Download lean/OAI/Combinatorics/ContingencyTables/Sampling/ExactGatePrefix.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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5.98 kB
| import OAI.Combinatorics.ContingencyTables.Sampling.ExactCoreCost | |
| import OAI.Combinatorics.ContingencyTables.Sampling.PhysicalPartialSequence | |
| namespace OAI | |
| /-! # A cheap prefix ending before rare-branch tabulation -/ | |
| namespace ContingencyTables.ExactGatePrefix | |
| open MatchingFPRAS MatchingFPRAS.TreeData MatchingFPRAS.TreeFunction | |
| open MatchingFPRAS.TreeMachine (Env K encodeEnv) | |
| open MatchingFPRAS.PhysicalStream MatchingFPRAS.OnlineStack | |
| open ProfilePrograms DensePrograms ExactCoreProgram | |
| noncomputable def output (z : CompletionMargins) (s : Data) : | |
| Option MatrixCode → OnlinePartialCall.Config instructions | |
| | none => OnlineControl.cfg instructions (some .prepareRare) (env (TreeTyped.encode z) .nil s) | |
| | some X => OnlineControl.cfg instructions none (env (TreeTyped.encode X) .nil s) | |
| def experiment (z : CompletionMargins) : Experiment (Option MatrixCode) := | |
| (rareBranch z).bind (fun b => if b then .done none else (exactOrdinary z).map some) | |
| noncomputable def budget (z : CompletionMargins) : ℕ := | |
| rareBranchRealizer.cost z+exactOrdinaryRealizer.cost z+10*TreeFunction.size (TreeTyped.encode z)+50 | |
| /-- The rare branch is selected but its potentially large tabulation has | |
| not started at the failure endpoint of this bounded prefix. -/ | |
| theorem prefix_correct_cost (z : CompletionMargins) (s : Data) : | |
| ∃ p,Executes program.code program.coin (output z s) | |
| (OnlineTree.initial program (TreeTyped.encode z) s) p ∧ | |
| (∀ g : Option MatrixCode → ℚ,p.mean g=(experiment z).mean g) ∧ p.cost≤budget z := by | |
| let out := output z s | |
| have halted (X : MatrixCode) : | |
| OnlinePartialCall.At instructions out (some .halt) (env (TreeTyped.encode X) .nil s) | |
| (.delay 1 (.done (some X))) := | |
| OnlinePartialCall.halt instructions out .halt rfl (some X) _ rfl | |
| have ordinary : ∃ p,OnlinePartialCall.At instructions out (some .ordinary) | |
| (env (TreeTyped.encode z) .nil s) p ∧ | |
| (∀ g : Option MatrixCode → ℚ,p.mean g=((exactOrdinary z).map some).mean g) ∧ | |
| p.cost≤exactOrdinaryRealizer.cost z+2 := by | |
| obtain ⟨u,hu,hum,huc⟩ := exactOrdinaryRealizer.correct z s | |
| refine ⟨.delay 1 (u.bind (fun X => .delay 1 (.done (some X)))),?_,?_,?_⟩ | |
| · exact OnlinePartialCall.call instructions out .ordinary .halt exactOrdinaryRealizer.program | |
| rfl _ (fun X => env (TreeTyped.encode X) .nil s) u hu _ halted | |
| · intro g | |
| simp only [Experiment.mean,Experiment.mean_bind,Experiment.mean_map] | |
| exact hum _ | |
| · have hc := Experiment.cost_bind_le u (fun X => .delay 1 (.done (some X))) 1 | |
| (by intro X; rfl) | |
| simp only [Experiment.cost] at hc ⊢ | |
| omega | |
| have branch (b : Bool) : ∃ p,OnlinePartialCall.At instructions out (some .choose) | |
| (env (TreeTyped.encode b) .nil (.cons (TreeTyped.encode z) s)) p ∧ | |
| (∀ g : Option MatrixCode → ℚ,p.mean g= | |
| (if b then (.done none : Experiment (Option MatrixCode)) else (exactOrdinary z).map some).mean g) ∧ | |
| p.cost≤exactOrdinaryRealizer.cost z+2*TreeFunction.size (TreeTyped.encode z)+20 := by | |
| cases b with | |
| | false => | |
| obtain ⟨p,hp,hpm,hpc⟩ := ordinary | |
| obtain ⟨v,hv,hvm,hvc⟩ := OnlinePartialCall.deterministicCall instructions out | |
| .ordinaryInput .ordinary (split 0 2 (by decide)) rfl _ _ _ | |
| (split02 (TreeTyped.encode false) .nil (TreeTyped.encode z) s) p hp | |
| refine ⟨.delay 1 v,?_,(fun g => (hvm g).trans (hpm g)),?_⟩ | |
| · exact OnlinePartialCall.nilBranch instructions out .choose .ordinaryInput .rareInput 0 rfl _ rfl v hv | |
| · have hb : TreeFunction.size (TreeTyped.encode false)≤3 := by decide | |
| simp only [Experiment.cost] | |
| omega | |
| | true => | |
| have hp : OnlinePartialCall.At instructions out (some .prepareRare) | |
| (env (TreeTyped.encode z) .nil s) (.done none) := .done none | |
| obtain ⟨v,hv,hvm,hvc⟩ := OnlinePartialCall.deterministicCall instructions out | |
| .rareInput .prepareRare (split 0 2 (by decide)) rfl _ _ _ | |
| (split02 (TreeTyped.encode true) .nil (TreeTyped.encode z) s) (.done none) hp | |
| refine ⟨.delay 1 v,?_,hvm,?_⟩ | |
| · exact OnlinePartialCall.consBranch instructions out .choose .ordinaryInput .rareInput 0 rfl _ | |
| .nil .nil rfl v hv | |
| · have hb : TreeFunction.size (TreeTyped.encode true)≤3 := by decide | |
| simp only [Experiment.cost] at hvc ⊢ | |
| omega | |
| choose v hv hvm hvc using branch | |
| obtain ⟨u,hu,hum,huc⟩ := rareBranchRealizer.correct z (.cons (TreeTyped.encode z) s) | |
| have hgate := OnlinePartialCall.call instructions out .gate .choose rareBranchRealizer.program | |
| rfl _ (fun b => env (TreeTyped.encode b) .nil (.cons (TreeTyped.encode z) s)) u hu v hv | |
| obtain ⟨p,hp,hpm,hpc⟩ := OnlinePartialCall.deterministicCall instructions out .prepare .gate | |
| OnlineIntegerRetry.prepareProc rfl _ _ _ (OnlineIntegerRetry.prepare_exec (TreeTyped.encode z) s) | |
| (.delay 1 (u.bind v)) hgate | |
| refine ⟨p,hp,?_,?_⟩ | |
| · intro g | |
| rw [hpm] | |
| simp only [Experiment.mean,Experiment.mean_bind] | |
| simp_rw [hvm] | |
| rw [hum,experiment,Experiment.mean_bind] | |
| · have hc := Experiment.cost_bind_le u v | |
| (exactOrdinaryRealizer.cost z+2*TreeFunction.size (TreeTyped.encode z)+20) hvc | |
| simp only [Experiment.cost] at hpc | |
| unfold budget | |
| omega | |
| lemma failure (z : CompletionMargins) : | |
| (experiment z).mean (fun o => if o=none then 1 else 0)=1/(2:ℚ)^(exactPrecision z) := by | |
| rw [experiment,Experiment.mean_bind] | |
| have he : (fun b : Bool => (if b then (.done none : Experiment (Option MatrixCode)) | |
| else (exactOrdinary z).map some).mean (fun o => if o=none then 1 else 0))= | |
| (fun b => if b then 1 else 0) := by | |
| funext b | |
| cases b with | |
| | true => rfl | |
| | false => | |
| simp only [Bool.false_eq_true,ite_false,Experiment.mean_map,Option.some_ne_none] | |
| exact PhysicalPartialSequence.mean_const _ _ | |
| rw [he,rareBranch_probability] | |
| end ContingencyTables.ExactGatePrefix | |
| end OAI | |