tlynx-0.3.0: 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 L
import qualified Data.ByteString.Lazy.Char8 as L
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 = L.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 -> L.ByteString
formatNChildSumStat s =
L.toLazyByteString . mconcat $ map formatNChildSumStatLine s
formatNChildSumStatLine :: BrLnNChildren -> L.Builder
formatNChildSumStatLine (l, n) =
L.intDec n <> L.char8 ' ' <> L.doubleDec l <> L.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