Download lean/OAI/Combinatorics/ContingencyTables/Machines/FiniteWordMachine.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/ContingencyTables/Machines/FiniteWordMachine.lean
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curl -L -o FiniteWordMachine.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Combinatorics/ContingencyTables/Machines/FiniteWordMachine.lean
4.69 kB
| import OAI.Combinatorics.ContingencyTables.Machines.FiniteWordExecution | |
| import OAI.Combinatorics.ContingencyTables.Machines.LiteralProgram | |
| namespace OAI | |
| /-! # A single physical machine for a computed finite-word algorithm -/ | |
| namespace ContingencyTables.FiniteWordExecution | |
| open MatchingFPRAS MatchingFPRAS.PhysicalStream Turing | |
| open TreeTyped Polynomial | |
| variable {n : List Symbol → ℕ} {f : List Symbol×List Bool → List Symbol} | |
| noncomputable def machine (N : TreeTyped.Realizer n) (F : TreeTyped.Realizer f) : RandomMachine := | |
| (LiteralProgram.wrap (realizer N F)).machine | |
| noncomputable def machineTime (N : TreeTyped.Realizer n) (F : TreeTyped.Realizer f) | |
| (as : List Symbol) : ℕ := LiteralProgram.wrapTime (realizer N F) as | |
| private lemma output_alphabet (as : List Symbol) | |
| (hout : ∀ bs,∀ b∈f (as,bs),b≠6 ∧ b≠7) : | |
| (experiment n f as).All (fun bs => ∀ b∈bs,b≠6 ∧ b≠7) := by | |
| unfold experiment | |
| rw [Experiment.all_map] | |
| exact (Experiment.all_true _).mono (fun bs _ => hout bs) | |
| /-- Every run halts within the physical execution bound. Its output law | |
| is exactly the law obtained by feeding an independent uniform word to f. -/ | |
| theorem machine_law (N : TreeTyped.Realizer n) (F : TreeTyped.Realizer f) | |
| (as : List Symbol) (ha : ∀ a∈as,a≠0) | |
| (hout : ∀ bs,∀ b∈f (as,bs),b≠6 ∧ b≠7) | |
| (t : ℕ) (ht : machineTime N F as≤t) : | |
| (∀ bits : Bits t,(run (machine N F) as bits).state=none) ∧ | |
| ∀ g : Tape Symbol → ℚ, | |
| average (fun bits : Bits t => g (run (machine N F) as bits).tape)= | |
| average (fun bits : Bits (n as) => g (Tape.mk₁ (f (as,List.ofFn bits)))) := by | |
| have hr := LiteralProgram.wrap_realizes (realizer N F) as ha (output_alphabet as hout) | |
| constructor | |
| · intro bits | |
| exact (hr.run_all (fun _ => True) (Experiment.all_true _) t ht bits).1 | |
| · intro g | |
| have hm := hr.run_mean g t ht | |
| rw [Experiment.mean_map] at hm | |
| exact hm.trans (experiment_mean n f as (fun bs => g (Tape.mk₁ bs))) | |
| /-- Packing, coin reads, deterministic execution and public output all | |
| have a polynomial bound in encoded input size plus the declared word. -/ | |
| theorem machineTime_polynomial {N : TreeTyped.Realizer n} {F : TreeTyped.Realizer f} | |
| (hN : TreeTyped.PolynomialTime N) (hF : TreeTyped.PolynomialTime F) : | |
| ∃ q : Polynomial ℕ,∀ as,machineTime N F as≤q.eval (wordMeasure n as) := by | |
| obtain ⟨p,hp⟩ := work_realizer hN hF | |
| let G := realizer N F | |
| let a := OnlineStack.accesses G.program.code | |
| let o := OnlineStack.overhead G.program.code | |
| let pk : Polynomial ℕ := (1+LiteralProgram.budgetPolynomial 1 (18*LiteralPacked.width) X 0)* | |
| C (MachineCost.programCost LiteralPacked.packCode) | |
| let out : Polynomial ℕ := C (MachineCost.programCost (LiteralTape.eraseCode LiteralPacked.header.length))+ | |
| (1+LiteralProgram.budgetPolynomial (18*LiteralPacked.width) 1 p 0)* | |
| C (MachineCost.programCost LiteralPacked.unpackCode) | |
| let fac : Polynomial ℕ := C o*(1+2*C a*(X+p*C a+1))+1 | |
| refine ⟨pk+p*fac+out,fun as => ?_⟩ | |
| let M := wordMeasure n as | |
| have hw : weight as≤M := Nat.le_add_right _ _ | |
| have hn : as.length≤M := (list_length_le_weight as).trans hw | |
| have hc : G.cost as≤p.eval M := (Nat.le_add_right _ _).trans (hp as) | |
| have hout : (experiment n f as).worst weight≤p.eval M := | |
| (Nat.le_add_left _ _).trans (hp as) | |
| have hl : (experiment n f as).worst List.length≤p.eval M := | |
| Experiment.worst_le _ _ _ ((Experiment.all_worst _ weight).mono | |
| (fun bs hbs => (list_length_le_weight bs).trans (hbs.trans hout))) | |
| have hf : OnlineStack.Executes.factor G.program.code (weight as) (G.cost as)≤fac.eval M := by | |
| have he : fac.eval M=OnlineStack.Executes.factor G.program.code M (p.eval M) := by | |
| simp only [fac,eval_add,eval_mul,eval_C,eval_ofNat,eval_X,eval_one, | |
| OnlineStack.Executes.factor,a,o] | |
| rw [he] | |
| exact OnlineStack.Executes.factor_mono _ _ _ _ hw hc | |
| have hpk : pk.eval M=LiteralProgram.packTime M := by | |
| simp only [pk,eval_mul,eval_add,eval_one,eval_C,LiteralProgram.eval_budgetPolynomial, | |
| eval_X,eval_zero,LiteralProgram.packTime] | |
| have hpout : out.eval M=LiteralProgram.postTime (p.eval M) := by | |
| simp only [out,eval_add,eval_mul,eval_one,eval_C,LiteralProgram.eval_budgetPolynomial, | |
| eval_zero,LiteralProgram.postTime] | |
| change LiteralProgram.wrapTime G as≤(pk+p*fac+out).eval M | |
| simp only [eval_add,eval_mul,hpk,hpout] | |
| unfold LiteralProgram.wrapTime OnlineTree.physicalCost | |
| exact Nat.add_le_add | |
| (Nat.add_le_add (LiteralProgram.packTime_mono hn) (Nat.mul_le_mul hc hf)) | |
| (LiteralProgram.postTime_mono hl) | |
| end ContingencyTables.FiniteWordExecution | |
| end OAI | |