openAI-math-dataset / lean /OAI /Computability /PerfectCompleteness /Machines /CircuitEncodingLemmas.lean
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| import OAI.Computability.PerfectCompleteness.Machines.CircuitLemmas | |
| namespace OAI | |
| section | |
| namespace UniqueGamesTheorem.Foundations.Complexity.CookLevin | |
| open CircuitProducerModel | |
| def gateRecord (output : Nat) : Gate → Record | |
| | .const false => ⟨0, output, 0, 0⟩ | |
| | .const true => ⟨1, output, 0, 0⟩ | |
| | .not a => ⟨2, output, a, 0⟩ | |
| | .and a b => ⟨3, output, a, b⟩ | |
| | .or a b => ⟨4, output, a, b⟩ | |
| def gateRecords (start : Nat) : List Gate → List Record | |
| | [] => [] | |
| | g :: gs => gateRecord start g :: gateRecords (start + 1) gs | |
| def Circuit.records (C : Circuit) : List Record := gateRecords C.inputs C.gates | |
| def recordsWords (rs : List Record) : List Nat := rs.flatMap Record.words | |
| def recordsBits (rs : List Record) : List Bool := encodeWords (recordsWords rs) | |
| def circuitWords (C : Circuit) : List Nat := | |
| [C.wires, C.gates.length, C.output.val] ++ recordsWords C.records | |
| def circuitBits (C : Circuit) : List Bool := encodeWords (circuitWords C) | |
| @[simp] theorem gateRecords_length (start : Nat) (gs : List Gate) : | |
| (gateRecords start gs).length = gs.length := by | |
| induction gs generalizing start with | |
| | nil => rfl | |
| | cons g gs ih => simp [gateRecords, ih] | |
| @[simp] theorem Circuit.records_length (C : Circuit) : C.records.length = C.gates.length := | |
| gateRecords_length C.inputs C.gates | |
| @[simp] theorem recordsWords_cons (r : Record) (rs : List Record) : | |
| recordsWords (r :: rs) = r.words ++ recordsWords rs := rfl | |
| @[simp] theorem recordsBits_cons (r : Record) (rs : List Record) : | |
| recordsBits (r :: rs) = r.bits ++ recordsBits rs := by | |
| simp [recordsBits, Record.bits] | |
| @[simp] theorem recordsWords_length (rs : List Record) : | |
| (recordsWords rs).length = 4 * rs.length := by | |
| induction rs with | |
| | nil => rfl | |
| | cons r rs ih => | |
| rw [recordsWords_cons, List.length_append, ih] | |
| simp only [Record.words, List.length_cons, List.length_nil] | |
| omega | |
| @[simp] theorem circuitWords_length (C : Circuit) : | |
| (circuitWords C).length = 3 + 4 * C.gates.length := by | |
| simp [circuitWords] | |
| omega | |
| def gateFromFields (tag first second : Nat) : Gate := | |
| match tag with | |
| | 0 => .const false | |
| | 1 => .const true | |
| | 2 => .not first | |
| | 3 => .and first second | |
| | _ => .or first second | |
| def decodeGateWords : List Nat → List Gate | |
| | tag :: _ :: first :: second :: rest => | |
| gateFromFields tag first second :: decodeGateWords rest | |
| | _ => [] | |
| theorem decodeGateWords_gateRecord (output : Nat) (g : Gate) (rest : List Nat) : | |
| decodeGateWords ((gateRecord output g).words ++ rest) = | |
| g :: decodeGateWords rest := by | |
| cases g with | |
| | const b => cases b <;> rfl | |
| | not a => rfl | |
| | and a b => rfl | |
| | or a b => rfl | |
| @[simp] theorem decodeGateWords_gateRecords (start : Nat) (gs : List Gate) : | |
| decodeGateWords (recordsWords (gateRecords start gs)) = gs := by | |
| induction gs generalizing start with | |
| | nil => rfl | |
| | cons g gs ih => | |
| rw [gateRecords, recordsWords_cons, decodeGateWords_gateRecord, ih] | |
| theorem circuitWords_injective : Function.Injective circuitWords := by | |
| intro C D h | |
| have hh : C.wires = D.wires ∧ C.gates.length = D.gates.length ∧ | |
| C.output.val = D.output.val ∧ recordsWords C.records = recordsWords D.records := by | |
| simpa only [circuitWords, List.cons_append, List.nil_append, List.cons.injEq] using h | |
| have hg : C.gates = D.gates := by | |
| have hd := congrArg decodeGateWords hh.2.2.2 | |
| simpa only [Circuit.records, decodeGateWords_gateRecords] using hd | |
| have hi : C.inputs = D.inputs := by | |
| have hw := hh.1 | |
| simp only [Circuit.wires] at hw | |
| rw [hg] at hw | |
| omega | |
| cases C with | |
| | mk ci cg co cx => | |
| cases D with | |
| | mk di dg dord dx => | |
| dsimp at hi hg hh | |
| subst di | |
| subst dg | |
| have hx : cx = dx := Fin.ext hh.2.2.1 | |
| subst dx | |
| rfl | |
| theorem circuitBits_injective : Function.Injective circuitBits := by | |
| intro C D h | |
| exact circuitWords_injective (encodeWords_injective h) | |
| theorem gateRecord_fields_le (start bound : Nat) (g : Gate) | |
| (hs : start ≤ bound) (hg : g.Bounded bound) : | |
| ∀ n ∈ (gateRecord start g).words, n ≤ bound + 4 := by | |
| cases g with | |
| | const b => cases b <;> simp [gateRecord, Record.words] <;> omega | |
| | not a => simp [gateRecord, Record.words, Gate.Bounded] at *; omega | |
| | and a b => simp [gateRecord, Record.words, Gate.Bounded] at *; omega | |
| | or a b => simp [gateRecord, Record.words, Gate.Bounded] at *; omega | |
| theorem gateRecords_fields_le (start : Nat) (gs : List Gate) (ho : Ordered start gs) : | |
| ∀ n ∈ recordsWords (gateRecords start gs), n ≤ start + gs.length + 4 := by | |
| induction gs generalizing start with | |
| | nil => simp [gateRecords, recordsWords] | |
| | cons g gs ih => | |
| rcases (ordered_cons start g gs).mp ho with ⟨hg, hgs⟩ | |
| intro n hn | |
| rw [gateRecords, recordsWords_cons, List.mem_append] at hn | |
| rcases hn with hn | hn | |
| · have h := gateRecord_fields_le start start g (Nat.le_refl _) hg n hn | |
| simp only [List.length_cons] | |
| omega | |
| · have h := ih (start + 1) hgs n hn | |
| simp only [List.length_cons] | |
| omega | |
| theorem circuitWords_bounded (C : Circuit) : | |
| ∀ n ∈ circuitWords C, n ≤ C.wires + 4 := by | |
| intro n hn | |
| simp only [circuitWords, List.mem_append, List.mem_cons, List.not_mem_nil, or_false] at hn | |
| rcases hn with (rfl | rfl | rfl) | hn | |
| · omega | |
| · simp only [Circuit.wires]; omega | |
| · have := C.output.isLt | |
| change C.output.val ≤ C.inputs + C.gates.length + 4 | |
| omega | |
| · exact gateRecords_fields_le C.inputs C.gates C.ordered n hn | |
| theorem circuitBits_length_le (C : Circuit) : | |
| (circuitBits C).length ≤ (3 + 4 * C.gates.length) * (C.wires + 5) := by | |
| have h := encodeWords_length_le (circuitWords C) (C.wires + 4) | |
| (circuitWords_bounded C) | |
| simpa only [circuitBits, circuitWords_length, Nat.add_assoc] using h | |
| theorem circuit_header_le_length (C : Circuit) : | |
| C.wires + C.gates.length + C.output.val + 3 ≤ (circuitBits C).length := by | |
| simp only [circuitBits, circuitWords, encodeWords_append, List.length_append, | |
| encodeWords, encodeWord_length, List.length_nil] | |
| omega | |
| end UniqueGamesTheorem.Foundations.Complexity.CookLevin | |
| end | |
| section | |
| namespace UniqueGamesTheorem.Foundations.Complexity.CookLevin | |
| open Target CircuitProducerModel | |
| theorem gateClauses_words {n : Nat} (output : Fin n) (g : Gate) (h : g.Bounded n) : | |
| (gateClauses output g h).flatMap clauseWords = (gateRecord output.val g).outputWords := by | |
| cases g with | |
| | const b => cases b <;> rfl | |
| | not x => rfl | |
| | and x y => rfl | |
| | or x y => rfl | |
| @[simp] theorem unitClause_words {n : Nat} (output : Fin n) : | |
| clauseWords (unitClause output true) = outputWords output.val := rfl | |
| theorem gateRecords_outputWords (start : Nat) (gs : List Gate) : | |
| (List.finRange gs.length).flatMap | |
| (fun i => (gateRecord (start + i.val) gs[i.val]).outputWords) = | |
| (gateRecords start gs).flatMap Record.outputWords := by | |
| induction gs generalizing start with | |
| | nil => rfl | |
| | cons g gs ih => | |
| change (List.finRange (gs.length + 1)).flatMap | |
| (fun i => (gateRecord (start + i.val) (g :: gs)[i.val]).outputWords) = _ | |
| rw [List.finRange_succ, List.flatMap_cons, List.flatMap_map] | |
| change (gateRecord start g).outputWords ++ | |
| (List.finRange gs.length).flatMap | |
| (fun i => (gateRecord (start + (i.val + 1)) gs[i.val]).outputWords) = | |
| (gateRecord start g).outputWords ++ | |
| (gateRecords (start + 1) gs).flatMap Record.outputWords | |
| apply congrArg ((gateRecord start g).outputWords ++ ·) | |
| simpa [Nat.add_assoc, Nat.add_comm, Nat.add_left_comm] using ih (start + 1) | |
| theorem Circuit.gateBlocks_words (C : Circuit) : | |
| ((List.finRange C.gates.length).flatMap C.gateBlock).flatMap clauseWords = | |
| C.records.flatMap Record.outputWords := by | |
| rw [List.flatMap_assoc] | |
| calc | |
| _ = (List.finRange C.gates.length).flatMap | |
| (fun i => (gateRecord (C.inputs + i.val) C.gates[i.val]).outputWords) := by | |
| apply List.flatMap_congr | |
| intro i _ | |
| exact gateClauses_words (C.gateOutput i) (C.gateAt i) (C.gateBounded i) | |
| _ = C.records.flatMap Record.outputWords := gateRecords_outputWords C.inputs C.gates | |
| theorem Circuit.formulaWords_eq_records (C : Circuit) : | |
| formulaWords C.toFormula = | |
| [C.wires, 3 * C.gates.length + 1] ++ | |
| C.records.flatMap Record.outputWords ++ outputWords C.output.val := by | |
| unfold formulaWords | |
| change [C.wires, C.toFormula.clauses.length] ++ C.toFormula.clauses.flatMap clauseWords = _ | |
| rw [C.toFormula_clause_count] | |
| change [C.wires, 3 * C.gates.length + 1] ++ | |
| (((List.finRange C.gates.length).flatMap C.gateBlock ++ | |
| [unitClause C.output true]).flatMap clauseWords) = _ | |
| rw [List.flatMap_append, C.gateBlocks_words] | |
| simp only [List.flatMap_cons, List.flatMap_nil, List.append_nil, unitClause_words, | |
| List.append_assoc] | |
| theorem Circuit.formulaBits_eq_records (C : Circuit) : | |
| formulaBits C.toFormula = | |
| encodeWords ([C.wires, 3 * C.gates.length + 1] ++ | |
| C.records.flatMap Record.outputWords ++ outputWords C.output.val) := | |
| congrArg encodeWords C.formulaWords_eq_records | |
| end UniqueGamesTheorem.Foundations.Complexity.CookLevin | |
| end | |
| end OAI | |