corrected many things according to specification that was agreed upon.
This commit is contained in:
parent
62db90d3d9
commit
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136
app/Main.hs
136
app/Main.hs
@ -4,17 +4,20 @@ module Main where
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import Text.Printf
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import Text.Printf
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import Control.Monad.Reader
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import Control.Monad.Reader
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import Numeric.LinearAlgebra
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import qualified Numeric.LinearAlgebra as LA
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import Data.List
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import Data.List
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import System.Random
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import System.Random
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import Control.Concurrent
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import Control.Concurrent
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import Control.Parallel.Strategies
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import Control.Parallel.Strategies
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import Control.Monad.Writer
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import Control.Monad.Writer (tell)
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import qualified Debug.Trace as Debug
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import qualified Debug.Trace as Debug
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import qualified Control.Foldl as F
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import qualified Control.Foldl as F
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import System.IO
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import System.IO
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import System.Environment
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import Data.Aeson
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import Data.Aeson
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import qualified Data.ByteString as BS
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import qualified Data.ByteString as BS
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import Options.Applicative
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import Data.Semigroup ((<>))
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import ArbitraryEnzymeTree
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import ArbitraryEnzymeTree
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import Environment
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import Environment
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@ -46,6 +49,8 @@ exampleEnvironment addedC es pred tox =
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, settings = Settings { automimicry = False
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, settings = Settings { automimicry = False
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, predatorsRandom = False
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, predatorsRandom = False
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, numPlants = 50
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, numPlants = 50
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, logEveryNIterations = 10
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, verbose = True
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}
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}
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}
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}
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@ -91,20 +96,32 @@ loop loopAmount ps env = loop' loopAmount 0 ps env
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) <$> possibleEnzymes (snd env)
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) <$> possibleEnzymes (snd env)
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toxins :: [(Compound, Amount)]
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toxins :: [(Compound, Amount)]
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toxins = toxicCompounds (snd env)
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toxins = toxicCompounds (snd env)
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printEverything = verbose.settings.snd $ env
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padded i str = take i $ str ++ repeat ' '
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padded i str = take i $ str ++ repeat ' '
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printEvery = 10
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printEvery = 10
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loop' :: Int -> Int -> [Plant] -> Simulation -> IO ()
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loop' :: Int -> Int -> [Plant] -> Simulation -> IO ()
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loop' loopAmount curLoop plants s = unless (loopAmount+1 == curLoop) $ do
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loop' loopAmount curLoop plants s = unless (loopAmount+1 == curLoop) $ do
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when (curLoop `mod` printEvery == 0) $ do
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when (printEverything && curLoop `mod` printEvery == 0) $ do
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putStr "\ESC[2J\ESC[H"
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putStr "\ESC[2J\ESC[H"
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printEnvironment (snd env)
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printEnvironment (snd env)
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putStrLn ""
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putStrLn ""
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putStrLn $ "Generation " ++ show curLoop ++ " of " ++ show loopAmount ++ ":"
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putStrLn $ "Generation " ++ show curLoop ++ " of " ++ show loopAmount ++ ":"
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newPlants <- simulate s $ do
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newPlants <- simulate s $ do
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when (curLoop == 0) $
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tell $ "num_iter"
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++ ",c_sum_mu,c_sum_sigma"
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++ ",c_d_mu,c_d_sigma"
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++ ",e_d_mu,e_d_sigma"
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++ ",fitness_mean,fitness_sigma"
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++ ",percent_toxic_mean,percent_toxic_sigma"
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logIter <- fromEnv $ logEveryNIterations . settings
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(!fs,cs) <- unzip <$> fitness plants
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(!fs,cs) <- unzip <$> fitness plants
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txns <- fmap (fromEnum . fst) <$> fromEnv toxicCompounds -- [Int] of id's of toxic compounds
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txns <- fmap (fromEnum . fst) <$> fromEnv toxicCompounds -- [Int] of id's of toxic compounds
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let fps = zip plants fs -- gives us plants & their fitness in a tuple
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let fps = zip plants fs -- gives us plants & their fitness in a tuple
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sumFitness = sum fs
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sumFitness = sum fs
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es = genomeToEnzymeAmount . genome <$> plants
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genomeToEnzymeAmount :: Genome -> LA.Vector Double
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genomeToEnzymeAmount g = LA.accum (LA.konst 0 (maxCompound . snd $ env)) (+) $ (\(e,q,a) -> ((fromEnum . fst . snd . synthesis $ e)-1,fromIntegral q*a)) <$> g
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-- $C_{\Sigma,mu}$: Durchschnittliche Menge an produzierten Stoffen
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-- $C_{\Sigma,mu}$: Durchschnittliche Menge an produzierten Stoffen
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-- $C_{\Sigma,sigma}$: Durchschnittliche Varianz an produzierten Stoffen
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-- $C_{\Sigma,sigma}$: Durchschnittliche Varianz an produzierten Stoffen
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(c_sum_mu, c_sum_sigma) = meanAndVar `from` sumProducedCompounds $ cs
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(c_sum_mu, c_sum_sigma) = meanAndVar `from` sumProducedCompounds $ cs
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@ -114,13 +131,22 @@ loop loopAmount ps env = loop' loopAmount 0 ps env
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-- wogegen Stoff B *im Schnitt* mit $0.5$ produziert wird, aber dies eine extreme
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-- wogegen Stoff B *im Schnitt* mit $0.5$ produziert wird, aber dies eine extreme
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-- Varianz auslöst)
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-- Varianz auslöst)
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(c_i_mu,c_i_sigma) = unzip $ meanAndVar `from` id <$> byProducts cs
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(c_i_mu,c_i_sigma) = unzip $ meanAndVar `from` id <$> byProducts cs
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-- - $C_d$: Durchschnittliche Anzahl distinkter Produzierter Stoffe (sprich
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-- nicht-endemisch, $#i | C_{i,\sigma} > \epsilon$ )
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isEndemic :: Vector Bool
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isEndemic = fromList $ (> 0.01) <$> c_i_sigma
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(c_d_mu, c_d_sigma) = meanAndVar `from` countWith isEndemic $ cs
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-- - $C_{\sigma,\{\mu/\sigma\}}$: Mittelwert/Varianz von $\C_{i,\sigma}$
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-- - $C_{\sigma,\{\mu/\sigma\}}$: Mittelwert/Varianz von $\C_{i,\sigma}$
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(c_sigma_mu, c_sigma_sigma) = meanAndVar `from` id $ c_i_sigma
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(c_sigma_mu, c_sigma_sigma) = meanAndVar `from` id $ c_i_sigma
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-- - $C_d$: Durchschnittliche Anzahl distinkter Produzierter Stoffe (sprich
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-- nicht-endemisch, $#i | C_{i,\mu} < \epsilon$ )
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isNotEndemicCompound :: LA.Vector Bool
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isNotEndemicCompound = LA.fromList $ (< 0.1) <$> c_i_mu
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(c_d_mu, c_d_sigma) = meanAndVar `from` countWith isNotEndemicCompound (>0.1) $ cs
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-- - $E_{i,\mu}$: Durchschnittliche Anzahl produzierbarer Komponenten (falls ausgangsstoff verfügbar)
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-- - $E_{i,\sigma}$: Zusätzlich: Betrachtung der Varianz dieser Komponenten innerhalb der Population
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-- analog zu $C_{i,\mu/\sigma}$
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(e_i_mu,e_i_sigma) = unzip $ meanAndVar `from` id <$> byCompound es
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-- - $E_d$: Durchschnittliche Anzahl distinkter Produzierter Stoffe (sprich
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-- nicht-endemisch, $#i | E_{i,\mu} < \epsilon$ )
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isNotEndemicEnzyme :: LA.Vector Bool
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isNotEndemicEnzyme = LA.fromList $ (< 0.5) <$> e_i_mu
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(e_d_mu, e_d_sigma) = meanAndVar `from` countWith isNotEndemicEnzyme (>0.5) $ es
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-- - $\mathbf{E}[C_{\Sigma,plant} - C_{\Sigma,mu}]$: Durchschnittliche Abweichung der produzierten
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-- - $\mathbf{E}[C_{\Sigma,plant} - C_{\Sigma,mu}]$: Durchschnittliche Abweichung der produzierten
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-- Stoffe gegenüber dem Schnitt der Gesamtpopulation
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-- Stoffe gegenüber dem Schnitt der Gesamtpopulation
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e_hash_plant = F.mean `from` numDistinctCompounds $ cs
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e_hash_plant = F.mean `from` numDistinctCompounds $ cs
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@ -128,19 +154,23 @@ loop loopAmount ps env = loop' loopAmount 0 ps env
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fns = meanAndVar `from` id $ fs
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fns = meanAndVar `from` id $ fs
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-- - $P_\{\mu,\sigma\}$ Mittelwert/Varianz der Anteile der Stoffe in Pflanze i, die giftig sind
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-- - $P_\{\mu,\sigma\}$ Mittelwert/Varianz der Anteile der Stoffe in Pflanze i, die giftig sind
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toxs = meanAndVar `from` percentagePoisonous txns $ cs
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toxs = meanAndVar `from` percentagePoisonous txns $ cs
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when (curLoop `mod` printEvery == 0) $ liftIO $ do
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when (printEverything && curLoop `mod` printEvery == 0) $ liftIO $ do
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printPopulation (zip ((>0.01) <$> c_i_sigma) stringe) (zip3 plants fs cs)
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printPopulation isNotEndemicEnzyme stringe (zip3 plants fs cs)
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putStrLn $ "Population statistics (mean,variance):"
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putStrLn $ "Population statistics (mean,variance):"
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putStrLn $ "Amount of Components produced = " ++ (padded 50 . show $ (c_sum_mu,c_sum_sigma))
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putStrLn $ "Amount of Components produced = " ++ show (c_sum_mu,c_sum_sigma)
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putStrLn $ "Number of distinct Components = " ++ (padded 50 . show $ (c_d_mu, c_d_sigma))
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putStrLn $ "Number of distinct Components = " ++ show (c_d_mu, c_d_sigma)
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putStrLn $ "Fitness = " ++ (padded 50 . show $ fns)
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putStrLn $ "Number of distinct Enzymes = " ++ show (e_d_mu, e_d_sigma)
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putStrLn $ "Fitness = " ++ show fns
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putStrLn $ "Percentage of toxins in Cmpnds= " ++ show toxs
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hFlush stdout
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hFlush stdout
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threadDelay $ 10*1000 -- sleep x*1000ns (=x ~ ms)
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threadDelay $ 10*1000 -- sleep x*1000ns (=x ~ ms)
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tell $ show curLoop
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when (curLoop `mod` logIter == 0) $
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++ "," ++ show c_sum_mu ++ "," ++ show c_sum_sigma
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tell $ show curLoop
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++ "," ++ show c_d_mu ++ "," ++ show c_d_sigma
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++ "," ++ show c_sum_mu ++ "," ++ show c_sum_sigma
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++ "," ++ show (fst fns) ++ "," ++ show (snd fns)
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++ "," ++ show c_d_mu ++ "," ++ show c_d_sigma
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++ "," ++ show (fst toxs) ++ "," ++ show (snd toxs)
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++ "," ++ show e_d_mu ++ "," ++ show e_d_sigma
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++ "," ++ show (fst fns) ++ "," ++ show (snd fns)
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++ "," ++ show (fst toxs) ++ "," ++ show (snd toxs)
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-- generate x new plants.
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-- generate x new plants.
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np <- fromEnv (numPlants . settings)
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np <- fromEnv (numPlants . settings)
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sequence . flip fmap [1..np] $ \_ -> do
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sequence . flip fmap [1..np] $ \_ -> do
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@ -157,33 +187,68 @@ loop loopAmount ps env = loop' loopAmount 0 ps env
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haploMate parent
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haploMate parent
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loop' loopAmount (curLoop+1) newPlants s
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loop' loopAmount (curLoop+1) newPlants s
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data CLIOptions = CLIOptions
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{ environment :: Maybe FilePath
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, logfile :: FilePath
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}
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cliOptParser :: Parser CLIOptions
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cliOptParser = CLIOptions
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<$> optional (strOption
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(long "environment"
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<> short 'e'
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<> metavar "ENV"
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<> help "Environment to load"
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))
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<*> option str
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(long "logfile"
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<> short 'l'
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<> metavar "LOG"
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<> showDefault
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<> value "simulation.log"
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<> help "Name for the logfile"
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)
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cliopts = info (cliOptParser <**> helper)
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(fullDesc
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<> progDesc "Simulation of Biological Systems"
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<> header "Chemodiversity made easy ;)"
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)
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main :: IO ()
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main :: IO ()
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main = do
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main = do
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opts <- execParser cliopts
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hSetBuffering stdin NoBuffering
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hSetBuffering stdin NoBuffering
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--hSetBuffering stdout NoBuffering
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hSetBuffering stdout NoBuffering
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randomCompounds <- makeHead (Substrate PPM) <$> generateTreeFromList 30 (toEnum <$> [(maxCompoundWithoutGeneric+1)..] :: [Compound]) -- generate roughly x compounds
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randomCompounds <- makeHead (Substrate PPM) <$> generateTreeFromList 30 (toEnum <$> [(maxCompoundWithoutGeneric+1)..] :: [Compound]) -- generate roughly x compounds
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ds <- randoms <$> newStdGen
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ds <- randoms <$> newStdGen
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--probs <- randomRs (0.2,0.7) <$> newStdGen
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probs <- randomRs (0.2,0.7) <$> newStdGen
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let poisonedTree = poisonTree ds randomCompounds
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let poisonedTree = poisonTree ds randomCompounds
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poisonCompounds = foldMap (\(a,b) -> [(b,a) | a > 0]) poisonedTree
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poisonCompounds = foldMap (\(a,b) -> [(b,a) | a > 0]) poisonedTree
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predators <- generatePredators 0.0 poisonedTree
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predators <- generatePredators 0.0 poisonedTree
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let poisonCompounds' = pruneCompounds poisonCompounds predators
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let poisonCompounds' = pruneCompounds poisonCompounds predators
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pruneCompounds cs ps = filter ((`elem` usedPoisons) . fst) cs
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pruneCompounds cs ps = filter ((`elem` usedPoisons) . fst) cs
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where usedPoisons = concat $ irresistance <$> ps
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where usedPoisons = concat $ irresistance <$> ps
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--let env = exampleEnvironment (getTreeSize randomCompounds) (generateEnzymeFromTree randomCompounds) (zip predators probs) poisonCompounds'
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(Just env) <- case environment opts of
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(Just env) <- decodeStrict' <$> BS.readFile "environment2.json"
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Nothing -> return . Just $ exampleEnvironment (getTreeSize randomCompounds) (generateEnzymeFromTree randomCompounds) (zip predators probs) poisonCompounds'
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Just file -> do
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putStrLn $ "reading environment: " ++ file
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decodeStrict' <$> BS.readFile file
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let emptyPlants = replicate (numPlants . settings $ env) emptyPlant
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let emptyPlants = replicate (numPlants . settings $ env) emptyPlant
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printEverything = verbose.settings $ env
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enzs <- randomRs (0,length (possibleEnzymes env) - 1) <$> newStdGen
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enzs <- randomRs (0,length (possibleEnzymes env) - 1) <$> newStdGen
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let startPlants = randomGenome 1 enzs (possibleEnzymes env) emptyPlants
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let startPlants = randomGenome 1 enzs (possibleEnzymes env) emptyPlants
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printEnvironment env
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--writeFile "poison.twopi" $ generateDotFromPoisonTree "poison" 0.5 poisonedTree
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writeFile "poison.twopi" $ generateDotFromPoisonTree "poison" 0.5 poisonedTree
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--writeFile "environment.json" . encode $ env
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--writeFile "environment.json" . encode $ env
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putStr "\ESC[?1049h"
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when printEverything $ putStr "\ESC[?1049h"
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logfile <- openFile "simulation.log" WriteMode
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loghandle <- openFile (logfile opts) WriteMode
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loop 2000 startPlants (logfile,env)
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putStrLn $ "logging to: " ++ logfile opts
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putStrLn "Simulation ended. Press key to exit."
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loop 2000 startPlants (loghandle,env)
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_ <- getChar
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when printEverything $ do
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putStr "\ESC[?1049l"
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putStrLn "Simulation ended. Press key to exit."
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_ <- getChar
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putStr "\ESC[?1049l"
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randomGenome :: Int -> [Int] -> [Enzyme] -> [Plant] -> [Plant]
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randomGenome :: Int -> [Int] -> [Enzyme] -> [Plant] -> [Plant]
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randomGenome num inds enzs [] = []
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randomGenome num inds enzs [] = []
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@ -221,8 +286,8 @@ printEnvironment (Environment soil pred metaIter maxComp toxic possEnz settings)
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putStrLn $ "Toxic: " ++ show toxic
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putStrLn $ "Toxic: " ++ show toxic
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putStrLn $ "Settings: " ++ show settings
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putStrLn $ "Settings: " ++ show settings
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printPopulation :: [(Bool,(Enzyme,String))] -> [(Plant,Double,Vector Amount)] -> IO ()
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printPopulation :: LA.Vector Bool -> [(Enzyme,String)] -> [(Plant,Double,LA.Vector Amount)] -> IO ()
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printPopulation es ps = do
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printPopulation endemic es ps = do
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let padded i str = take i $ str ++ repeat ' '
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let padded i str = take i $ str ++ repeat ' '
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n = length ps
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n = length ps
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fitnesses = (\(_,f,_) -> f) <$> ps
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fitnesses = (\(_,f,_) -> f) <$> ps
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@ -231,8 +296,9 @@ printPopulation es ps = do
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putStr $ padded 50 ("Population: (fitness: mean " ++ padded 5 (show meanFitness) ++ ", max: " ++ padded 5 (show maxFitness) ++ ")")
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putStr $ padded 50 ("Population: (fitness: mean " ++ padded 5 (show meanFitness) ++ ", max: " ++ padded 5 (show maxFitness) ++ ")")
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forM_ ps $ \(_,f,_) -> putStr (printColor (f/maxFitness) '█')
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forM_ ps $ \(_,f,_) -> putStr (printColor (f/maxFitness) '█')
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putStrLn colorOff
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putStrLn colorOff
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forM_ es $ \(b,(e,s)) -> do
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forM_ es $ \(e,s) -> do
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if b then putStr ">" else putStr " "
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let enzymeProductNum = fromEnum . fst . snd . synthesis $ e
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if LA.toList endemic !! (enzymeProductNum - 1) then putStr ">" else putStr " "
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putStr s
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putStr s
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forM_ ps $ \(Plant g _,_,cs) -> do
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forM_ ps $ \(Plant g _,_,cs) -> do
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let curE = sum $ map (\(_,q,a) -> fromIntegral q*a)
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let curE = sum $ map (\(_,q,a) -> fromIntegral q*a)
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@ -245,7 +311,7 @@ printPopulation es ps = do
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| x > 0.5 = 'o'
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| x > 0.5 = 'o'
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| x > 0 = '.'
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| x > 0 = '.'
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| otherwise = '_'
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| otherwise = '_'
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amount = min 2 $ cs ! fromEnum (fst . snd . synthesis $ e)
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amount = min 2 $ cs LA.! fromEnum (fst . snd . synthesis $ e)
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putStr $ printColor (amount/2) (plot curE)
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putStr $ printColor (amount/2) (plot curE)
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putStrLn colorOff
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putStrLn colorOff
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@ -490,14 +490,16 @@
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]
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]
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],
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],
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"settings": {
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"settings": {
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"automimicry": false,
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"automimicry": true,
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"numPlants": 50,
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"logEveryNIterations": 10,
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"predatorsRandom": false
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"numPlants": 100,
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"predatorsRandom": false,
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"verbose": false
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},
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},
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"soil": [
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"soil": [
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[
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[
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[],
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[],
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10
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20
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]
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]
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],
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],
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"toxicCompounds": [
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"toxicCompounds": [
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@ -30,6 +30,7 @@ dependencies:
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- foldl
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- foldl
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- aeson
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- aeson
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- bytestring
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- bytestring
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- optparse-applicative
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library:
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library:
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source-dirs: src
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source-dirs: src
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1191
simulation_am.log
1191
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@ -112,9 +112,11 @@ instance FromJSON Predator
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instance ToJSON Predator
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instance ToJSON Predator
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-- | Settings to enable/disable parts of the simulation
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-- | Settings to enable/disable parts of the simulation
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data Settings = Settings { automimicry :: Bool -- ^ do we have automimicry-protection?
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data Settings = Settings { automimicry :: Bool -- ^ do we have automimicry-protection?
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, predatorsRandom :: Bool -- ^ do predators always appear or according to their random distribution?
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, predatorsRandom :: Bool -- ^ do predators always appear or according to their random distribution?
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, numPlants :: Int -- ^ number of plants in starting population
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, numPlants :: Int -- ^ number of plants in starting population
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, logEveryNIterations :: Int -- ^ log status every @loopNumber `mod` logEveryNIterations == 0@
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, verbose :: Bool -- ^ print visual statistics instead of just logging
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}
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}
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deriving (Show, Eq, Generic)
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deriving (Show, Eq, Generic)
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@ -137,7 +139,7 @@ data Environment =
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-- Rest will get filled up with 'GenericEnzyme i'
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-- Rest will get filled up with 'GenericEnzyme i'
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--
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--
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-- To find the 'maxCompound' without 'GenericEnzyme' use
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-- To find the 'maxCompound' without 'GenericEnzyme' use
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-- 'maxComponent = fromEnum (maxBound :: Nutrient) + fromEnum (maxBound :: Component) + 1'
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-- @maxComponent = fromEnum (maxBound :: Nutrient) + fromEnum (maxBound :: Component) + 1@
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, toxicCompounds :: [(Compound,Amount)]
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, toxicCompounds :: [(Compound,Amount)]
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-- ^ Compounds considered to be toxic in this environment.
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-- ^ Compounds considered to be toxic in this environment.
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-- Kills 100% of Predators above Amount.
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-- Kills 100% of Predators above Amount.
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@ -149,7 +151,7 @@ data Environment =
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instance FromJSON Environment
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instance FromJSON Environment
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instance ToJSON Environment
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instance ToJSON Environment
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-- helper function. Allows for [0..maxCompoundWithoutGeneric] :: [Compound] with all non-generic Compounds
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-- helper function. Allows for @[0..maxCompoundWithoutGeneric] :: [Compound]@ with all non-generic Compounds
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maxCompoundWithoutGeneric :: Int
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maxCompoundWithoutGeneric :: Int
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maxCompoundWithoutGeneric = fromEnum (maxBound :: Nutrient) + fromEnum (maxBound :: Component) + 1
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maxCompoundWithoutGeneric = fromEnum (maxBound :: Nutrient) + fromEnum (maxBound :: Component) + 1
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@ -274,7 +276,7 @@ haploMate (Plant genes abs) = do
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is <- randoms <$> newStdGen
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is <- randoms <$> newStdGen
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return $ zip ds is
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return $ zip ds is
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--generate some random infinite uniform distributed lists of doubles in [0,1)
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--generate some random infinite uniform distributed lists of doubles in [0,1)
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r1 <- liftIO digen
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r1 <- liftIO ((randoms <$> newStdGen) :: IO [Double])
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r2 <- liftIO ((randoms <$> newStdGen) :: IO [Double])
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r2 <- liftIO ((randoms <$> newStdGen) :: IO [Double])
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r3 <- liftIO ((randoms <$> newStdGen) :: IO [Double])
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r3 <- liftIO ((randoms <$> newStdGen) :: IO [Double])
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r4 <- liftIO digen
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r4 <- liftIO digen
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@ -300,7 +302,7 @@ haploMate (Plant genes abs) = do
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duplicateGene :: [(Double,Int)] -> Genome -> Genome
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duplicateGene :: [(Double,Int)] -> Genome -> Genome
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duplicateGene _ [] = []
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duplicateGene _ [] = []
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duplicateGene ((r,i):rs) g = if r < 0.05 then duplicateGene rs (stay ++ (e,q+1,a):stay') else g
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duplicateGene ((r,i):rs) g = if r < 0.05 then duplicateGene rs (stay ++ (e,q,a):(e,1,a):stay') else g
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where
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where
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(stay, (e,q,a):stay') = splitAt (i `mod` length g - 2) g
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(stay, (e,q,a):stay') = splitAt (i `mod` length g - 2) g
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@ -311,14 +313,19 @@ haploMate (Plant genes abs) = do
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noiseActivation (r:rs) ((e,q,a):gs) = (e,q,max 0 $ min 1 $ a-0.01+0.02*r):noiseActivation rs gs
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noiseActivation (r:rs) ((e,q,a):gs) = (e,q,max 0 $ min 1 $ a-0.01+0.02*r):noiseActivation rs gs
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noiseActivation _ [] = []
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noiseActivation _ [] = []
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mutateGene :: [(Double,Int)] -> [Int] -> Genome -> Genome
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mutateGene :: [Double] -> [Int] -> Genome -> Genome
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mutateGene _ _ [] = []
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mutateGene _ _ [] = []
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mutateGene ((r,i):rs) (s:ss) g = if r < 0.25 then mutateGene rs ss (stay ++ go' ++ stay') else g
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mutateGene rs ss ((e,q,a):gs) = g' ++ mutateGene rs'' ss'' gs
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where
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where
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(stay, go:stay') = splitAt (i `mod` length g - 2) g
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-- take q randoms from rs/ss, replace numMuts (<= q) with the enzymes in ss
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go' = case go of
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(rs',rs'') = splitAt q rs
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(e,1,a) -> [(enzymes !! s,1,a)]
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(ss',ss'') = splitAt q ss
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(e,q,a) -> [(e,q-1,a),(enzymes !! s,1,a)]
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numMuts = length . filter (<0.01) $ rs'
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newEnz = fmap ((\e' -> (e',1,a)).(enzymes!!).snd)
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. filter ((<0.01).fst)
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. zip rs' $ ss'
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g' = if q == numMuts then newEnz
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else (e,q-numMuts,a):newEnz
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return $ Plant genes' abs
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return $ Plant genes' abs
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@ -38,11 +38,11 @@ numDistinctCompounds :: Functor f => f (LA.Vector Amount) -> f Amount
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--numDistinctCompounds :: [LA.Vector Amount] -> [Amount]
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--numDistinctCompounds :: [LA.Vector Amount] -> [Amount]
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numDistinctCompounds comps = sumElements . LA.cmap (\x -> if abs x < eps then 0 else 1) <$> comps
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numDistinctCompounds comps = sumElements . LA.cmap (\x -> if abs x < eps then 0 else 1) <$> comps
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countWith :: Functor f => LA.Vector Bool -> f (LA.Vector Amount) -> f Amount
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countWith :: Functor f => LA.Vector Bool -> (Amount -> Bool) -> f (LA.Vector Amount) -> f Amount
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countWith toSelect = fmap $ sumElements . LA.zipVectorWith (\selected _ -> if selected then 1 else 0) toSelect
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countWith toSelect filter = fmap $ sumElements . LA.zipVectorWith (\selected a -> if selected && filter a then 1 else 0) toSelect
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-- apply selection to set data to 1 or 0
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-- apply selection & filter to set data to 1 or 0
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-- sum up 1 or 0s
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-- sum up 1 or 0s
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-- for all data
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-- for all data
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sumWith :: Functor f => LA.Vector Bool -> f (LA.Vector Amount) -> f Amount
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sumWith :: Functor f => LA.Vector Bool -> f (LA.Vector Amount) -> f Amount
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sumWith toSelect = fmap $ sumElements . LA.zipVectorWith (\selected d -> if selected then d else 0) toSelect
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sumWith toSelect = fmap $ sumElements . LA.zipVectorWith (\selected d -> if selected then d else 0) toSelect
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Reference in New Issue
Block a user