Download lean/OAI/Combinatorics/ContingencyTables/Sampling/ExactRareCost.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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| import OAI.Combinatorics.ContingencyTables.Sampling.ExactGatePolynomial | |
| namespace OAI | |
| /-! # Polynomial dependence of the correction cost on its finite tabulation measure -/ | |
| namespace ContingencyTables.ExactRareCost | |
| open MatchingFPRAS MatchingFPRAS.TreeTyped MatchingFPRAS.PhysicalStream | |
| open ProfilePrograms DensePrograms Polynomial | |
| noncomputable section | |
| attribute [local irreducible] ExactTypedProgram.program exactParsedMargins | |
| ExactGateCost.measure exactRareMeasure exactMatrixInput | |
| def measure (z : CompletionMargins) : ℕ := ExactGateCost.measure z+exactRareMeasure z | |
| theorem core_polynomial : ∃ p : Polynomial ℕ,∀ z, | |
| ExactCoreCost.budget z 1 ≤ p.eval (measure z) := by | |
| obtain ⟨g,hg⟩ := ExactGateCost.budget_polynomial | |
| obtain ⟨p,hp⟩ := work_exactMatrixInput | |
| obtain ⟨q,hq⟩ := ExactMatrixTrial.polynomial_trial | |
| refine ⟨g+p+q.comp p+12*p+C (weight (default : MatrixCode)+40),?_⟩ | |
| intro z | |
| have hgate : ExactGatePrefix.budget z ≤ g.eval (measure z) := | |
| (hg z).trans (polynomial_eval_monotone g (Nat.le_add_right _ _)) | |
| have hmatrix : exactMatrixInputRealizer.cost z+weight (exactMatrixInput z) ≤ p.eval (measure z) := | |
| (hp z).trans (polynomial_eval_monotone p (Nat.le_add_left _ _)) | |
| have hw : weight (exactMatrixInput z) ≤ p.eval (measure z) := | |
| (Nat.le_add_left _ _).trans hmatrix | |
| have htrial := (Nat.le_add_right _ _).trans | |
| ((hq (exactMatrixInput z)).trans (polynomial_eval_monotone q hw)) | |
| change ExactMatrixTrial.trialRealizer.cost (exactMatrixInput z) ≤ q.eval (p.eval (measure z)) at htrial | |
| change rareBranchRealizer.cost z+exactOrdinaryRealizer.cost z+exactMatrixInputRealizer.cost z+ | |
| 1*(ExactMatrixTrial.trialRealizer.cost (exactMatrixInput z)+12*weight (exactMatrixInput z)+ | |
| weight (default : MatrixCode)+40)+10*weight z+50 ≤ _ | |
| change rareBranchRealizer.cost z+exactOrdinaryRealizer.cost z+10*weight z+50 ≤ _ at hgate | |
| simp only [eval_add,eval_mul,eval_ofNat,eval_C,eval_comp] | |
| omega | |
| def publicMeasure (as : List Symbol) (B : ℕ) : ℕ := | |
| weight as+measure (exactParsedMargins as)+B | |
| /-- All copying and physical simulation costs are polynomial in the | |
| already explicit finite-tabulation measure. -/ | |
| theorem public_polynomial : ∃ p : Polynomial ℕ,∀ as B, | |
| LiteralProgram.packTime as.length+ExactPhysicalCost.budget as 1 B+ | |
| LiteralProgram.postTime B+1 ≤ p.eval (publicMeasure as B) := by | |
| obtain ⟨p,hp⟩ := polynomial_exactParsedMargins | |
| obtain ⟨q,hq⟩ := core_polynomial | |
| let t : Polynomial ℕ := p+q+X | |
| obtain ⟨v,hv⟩ := PhysicalCostPolynomial.bound | |
| (OnlineStack.accesses ExactTypedProgram.program.code) | |
| (OnlineStack.overhead ExactTypedProgram.program.code) t | |
| refine ⟨v+1,?_⟩ | |
| intro as B | |
| let M := publicMeasure as B | |
| have hw : weight as ≤ M := by unfold M publicMeasure; omega | |
| have hg : measure (exactParsedMargins as) ≤ M := by unfold M publicMeasure; omega | |
| have hB : B ≤ M := by unfold M publicMeasure; omega | |
| have ht : ExactPhysicalCost.typedBudget as 1 B ≤ t.eval M := by | |
| have hp' := (Nat.le_add_right _ _).trans ((hp as).trans (polynomial_eval_monotone p hw)) | |
| have hq' := (hq _).trans (polynomial_eval_monotone q hg) | |
| simpa only [ExactPhysicalCost.typedBudget,t,eval_add,eval_X] using | |
| Nat.add_le_add (Nat.add_le_add hp' hq') hB | |
| have hb := hv (weight as) (ExactPhysicalCost.typedBudget as 1 B) as.length B M hw ht | |
| ((list_length_le_weight as).trans hw) hB | |
| simpa only [ExactPhysicalCost.budget,OnlineStack.Executes.factor,eval_add,eval_one] | |
| using Nat.add_le_add_right hb 1 | |
| end | |
| end ContingencyTables.ExactRareCost | |
| end OAI | |