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sift/test/Main.hs
T

573 lines
20 KiB
Haskell

module Main (main) where
import Sift.Types
import Sift.Dimacs (parseDimacs, renderDimacs)
import Sift.Formula
import Sift.Tseitin
import Sift.Solver (Result(..), solve)
import Sift.Verify (satisfies, completeModel)
import Sift.Pigeonhole (pigeonhole)
import Sift.Cdcl (CdclResult(..), solveCdcl, lubySequence)
import Sift.Cdcl.Heap
import Sift.Preprocess
import Sift.Preprocess.Bve
import Sift.Encode.Cardinality
import Sift.Encode.Queens
import Sift.Encode.Coloring
import Sift.Encode.Sudoku
import Sift.Encode.VertexCover
import Sift.Encode.Hamiltonian
import Sift.Theory.DiffLogic
import Sift.Xor
import Sift.Enumerate
import Sift.Cdcl.Incremental
import Sift.Proof.Drat
import Control.Monad.ST (ST, runST)
import Data.Array.ST
import Data.Bits ((.&.))
import Data.List (sort, nub, permutations)
import qualified Data.IntSet as IntSet
import Data.Map.Strict (Map)
import qualified Data.Map.Strict as Map
import System.Exit (exitFailure, exitSuccess)
main :: IO ()
main = do
let randCnfSatCount = length (filter (isSat . solve) randomCnfs)
putStrLn ("Random CNF corpus: " ++ show (length randomCnfs)
++ " formulas, " ++ show randCnfSatCount ++ " SAT / "
++ show (length randomCnfs - randCnfSatCount) ++ " UNSAT (by DPLL)")
putStrLn "---"
outcomes <- sequence tests
let total = length outcomes
passed = length (filter id outcomes)
putStrLn "---"
putStrLn (show passed ++ "/" ++ show total ++ " tests passed")
if passed == total then exitSuccess else exitFailure
tests :: [IO Bool]
tests =
[ check "(a v b) ^ (~a) is SAT" (isSat (solve cnfSatSmall))
, check " and its model satisfies every clause" (modelVerifies cnfSatSmall)
, check " model forces a=False" (fst forcedSmall)
, check " model forces b=True" (snd forcedSmall)
, check "(a) ^ (~a) is UNSAT" (solve cnfUnsatSmall == Unsat)
, check "empty clause makes formula UNSAT" (solve (CNF [[]]) == Unsat)
, check "empty CNF is trivially SAT" (isSat (solve (CNF [])))
, check "PHP(4,3) pigeonhole is UNSAT" (solve (pigeonhole 4 3) == Unsat)
, check "PHP(3,2) pigeonhole is UNSAT" (solve (pigeonhole 3 2) == Unsat)
, check "PHP(5,4) pigeonhole is UNSAT" (solve (pigeonhole 5 4) == Unsat)
, check "PHP(3,3) is SAT with a verified model" (modelVerifies (pigeonhole 3 3))
, check "PHP(4,4) is SAT with a verified model" (modelVerifies (pigeonhole 4 4))
, check ("DPLL agrees with brute force on " ++ show (length randomCnfs) ++ " random CNFs")
(all agreesWithBruteForce randomCnfs)
, check "every SAT verdict from DPLL comes with a verified model"
(all satVerdictVerified randomCnfs)
, check ("solver finds a verified model for " ++ show (length satisfiableCnfs)
++ " constructed-satisfiable CNFs")
(all constructedModelVerifies satisfiableCnfs)
, check "Tseitin equisat: (a & ~a) is UNSAT both ways" (equisatFixed "a & ~a" False)
, check "Tseitin equisat: (a | ~a) is SAT both ways" (equisatFixed "a | ~a" True)
, check "Tseitin equisat: (a -> b) & a & ~b is UNSAT" (equisatFixed "(a -> b) & a & ~b" False)
, check "Tseitin equisat: chain of iff with a<->~c is UNSAT"
(equisatFixed "(a <-> b) & (b <-> c) & (a <-> ~c)" False)
, check "Tseitin equisat: (a|b)&(~a|c)&(~b|~c) is SAT" (equisatFixed "(a | b) & (~a | c) & (~b | ~c)" True)
, check ("Tseitin equisat vs brute force on " ++ show (length randomFormulas) ++ " random formulas")
(all tseitinEquisat randomFormulas)
, check "extracted Tseitin model always evaluates the formula to True"
(all tseitinModelSound randomFormulas)
, check "DIMACS round trip on a fixed sample" dimacsRoundTripFixed
, check ("DIMACS round trip on " ++ show (length randomCnfs) ++ " random CNFs")
(all dimacsRoundTrip randomCnfs)
, check "parsing and solving the fixed DIMACS sample yields a verified model"
dimacsParseSolveVerify
, check "formula parser evaluates a & (b | ~c) correctly" parserEvaluates
, check "formula parser respects precedence (~ then & then ->)" parserPrecedence
, check "Luby sequence prefix matches reference" lubyPrefixOk
, check "Luby is always a power of two" (all isPowerOfTwo (lubySequence 200))
, check ("CDCL agrees with brute force on " ++ show (length randomCnfs) ++ " random CNFs")
(all cdclCorrect randomCnfs)
, check ("CDCL agrees with DPLL on " ++ show (length randomCnfs) ++ " random CNFs")
(all cdclMatchesDpll randomCnfs)
, check ("CDCL finds a verified model for " ++ show (length satisfiableCnfs)
++ " constructed-satisfiable CNFs")
(all cdclModelVerifies satisfiableCnfs)
, check "CDCL: empty clause is UNSAT" (solveCdcl (CNF [[]]) == CdclUnsat)
, check "CDCL: empty CNF is SAT" (isCdclSat (solveCdcl (CNF [])))
, check "CDCL: (a v b) ^ (~a) forces a=False, b=True" cdclForcedSmall
, check ("CDCL solves Tseitin CNFs equisat to brute force on "
++ show (length randomFormulas) ++ " formulas")
(all cdclTseitinEquisat randomFormulas)
, check "CDCL: PHP(3,2) is UNSAT" (solveCdcl (pigeonhole 3 2) == CdclUnsat)
, check "CDCL: PHP(4,3) is UNSAT" (solveCdcl (pigeonhole 4 3) == CdclUnsat)
, check "CDCL: PHP(5,4) is UNSAT" (solveCdcl (pigeonhole 5 4) == CdclUnsat)
, check "CDCL: PHP(6,5) is UNSAT" (solveCdcl (pigeonhole 6 5) == CdclUnsat)
, check "CDCL: PHP(7,6) is UNSAT" (solveCdcl (pigeonhole 7 6) == CdclUnsat)
, check "CDCL: PHP(5,5) is SAT with a verified model" (cdclModelVerifies (pigeonhole 5 5))
, check "at-most-one encodes cardinality <= 1 exactly" (all atMostOneCorrect [1 .. 5])
, check "exactly-one encodes cardinality == 1 exactly" (all exactlyOneCorrect [1 .. 5])
, check "at-least-one is a single clause of all literals" atLeastOneShape
, check "queens N=1 is SAT" (isCdclSat (solveCdcl (queens 1)))
, check "queens N=2 is UNSAT" (solveCdcl (queens 2) == CdclUnsat)
, check "queens N=3 is UNSAT" (solveCdcl (queens 3) == CdclUnsat)
, check "queens N=4..10 are SAT with valid placements"
(all queensSatValid [4 .. 10])
, check "coloring: K4 needs 4 colors (3 is UNSAT)"
(solveCdcl (coloring 3 completeK4) == CdclUnsat)
, check "coloring: K4 is 4-colorable with a valid coloring"
(coloringSatValid 4 completeK4)
, check "coloring: odd cycle C5 is not 2-colorable"
(solveCdcl (coloring 2 cycleC5) == CdclUnsat)
, check "coloring: odd cycle C5 is 3-colorable with a valid coloring"
(coloringSatValid 3 cycleC5)
, check "coloring: even cycle C6 is 2-colorable with a valid coloring"
(coloringSatValid 2 cycleC6)
, check "coloring: bipartite graph is 2-colorable with a valid coloring"
(coloringSatValid 2 bipartite)
, check "sudoku: a real puzzle is solved with a valid grid"
(sudokuSolvesValid sudokuPuzzle)
, check "sudoku: two identical givens in a row make it UNSAT"
(solveCdcl (sudoku 3 [(1, 1, 5), (1, 2, 5)]) == CdclUnsat)
, check "preprocess: subsumption preserves the model set on random CNFs"
(all (\c -> modelSetEq c (subsume c)) randomCnfs)
, check "preprocess: self-subsuming resolution preserves the model set"
(all (\c -> modelSetEq c (selfSubsume c)) randomCnfs)
, check "preprocess: unit propagation is equisatisfiable and sound"
(all unitPropSound randomCnfs)
, check "preprocess: pure literal elimination is equisatisfiable"
(all pureElimEquisat randomCnfs)
, check ("preprocess: full pipeline is correct on " ++ show (length randomCnfs)
++ " random CNFs")
(all preprocessCorrect randomCnfs)
, check "difference logic: a negative cycle is UNSAT" (solveDl dlNegCycle == DlUnsat)
, check "difference logic: a feasible system is SAT with a verified model"
(dlSatVerified dlFeasible)
, check "difference logic: disjunctive constraint picks a feasible branch"
(dlSatVerified dlDisjunctive)
, check ("difference logic agrees with bounded brute force on "
++ show (length randomDlProblems) ++ " random problems")
(all dlAgrees randomDlProblems)
]
check :: String -> Bool -> IO Bool
check name ok = do
putStrLn ((if ok then "PASS " else "FAIL ") ++ name)
return ok
isSat :: Result -> Bool
isSat (Sat _) = True
isSat Unsat = False
modelVerifies :: CNF -> Bool
modelVerifies cnf = case solve cnf of
Sat model -> satisfies model cnf
Unsat -> False
cnfSatSmall :: CNF
cnfSatSmall = CNF [ [posLit (Var 1), posLit (Var 2)]
, [negLit (Var 1)] ]
cnfUnsatSmall :: CNF
cnfUnsatSmall = CNF [ [posLit (Var 1)]
, [negLit (Var 1)] ]
forcedSmall :: (Bool, Bool)
forcedSmall = case solve cnfSatSmall of
Sat model -> ( Map.lookup (Var 1) model == Just False
, Map.lookup (Var 2) model == Just True )
Unsat -> (False, False)
bruteForceSat :: CNF -> Bool
bruteForceSat cnf = any (`satisfies` cnf) (allAssignments (allVars cnf))
allAssignments :: [Var] -> [Assignment]
allAssignments [] = [Map.empty]
allAssignments (v : vs) = [ Map.insert v b m | b <- [False, True], m <- allAssignments vs ]
agreesWithBruteForce :: CNF -> Bool
agreesWithBruteForce cnf = case solve cnf of
Sat _ -> bruteForceSat cnf
Unsat -> not (bruteForceSat cnf)
satVerdictVerified :: CNF -> Bool
satVerdictVerified cnf = case solve cnf of
Sat model -> satisfies model cnf
Unsat -> True
constructedModelVerifies :: CNF -> Bool
constructedModelVerifies cnf = case solve cnf of
Sat model -> satisfies model cnf
Unsat -> False
allEnvs :: [Name] -> [Map Name Bool]
allEnvs [] = [Map.empty]
allEnvs (n : ns) = [ Map.insert n b e | b <- [False, True], e <- allEnvs ns ]
formulaSat :: Formula -> Bool
formulaSat f = any (`evalFormula` f) (allEnvs (atoms f))
tseitinSat :: Formula -> Bool
tseitinSat = isSat . solve . tsCnf . tseitin
tseitinModel :: Formula -> Maybe (Map Name Bool)
tseitinModel f =
let result = tseitin f
in case solve (tsCnf result) of
Sat asn -> Just (Map.fromList
[ (name, Map.findWithDefault True v asn)
| (name, v) <- Map.toList (tsNameVar result) ])
Unsat -> Nothing
equisatFixed :: String -> Bool -> Bool
equisatFixed src expected = case parseFormula src of
Left _ -> False
Right f -> formulaSat f == expected
&& tseitinSat f == expected
&& formulaSat f == tseitinSat f
tseitinEquisat :: Formula -> Bool
tseitinEquisat f = formulaSat f == tseitinSat f
tseitinModelSound :: Formula -> Bool
tseitinModelSound f = case tseitinModel f of
Just env -> evalFormula env f
Nothing -> not (formulaSat f)
sampleDimacs :: String
sampleDimacs = unlines
[ "c a fixed sample"
, "c second comment line"
, "p cnf 3 3"
, "1 -2 0"
, "2 3 0"
, "-1 -3 0" ]
dimacsRoundTripFixed :: Bool
dimacsRoundTripFixed = case parseDimacs sampleDimacs of
Left _ -> False
Right cnf1 -> parseDimacs (renderDimacs cnf1) == Right cnf1
dimacsRoundTrip :: CNF -> Bool
dimacsRoundTrip cnf = parseDimacs (renderDimacs cnf) == Right cnf
dimacsParseSolveVerify :: Bool
dimacsParseSolveVerify = case parseDimacs sampleDimacs of
Left _ -> False
Right cnf -> case solve cnf of
Sat model -> satisfies model cnf
Unsat -> False
parserEvaluates :: Bool
parserEvaluates = case parseFormula "a & (b | ~c)" of
Left _ -> False
Right f ->
evalFormula (env [("a", True), ("b", False), ("c", False)]) f
&& not (evalFormula (env [("a", True), ("b", False), ("c", True)]) f)
&& not (evalFormula (env [("a", False), ("b", True), ("c", True)]) f)
where env = Map.fromList
parserPrecedence :: Bool
parserPrecedence =
parseFormula "~a & b -> c"
== Right (Imp (And (Not (Atom "a")) (Atom "b")) (Atom "c"))
type Seed = Int
nextRand :: Seed -> (Int, Seed)
nextRand s = let s' = (1103515245 * s + 12345) .&. 0x7fffffff in (s', s')
randInt :: Int -> Int -> Seed -> (Int, Seed)
randInt lo hi s = let (v, s') = nextRand s in (lo + v `mod` (hi - lo + 1), s')
randBool :: Seed -> (Bool, Seed)
randBool s = let (v, s') = nextRand s in (even v, s')
genN :: Int -> (Seed -> (a, Seed)) -> Seed -> ([a], Seed)
genN 0 _ s = ([], s)
genN k g s = let (x, s') = g s
(xs, s'') = genN (k - 1) g s'
in (x : xs, s'')
randLit :: Int -> Seed -> (Lit, Seed)
randLit numVars s0 =
let (v, s1) = randInt 1 numVars s0
(b, s2) = randBool s1
in (Lit (Var v) b, s2)
randClause :: Int -> Int -> Seed -> (Clause, Seed)
randClause numVars maxLen s0 =
let (len, s1) = randInt 1 maxLen s0
in genN len (randLit numVars) s1
randCnf :: Seed -> (CNF, Seed)
randCnf s0 =
let (nc, s1) = randInt 1 8 s0
(cls, s2) = genN nc (randClause 5 3) s1
in (CNF cls, s2)
randomCnfs :: [CNF]
randomCnfs = fst (genN 200 randCnf 12345)
randAssignment :: Int -> Seed -> (Assignment, Seed)
randAssignment n = go n Map.empty
where
go 0 acc s = (acc, s)
go k acc s = let (b, s') = randBool s
in go (k - 1) (Map.insert (Var k) b acc) s'
satClause :: Int -> Assignment -> Seed -> (Clause, Seed)
satClause numVars target s0 =
let (v, s1) = randInt 1 numVars s0
trueLit = Lit (Var v) (target Map.! Var v)
(extra, s2) = randInt 0 2 s1
(extras, s3) = genN extra (randLit numVars) s2
in (trueLit : extras, s3)
genSatisfiable :: Seed -> (CNF, Seed)
genSatisfiable s0 =
let numVars = 6
(target, s1) = randAssignment numVars s0
(nc, s2) = randInt 1 10 s1
(cls, s3) = genN nc (satClause numVars target) s2
in (CNF cls, s3)
satisfiableCnfs :: [CNF]
satisfiableCnfs = fst (genN 200 genSatisfiable 999)
atomPool :: [Name]
atomPool = ["a", "b", "c", "d"]
randFormula :: Int -> Seed -> (Formula, Seed)
randFormula depth s0
| depth <= 0 = randLeaf s0
| otherwise =
let (choice, s1) = randInt 0 6 s0
in case choice of
1 -> let (a, s2) = randFormula (depth - 1) s1 in (Not a, s2)
2 -> bin And (depth - 1) s1
3 -> bin Or (depth - 1) s1
4 -> bin Imp (depth - 1) s1
5 -> bin Iff (depth - 1) s1
_ -> randLeaf s1
where
bin con d s = let (a, s') = randFormula d s
(b, s'') = randFormula d s'
in (con a b, s'')
randLeaf :: Seed -> (Formula, Seed)
randLeaf s0 = let (k, s1) = randInt 0 (length atomPool - 1) s0
in (Atom (atomPool !! k), s1)
randomFormulas :: [Formula]
randomFormulas = fst (genN 200 (randFormula 3) 4242)
isCdclSat :: CdclResult -> Bool
isCdclSat (CdclSat _) = True
isCdclSat CdclUnsat = False
lubyPrefixOk :: Bool
lubyPrefixOk =
lubySequence 15 == [1, 1, 2, 1, 1, 2, 4, 1, 1, 2, 1, 1, 2, 4, 8]
isPowerOfTwo :: Int -> Bool
isPowerOfTwo n = n > 0 && (n .&. (n - 1)) == 0
cdclCorrect :: CNF -> Bool
cdclCorrect cnf = case solveCdcl cnf of
CdclSat model -> satisfies model cnf && bruteForceSat cnf
CdclUnsat -> not (bruteForceSat cnf)
cdclMatchesDpll :: CNF -> Bool
cdclMatchesDpll cnf = isCdclSat (solveCdcl cnf) == isSat (solve cnf)
cdclModelVerifies :: CNF -> Bool
cdclModelVerifies cnf = case solveCdcl cnf of
CdclSat model -> satisfies model cnf
CdclUnsat -> False
cdclForcedSmall :: Bool
cdclForcedSmall = case solveCdcl cnfSatSmall of
CdclSat model -> Map.lookup (Var 1) model == Just False
&& Map.lookup (Var 2) model == Just True
CdclUnsat -> False
cdclTseitinEquisat :: Formula -> Bool
cdclTseitinEquisat f = isCdclSat (solveCdcl (tsCnf (tseitin f))) == formulaSat f
countTrue :: Int -> Assignment -> Int
countTrue n asn = length [ () | i <- [1 .. n], Map.findWithDefault False (Var i) asn ]
atMostOneCorrect :: Int -> Bool
atMostOneCorrect n =
all (\asn -> satisfies asn cnf == (countTrue n asn <= 1)) (allAssignments vs)
where
lits = [ posLit (Var i) | i <- [1 .. n] ]
cnf = CNF (atMostOne lits)
vs = [ Var i | i <- [1 .. n] ]
exactlyOneCorrect :: Int -> Bool
exactlyOneCorrect n =
all (\asn -> satisfies asn cnf == (countTrue n asn == 1)) (allAssignments vs)
where
lits = [ posLit (Var i) | i <- [1 .. n] ]
cnf = CNF (exactlyOne lits)
vs = [ Var i | i <- [1 .. n] ]
atLeastOneShape :: Bool
atLeastOneShape = atLeastOne lits == [lits]
where lits = [ posLit (Var 1), posLit (Var 2), posLit (Var 3) ]
queensSatValid :: Int -> Bool
queensSatValid n = case solveCdcl (queens n) of
CdclSat model -> validQueens n model
CdclUnsat -> False
coloringSatValid :: Int -> Graph -> Bool
coloringSatValid k g = case solveCdcl (coloring k g) of
CdclSat model -> validColoring k g model
CdclUnsat -> False
completeK4 :: Graph
completeK4 = Graph 4 [(1, 2), (1, 3), (1, 4), (2, 3), (2, 4), (3, 4)]
cycleC5 :: Graph
cycleC5 = Graph 5 [(1, 2), (2, 3), (3, 4), (4, 5), (5, 1)]
cycleC6 :: Graph
cycleC6 = Graph 6 [(1, 2), (2, 3), (3, 4), (4, 5), (5, 6), (6, 1)]
bipartite :: Graph
bipartite = Graph 6 [(1, 4), (1, 5), (2, 5), (2, 6), (3, 4), (3, 6)]
sudokuSolvesValid :: [(Int, Int, Int)] -> Bool
sudokuSolvesValid givens = case solveCdcl (sudoku 3 givens) of
CdclSat model -> validSudoku 3 givens model
CdclUnsat -> False
sudokuPuzzle :: [(Int, Int, Int)]
sudokuPuzzle = parseGrid 3 (unlines
[ "530070000"
, "600195000"
, "098000060"
, "800060003"
, "400803001"
, "700020006"
, "060000280"
, "000419005"
, "000080079" ])
modelSetEq :: CNF -> CNF -> Bool
modelSetEq a b =
all (\asn -> satisfies asn a == satisfies asn b) (allAssignments vs)
where vs = nub (allVars a ++ allVars b)
unitPropSound :: CNF -> Bool
unitPropSound cnf = case unitPropagate cnf of
Nothing -> not (bruteForceSat cnf)
Just (units, residual) ->
bruteForceSat cnf == bruteForceSat residual
&& case solveCdcl residual of
CdclSat m -> satisfies (completeModel cnf (reconstruct units m)) cnf
CdclUnsat -> True
pureElimEquisat :: CNF -> Bool
pureElimEquisat cnf =
bruteForceSat cnf == bruteForceSat residual
&& case solveCdcl residual of
CdclSat m -> satisfies (completeModel cnf (reconstruct pures m)) cnf
CdclUnsat -> True
where (pures, residual) = pureLiteralElim cnf
preprocessCorrect :: CNF -> Bool
preprocessCorrect cnf = case preprocess cnf of
Unsatisfiable -> not (bruteForceSat cnf)
Simplified fixed residual ->
bruteForceSat cnf == bruteForceSat residual
&& case solveCdcl residual of
CdclSat m -> satisfies (completeModel cnf (reconstruct fixed m)) cnf
CdclUnsat -> True
dlNegCycle :: DlProblem
dlNegCycle = DlProblem
[DiffAtom 1 2 0, DiffAtom 2 3 0, DiffAtom 3 1 (-1)]
(CNF [[posLit (Var 1)], [posLit (Var 2)], [posLit (Var 3)]])
dlFeasible :: DlProblem
dlFeasible = DlProblem
[DiffAtom 1 2 2, DiffAtom 2 3 3]
(CNF [[posLit (Var 1)], [posLit (Var 2)]])
dlDisjunctive :: DlProblem
dlDisjunctive = DlProblem
[DiffAtom 1 2 (-1), DiffAtom 2 1 (-1)]
(CNF [[posLit (Var 1), posLit (Var 2)]])
dlSatVerified :: DlProblem -> Bool
dlSatVerified prob = case solveDl prob of
DlSat model -> dlModelSatisfies prob model
DlUnsat -> False
dlAgrees :: DlProblem -> Bool
dlAgrees prob =
let brute = dlBruteSat prob
in case solveDl prob of
DlSat model -> brute && dlModelSatisfies prob model
DlUnsat -> not brute
dlBruteSat :: DlProblem -> Bool
dlBruteSat prob =
any (\assignment -> dlModelSatisfies prob (Map.fromList assignment)) (intAssignments vars)
where vars = nub (concatMap (\a -> [dlLhs a, dlRhs a]) (dlAtoms prob))
intAssignments :: [Int] -> [[(Int, Int)]]
intAssignments = go
where
domain = [-6 .. 6]
go [] = [[]]
go (v : vs) = [ (v, d) : rest | d <- domain, rest <- go vs ]
randDlAtom :: Int -> Seed -> (DiffAtom, Seed)
randDlAtom numDlVars s0 =
let (a, s1) = randInt 1 numDlVars s0
(b, s2) = randInt 1 numDlVars s1
(w, s3) = randInt (-2) 2 s2
in (DiffAtom a b w, s3)
randDlLit :: Int -> Seed -> (Lit, Seed)
randDlLit numAtoms s0 =
let (v, s1) = randInt 1 numAtoms s0
(b, s2) = randBool s1
in (Lit (Var v) b, s2)
randDlClause :: Int -> Seed -> (Clause, Seed)
randDlClause numAtoms s0 =
let (len, s1) = randInt 1 2 s0
in genN len (randDlLit numAtoms) s1
randDlProblem :: Seed -> (DlProblem, Seed)
randDlProblem s0 =
let numAtoms = 4
numDlVars = 3
(as, s1) = genN numAtoms (randDlAtom numDlVars) s0
(nc, s2) = randInt 1 5 s1
(cls, s3) = genN nc (randDlClause numAtoms) s2
in (DlProblem as (CNF cls), s3)
randomDlProblems :: [DlProblem]
randomDlProblems = fst (genN 60 randDlProblem 20240828)