tlynx-0.3.1: src/TLynx/Simulate/Simulate.hs
{-# LANGUAGE OverloadedStrings #-}
{-# LANGUAGE TemplateHaskell #-}
{-# LANGUAGE TupleSections #-}
-- |
-- Description : Simulate reconstructed trees
-- Copyright : (c) Dominik Schrempf 2018
-- License : GPL-3.0-or-later
--
-- Maintainer : dominik.schrempf@gmail.com
-- Stability : unstable
-- Portability : portable
--
-- Creation date: Tue Feb 27 17:27:16 2018.
--
-- See Gernhard, T. (2008). The conditioned reconstructed process. Journal of
-- Theoretical Biology, 253(4), 769–778. http://doi.org/10.1016/j.jtbi.2008.04.005.
--
-- Mon Feb 4 14:26:11 CET 2019: Adding sampling probability rho. See Article
-- (Stadler2009) Stadler, T. On incomplete sampling under birth–death models and
-- connections to the sampling-based coalescent Journal of Theoretical Biology,
-- Elsevier BV, 2009, 261, 58-66
module TLynx.Simulate.Simulate
( simulate,
nSubSamples,
)
where
import Control.Concurrent (getNumCapabilities)
import Control.Concurrent.Async.Lifted.Safe
( mapConcurrently,
)
import Control.Monad
import Control.Monad.IO.Class
import Control.Monad.Logger
import Control.Monad.Trans.Reader (ask)
import Control.Parallel.Strategies
import qualified Data.ByteString.Builder as BB
import qualified Data.ByteString.Lazy.Char8 as BL
import Data.Foldable (toList)
import Data.Maybe
import qualified Data.Sequence as Seq
import qualified Data.Set as Set
import qualified Data.Text as T
import qualified Data.Text.Lazy as LT
import qualified Data.Text.Lazy.Encoding as LT
import ELynx.Data.Tree
import ELynx.Export.Tree.Newick (toNewick)
import ELynx.Simulate.PointProcess
( TimeSpec,
simulateNReconstructedTrees,
simulateReconstructedTree,
)
import ELynx.Tools
import System.Random.MWC
( GenIO,
initialize,
)
import TLynx.Simulate.Options
-- | Simulate phylogenetic trees.
simulate :: ELynx SimulateArguments ()
simulate = do
l <- local <$> ask
let SimulateArguments nTrees nLeaves tHeight mrca lambda mu rho subS sumS (Fixed s) =
l
-- error "simulate: seed not available; please contact maintainer."
when (isNothing tHeight && mrca) $
error "Cannot condition on MRCA (-M) when height is not given (-H)."
c <- liftIO getNumCapabilities
logNewSection "Arguments"
$(logInfo) $ T.pack $ reportSimulateArguments l
logNewSection "Simulation"
$(logInfo) $ T.pack $ "Number of used cores: " <> show c
gs <- liftIO $ initialize s >>= \gen -> splitGen c gen
let chunks = getChunks c nTrees
timeSpec = fmap (,mrca) tHeight
trs <-
if subS
then
simulateAndSubSampleNTreesConcurrently
nLeaves
lambda
mu
rho
timeSpec
chunks
gs
else simulateNTreesConcurrently nLeaves lambda mu rho timeSpec chunks gs
let ls =
if sumS
then parMap rpar (formatNChildSumStat . toNChildSumStat) trs
else parMap rpar toNewick $ map lengthToPhyloTree trs
let res = BL.unlines ls
out "simulated trees" res ".tree"
simulateNTreesConcurrently ::
Int ->
Double ->
Double ->
Double ->
TimeSpec ->
[Int] ->
[GenIO] ->
ELynx SimulateArguments (Forest Length Int)
simulateNTreesConcurrently nLeaves l m r timeSpec chunks gs = do
let l' = l * r
m' = m - l * (1.0 - r)
trss <-
liftIO $
mapConcurrently
(\(n, g) -> simulateNReconstructedTrees n nLeaves timeSpec l' m' g)
(zip chunks gs)
return $ concat trss
simulateAndSubSampleNTreesConcurrently ::
Int ->
Double ->
Double ->
Double ->
TimeSpec ->
[Int] ->
[GenIO] ->
ELynx SimulateArguments (Forest Length Int)
simulateAndSubSampleNTreesConcurrently nLeaves l m r timeSpec chunks gs = do
let nLeavesBigTree = (round $ fromIntegral nLeaves / r) :: Int
logNewSection $
T.pack $
"Simulate one big tree with "
<> show nLeavesBigTree
<> " leaves."
tr <- liftIO $ simulateReconstructedTree nLeavesBigTree timeSpec l m (head gs)
-- Log the base tree.
$(logInfo) $ LT.toStrict $ LT.decodeUtf8 $ toNewick $ lengthToPhyloTree tr
logNewSection $
T.pack $
"Sub sample "
<> show (sum chunks)
<> " trees with "
<> show nLeaves
<> " leaves."
let lvs = Seq.fromList $ leaves tr
trss <-
liftIO $
mapConcurrently
(\(nSamples, g) -> nSubSamples nSamples lvs nLeaves tr g)
(zip chunks gs)
let trs = catMaybes $ concat trss
return $ map prune trs
-- | Extract a random subtree with @N@ leaves of a tree with @M@ leaves, where
-- @M>N@ (otherwise error). The complete list of leaves (names are assumed to be
-- unique) has to be provided as a 'Seq.Seq', and a 'Seq.Set', so that fast
-- sub-sampling as well as lookup are fast and so that these data structures do
-- not have to be recomputed when many sub-samples are requested.
nSubSamples ::
Ord a =>
Int ->
Seq.Seq a ->
Int ->
Tree e a ->
GenIO ->
IO [Maybe (Tree e a)]
nSubSamples m lvs n tree g
| Seq.length lvs < n =
error
"Given list of leaves is shorter than requested number of leaves."
| otherwise = do
lss <- grabble (toList lvs) m n g
let lsSets = map Set.fromList lss
return [dropLeavesWith (`Set.notMember` ls) tree | ls <- lsSets]
-- | Pair of branch length with number of extant children.
type BrLnNChildren = (BranchLength, Int)
-- | Possible summary statistic of phylogenetic trees. A list of tuples
-- (BranchLength, NumberOfExtantChildrenBelowThisBranch).
type NChildSumStat = [BrLnNChildren]
-- | Format the summary statistics in the following form:
-- @
-- nLeaves1 branchLength1
-- nLeaves2 branchLength2
-- ....
formatNChildSumStat :: NChildSumStat -> BL.ByteString
formatNChildSumStat s =
BB.toLazyByteString . mconcat $ map formatNChildSumStatLine s
formatNChildSumStatLine :: BrLnNChildren -> BB.Builder
formatNChildSumStatLine (l, n) =
BB.intDec n <> BB.char8 ' ' <> BB.doubleDec l <> BB.char8 '\n'
-- | Compute NChilSumStat for a phylogenetic tree.
toNChildSumStat :: Measurable e => Tree e a -> NChildSumStat
toNChildSumStat (Node br _ []) = [(getLen br, 1)]
toNChildSumStat (Node br _ ts) = (getLen br, sumCh) : concat nChSS
where
nChSS = map toNChildSumStat ts
sumCh = sum $ map (snd . head) nChSS