module GenomeTest (suite) where import Test.Tasty import Test.Tasty.HUnit import Mind (NeuronIndex (..)) import Genome import System.Random import Data.Ix suite :: TestTree suite = testGroup "genome tests" $ [ mutationTests ] mutationTests :: TestTree mutationTests = testGroup "mutations" $ [ testCase "mutating the source of a gene" $ let rand = mkStdGen 1 -- randomR generates sequence (1, 2, 0, ...) genome = Genome { numInput = 2, numInternal = 1, numOutput = 5, genes = [] } sourceGene = Gene { source = Input 0, sink = Output 1, weight = 4 } mutatedGenes = fst $ foldl (\(list, r) g -> let (g', r') = mutateGeneSource genome g r in (list ++ [g'], r') ) ([], rand) (replicate 3 sourceGene) in mutatedGenes @?= [ Gene { source = Input 1, sink = Output 1, weight = 4 } , Gene { source = Internal 0, sink = Output 1, weight = 4 } , Gene { source = Input 0, sink = Output 1, weight = 4 } ] , testCase "mutating the sink of a gene" $ let rand = mkStdGen 1 -- randomR generates sequence (1, 2, 0, ...) genome = Genome { numInput = 2, numInternal = 1, numOutput = 2, genes = [] } sourceGene = Gene { source = Input 0, sink = Output 1, weight = 4 } mutatedGenes = fst $ foldl (\(list, r) g -> let (g', r') = mutateGeneSink genome g r in (list ++ [g'], r') ) ([], rand) (replicate 3 sourceGene) in mutatedGenes @?= [ Gene { source = Input 0, sink = Output 0, weight = 4 } , Gene { source = Input 0, sink = Output 1, weight = 4 } , Gene { source = Input 0, sink = Internal 0, weight = 4 } ] , testCase "mutating the weight of a gene" $ let rand = mkStdGen 0 -- randomR generates sequence (7.572357,-1.4116564,-7.2413177, ...) genome = Genome { numInput = 2, numInternal = 1, numOutput = 2, genes = [] } sourceGene = Gene { source = Input 0, sink = Output 1, weight = 4 } mutatedGenes = fst $ foldl (\(list, r) g -> let (g', r') = mutateGeneWeight genome g r in (list ++ [g'], r') ) ([], rand) (replicate 3 sourceGene) expected = [ Gene { source = Input 0, sink = Output 1, weight = 7.572357} , Gene { source = Input 0, sink = Output 1, weight = -1.4116564 } , Gene { source = Input 0, sink = Output 1, weight = -7.2413177 } ] approxEqual a b = abs (a-b) < 0.0001 in do (map source mutatedGenes) @?= (map source expected) (map sink mutatedGenes) @?= (map sink expected) True @?= foldl (&&) True (zipWith approxEqual (map weight mutatedGenes) (map weight expected) ) , testCase "insert new internal neuron" $ let genome = Genome { numInput = 1 , numInternal = 2 , numOutput = 1 , genes = [ Gene { source = Input 0, sink = Internal 0, weight = 1.0 } , Gene { source = Internal 0, sink = Internal 1, weight = 1.0 } , Gene { source = Internal 1, sink = Output 0, weight = 1.0 } ] } r = mkStdGen 5 (genome', r') = mutateGenomeAddInternal genome r in do r' @?= r (numInput genome') @?= (numInput genome) (numInternal genome') @?= (1 + numInternal genome) (numOutput genome') @?= (numOutput genome) (genes genome') @?= (genes genome) , testCase "remove internal neuron" $ let r = mkStdGen 1 -- randomR (0, 2) produces (1, 2, 0, ...) genome = Genome { numInput = 1 , numInternal = 3 , numOutput = 1 , genes = [ Gene { source = Input 0, sink = Internal 0, weight = 1.0 } , Gene { source = Internal 0, sink = Internal 1, weight = 1.0 } , Gene { source = Internal 1, sink = Internal 2, weight = 1.0 } , Gene { source = Internal 2, sink = Output 0, weight = 1.0 } ] } (genome', r') = mutateGenomeRemoveInternal genome r (genome'', r'') = mutateGenomeRemoveInternal genome r' (genome''', _) = mutateGenomeRemoveInternal genome r'' in do (numInput genome') @?= (numInput genome) (numInput genome'') @?= (numInput genome) (numInput genome''') @?= (numInput genome) (numInternal genome') @?= (numInternal genome - 1) (numInternal genome'') @?= (numInternal genome - 1) (numInternal genome''') @?= (numInternal genome - 1) (numOutput genome') @?= (numOutput genome) (numOutput genome'') @?= (numOutput genome) (numOutput genome''') @?= (numOutput genome) (genes genome') @?= [ Gene { source = Input 0, sink = Internal 0, weight = 1.0 } , Gene { source = Internal 0, sink = Internal 1, weight = 1.0 } , Gene { source = Internal 0, sink = Internal 1, weight = 1.0 } , Gene { source = Internal 1, sink = Output 0, weight = 1.0 } ] (genes genome'') @?= [ Gene { source = Input 0, sink = Internal 0, weight = 1.0 } , Gene { source = Internal 0, sink = Internal 1, weight = 1.0 } , Gene { source = Internal 1, sink = Output 0, weight = 1.0 } , Gene { source = Internal 1, sink = Output 0, weight = 1.0 } ] (genes genome''') @?= [ Gene { source = Input 0, sink = Internal 0, weight = 1.0 } , Gene { source = Input 0, sink = Internal 0, weight = 1.0 } , Gene { source = Internal 0, sink = Internal 1, weight = 1.0 } , Gene { source = Internal 1, sink = Output 0, weight = 1.0 } ] , testCase "add new gene" $ let genome = Genome { numInput = 1 , numInternal = 2 , numOutput = 1 , genes = [] } r = mkStdGen 5 (genome', _) = mutateGenomeAddGene genome r new = last $ genes genome' -- checking sources validSource (Input x) = inRange (0, numInput genome') x validSource (Internal x) = inRange (0, numInternal genome') x validSource (Output _) = False -- checking sinks validSink (Input _) = False validSink (Internal x) = inRange(0, numInternal genome') x validSink (Output x) = inRange(0, numOutput genome') x w = weight new in do (numInput genome') @?= (numInput genome) (numInternal genome') @?= (numInternal genome) (numOutput genome') @?= (numOutput genome) (length $ genes genome') @?= 1 + (length $ genes genome) validSource (source new) @?= True validSink (sink new) @?= True (w >= -4) && (w <= 4) @?= True , testCase "remove a gene" $ let r = mkStdGen 1 -- randomR (0, 2) produces (1, 2, 0, ...) genome = Genome { numInput = 1 , numInternal = 3 , numOutput = 1 , genes = [ Gene { source = Input 0, sink = Internal 0, weight = 1.0 } , Gene { source = Internal 0, sink = Internal 1, weight = 1.0 } , Gene { source = Internal 2, sink = Output 0, weight = 1.0 } ] } (genome', r') = mutateGenomeRemoveGene genome r (genome'', r'') = mutateGenomeRemoveGene genome r' (genome''', _) = mutateGenomeRemoveGene genome r'' in do genes genome' @?= [ Gene { source = Input 0, sink = Internal 0, weight = 1.0 } , Gene { source = Internal 2, sink = Output 0, weight = 1.0 } ] genes genome'' @?= [ Gene { source = Input 0, sink = Internal 0, weight = 1.0 } , Gene { source = Internal 0, sink = Internal 1, weight = 1.0 } ] genes genome''' @?= [ Gene { source = Internal 0, sink = Internal 1, weight = 1.0 } , Gene { source = Internal 2, sink = Output 0, weight = 1.0 } ] ]