Download lean/OAI/Combinatorics/MatchingCount/Complexity/OnlineInitialCost.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Combinatorics/MatchingCount/Complexity/OnlineInitialCost.lean
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5.55 kB
| import Mathlib | |
| import OAI.Combinatorics.MatchingCount.Algorithm.OnlineInitial | |
| import OAI.Combinatorics.MatchingCount.Complexity.OnlineScheduleCost | |
| namespace OAI | |
| namespace MatchingFPRAS.OnlineInitial | |
| open TreeTyped TreeFraction OnlineSchedule Polynomial NumericBounds | |
| lemma work_root : WorkBound rootRealizer id := by | |
| unfold rootRealizer | |
| apply work_then_polynomial _ polynomial_findRoot | |
| apply work_pair _ _ (4*X+1) (fun n=>by simpa using weight_nat_numeric n) | |
| · exact work_of_polynomial (polynomial_composition (polynomial_pair polynomial_identity (polynomial_constant _)) | |
| polynomial_subtract) (4*X+1) (fun n=>by simpa using weight_nat_numeric n) | |
| · exact work_composition (work_of_polynomial polynomial_identity (4*X+1) | |
| (fun n=>by simpa using weight_nat_numeric n)) fuel_numeric_work X (by simp) | |
| lemma work_initialScale : WorkBound initialScaleRealizer id := by | |
| unfold initialScaleRealizer | |
| apply work_then_polynomial _ polynomial_div | |
| apply work_pair _ _ (4*X+1) (fun n=>by simpa using weight_nat_numeric n) | |
| · exact work_of_polynomial (polynomial_constant _) (4*X+1) (fun n=>by simpa using weight_nat_numeric n) | |
| · exact work_pair work_root (work_of_polynomial (polynomial_constant _) (4*X+1) | |
| (fun n=>by simpa using weight_nat_numeric n)) (4*X+1) (fun n=>by simpa using weight_nat_numeric n) | |
| lemma polynomial_scaleVector : PolynomialTime scaleVectorRealizer := by | |
| unfold scaleVectorRealizer | |
| apply polynomial_congr | |
| apply work_then_polynomial _ (polynomial_mapWith (polynomial_pair polynomial_second polynomial_first)) | |
| apply work_pair _ polynomial_identity X (by simp) | |
| exact work_composition polynomial_listLength work_initialScale X (fun vs=>by simpa using list_length_le_weight vs) | |
| lemma polynomial_count : PolynomialTime countRealizer := by | |
| unfold countRealizer nRealizer Realizer.fst Realizer.snd | |
| apply polynomial_composition _ polynomial_sampleCount | |
| tree_cost | |
| lemma polynomial_seedD : PolynomialTime seedDRealizer := by | |
| unfold seedDRealizer Realizer.fst | |
| apply polynomial_pair polynomial_first | |
| apply polynomial_pair polynomial_second | |
| apply polynomial_composition _ polynomial_distortion | |
| tree_cost | |
| def configNumeric (x : Config) : ℕ := x.1.1.1.1.length+x.1.2+x.2.1+x.2.2+ | |
| ladderSchedule (x.2,x.1.2)+Transport.ladderQ x.2.1 x.2.2 | |
| def configSize (x : Config) : ℕ := configNumeric x+weight x | |
| def seedSize (x : Seed) : ℕ := x.1.1.length+natCeil (inverse x.2.1)+configNumeric (config x)+weight x | |
| lemma weight_configSize (x : Config) : weight x ≤ configSize x := by unfold configSize;omega | |
| lemma weight_seedSize (x : Seed) : weight x ≤ seedSize x := by unfold seedSize;omega | |
| lemma config_fields (x : Config) : x.1.1.1.1.length ≤ configSize x ∧ x.1.2 ≤ configSize x ∧ | |
| x.2.1 ≤ configSize x ∧ x.2.2 ≤ configSize x ∧ | |
| ladderSchedule (x.2,x.1.2) ≤ configSize x ∧Transport.ladderQ x.2.1 x.2.2 ≤ configSize x := by | |
| unfold configSize configNumeric;omega | |
| lemma seed_fields (x : Seed) : x.1.1.length ≤ seedSize x ∧ natCeil (inverse x.2.1) ≤ seedSize x ∧ | |
| coolingSchedule (x.1.1.length,x.2.1) ≤ seedSize x ∧configNumeric (config x) ≤ seedSize x := by | |
| unfold seedSize configNumeric config seedD seedN seedK | |
| dsimp only | |
| omega | |
| lemma work_seedK : WorkBound seedKRealizer seedSize := by | |
| have lift {A : Type} [Codec A] {f : Seed→A} {F : Realizer f} (hF : PolynomialTime F) : | |
| WorkBound F seedSize := work_of_polynomial hF X (fun x=>by simpa using weight_seedSize x) | |
| unfold seedKRealizer | |
| apply work_congr | |
| apply work_pair (lift polynomial_identity) _ X (fun x=>by simpa using weight_seedSize x) | |
| apply work_comp_bound (lift (polynomial_pair (polynomial_composition (polynomial_fst polynomial_first) | |
| polynomial_listLength) (polynomial_fst polynomial_second))) work_coolingSchedule | |
| have hw:=NumericBounds.weight (lift (polynomial_pair (polynomial_composition (polynomial_fst polynomial_first) | |
| polynomial_listLength) (polynomial_fst polynomial_second))) | |
| exact add (add (of_le (fun x=>(seed_fields x).1)) (of_le (fun x=>(seed_fields x).2.1))) hw | |
| def seedNSize (x : Seed×ℕ) : ℕ := x.1.1.1.length+x.2+weight x | |
| lemma work_seedN : WorkBound seedNRealizer seedNSize := by | |
| have lift {A : Type} [Codec A] {f : (Seed×ℕ)→A} {F : Realizer f} (hF : PolynomialTime F) : | |
| WorkBound F seedNSize := work_of_polynomial hF X (fun x=>by simp [seedNSize]) | |
| unfold seedNRealizer | |
| apply work_congr | |
| apply work_pair (lift polynomial_identity) _ X (fun x=>by simp [seedNSize]) | |
| apply work_comp_bound (lift (polynomial_pair (polynomial_composition (polynomial_fst (polynomial_fst polynomial_first)) | |
| polynomial_listLength) polynomial_second)) work_vertexNumber | |
| have hw:=NumericBounds.weight (lift (polynomial_pair (polynomial_composition (polynomial_fst (polynomial_fst polynomial_first)) | |
| polynomial_listLength) polynomial_second)) | |
| exact add (add (of_le (fun x=>by dsimp only [Function.comp_apply]; unfold seedNSize;omega)) (of_le (fun x=>by dsimp only [Function.comp_apply]; unfold seedNSize;omega))) hw | |
| lemma work_config : WorkBound configRealizer seedSize := by | |
| unfold configRealizer | |
| apply work_then_polynomial _ polynomial_seedD | |
| apply work_comp_bound work_seedK work_seedN | |
| have hw:=NumericBounds.weight work_seedK | |
| exact add (add (of_le (fun x=>(seed_fields x).1)) (of_le (fun x=>(seed_fields x).2.2.1))) hw | |
| lemma bound_configSize : Bound (configSize ∘ config) seedSize := | |
| add (of_le (fun x=>(seed_fields x).2.2.2)) (NumericBounds.weight work_config) | |
| end MatchingFPRAS.OnlineInitial | |
| end OAI | |