Download lean/OAI/Combinatorics/ContingencyTables/Machines/CachedStepCount.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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| import OAI.Combinatorics.ContingencyTables.Machines.CachedCompletionWeights | |
| import OAI.Combinatorics.ContingencyTables.Machines.CachedDecisionSemantics | |
| import OAI.Combinatorics.ContingencyTables.Transport.BooleanEnumeration | |
| import OAI.Combinatorics.ContingencyTables.Transport.ListedIntegerLaw | |
| namespace OAI | |
| /-! # Weighted transitions from the cached completion list -/ | |
| namespace ContingencyTables.ProfilePrograms | |
| open MatchingFPRAS MatchingFPRAS.TreeTyped DensePrograms | |
| open scoped BigOperators Classical | |
| attribute [local irreducible] cachedDecisionRealizer cachedDecision | |
| abbrev DecisionQuery := ShortStep×(List ℕ×List ℕ) | |
| /-- A rejected box entry contributes zero. A valid completion contributes | |
| its cached integer multiplicity precisely when it reaches the target. -/ | |
| def decisionWeight (z : DecisionQuery×(Option MatrixCode×ℕ)) : ℕ := | |
| z.2.1.elim 0 (fun X => if cachedDecision (z.1.1,X)=z.1.2 then z.2.2 else 0) | |
| def decisionWeightRealizer : Realizer decisionWeight := by | |
| let input : Realizer (fun z : DecisionQuery×(Option MatrixCode×ℕ) => | |
| ((z.1,z.2.2),z.2.1)) := pair (pair first (composition second second)) | |
| (composition second first) | |
| let step : Realizer (fun z : (DecisionQuery×ℕ)×MatrixCode => | |
| (z.1.1.1,z.2)) := pair (composition (composition first first) first) second | |
| let target : Realizer (fun z : (DecisionQuery×ℕ)×MatrixCode => z.1.1.2) := | |
| composition (composition first first) second | |
| let test := composition (pair (composition step cachedDecisionRealizer) target) profileCodeEqual | |
| let entry := choose test (composition first second) (constant 0) | |
| exact (composition input (optionCases (constant 0) entry)).congr (by | |
| intro z | |
| simp only [Function.comp_apply,decide_eq_true_eq] | |
| rfl) | |
| lemma polynomial_decisionWeight : PolynomialTime decisionWeightRealizer := by | |
| unfold decisionWeightRealizer | |
| apply polynomial_congr | |
| exact polynomial_composition | |
| (polynomial_pair (polynomial_pair polynomial_first | |
| (polynomial_composition polynomial_second polynomial_second)) | |
| (polynomial_composition polynomial_second polynomial_first)) | |
| (polynomial_optionCases (polynomial_constant 0) (polynomial_choose | |
| (polynomial_composition (polynomial_pair | |
| (polynomial_composition (polynomial_pair | |
| (polynomial_composition (polynomial_composition polynomial_first polynomial_first) | |
| polynomial_first) polynomial_second) polynomial_cachedDecision) | |
| (polynomial_composition (polynomial_composition polynomial_first polynomial_first) | |
| polynomial_second)) polynomial_profileCodeEqual) | |
| (polynomial_composition polynomial_first polynomial_second) (polynomial_constant 0))) | |
| def decisionWeightSum (z : DecisionQuery×List (Option MatrixCode×ℕ)) : ℕ := | |
| (z.2.map (fun a => decisionWeight (z.1,a))).sum | |
| def decisionWeightSumRealizer : Realizer decisionWeightSum := | |
| composition (mapWith decisionWeightRealizer) listSum | |
| lemma polynomial_decisionWeightSum : PolynomialTime decisionWeightSumRealizer := | |
| polynomial_composition (polynomial_mapWith polynomial_decisionWeight) polynomial_listSum | |
| end ContingencyTables.ProfilePrograms | |
| namespace ContingencyTables.DensePrograms | |
| open scoped BigOperators Classical | |
| noncomputable section | |
| /-- Free-box enumeration sums each feasible table's weight once. -/ | |
| lemma sum_completionWeights {m n d : ℕ} (R : Option (Fin m) → ℕ) | |
| (P : Option (Fin n) → ℕ) (hd : 14≤d) (hq : m*n≤d) | |
| (hR : ∀ i,d^12≤R i) (hP : ∀ j,d^12≤P j) (htotal : ∑ i,R i=∑ j,P j) | |
| (h : ℕ) (w : MatrixCode → ℕ) : | |
| ((completionWeights ((marginCode R,marginCode P),(d,h))).map | |
| (fun z => z.1.elim 0 (fun X => z.2*w X))).sum= | |
| ∑ X : Table R P,(canonicalCounts R P hd hR hP htotal h).count X*w (tableOutput X) := by | |
| rw [completionWeights_actual R P hd hq hR hP htotal h,List.map_ofFn,List.sum_ofFn] | |
| let f : BoxCompletion.Box m n (∑ i,R i) → ℕ := fun z => | |
| (BoxCompletion.decode R P htotal (∑ i,R i) z).elim 0 | |
| (fun X => (canonicalCounts R P hd hR hP htotal h).count X*w (tableOutput X)) | |
| have hs := finFunctionFinEquiv.symm.sum_comp f | |
| have hi : (∑ k : Fin (((∑ i,R i)+1)^(m*n)), | |
| let o := BoxCompletion.decode R P htotal (∑ i,R i) (finFunctionFinEquiv.symm k) | |
| (o.map tableOutput).elim 0 (fun X => | |
| o.elim 0 (fun T => (canonicalCounts R P hd hR hP htotal h).count T)*w X))= | |
| ∑ z : BoxCompletion.Box m n (∑ i,R i),f z := by | |
| rw [←hs] | |
| apply Finset.sum_congr rfl | |
| intro k _ | |
| dsimp only [f] | |
| cases BoxCompletion.decode R P htotal (∑ i,R i) (finFunctionFinEquiv.symm k) <;> rfl | |
| exact hi.trans (BoxCompletion.sum_decode R P htotal le_rfl _) | |
| end | |
| end ContingencyTables.DensePrograms | |
| namespace ContingencyTables.SmallGraphProfiles | |
| open ProfilePrograms DensePrograms PhysicalCompletionFibres FirstPaperPhysicalMarginal | |
| open SmallContextCoordinates CompletionCounts CompletionTranslation | |
| open scoped BigOperators Classical | |
| noncomputable section | |
| attribute [local irreducible] canonicalCounts completionWeights decisionWeightSum | |
| variable {m n q : ℕ} (r : Fin m → ℕ) (c : Fin n → ℕ) | |
| variable (e : Fin q ≃ Cells (paperSmall r c)) | |
| variable (hr : 0<(largeIndices ((dimensionAllowance (I := Fin m) (J := Fin n))^20,List.ofFn r)).length) | |
| variable (hc : 0<(largeIndices ((dimensionAllowance (I := Fin m) (J := Fin n))^20,List.ofFn c)).length) | |
| local notation "d" => dimensionAllowance (I := Fin m) (J := Fin n) | |
| local notation "R" => listedRows r c (d^20) (d^12) (stateCapacity r c) hr | |
| local notation "P" => listedColumns r c (d^20) (d^12) (stateCapacity r c) hc | |
| local notation "s" => smallProposalBits (I := Fin m) (J := Fin n) | |
| lemma decisionWeightSum_actual (htotal : ∑ i,r i=∑ j,c j) (h : ℕ) | |
| (x y : PaperStates r c) (word : Fin s → Bool) : | |
| decisionWeightSum ((encodedShortStep r c e h x word,stateCode r c e y), | |
| completionWeights ((marginCode (R x),marginCode (P x)),(d,h)))= | |
| ∑ A : Table (R x) (P x),if completionDecision R P x (decodedCodeProposal r c e x word) A=y | |
| then (canonicalCounts (R x) (P x) (listed_dimension_fourteen r c hr hc) | |
| (listed_row_padding r c (d^20) (d^12) (stateCapacity r c) hr hc x) | |
| (listed_column_padding r c (d^20) (d^12) (stateCapacity r c) hr hc x) | |
| (listed_paper_totals r c hr hc x) h).count A else 0 := by | |
| let w : MatrixCode → ℕ := fun X => | |
| if cachedDecision (encodedShortStep r c e h x word,X)=stateCode r c e y then 1 else 0 | |
| have he : decisionWeightSum ((encodedShortStep r c e h x word,stateCode r c e y), | |
| completionWeights ((marginCode (R x),marginCode (P x)),(d,h)))= | |
| ((completionWeights ((marginCode (R x),marginCode (P x)),(d,h))).map | |
| (fun z => z.1.elim 0 (fun X => z.2*w X))).sum := by | |
| unfold decisionWeightSum | |
| congr 1 | |
| apply List.map_congr_left | |
| intro z _ | |
| rcases z with ⟨o,a⟩ | |
| cases o with | |
| | none => rfl | |
| | some X => | |
| simp only [decisionWeight,Option.elim_some,w] | |
| split_ifs <;> simp | |
| rw [he,sum_completionWeights (R x) (P x) (listed_dimension_fourteen r c hr hc) | |
| (by simpa only [Fintype.card_prod,Fintype.card_fin] using (listed_dimensions r c hr hc).2.2) | |
| (listed_row_padding r c (d^20) (d^12) (stateCapacity r c) hr hc x) | |
| (listed_column_padding r c (d^20) (d^12) (stateCapacity r c) hr hc x) | |
| (listed_paper_totals r c hr hc x) h w] | |
| apply Finset.sum_congr rfl | |
| intro A _ | |
| simp only [w,cachedDecision_encoded r c e hr hc htotal h x word A, | |
| (stateCode_injective r c e).eq_iff] | |
| split_ifs <;> simp | |
| end | |
| end ContingencyTables.SmallGraphProfiles | |
| end OAI | |