openAI-math-dataset / lean /OAI /Combinatorics /EditApproximation /Refinement /ComputedChargedQueryBudget.lean
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| import OAI.Combinatorics.EditApproximation.Geometry.ChargedTerminalCost | |
| import OAI.Combinatorics.EditApproximation.Refinement.ComputedRefinementReadBudget | |
| import OAI.Combinatorics.EditApproximation.Refinement.ComputedWarmupReadBudget | |
| namespace OAI | |
| /-! Uniform edge budgets for the actual charged global interpreter. | |
| The bounds hold for every initial seed and every draw, including failed | |
| approximation events. -/ | |
| namespace EditApproximation | |
| section Current | |
| variable {α : Type*} [DecidableEq α] {M J R : ℕ} [NeZero R] | |
| (source target : List α) (N P H T S passes copies : ℕ) | |
| (factor : ℕ → ℚ) (multiplier : ℕ → ℕ) (tau eta kappa delta : ℚ) | |
| (group : ℕ → ℕ → PhysicalInternalNode M J → Fin R → | |
| CellGroupDraws M (inputSmallLog N) (inputSmallLog N ^ 80)) | |
| (integer : ℕ → ℕ → PhysicalInternalNode M J → Fin R → ℕ → TargetInterval target.length → ℕ) | |
| (initial : PhysicalEntry M J target.length → ℕ) | |
| variable (hN : 0 < N) (hell : 200 ≤ inputSmallLog N) | |
| (hM : M = (integerParameters N).M) | |
| (hAmax : ∀ pass, factor pass ≤ ((integerParameters N).initialFactor : ℚ)) | |
| include hN hell hM hAmax in | |
| theorem computed_chargedGlobalQuery_current_reads | |
| (request : ChargedPhysicalRequest M J target.length passes copies T S) : | |
| (chargedGlobalQuery source target N P (inputSmallLog N) (40 * smallLogExponent N) | |
| H (inputSmallLog N ^ 80) T S passes copies factor multiplier tau eta kappa delta | |
| group integer initial request).cost | |
| (fun child => chargedRequestValue source target N P (inputSmallLog N) (40 * smallLogExponent N) | |
| H (inputSmallLog N ^ 80) T S passes copies factor multiplier tau eta kappa delta | |
| group integer initial child.val) | |
| (fun child => chargedSameWeight request child.val) ≤ 2 * M * inputSmallLog N ^ 256 := by | |
| cases request with | |
| | inl entry => exact Nat.zero_le _ | |
| | inr parent => | |
| by_cases hi : parent.val.index ≤ T | |
| · unfold chargedGlobalQuery | |
| dsimp only | |
| rw [ite_eq_left hi, chargedWarmupQuery_same_cost_zero] | |
| exact Nat.zero_le _ | |
| · by_cases hb : parent.val.node.1.val < J | |
| · by_cases hs : (physicalSourceInterval source.length parent.val.node).hi - | |
| (physicalSourceInterval source.length parent.val.node).lo ≤ 1 | |
| · unfold chargedGlobalQuery | |
| dsimp only | |
| rw [ite_eq_right hi, ite_eq_left hb, ite_eq_left hs, chargedInitialQuery_same_cost_zero] | |
| exact Nat.zero_le _ | |
| · rw [chargedGlobalQuery_current_cost source target N P (inputSmallLog N) | |
| (40 * smallLogExponent N) H (inputSmallLog N ^ 80) T S passes copies factor multiplier | |
| tau eta kappa delta group integer initial parent (by omega) hb hs] | |
| apply computed_physicalRefinement_current_reads source target N P H hN hell hM | |
| (factor parent.val.pass) tau eta kappa delta (hAmax _) parent.val.pass parent.val.copy | |
| T S (parent.val.index - T) (by omega) parent.val.node hb | |
| rw [localRequestValue_initial] | |
| exact stageInitial_nonneg_all_seeds _ _ _ _ _ _ _ _ | |
| · unfold chargedGlobalQuery | |
| dsimp only | |
| rw [ite_eq_right hi, ite_eq_right hb, chargedInitialQuery_same_cost_zero] | |
| exact Nat.zero_le _ | |
| variable (hP : P = (integerParameters N).P) (hT : T = (integerParameters N).T) | |
| (hS : S = (integerParameters N).S) (hcopies : copies ≤ inputHeight N ^ 2) | |
| (hAmin : ∀ pass, 1 ≤ factor pass) | |
| include hN hell hM hAmax hP hT hS hcopies hAmin in | |
| theorem computed_chargedGlobalQuery_earlier_reads | |
| (request : ChargedPhysicalRequest M J target.length passes copies T S) : | |
| (chargedGlobalQuery source target N P (inputSmallLog N) (40 * smallLogExponent N) | |
| H (inputSmallLog N ^ 80) T S passes copies factor multiplier tau eta kappa delta | |
| group integer initial request).cost | |
| (fun child => chargedRequestValue source target N P (inputSmallLog N) (40 * smallLogExponent N) | |
| H (inputSmallLog N ^ 80) T S passes copies factor multiplier tau eta kappa delta | |
| group integer initial child.val) | |
| (fun child => chargedEarlierWeight request child.val) ≤ | |
| inputHeight N ^ (512 * (coarseExponent (inputSmallLog N) + 1)) := by | |
| cases request with | |
| | inl entry => exact Nat.zero_le _ | |
| | inr parent => | |
| let oracle := fun child : {child : ChargedPhysicalRequest M J target.length passes copies T S // | |
| child.rank < ChargedPhysicalRequest.rank (Sum.inr parent)} => | |
| chargedRequestValue source target N P (inputSmallLog N) (40 * smallLogExponent N) | |
| H (inputSmallLog N ^ 80) T S passes copies factor multiplier tau eta kappa delta | |
| group integer initial child.val | |
| have hmono (program : FiniteQuery {child : ChargedPhysicalRequest M J target.length passes copies T S // | |
| child.rank < ChargedPhysicalRequest.rank (Sum.inr parent)}) : | |
| program.cost oracle (fun child => chargedEarlierWeight (Sum.inr parent) child.val) ≤ | |
| program.cost oracle (fun _ => 1) := by | |
| apply FiniteQuery.cost_mono_weights | |
| intro child | |
| unfold chargedEarlierWeight | |
| split_ifs <;> omega | |
| by_cases hi : parent.val.index ≤ T | |
| · unfold chargedGlobalQuery | |
| dsimp only | |
| rw [ite_eq_left hi] | |
| exact (hmono _).trans (computed_chargedWarmupQuery_reads source target N P hN hell hM hP hcopies | |
| factor multiplier parent oracle (hAmin _) (hAmax _)) | |
| · by_cases hb : parent.val.node.1.val < J | |
| · by_cases hs : (physicalSourceInterval source.length parent.val.node).hi - | |
| (physicalSourceInterval source.length parent.val.node).lo ≤ 1 | |
| · unfold chargedGlobalQuery | |
| dsimp only | |
| rw [ite_eq_right hi, ite_eq_left hb, ite_eq_left hs] | |
| exact (hmono _).trans (computed_chargedInitialQuery_reads source target N P hN hell hM hP hcopies | |
| factor multiplier parent oracle (hAmin _) (hAmax _)) | |
| · rw [chargedGlobalQuery_earlier_cost source target N P (inputSmallLog N) | |
| (40 * smallLogExponent N) H (inputSmallLog N ^ 80) T S passes copies factor multiplier | |
| tau eta kappa delta group integer initial parent (by omega) hb hs] | |
| calc | |
| _ ≤ inputHeight N ^ (257 * (coarseExponent (inputSmallLog N) + 1)) := by | |
| apply computed_physicalRefinement_earlier_reads source target N P H hN hell hM hP | |
| (factor parent.val.pass) tau eta kappa delta (hAmax _) parent.val.pass parent.val.copy | |
| T S (parent.val.index - T) hT (by omega) | |
| (by | |
| have h := parent.property.2.2 | |
| have htime : parent.val.index - T ≤ S := by omega | |
| exact htime.trans_eq hS) parent.val.node hb | |
| rw [localRequestValue_initial] | |
| exact stageInitial_nonneg_all_seeds _ _ _ _ _ _ _ _ | |
| _ ≤ _ := pow_le_pow_right₀ (Nat.one_le_two_pow) (by omega) | |
| · unfold chargedGlobalQuery | |
| dsimp only | |
| rw [ite_eq_right hi, ite_eq_right hb] | |
| exact (hmono _).trans (computed_chargedInitialQuery_reads source target N P hN hell hM hP hcopies | |
| factor multiplier parent oracle (hAmin _) (hAmax _)) | |
| end Current | |
| end EditApproximation | |
| end OAI | |