv_symm_inl (rows repeats : Nat → Nat) (p : Path branch n m) (a : BucketSampler.Direction (rows m)) : (indexEquiv rows repeats p).symm (.inl a) = OriginalCutCalls.ownBucket rows repeats p a := by apply (indexEquiv rows repeats p).injective rw [Equiv.apply_symm_apply, indexEquiv_ownBucket] def otherCall (rows repeats : Nat → Nat) (p : Path branch n m) (call : OtherIndex rows repeats p) : OriginalCutCalls.Index rows repeats p := (indexEquiv rows repeats p).symm (.inr call) @[simp] theorem indexEquiv_otherCall (rows repeats : Nat → Nat) (p : Path branch n m) (call : OtherIndex rows repeats p) : indexEquiv rows repeats p (otherCall rows repeats p call) = .inr call := (indexEquiv rows repeats p).apply_symm_apply (.inr call) theorem otherCall_injective (rows repeats : Nat → Nat) (p : Path branch n m) : Function.Injective (otherCall rows repeats p) := by intro a b h have h' := congrArg (indexEquiv rows repeats p) h simpa only [indexEquiv_otherCall, Sum.inr.injEq] using h' theorem otherCall_ne_ownBucket (rows repeats : Nat → Nat) (p : Path branch n m) (call : OtherIndex rows repeats p) (a : BucketSampler.Direction (rows m)) : otherCall rows repeats p call ≠ OriginalCutCalls.ownBucket rows repeats p a := by intro h have h' := congrArg (indexEquiv rows repeats p) h rw [indexEquiv_otherCall, indexEquiv_ownBucket] at h' cases h' def valuesEquiv (rows repeats : Nat → Nat) (p : Path branch n m) (A : Type*) : (OriginalCutCalls.Index rows repeats p → A) ≃ (BucketSampler.Direction (rows m) → A) × (OtherIndex rows repeats p → A) := (Equiv.arrowCongr (indexEquiv rows repeats p) (Equiv.refl A)).trans (Equiv.sumArrowEquivProdArrow _ _ _) @[simp] theorem valuesEquiv_own (rows repeats : Nat → Nat) (p : Path branch n m) (A : Type*) (values : OriginalCutCalls.Index rows repeats p → A) (a : BucketSampler.Direction (rows m)) : (valuesEquiv rows repeats p A values).1 a = values (OriginalCutCalls.ownBucket rows repeats p a) := by change values ((indexEquiv rows repeats p).symm (.inl a)) = _ rw [indexEquiv_symm_inl] @[simp] theorem valuesEquiv_other (rows repeats : Nat → Nat) (p : Path branch n m) (A : Type*) (values : OriginalCutCalls.Index rows repeats p → A) (call : OtherIndex rows repeats p) : (valuesEquiv rows repeats p A values).2 call = values (otherCall rows repeats p call) := rfl @[simp] theorem valuesEquiv_symm_own (rows repeats : Nat → Nat) (p : Path branch n m) (A : Type*) (own : BucketSampler.Direction (rows m) → A) (other : OtherIndex rows repeats p → A) (a : BucketSampler.Direction (rows m)) : (valuesEquiv rows repeats p A).symm (own, other) (OriginalCutCalls.ownBucket rows repeats p a) = own a := by have h := congrArg (fun z => z.1 a) ((valuesEquiv rows repeats p A).apply_symm_apply (own, other)) simpa only [valuesEquiv_own] using h @[simp] theorem valuesEquiv_symm_other (rows repeats : Nat → Nat) (p : Path branch n m) (A : Type*) (own : BucketSampler.Direction (rows m) → A) (other : OtherIndex rows repeats p → A) (call : OtherIndex rows repeats p) : (valuesEquiv rows repeats p A).symm (own, other) (otherCall rows repeats p call) = other call := by have h := congrArg (fun z => z.2 call) ((valuesEquiv rows repeats p A).apply_symm_apply (own, other)) simpa only [valuesEquiv_other] using h theorem valuesEquiv_law (rows repeats : Nat → Nat) (p : Path branch n m) {A : Type*} [Fintype A] (μ : FiniteDistribution A) : (FiniteProduct.law (fun _ : OriginalCutCalls.Index rows repeats p => μ)).pushforward (valuesEquiv rows repeats p A) = (FiniteProduct.law (fun _ : BucketSampler.Direction (rows m) => μ)).product (FiniteProduct.law (fun _ : OtherIndex rows repeats p => μ)) := by rw [← FiniteDistribution.transport_eq_pushforward] apply FiniteDistribution.eq_of_weight_eq intro z change (∏ call : OriginalCutCalls.Index rows repeats p, μ.weight (Sum.elim z.1 z.2 (indexEquiv rows repeats p call))) = (∏ a : BucketSampler.Direction (rows m), μ.weight (z.1 a)) * ∏ other : OtherIndex rows repeats p, μ.weight (z.2 other) rw [(indexEquiv rows repeats p).prod_comp (fun tag => μ.weight (Sum.elim z.1 z.2 tag)), Fintype.prod_sum_type] simp only [Sum.elim_inl, Sum.elim_inr] abbrev BucketTape (rows : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) := BucketSampler.Tape (rows (m + 1)) (H (cutSlots p slots)) abbrev OtherValues (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) := OtherIndex rows repeats p → H (cutSlots p slots) abbrev Complement (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) := Exterior rows repeats p slots × (OtherValues rows repeats p slots × BelowArrays rows p slots) def recordEquiv (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) : Record rows repeats p slots ≃ BucketTape rows p slots × Complement rows repeats p slots where toFun record := ((valuesEquiv rows repeats p (H (cutSlots p slots)) record.2.1).1, (record.1, ((valuesEquiv rows repeats p (H (cutSlots p slots)) record.2.1).2, record.2.2))) invFun z := (z.2.1, ((valuesEquiv rows repeats p (H (cutSlots p slots))).symm (z.1, z.2.2.1), z.2.2.2)) left_inv record := by rcases record with ⟨exterior, values, below⟩ change (exterior, ((valuesEquiv rows repeats p (H (cutSlots p slots))).symm (valuesEquiv rows repeats p (H (cutSlots p slots)) values), below)) = _ rw [Equiv.symm_apply_apply] right_inv z := by rcases z with ⟨own, exterior, other, below⟩ change (((valuesEquiv rows repeats p (H (cutSlots p slots))) ((valuesEquiv rows repeats p (H (cutSlots p slots))).symm (own, other))).1, (exterior, (((valuesEquiv rows repeats p (H (cutSlots p slots))) ((valuesEquiv rows repeats p (H (cutSlots p slots))).symm (own, other))).2, below))) = _ rw [Equiv.apply_symm_apply] def assembleRecord (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (own : BucketTape rows p slots) (complement : Complement rows repeats p slots) : Record rows repeats p slots := (recordEquiv rows repeats p slots).symm (own, complement) @[simp] theorem recordEquiv_own (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (record : Record rows repeats p slots) (a : BucketSampler.Direction (rows (m + 1))) : (recordEquiv rows repeats p slots record).1 a = record.2.1 (OriginalCutCalls.ownBucket rows repeats p a) := valuesEquiv_own rows repeats p (H (cutSlots p slots)) record.2.1 a @[simp] theorem split_assembleRecord (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (own : BucketTape rows p slots) (complement : Complement rows repeats p slots) : recordEquiv rows repeats p slots (assembleRecord rows repeats p slots own complement) = (own, complement) := (recordEquiv rows repeats p slots).apply_symm_apply (own, complement) @[simp] theorem assembleRecord_split (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (record : Record rows repeats p slots) : assembleRecord rows repeats p slots (recordEquiv rows repeats p slots record).1 (recordEquiv rows repeats p slots record).2 = record := (recordEquiv rows repeats p slots).symm_apply_apply record @[simp] theorem assembleRecord_exterior (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (own : BucketTape rows p slots) (complement : Complement rows repeats p slots) : (assembleRecord rows repeats p slots own complement).1 = complement.1 := rfl @[simp] theorem assembleRecord_below (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (own : BucketTape rows p slots) (complement : Complement rows repeats p slots) : (assembleRecord rows repeats p slots own complement).2.2 = complement.2.2 := rfl @[simp] theorem assembleRecord_own (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (own : BucketTape rows p slots) (complement : Complement rows repeats p slots) (a : BucketSampler.Direction (rows (m + 1))) : (assembleRecord rows repeats p slots own complement).2.1 (OriginalCutCalls.ownBucket rows repeats p a) = own a := valuesEquiv_symm_own rows repeats p (H (cutSlots p slots)) own complement.2.1 a @[simp] theorem assembleRecord_other (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (own : BucketTape rows p slots) (complement : Complement rows repeats p slots) (call : OtherIndex rows repeats p) : (assembleRecord rows repeats p slots own complement).2.1 (otherCall rows repeats p call) = complement.2.1 call := valuesEquiv_symm_other rows repeats p (H (cutSlots p slots)) own complement.2.1 call theorem assembleRecord_nonown_eq (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (own₁ own₂ : BucketTape rows p slots) (complement : Complement rows repeats p slots) (call : OriginalCutCalls.Index rows repeats p) (hcall : ∀ a, call ≠ OriginalCutCalls.ownBucket rows repeats p a) : (assembleRecord rows repeats p slots own₁ complement).2.1 call = (assembleRecord rows repeats p slots own₂ complement).2.1 call := by cases he : indexEquiv rows repeats p call with | inl a => exfalso apply hcall a apply (indexEquiv rows repeats p).injective rw [indexEquiv_ownBucket] exact he | inr other => have hc : call = otherCall rows repeats p other := by apply (indexEquiv rows repeats p).injective rw [indexEquiv_otherCall] exact he rw [hc, assembleRecord_other, assembleRecord_other] def complementLaw (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (scalar : FiniteDistribution (H (cutSlots p slots))) (exterior : FiniteDistribution (Exterior rows repeats p slots)) (below : FiniteDistribution (BelowArrays rows p slots)) : FiniteDistribution (Complement rows repeats p slots) := exterior.product ((FiniteProduct.law (fun _ : OtherIndex rows repeats p => scalar)).product below) theorem independent_record_split (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (scalar : FiniteDistribution (H (cutSlots p slots))) (exterior : FiniteDistribution (Exterior rows repeats p slots)) (below : FiniteDistribution (BelowArrays rows p slots)) : (exterior.product ((FiniteProduct.law (fun _ : OriginalCutCalls.Index rows repeats p => scalar)).product below)).pushforward (recordEquiv rows repeats p slots) = (BucketSampler.tapeLaw (rows (m + 1)) scalar).product (complementLaw rows repeats p slots scalar exterior below) := by rw [← FiniteDistribution.transport_eq_pushforward] apply FiniteDistribution.eq_of_weight_eq intro z change exterior.weight z.2.1 * ((∏ call : OriginalCutCalls.Index rows repeats p, scalar.weight (Sum.elim z.1 z.2.2.1 (indexEquiv rows repeats p call))) * below.weight z.2.2.2) = (∏ a : BucketSampler.Direction (rows (m + 1)), scalar.weight (z.1 a)) * (exterior.weight z.2.1 * ((∏ other : OtherIndex rows repeats p, scalar.weight (z.2.2.1 other)) * below.weight z.2.2.2)) rw [(indexEquiv rows repeats p).prod_comp (fun tag => scalar.weight (Sum.elim z.1 z.2.2.1 tag)), Fintype.prod_sum_type] simp only [Sum.elim_inl, Sum.elim_inr] ring def actualComplementLaw (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (chosen : Fin (branch m)) (q : Path branch m k) (slots : Slots branch n → Fin t → MixedSupport.Slot) : FiniteDistribution (Complement rows repeats p slots) := complementLaw rows repeats p slots (RecursiveSampler.law F2 repeats (.step chosen q) (LeafDomain (cutSlots p slots))) (exteriorLaw rows repeats p slots) (OriginalWholeCutLaw.belowArraysLaw rows repeats chosen q (cutSlots p slots)) theorem recordLaw_split (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (chosen : Fin (branch m)) (q : Path branch m k) (slots : Slots branch n → Fin t → MixedSupport.Slot) : (OriginalWholeCutLaw.recordLaw rows repeats p chosen q slots).pushforward (recordEquiv rows repeats p slots) = (BucketSampler.tapeLaw (rows (m + 1)) (RecursiveSampler.law F2 repeats (.step chosen q) (LeafDomain (cutSlots p slots)))).product (actualComplementLaw rows repeats p chosen q slots) := independent_record_split rows repeats p slots (RecursiveSampler.law F2 repeats (.step chosen q) (LeafDomain (cutSlots p slots))) (exteriorLaw rows repeats p slots) (OriginalWholeCutLaw.belowArraysLaw rows repeats chosen q (cutSlots p slots)) theorem uniform_record_split (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) : (FiniteDistribution.uniform (Record rows repeats p slots)).pushforward (recordEquiv rows repeats p slots) = (FiniteDistribution.uniform (BucketTape rows p slots)).product (FiniteDistribution.uniform (Complement rows repeats p slots)) := by rw [← FiniteDistribution.transport_eq_pushforward, UniformConditioning.uniform_transport, WholeCutSampler.uniform_product] theorem uniform_record_split_bucketLaw (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) : (FiniteDistribution.uniform (Record rows repeats p slots)).pushforward (recordEquiv rows repeats p slots) = (BucketSampler.tapeLaw (rows (m + 1)) (FiniteDistribution.uniform (H (cutSlots p slots)))).product (FiniteDistribution.uniform (Complement rows repeats p slots)) := by rw [BucketSampler.tapeLaw, UniformLinearImage.law_uniform] exact uniform_record_split rows repeats p slots theorem uniform_assembleRecord (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) : ((FiniteDistribution.uniform (BucketTape rows p slots)).product (FiniteDistribution.uniform (Complement rows repeats p slots))).pushforward (fun z => assembleRecord rows repeats p slots z.1 z.2) = FiniteDistribution.uniform (Record rows repeats p slots) := by rw [WholeCutSampler.uniform_product] change (FiniteDistribution.uniform (BucketTape rows p slots × Complement rows repeats p slots)).pushforward (recordEquiv rows repeats p slots).symm = _ rw [← FiniteDistribution.transport_eq_pushforward] exact UniformConditioning.uniform_transport (recordEquiv rows repeats p slots).symm def zeroOwnReconstruction (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (complement : Complement rows repeats p slots) : Arrays slots rows := reconstructRecord rows repeats p slots (assembleRecord rows repeats p slots 0 complement) theorem reconstruct_assembleRecord_outside (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (own₁ own₂ : BucketTape rows p slots) (complement : Complement rows repeats p slots) (node : Nodes branch n) (hnode : node ≠ WholeArrayInteriorExterior.upperNode p) : reconstructRecord rows repeats p slots (assembleRecord rows repeats p slots own₁ complement) node = reconstructRecord rows repeats p slots (assembleRecord rows repeats p slots own₂ complement) node := by change reconstruct rows repeats p slots complement.1 (assembleRecord rows repeats p slots own₁ complement).2.1 complement.2.2 node = reconstruct rows repeats p slots complement.1 (assembleRecord rows repeats p slots own₂ complement).2.1 complement.2.2 node exact OriginalCutBucketReplacement.reconstruct_outside_eq_of_nonown_eq rows repeats p slots complement.1 _ _ complement.2.2 (assembleRecord_nonown_eq rows repeats p slots own₁ own₂ complement) node hnode def background (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (complement : Complement rows repeats p slots) : HierarchicalMatrixTable.Background (rows := rows) slots (WholeArrayInteriorExterior.upperNode p) := HierarchicalMatrixTable.backgroundOf slots (WholeArrayInteriorExterior.upperNode p) (zeroOwnReconstruction rows repeats p slots complement) theorem background_assembleRecord (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (own : BucketTape rows p slots) (complement : Complement rows repeats p slots) : HierarchicalMatrixTable.backgroundOf slots (WholeArrayInteriorExterior.upperNode p) (reconstructRecord rows repeats p slots (assembleRecord rows repeats p slots own complement)) = background rows repeats p slots complement := by funext node exact reconstruct_assembleRecord_outside rows repeats p slots own 0 complement node.val node.property theorem background_record (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) (record : Record rows repeats p slots) : HierarchicalMatrixTable.backgroundOf slots (WholeArrayInteriorExterior.upperNode p) (reconstructRecord rows repeats p slots record) = background rows repeats p slots (recordEquiv rows repeats p slots record).2 := by have h := background_assembleRecord rows repeats p slots (recordEquiv rows repeats p slots record).1 (recordEquiv rows repeats p slots record).2 rw [assembleRecord_split] at h exact h local instance backgroundFintype (rows : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) : Fintype (HierarchicalMatrixTable.Background (rows := rows) slots (WholeArrayInteriorExterior.upperNode p)) := Fintype.ofFinite _ def backgroundLaw (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) : FiniteDistribution (HierarchicalMatrixTable.Background (rows := rows) slots (WholeArrayInteriorExterior.upperNode p)) := (FiniteDistribution.uniform (Complement rows repeats p slots)).pushforward (background rows repeats p slots) def actualBackgroundLaw (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (chosen : Fin (branch m)) (q : Path branch m k) (slots : Slots branch n → Fin t → MixedSupport.Slot) : FiniteDistribution (HierarchicalMatrixTable.Background (rows := rows) slots (WholeArrayInteriorExterior.upperNode p)) := (actualComplementLaw rows repeats p chosen q slots).pushforward (background rows repeats p slots) theorem recordLaw_own_background (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (chosen : Fin (branch m)) (q : Path branch m k) (slots : Slots branch n → Fin t → MixedSupport.Slot) : (OriginalWholeCutLaw.recordLaw rows repeats p chosen q slots).pushforward (fun record => ((recordEquiv rows repeats p slots record).1, HierarchicalMatrixTable.backgroundOf slots (WholeArrayInteriorExterior.upperNode p) (reconstructRecord rows repeats p slots record))) = (BucketSampler.tapeLaw (rows (m + 1)) (RecursiveSampler.law F2 repeats (.step chosen q) (LeafDomain (cutSlots p slots)))).product (actualBackgroundLaw rows repeats p chosen q slots) := by calc _ = ((OriginalWholeCutLaw.recordLaw rows repeats p chosen q slots).pushforward (recordEquiv rows repeats p slots)).pushforward (fun z => (z.1, background rows repeats p slots z.2)) := by rw [FiniteDistribution.pushforward_comp] apply congrArg (OriginalWholeCutLaw.recordLaw rows repeats p chosen q slots).pushforward funext record exact Prod.ext rfl (background_record rows repeats p slots record) _ = ((BucketSampler.tapeLaw (rows (m + 1)) (RecursiveSampler.law F2 repeats (.step chosen q) (LeafDomain (cutSlots p slots)))).product (actualComplementLaw rows repeats p chosen q slots)).pushforward (fun z => (z.1, background rows repeats p slots z.2)) := by rw [recordLaw_split] _ = _ := by simpa only [id_eq, FiniteDistribution.pushforward_id, actualBackgroundLaw] using (FiniteDistribution.product_pushforward (BucketSampler.tapeLaw (rows (m + 1)) (RecursiveSampler.law F2 repeats (.step chosen q) (LeafDomain (cutSlots p slots)))) (actualComplementLaw rows repeats p chosen q slots) (id : BucketTape rows p slots → BucketTape rows p slots) (background rows repeats p slots)) theorem uniform_own_background (rows repeats : Nat → Nat) (p : Path branch n (m + 1)) (slots : Slots branch n → Fin t → MixedSupport.Slot) : (FiniteDistribution.uniform (Record rows repeats p slots)).pushforward (fun record => ((recordEquiv rows repeats p slots record).1, HierarchicalMatrixTable.backgroundOf slots (WholeArrayInteriorExterior.upperNode p) (reconstructRecord rows repeats p slots record))) = (FiniteDistribution.uniform (BucketTape rows p slots)).product (backgroundLaw rows repeats p slots) := by calc _ = ((FiniteDistribution.uniform (Record rows repeats p slots)).pushforward (recordEquiv rows repeats p slots)).pushforward (fun z => (z.1, background rows repeats p slots z.2)) := by rw [FiniteDistribution.pushforward_comp] apply congrArg ((FiniteDistribution.uniform (Record rows repeats p slots)).pushforward) funext record exact Prod.ext rfl (background_record rows repeats p slots record) _ = ((FiniteDistribution.uniform (BucketTape rows p slots)).product (FiniteDistribution.uniform (Complement rows repeats p slots))).pushforward (fun z => (z.1, background rows repeats p slots z.2)) := by rw [uniform_record_split] _ = _ := by simpa only [id_eq, FiniteDistribution.pushforward_id, backgroundLaw] using (FiniteDistribution.product_pushforward (FiniteDistribution.uniform (BucketTape rows p slots)) (FiniteDistribution.uniform (Complement rows repeats p slots)) (id : BucketTape rows p slots → BucketTape rows p slots) (background rows repeats p slots)) end end PerfectCompleteness.OriginalOwnBucketSplit end end OAI