openAI-math-dataset / lean /OAI /Combinatorics /EditApproximation /Refinement /ComputedGlobalSourceCost.lean
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| import OAI.Combinatorics.EditApproximation.Refinement.PhysicalRandomGlobalQuery | |
| import OAI.Combinatorics.EditApproximation.Refinement.PhysicalRandomSourceCost | |
| import OAI.Combinatorics.EditApproximation.Refinement.ComputedSourceReadBudget | |
| namespace OAI | |
| namespace EditApproximation | |
| theorem computed_physicalRandomGlobalQuery_source_cost {σ α : Type*} [DecidableEq α] | |
| {M J R : ℕ} [NeZero M] [NeZero R] (source target : List α) | |
| (N P H T S copies : ℕ) (hN : 0 < N) (hell : 200 ≤ inputSmallLog N) | |
| (hM : M = (integerParameters N).M) (factor : ℕ → ℚ) (multiplier : ℕ → ℕ) | |
| (tau eta kappa delta : ℚ) (hA : ∀ pass, factor pass ≤ ((integerParameters N).initialFactor : ℚ)) | |
| (readGroup : ℕ → ℕ → PhysicalInternalNode M J → Fin R → | |
| GroupScalarKey M (inputSmallLog N) (inputSmallLog N ^ 80) → FiniteQuery σ) | |
| (readInteger : ℕ → ℕ → PhysicalInternalNode M J → Fin R → | |
| (ℕ × TargetInterval target.length) → ℕ → FiniteQuery σ) | |
| (initial : PhysicalEntry M J target.length → ℕ) (sourceAnswer : σ → ℚ) | |
| (answer : PhysicalTableRequest M J target.length → ℚ) (weight : σ → ℕ) (bound : ℕ) | |
| (hgroup : ∀ pass copy node time key, (readGroup pass copy node time key).cost sourceAnswer weight ≤ bound) | |
| (honline : ∀ pass copy node time key range, | |
| (readInteger pass copy node time key range).cost sourceAnswer weight ≤ bound) | |
| (hpositive : ∀ pass copy node q, 0 ≤ answer (PhysicalTableRequest.warmup pass copy node 0 q)) | |
| (request : PhysicalTableRequest M J target.length) : | |
| (physicalRandomGlobalQuery source target N P (inputSmallLog N) (40 * smallLogExponent N) | |
| H (inputSmallLog N ^ 80) T S copies factor multiplier tau eta kappa delta readGroup readInteger | |
| initial request).cost (Sum.elim sourceAnswer (fun key => answer key.val)) | |
| (Sum.elim weight (fun _ => 0)) ≤ inputHeight N ^ 91 * bound := by | |
| unfold physicalRandomGlobalQuery | |
| by_cases ha : T < request.index ∧ request.node.1.val < J ∧ | |
| ¬ (physicalSourceInterval source.length request.node).hi - | |
| (physicalSourceInterval source.length request.node).lo ≤ 1 | |
| · rw [dite_eq_left ha, FiniteQuery.mapKeys_cost] | |
| let node : PhysicalInternalNode M J := ⟨request.node, ha.2.1⟩ | |
| let time : Fin R := Fin.ofNat R (request.index - T - 1) | |
| have hlocal := physicalRandomDataRequest_source_cost_le source target N P (inputSmallLog N) | |
| (40 * smallLogExponent N) H (inputSmallLog N ^ 80) tau | |
| (refinementFactor (factor request.pass) (inputSmallLog N)) eta kappa delta | |
| request.pass request.copy T S (request.index - T) (Nat.sub_pos_of_lt ha.1) | |
| request.node ha.2.1 (readGroup request.pass request.copy node time) | |
| (readInteger request.pass request.copy node time) request.state sourceAnswer answer weight bound bound | |
| (hgroup request.pass request.copy node time) (honline request.pass request.copy node time) | |
| have hkeys := computed_source_key_budget N P hN hell hM (factor request.pass) (hA _) | |
| (fun r => answer (PhysicalTableRequest.warmup request.pass request.copy request.node 0 r)) | |
| request.state (hpositive _ _ _ _) | |
| have hbound := hlocal.trans (show _ ≤ inputHeight N ^ 91 * bound by | |
| rw [← Nat.add_mul] | |
| exact Nat.mul_le_mul_right bound hkeys) | |
| convert hbound using 1 | |
| congr 1 <;> (funext key; cases key <;> rfl) | |
| · rw [dite_eq_right ha] | |
| rw [FiniteQuery.mapRight_source_cost] | |
| exact Nat.zero_le _ | |
| end EditApproximation | |
| end OAI | |