Download lean/OAI/Computability/LoopMatching/MachineMain.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 3.93 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Computability/LoopMatching/MachineMain.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Computability/LoopMatching/MachineMain.lean
-
curl -L -o MachineMain.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Computability/LoopMatching/MachineMain.lean
3.93 kB
| import OAI.Computability.LoopMatching.LoopParser | |
| import OAI.Computability.LoopMatching.RawAccumulator | |
| import OAI.Computability.LoopMatching.BitNormalize | |
| import OAI.Computability.LoopMatching.Approximation | |
| namespace OAI | |
| /-! Polynomial-time approximation of weighted matchings with singleton loops. -/ | |
| namespace LoopMatching.MachineMain | |
| open BinaryMatching.StackCode | |
| def packBits (l : List Bool) : List Bool := | |
| let b := BitNormalize.normalize l | |
| List.replicate b.length false ++ true :: b | |
| @[fun_prop] theorem packBits_poly : Poly packBits := by | |
| unfold packBits | |
| fun_prop | |
| lemma packBits_value (l : List Bool) : | |
| packBits l = BinaryMatching.encodeNat (BitAdd.value l) := by | |
| simp only [packBits,BitNormalize.normalize_eq_bits,BinaryMatching.encodeNat] | |
| lemma packBits_length (l : List Bool) : | |
| (packBits l).length = 2*(BitNormalize.normalize l).length+1 := by | |
| simp only [packBits,List.length_append,List.length_replicate,List.length_cons] | |
| omega | |
| def serialize (p : List Bool × List Bool) : List Bool := packBits p.1 ++ packBits p.2 | |
| @[fun_prop] theorem serialize_poly : Poly serialize := by | |
| unfold serialize | |
| fun_prop | |
| lemma serialize_values (p : List Bool × List Bool) : | |
| serialize p = encodeOutput (BitAdd.value p.1,BitAdd.value p.2) := by | |
| simp only [serialize,packBits_value,encodeOutput] | |
| lemma serialize_rawAccumulator (G : Input) : | |
| serialize (RawAccumulator.rawAccumulator (InputMachine.repr G)) = | |
| encodeOutput (Approximation.output G) := by | |
| obtain ⟨hq,hd⟩ := RawAccumulator.rawAccumulator_repr G | |
| rw [serialize_values,hq,hd] | |
| rfl | |
| def rawPair (l : List Bool) : List Bool × List Bool := | |
| (InputMachine.prepare l).elim ([],[true]) RawAccumulator.rawAccumulator | |
| @[fun_prop] theorem rawPair_poly : Poly rawPair := by | |
| exact Poly.comp _ InputMachine.prepare | |
| (Poly.optionElim ([],[true]) RawAccumulator.rawAccumulator | |
| RawAccumulator.rawAccumulator_poly) InputMachine.prepare_poly | |
| def runInput (l : List Bool) : List Bool := serialize (rawPair l) | |
| @[fun_prop] theorem runInput_poly : Poly runInput := by | |
| unfold runInput | |
| fun_prop | |
| def A (G : Input) : ℕ × ℕ := | |
| if 2*G.ordinary.records.length+G.loops.length<G.n then (0,1) | |
| else Approximation.output G | |
| lemma runInput_encoded (G : Input) : runInput (encodeInput G)=encodeOutput (A G) := by | |
| unfold runInput rawPair | |
| rw [InputMachine.prepare_encoded] | |
| unfold A | |
| by_cases h : 2*G.ordinary.records.length+G.loops.length<G.n | |
| · simp only [ite_eq_left h] | |
| change serialize ([],[true]) = encodeOutput (0,1) | |
| rw [serialize_values] | |
| rfl | |
| · simp only [ite_eq_right h] | |
| exact serialize_rawAccumulator G | |
| def bitAlgorithm (b : Bits) : Bits := ⟨runInput b.data⟩ | |
| theorem bitAlgorithm_poly : Poly bitAlgorithm := by | |
| change Poly (fun b : Bits => Bits.mk (runInput b.data)) | |
| exact Poly.comp Bits.mk (fun b : Bits => runInput b.data) Poly.bitsEncode | |
| (Poly.comp runInput Bits.data runInput_poly Poly.bitsDecode) | |
| noncomputable def binaryRoutine : Routine Bits.data Bits.data bitAlgorithm := | |
| bitAlgorithm_poly.routine | |
| lemma bitAlgorithm_encoded (G : Input) : | |
| (bitAlgorithm ⟨encodeInput G⟩).data=encodeOutput (A G) := | |
| runInput_encoded G | |
| noncomputable def countingRoutine : Routine encodeInput encodeOutput A := | |
| binaryRoutine.reindex encodeInput encodeOutput A (fun G => Bits.mk (encodeInput G)) | |
| (fun _ => rfl) bitAlgorithm_encoded | |
| theorem computational_endpoint : | |
| ∃ machine : Turing.TM2ComputableInPolyTime encodeInput encodeOutput A, | |
| (∀ k, Finite (machine.tm.Γ k)) ∧ | |
| (∃ P : Polynomial ℕ, ∀ G, | |
| (encodeOutput (A G)).length ≤ P.eval (encodeInput G).length) := by | |
| refine ⟨countingRoutine.machine,countingRoutine.machine_alphabets_finite,?_⟩ | |
| refine ⟨Polynomial.X+countingRoutine.time,?_⟩ | |
| intro G | |
| simpa only [Polynomial.eval_add,Polynomial.eval_X] using countingRoutine.length_bound G | |
| end LoopMatching.MachineMain | |
| end OAI | |