packages feed

scubature (empty) → 1.0.0.0

raw patch · 10 files changed

+1774/−0 lines, 10 filesdep +arraydep +basedep +containerssetup-changed

Dependencies added: array, base, containers, ilist, matrix, vector

Files

+ CHANGELOG.md view
@@ -0,0 +1,3 @@+1.0.0.0+-------+* initial release
+ LICENSE view
@@ -0,0 +1,674 @@+                    GNU GENERAL PUBLIC LICENSE+                       Version 3, 29 June 2007++ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>+ Everyone is permitted to copy and distribute verbatim copies+ of this license document, but changing it is not allowed.++                            Preamble++  The GNU General Public License is a free, copyleft license for+software and other kinds of works.++  The licenses for most software and other practical works are designed+to take away your freedom to share and change the works.  By contrast,+the GNU General Public License is intended to guarantee your freedom to+share and change all versions of a program--to make sure it remains free+software for all its users.  We, the Free Software Foundation, use the+GNU General Public License for most of our software; it applies also to+any other work released this way by its authors.  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Of course, your program's commands+might be different; for a GUI interface, you would use an "about box".++  You should also get your employer (if you work as a programmer) or school,+if any, to sign a "copyright disclaimer" for the program, if necessary.+For more information on this, and how to apply and follow the GNU GPL, see+<https://www.gnu.org/licenses/>.++  The GNU General Public License does not permit incorporating your program+into proprietary programs.  If your program is a subroutine library, you+may consider it more useful to permit linking proprietary applications with+the library.  If this is what you want to do, use the GNU Lesser General+Public License instead of this License.  But first, please read+<https://www.gnu.org/licenses/why-not-lgpl.html>.
+ README.md view
@@ -0,0 +1,101 @@+# scubature++Pure Haskell implementation of simplicial cubature (integration over a simplex).++```haskell+integrateOnSimplex+    :: (VectorD -> VectorD)   -- integrand+    -> Simplices              -- domain of integration (union of the simplices)+    -> Int                    -- number of components of the integrand+    -> Int                    -- maximum number of evaluations+    -> Double                 -- desired absolute error+    -> Double                 -- desired relative error+    -> Int                    -- integration rule: 1, 2, 3 or 4+    -> IO Results             -- values, error estimates, evaluations, success+```++## Example++![equation](http://latex.codecogs.com/gif.latex?%5Cint_0%5E1%5Cint_0%5Ex%5Cint_0%5Ey%5Cexp%28x+y+z%29%5C,%5Cmathrm%7Bd%7Dz%5C,%5Cmathrm%7Bd%7Dy%5C,%5Cmathrm%7Bd%7Dx=%5Cfrac%7B1%7D%7B6%7D%28e-1%29%5E3%5Capprox%20.8455356853)++Define the integrand:++```haskell+import Data.Vector.Unboxed as V+:{+f :: Vector Double -> Vector Double+f v = singleton $ exp (V.sum v)+:}+```++Define the simplex:++```haskell+simplex = [[0, 0, 0], [1, 1, 1], [0, 1, 1], [0, 0, 1]]+```++Integrate:++```haskell+import Numeric.Integration.SimplexCubature+integrateOnSimplex f [simplex] 1 100000 0 1e-10 3+-- Results { values = [0.8455356852954488]+--         , errorEstimates = [8.082378899762402e-11]+--         , evaluations = 8700+--         , success = True }+```++For a scalar-valued integrand, it's more convenient to define... a scalar-valued+integrand! That is:++```haskell+:{+f :: Vector Double -> Double+f v = exp (V.sum v)+:}+```++and then to use `integrateOnSimplex'`:++```haskell+integrateOnSimplex' f [simplex] 100000 0 1e-10 3+-- Result { value         = 0.8455356852954488+--        , errorEstimate = 8.082378899762402e-11+--        , evaluations   = 8700+--        , success       = True }+```++## Integration on a spherical triangle++The library also allows to evaluate an integral on a spherical simplex on the+unit sphere (in dimension 3, a spherical triangle).++For example take the first orthant in dimension 3:++```haskell+import Numeric.Integration.SphericalSimplexCubature+o1 = orthants 3 !! 0+o1+-- [ [1.0, 0.0, 0.0]+-- , [0.0, 1.0, 0.0]+-- , [0.0, 0.0, 1.0] ]+```++And this integrand:++```haskell+:{+integrand :: [Double] -> Double+integrand x = (x!!0 * x!!0 * x!!2) + (x!!1 * x!!1 * x!!2) + (x!!2 * x!!2 * x!!2)+:}+```++Compute the integral (the exact result is `pi/4 ≈ 0.7853981634`):++```haskell+integrateOnSphericalSimplex integrand o1 20000 0 1e-7 3+-- Result { value         = 0.7853981641913279+--        , errorEstimate = 7.71579524444753e-8+--        , evaluations   = 17065+--        , success       = True }+```
+ Setup.hs view
@@ -0,0 +1,2 @@+import Distribution.Simple+main = defaultMain
+ scubature.cabal view
@@ -0,0 +1,37 @@+name:                scubature+version:             1.0.0.0+synopsis:            Multidimensional integration over simplices+description:         This library allows to evaluate integrals over Euclidean and spherical simplices.+homepage:            https://github.com/stla/scubature#readme+license:             GPL-3+license-file:        LICENSE+author:              Stéphane Laurent+maintainer:          laurent_step@outlook.fr+copyright:           2022 Stéphane Laurent+category:            Numeric, Integration+build-type:          Simple+extra-source-files:  README.md+                     CHANGELOG.md+cabal-version:       >=1.10++library+  hs-source-dirs:      src+  exposed-modules:     Numeric.Integration.SimplexCubature+                     , Numeric.Integration.SphericalSimplexCubature+  other-modules:       Numeric.Integration.SimplexCubature.Internal+                     , Numeric.Integration.Simplex.Simplex+                     , Numeric.Integration.SphericalSimplexCubature.Internal+  other-extensions:    BangPatterns+                     , DuplicateRecordFields+  build-depends:       base >= 4.7 && < 5+                     , array >= 0.5.4.0 && < 0.6+                     , vector >= 0.12.3.1 && < 0.13+                     , matrix >= 0.3.6.1 && < 0.4+                     , containers >= 0.6.4.1 && < 0.7+                     , ilist >= 0.4.0.1 && < 0.5+  default-language:    Haskell2010+  ghc-options:         -Wall++source-repository head+  type:     git+  location: https://github.com/stla/scubature
+ src/Numeric/Integration/Simplex/Simplex.hs view
@@ -0,0 +1,35 @@+module Numeric.Integration.Simplex.Simplex+  where+import Data.Matrix (detLU, elementwiseUnsafe, fromLists)++type Simplex = [[Double]]+type Simplices = [Simplex]++isValidSimplex :: Simplex -> Bool+isValidSimplex simplex =+  (length simplex == dim + 1) &&+    all ((== dim) . length) (tail simplex)+  where dim = length (head simplex)++isValidSimplices :: Simplices -> Bool+isValidSimplices simplices =+  all isValidSimplex simplices &&+    all ((== spaceDim (head simplices)) . spaceDim) (tail simplices)+  where spaceDim simplex = length (head simplex)++canonicalSimplex :: Int -> Simplex+canonicalSimplex dim =+  replicate dim 0 :+    map (\v -> map (fromIntegral.fromEnum.(== v)) [1..dim]) [1..dim]++simplexVolume :: Simplex -> Double -- rq: tu calcules le fact à chaque fois+simplexVolume s = abs (detLU v) / fromIntegral (product [1..n])+  where n = length s - 1+        m1 = fromLists (tail s)+        m2 = fromLists $ replicate n (head s)+        v = elementwiseUnsafe (-) m1 m2++jacobian :: Simplex -> Double -- not used+jacobian s = abs (detLU (elementwiseUnsafe (-) m1 m2))+  where m1 = fromLists (tail s)+        m2 = fromLists $ replicate (length s - 1) (head s)
+ src/Numeric/Integration/SimplexCubature.hs view
@@ -0,0 +1,72 @@+{-# LANGUAGE DuplicateRecordFields #-}+module Numeric.Integration.SimplexCubature+  (Result(..), Results(..), integrateOnSimplex, integrateOnSimplex')+  where+import           Data.Array.Unboxed                  (UArray, array)+import           Data.Array.Unsafe                   (unsafeThaw)+import qualified Data.Vector.Unboxed                 as UV+import           Numeric.Integration.Simplex.Simplex ( isValidSimplices, Simplices )+import Numeric.Integration.SimplexCubature.Internal  ( VectorD, IO3dArray, adsimp )++data Results = Results+  { values         :: [Double]+  , errorEstimates :: [Double]+  , evaluations    :: Int+  , success        :: Bool+  } deriving Show++data Result = Result+  { value         :: Double+  , errorEstimate :: Double+  , evaluations   :: Int+  , success       :: Bool+  } deriving Show++simplicesToArray :: Simplices -> IO IO3dArray+simplicesToArray simplices = do+  let dim = length (head (head simplices))+      nsimplices = length simplices+      assocList = map (\[i, j, k] -> ((i, j, k), (simplices!!(k-1))!!(j-1)!!(i-1)))+                      (sequence [[1 .. dim], [1 .. (dim+1)], [1 .. nsimplices]])+      arr = array ((1, 1, 1), (dim, dim+1, nsimplices)) assocList+            :: UArray (Int, Int, Int) Double+  unsafeThaw arr++-- | Integral of a vector-valued function over an union of simplices.+integrateOnSimplex+    :: (VectorD -> VectorD)   -- ^ integrand+    -> Simplices              -- ^ domain of integration+    -> Int                    -- ^ number of components+    -> Int                    -- ^ maximum number of evaluations+    -> Double                 -- ^ desired absolute error+    -> Double                 -- ^ desired relative error+    -> Int                    -- ^ integration rule: 1, 2, 3 or 4+    -> IO Results             -- ^ integral, error, evaluations, success+integrateOnSimplex f s ncomp maxevals absError relError rule = do+  let n = length (head s) - 1+  if isValidSimplices s+    then do+      v <- simplicesToArray s+      (vals, errors, nevals, fl) <-+        adsimp n ncomp maxevals f absError relError rule v+      return $ Results (UV.toList vals) (UV.toList errors) nevals (not fl)+    else error "invalid simplices"++-- | Integral of a real-valued function over an union of simplices.+integrateOnSimplex'+    :: (VectorD -> Double)    -- ^ integrand+    -> Simplices              -- ^ domain of integration+    -> Int                    -- ^ maximum number of evaluations+    -> Double                 -- ^ desired absolute error+    -> Double                 -- ^ desired relative error+    -> Int                    -- ^ integration rule: 1, 2, 3 or 4+    -> IO Result              -- ^ integral, error, evaluations, success+integrateOnSimplex' f s maxevals absError relError rule = do+  let n = length (head s) - 1+  if isValidSimplices s+    then do+      v <- simplicesToArray s+      (val, err, nevals, fl) <-+        adsimp n 1 maxevals (UV.singleton . f) absError relError rule v+      return $ Result (UV.head val) (UV.head err) nevals (not fl)+    else error "invalid simplices"
+ src/Numeric/Integration/SimplexCubature/Internal.hs view
@@ -0,0 +1,765 @@+{-# LANGUAGE BangPatterns #-}+module Numeric.Integration.SimplexCubature.Internal+  where+import           Data.Array.IO                       (IOUArray, getBounds, getElems+                                                     , mapIndices, newArray, newArray_+                                                     , newListArray, readArray+                                                     , writeArray)+import           Data.List                           (foldl', foldl1', sort)+import           Control.Monad                       ((<$!>), when)+import qualified Data.Foldable                       as DF+import           Data.Maybe                          (fromJust)+import           Data.Sequence                       (Seq, index, update, (><))+import qualified Data.Sequence                       as S+import           Data.Vector.Unboxed                 (Vector, fromList, toList+                                                     , unsafeFreeze)+import qualified Data.Vector.Unboxed                 as UV+import           Data.Vector.Unboxed.Mutable         (IOVector, new, unsafeRead+                                                     , unsafeWrite)+import qualified Data.Vector.Unboxed.Mutable         as UMV+import           Numeric.Integration.Simplex.Simplex (Simplex, simplexVolume)++type IOMatrix = IOUArray (Int, Int) Double+type IO1dArray = IOUArray Int Double+type IO3dArray = IOUArray (Int, Int, Int) Double+type IOVectorD = IOVector Double+type IOVectorI = IOVector Int+type VectorD = Vector Double++toDbl :: Int -> Double+toDbl = fromIntegral++pow :: Double -> Int -> Double+pow x n = product (replicate n x)++permuteMultiset :: (Eq a, Ord a) => [a] -> [[a]] +permuteMultiset list = unfold1 next (sort list) where+  unfold1 :: (a -> Maybe a) -> a -> [a]+  unfold1 f x = case f x of +    Nothing -> [x] +    Just y  -> x : unfold1 f y+  -- next :: [a] -> Maybe [a]+  next xs = case findj (reverse xs, []) of +    Nothing -> Nothing+    Just ( l:ls, rs) -> Just $ inc l ls (reverse rs, []) +    Just ( [], _ ) -> error "permute: should not happen"+  -- we use simple list zippers: (left,right)+  -- findj :: ([a],[a]) -> Maybe ([a],[a])   +  findj ( xxs@(x:xs), yys@(y:_) ) = if x >= y +    then findj ( xs, x : yys )+    else Just ( xxs, yys )+  findj ( x:xs , [] ) = findj ( xs , [x] )  +  findj ( [] , _ ) = Nothing+  -- inc :: a -> [a] -> ([a],[a]) -> [a]+  inc !u us ( x:xs, yys ) = if u >= x+    then inc u us ( xs, x : yys ) +    else reverse (x:us)  ++ reverse (u:yys) ++ xs+  inc _ _ ( [], _ ) = error "permute: should not happen"++square :: Double -> Double+square x = x*x++smprms :: Int -> Int -> IO (IOMatrix, Seq VectorD, [Int])+smprms n key = do+  let (rls, gms, wts) | key == 1 = (3, 2, 3) :: (Int, Int, Int)+                      | key == 2 = (5, 4, 6) :: (Int, Int, Int)+                      | key == 3 = (7, 7, 11) :: (Int, Int, Int)+                      | key == 4 = (if n == 2 then (7, 11, 20) else (7, 12, 21))+                                    :: (Int, Int, Int)+                      | otherwise = error "this should not happen"+  w <- newArray ((1, 1), (wts, rls)) 0 :: IO IOMatrix+  pts <- UMV.replicate wts 0 :: IO IOVectorI+  g <- newArray ((1, 1), (n+1, wts)) 0 :: IO IOMatrix+  let np = n+1+      n2 = np * (n+2)+      n4 = n2 * (n+3) * (n+4)+      n6 = n4 * (n+5) * (n+6)+      n8 = n6 * (n+7) * (n+8)+      o = div (n*np) 2+      ndbl = toDbl n+      sqrt15 = 3.872983346207416885179265399782399611+      r1 = (ndbl + 4 - sqrt15) / (ndbl*ndbl + 8*ndbl + 1)+      s1 = 1 - ndbl*r1+      l1 = s1 - r1+  mapM_ (\j -> writeArray g (j, 1) (1/(ndbl+1))) [1 .. np]+  unsafeWrite pts 0 1+  writeArray g (1, gms+1) s1+  mapM_ (\j -> writeArray g (j, gms+1) r1) [2 .. np]+  unsafeWrite pts gms np+  when (key < 4) $ do+    writeArray w (1, rls) 1+    writeArray w (gms+1, rls-1) (1/(ndbl+1))+  let iw = if key < 4 then rls-2 else rls+  writeArray g (1, 2) (3/(ndbl+3))+  mapM_ (\j -> writeArray g (j, 2) (1/(ndbl+3))) [2 .. np]+  unsafeWrite pts 1 np+  let n2double = toDbl n2+  writeArray w (2, iw) (pow (ndbl+3) 2 / (4*n2double))+  when (key > 1) $ do+    if n == 2+      then do+        let l2 = 0.62054648267200632589046034361711+            r1' = (1+sqrt(0.5 - l2*l2))/3+        writeArray g (1, gms+1) (1 - 2*r1')+        mapM_ (\j -> writeArray g (j, gms+1) r1') [2 .. np]+        unsafeWrite pts gms 3+        writeArray w (gms+1, iw-1) (1/6)+        let r2 = (1-l2)/3+            s2 = 1 - 2*r2+        writeArray g (1, gms+2) s2+        mapM_ (\j -> writeArray g (j, gms+2) r2) [2 .. np]+        unsafeWrite pts (gms+1) 3+        writeArray w (gms+2, iw-1) (1/6)+      else do+        let r2 = (ndbl+4+sqrt15) / (ndbl*ndbl+8*ndbl+1)+            s2 = 1 - ndbl*r2+            l2 = s2 - r2+        writeArray g (1, gms+2) s2+        mapM_ (\j -> writeArray g (j, gms+2) r2) [2 .. np]+        unsafeWrite pts (gms+1) np+        writeArray w (gms+2, iw-1) ((2/(ndbl+3)-l1)/(n2double*(l2-l1)*l2*l2))+        writeArray w (gms+1, iw-1) ((2/(ndbl+3)-l2)/(n2double*(l1-l2)*l1*l1))+    writeArray g (1, 3) (5/(ndbl+5))+    mapM_ (\j -> writeArray g (j, 3) (1/(ndbl+5))) [2 .. np]+    unsafeWrite pts 2 np+    writeArray g (1, 4) (3/(ndbl+5))+    writeArray g (2, 4) (3/(ndbl+5))+    mapM_ (\j -> writeArray g (j, 4) (1/(ndbl+5))) [3 .. np]+    unsafeWrite pts 3 o+    let tmp = toDbl (16*n4)+    writeArray w (2, iw-2) (- pow (ndbl+3) 5 / tmp)+    writeArray w (3, iw-2) (pow (ndbl+5) 4 / tmp)+    writeArray w (4, iw-2) (pow (ndbl+5) 4 / tmp)+  when (key > 2) $ do+    let tmp' = ndbl*ndbl + 14*ndbl - 11+        u1 = (ndbl+7+2*sqrt15) / tmp'+        v1 = 0.5*(1-(ndbl-1)*u1)+        d1 = v1 - u1+    writeArray g (1, gms+3) v1+    writeArray g (2, gms+3) v1+    mapM_ (\j -> writeArray g (j, gms+3) u1) [3 .. np]+    unsafeWrite pts (gms+2) o+    let u2 = (ndbl + 7 - 2*sqrt15) / tmp'+        v2 = (1-(ndbl-1)*u2)/2+        d2 = v2 - u2+    writeArray g (1, gms+4) v2+    writeArray g (2, gms+4) v2+    mapM_ (\j -> writeArray g (j, gms+4) u2) [3 .. np]+    unsafeWrite pts (gms+3) o+    if n == 2+      then do+        writeArray w (gms+3, iw-3) ((155-sqrt15)/1200)+        writeArray w (gms+4, iw-3) ((155+sqrt15)/1200)+        writeArray w (1, iw-3) (9/40)+      else+        if n == 3+          then do+            writeArray w (gms+1, iw-3) ((2665+14*sqrt15)/37800)+            writeArray w (gms+2, iw-3) ((2665-14*sqrt15)/37800)+            writeArray w (gms+3, iw-3) (10/189)+            unsafeWrite pts (gms+3) 0+          else do+            let r2 = (ndbl+4+sqrt15) / (ndbl*ndbl+8*ndbl+1)+                l2 = 1 - (ndbl+1)*r2+                n4dbl = toDbl n4+            writeArray w (gms+1, iw-3)+                         ((2*(27-ndbl)/(ndbl+5)-l2*(13-ndbl)) /+                         (pow l1 4 * (l1-l2) * n4dbl))+            writeArray w (gms+2, iw-3)+                         ((2*(27-ndbl)/(ndbl+5)-l1*(13-ndbl)) /+                         (pow l2 4 *(l2-l1)*n4dbl))+            writeArray w (gms+3, iw-3)+                         ((2/(ndbl+5)-d2) / (n4dbl * (d1-d2) * pow d1 4))+            writeArray w (gms+4, iw-3)+                         ((2/(ndbl+5)-d1) / (n4dbl * (d2-d1) * pow d2 4))+    writeArray g (1, 5) (7/(ndbl+7))+    mapM_ (\i -> writeArray g (i, 5) (1/(ndbl+7))) [2 .. np]+    unsafeWrite pts 4 np+    let invnp7 = 1/(ndbl+7)+    writeArray g (1, 6) (5*invnp7)+    writeArray g (2, 6) (3*invnp7)+    mapM_ (\i -> writeArray g (i, 6) invnp7) [3 .. np]+    unsafeWrite pts 5 (np*n)+    mapM_ (\i -> writeArray g (i, 7) (3*invnp7)) [1, 2, 3]+    when (np > 3) $+      mapM_ (\i -> writeArray g (i, 7) invnp7) [4..np]+    unsafeWrite pts 6 (div ((n-1)*n*np) 6)+    writeArray w (2, iw-4) (pow (ndbl+3) 7 / toDbl (128*n4*(n+5)))+    let tmp'' = toDbl (64*n6)+    mapM_ (\i -> writeArray w (i, iw-4) (-pow (ndbl+5) 7 / tmp'')) [3, 4]+    mapM_ (\i -> writeArray w (i, iw-4) (pow (ndbl+7) 6 / tmp'')) [5, 6, 7]+  when (key == 4) $ do+    let sg = 1 / toDbl (23328*n6)+        u5 = -216 * sg * toDbl (52212 - n*(6353 + n*(1934-n*27)))+        u6 = 1296 * sg * toDbl (7884 - n*(1541 - n*9))+        u7 = -7776 * sg * toDbl (8292 - n*(1139 - n*3))/(ndbl + 7)+        p0 = toDbl $ -144 * (142528 + n*(23073 - n*115))+        p1 = toDbl $ -12 * (6690556 + n*(2641189 + n*(245378 - n*1495)))+        p2 = toDbl $ -16 * (6503401 + n*(4020794+n*(787281+n*(47323-n*385))))+        p3 = toDbl $ -(6386660 + n*(4411997+n*(951821+n*(61659-n*665))))*(n+7)+        a = p2/(3*p3)+        p = a*(p1/p2 - a)+        q = a*(2*a*a - p1/p3) + p0/p3+        th = acos(-q/(2 * sqrt(-p*p*p))) / 3+        r = 2*sqrt(-p)+        tp = 2*pi/3+        a1 = -a + r* cos th+        a3 = -a + r* cos(th+tp)+        a2 = -3*a - a1 - a3 -- a3 = -a + r*(cos(th+tp))+        npdbl = toDbl np+    writeArray g (1, gms+5) ((1-ndbl*a1)/npdbl)+    mapM_ (\i -> writeArray g (i, gms+5) ((1+a1)/npdbl)) [2..np]+    unsafeWrite pts (gms+4) np+    writeArray g (1, gms+6) ((1-ndbl*a2)/npdbl)+    mapM_ (\i -> writeArray g (i, gms+6) ((1+a2)/npdbl)) [2..np]+    unsafeWrite pts (gms+5) np+    writeArray g (1, gms+7) ((1-ndbl*a3)/npdbl)+    mapM_ (\i -> writeArray g (i, gms+7) ((1+a3)/npdbl)) [2..np]+    unsafeWrite pts (gms+6) np+    writeArray w (gms+5, iw-5)+               ((u7-(a2+a3)*u6+a2*a3*u5)/(a1*a1-(a2+a3)*a1+a2*a3) / pow a1 5)+    writeArray w (gms+6, iw-5)+               ((u7-(a1+a3)*u6+a1*a3*u5)/(a2*a2-(a1+a3)*a2+a1*a3) / pow a2 5)+    writeArray w (gms+7, iw-5)+               ((u7-(a2+a1)*u6+a2*a1*u5)/(a3*a3-(a2+a1)*a3+a2*a1) / pow a3 5)+    let invnp7' = 1/(ndbl+7)+    writeArray g (1, gms+8) (4*invnp7')+    writeArray g (2, gms+8) (4*invnp7')+    mapM_ (\i -> writeArray g (i, gms+8) invnp7') [3..np]+    unsafeWrite pts (gms+7) o+    writeArray w (gms+8, iw-5) (10 * pow (ndbl+7) 6 / toDbl (729*n6))+    writeArray g (1, gms+9) (5.5*invnp7')+    writeArray g (2, gms+9) (2.5*invnp7')+    mapM_ (\i -> writeArray g (i, gms+9) invnp7') [3..np]+    unsafeWrite pts (gms+8) (np*n)+    writeArray w (gms+9, iw-5) (64 * pow (ndbl+7) 6 / toDbl (6561*n6))+    let tmp''' = toDbl (64*n6)+    writeArray w (4, iw-5) (-pow (ndbl+5) 7 / tmp''')+    writeArray w (7, iw-5) (pow (ndbl+7) 6 / tmp''')+    let invnp9 = 1/(ndbl+9)+    writeArray g (1, 8) (9*invnp9)+    mapM_ (\i -> writeArray g (i, 8) invnp9) [2..np]+    unsafeWrite pts 7 np+    writeArray g (1, 9) (7*invnp9)+    writeArray g (2, 9) (3*invnp9)+    mapM_ (\i -> writeArray g (i, 9) invnp9) [3..np]+    unsafeWrite pts 8 (np*n)+    mapM_ (\i -> writeArray g (i, 10) (5*invnp9)) [1, 2]+    mapM_ (\i -> writeArray g (i, 10) invnp9) [3..np]+    unsafeWrite pts 9 o+    writeArray g (1, 11) (5*invnp9)+    mapM_ (\i -> writeArray g (i, 11) (3*invnp9)) [2, 3]+    when (np > 3) $+      mapM_ (\i -> writeArray g (i, 11) invnp9) [4..np]+    unsafeWrite pts 10 (o*(n-1))+    writeArray w (2, iw-6) (-pow (ndbl+3) 9 / toDbl (1536*n6))+    mapM_ (\i -> writeArray w (i, iw-6)+                            (pow (ndbl+5) 9 / toDbl (512*n6*(n+7)))) [3, 4]+    let tmp'''' = toDbl $ 256*n8+    mapM_ (\i -> writeArray w (i, iw-6) (-pow (ndbl+7) 9 / tmp'''')) [5, 6, 7]+    mapM_ (\i -> writeArray w (i, iw-6) (pow (ndbl+9) 8 / tmp'''')) [8..11]+    when (n > 2) $ do+      mapM_ (\i -> writeArray g (i, 12) (3*invnp9)) [1..4]+      mapM_ (\i -> writeArray g (i, 12) invnp9) [5..np]+      unsafeWrite pts 11 (div (np*n*(n-1)*(n-2)) 24)+      writeArray w (12, iw-6) (pow (ndbl+9) 8 / toDbl (256*n8))+  rowsIO <- mapM (extractRow w) (S.fromList [2..wts])+  rows <- mapM array1dToVectorD rowsIO+  let cols = transpose rows+  pts_out <- UV.unsafeFreeze pts+  let ptsU = UV.map toDbl pts_out+      row1 = fmap (\col -> 1 - UV.foldr (+) 0+                           (UV.zipWith (*) (UV.tail ptsU) col))+                  (S.take rls cols)+      wcols = fmap (\j -> UV.cons (index row1 j) (index cols j))+                   (S.fromList [0..(rls-1)])+      col1 = index wcols 0+      wcols2 = (S.<|) col1+                      (fmap (\col -> UV.zipWith (-) col col1) (S.drop 1 wcols))+      col2 = index wcols2 1+      nb = UV.foldr (+) 0 (UV.zipWith (*) ptsU (UV.map square col1))+      ratio = nb / UV.foldr (+) 0 (UV.zipWith (*) ptsU (UV.map square col2))+      wcol2 = UV.map (* sqrt ratio) col2+      wcols3 = (S.<|) col1 ((S.<|) wcol2 (S.drop 2 wcols2))+  let updateW :: Seq VectorD -> Int -> Seq VectorD+      updateW cols' k = update (k-1) wknew cols'+         where+          ptsW = UV.map (/nb) (UV.zipWith (*) ptsU (index cols' (k-1)))+          slice = S.drop 1 (S.take (k-1) cols')+          prod1 = (fromList . DF.toList) $ -- ou alors pas de vecteurs+                  fmap (UV.foldr (+) 0 . UV.zipWith (*) ptsW) slice+          rows' = transpose slice+          prod2 = (fromList . DF.toList) $+                  fmap (UV.foldr (+) 0 . UV.zipWith (*) prod1) rows'+          wk = UV.zipWith (-) (index cols' (k-1)) prod2+          ratio' = nb /+                   UV.foldr (+) 0 (UV.zipWith (*) ptsU (UV.map square wk))+          wknew = UV.map (* sqrt ratio') wk+      wcolsnew = foldl' updateW wcols3 [3..rls]+  return (g, transpose wcolsnew, toList $ UV.findIndices (/= 0) pts_out)++transpose :: Seq VectorD -> Seq VectorD+transpose cols =+  fmap (\i -> (fromList . DF.toList) $ fmap (UV.!i) cols)+       (S.fromList [0..(UV.length (index cols 0) - 1)])++matprod :: IOMatrix -> VectorD -> IO VectorD+matprod mat x = do+  (_, (m, n)) <- getBounds mat+  out <- UMV.new m :: IO IOVectorD+  let step i | i == m+1 = unsafeFreeze out+             | otherwise = do+              !coef <- innerstep 1 0+              unsafeWrite out (i-1) coef+              step (i+1)+              where+                innerstep :: Int -> Double -> IO Double+                innerstep j !s | j == n+1 = return s+                               | otherwise = do+                                 mat_ij <- readArray mat (i, j)+                                 innerstep (j+1) (s + mat_ij * (x UV.! (j-1)))+  step 1++smpsms :: IOMatrix -> Int -> (VectorD -> VectorD) -> IO1dArray+       -> Double -> IO IO1dArray+smpsms vertex nf f g scalar = do+  gAsList <- getElems g+  f_gPermuts <- mapM (fmap f . matprod vertex . fromList)+                     (permuteMultiset gAsList)+  newListArray (1, nf)+               (toList (UV.map (*scalar) (foldl1' (UV.zipWith (+)) f_gPermuts)))++extractColumn :: IOMatrix -> Int -> IO IO1dArray+extractColumn m j = do+  (_, (nrow, _)) <- getBounds m+  mapIndices (1, nrow) (\i -> (i, j)) m++extractRow :: IOMatrix -> Int -> IO IO1dArray+extractRow m i = do+  (_, (_, ncol)) <- getBounds m+  mapIndices (1, ncol) (\j -> (i, j)) m++outerProduct :: IO1dArray -> VectorD -> IO IOMatrix+outerProduct x1 x2 = do+  (_, n1) <- getBounds x1+  let n2 = UV.length x2+  out <- newArray_ ((1, 1), (n1, n2)) :: IO IOMatrix+  let step :: Int -> IO IOMatrix+      step i | i == n1+1 = return out+             | otherwise = do+                x1_i <- readArray x1 i+                inner x1_i 0+              where+                inner !x j | j == n2 = step (i+1)+                           | otherwise = do+                              writeArray out (i, j+1) (x * (x2 UV.! j))+                              inner x (j+1)+  step 1++sumMatrices :: [IOMatrix] -> IO IOMatrix+sumMatrices matrices = do+  (_, (n1, n2)) <- getBounds (head matrices)+  out <- newArray_ ((1, 1), (n1, n2)) :: IO IOMatrix+  let step :: Int -> IO IOMatrix+      step i | i == n1+1 = return out+             | otherwise = inner 1+               where+                 inner :: Int -> IO IOMatrix+                 inner j | j == n2+1 = step (i+1)+                         | otherwise = do+                           coefs <- mapM (\m -> readArray m (i, j)) matrices+                           writeArray out (i, j) (sum coefs)+                           inner (j+1)+  step 1++smprul :: IOMatrix -> Int -> (VectorD -> VectorD) -> Double -> IOMatrix+       -> Seq VectorD -> [Int] -> IO (IO1dArray, IO1dArray)+smprul vrts nf f vol g w pospts = do+  let rtmn = 0.1+      small = 1e-12+      errcof = 8+      rls = UV.length (index w 0)+  toSum <- mapM (\k -> do+                         g_colk <- extractColumn g (k+1)+                         sms <- smpsms vrts nf f g_colk vol+                         outerProduct sms (index w k))+                pospts+  rule <- sumMatrices toSum+  basval <- extractColumn rule 1+  rgnerr <- newArray (1, nf) 0 :: IO IO1dArray+  let step :: Int -> IO ()+      step i | i == nf+1 = return ()+             | otherwise = do+                basval_i <- readArray basval i+                let nmbs = abs basval_i+                (rt, nmcp) <- inner rls rtmn 0 nmbs+                when (rt < 1 && rls > 3) $+                  writeArray rgnerr i (rt*nmcp)+                rgnerr_i <- readArray rgnerr i+                writeArray rgnerr i (max (errcof*rgnerr_i) (small*nmbs))+                step (i+1)+              where+               inner :: Int -> Double -> Double -> Double -> IO (Double, Double)+               inner k !x !y !z | k == 1 = return (x, y)+                                | otherwise = do+                                  rule_ik <- readArray rule (i, k)+                                  rule_ikm1 <- readArray rule (i, k-1)+                                  let nmrl = max (abs rule_ik) (abs rule_ikm1)+                                  rgnerr_i <- readArray rgnerr i+                                  writeArray rgnerr i (max nmrl rgnerr_i)+                                  if nmrl > small*z && k < rls+                                    then inner (k-2) (max (nmrl/y) x) nmrl z+                                    else inner (k-2) x nmrl z+  step 1+  return (basval, rgnerr)++rowMeans :: IOMatrix -> IO VectorD+rowMeans m = do+  (_, (nrow, ncol)) <- getBounds m+  outIO <- new nrow :: IO IOVectorD+  let step :: Int -> IO ()+      step i | i == nrow+1 = return ()+             | otherwise = do+                !sum_i <- inner 1 0+                unsafeWrite outIO (i-1) sum_i+                step (i+1)+              where+                inner :: Int -> Double -> IO Double+                inner j !x | j == ncol+1 = return (x / toDbl ncol)+                           | otherwise = do+                             coef <- readArray m (i, j)+                             inner (j+1) (x + coef)+  step 1+  unsafeFreeze outIO++array1dToVectorD :: IO1dArray -> IO VectorD+array1dToVectorD array = (<$!>) fromList (getElems array)++getVectors :: Int -> IO3dArray -> Int -> Int -> Int -> IO (VectorD, VectorD) -- pas de gain+getVectors n m k j1 j2 = do+  out1U <- (=<<) array1dToVectorD (mapIndices (1, n) (\i -> (i, j1, k)) m)+  out2U <- (=<<) array1dToVectorD (mapIndices (1, n) (\i -> (i, j2, k)) m)+  -- out1 <- new n :: IO IOVectorD+  -- out2 <- new n :: IO IOVectorD+  -- let loop :: Int -> IO ()+  --     loop i | i == n+1 = return ()+  --            | otherwise = do+  --              coef1 <- readArray m (i, j1, k)+  --              unsafeWrite out1 (i-1) coef1+  --              coef2 <- readArray m (i, j2, k)+  --              unsafeWrite out2 (i-1) coef2+  --              loop (i+1)+  -- loop 1+  -- out1U <- UV.unsafeFreeze out1+  -- out2U <- UV.unsafeFreeze out2+  return (out1U, out2U)+++smpdfs :: Int -> (VectorD -> VectorD) -> Int -> Int+       -> IO3dArray -> IO (Int, IO3dArray)+smpdfs nd f top sbs vrts = do+  let cuttf = 2.0+      cuttb = 8.0+  v <- mapIndices ((1, 1), (nd, nd+1)) (\(i, j) -> (i, j, top)) vrts+  cn <- rowMeans v+  let fc = f cn+      dfmd = UV.foldr (+) 0 (UV.map abs fc)+  frthdf <- newArray ((1, 1), (nd, nd+1)) 0 :: IO IOMatrix+  iejeitjtisjsls <- new 7 :: IO IOVectorI+  unsafeWrite iejeitjtisjsls 4 1+  unsafeWrite iejeitjtisjsls 5 2+  dfmxdfnx <- UMV.replicate 2 0 :: IO IOVectorD+  let step :: Int -> Double -> IO ()+      step i x | i == nd+1 = return ()+               | otherwise = do+                  !emx <- inner (i+1) x+                  step (i+1) emx+                where+                  inner :: Int -> Double -> IO Double+                  inner j !y | j == nd+2 = return y+                             | otherwise = do+                              vi <- (=<<) array1dToVectorD (extractColumn v i)+                              vj <- (=<<) array1dToVectorD (extractColumn v j)+                              let h = UV.map (*(2/(5*(toDbl nd +1))))+                                             (UV.zipWith (-) vi vj)+                                  ewd = UV.foldr (+) 0 (UV.map abs h)+                                  twoh = UV.map (*2) h+                                  t1 = f (UV.zipWith (-) cn twoh)+                                  t2 = f (UV.zipWith (+) cn twoh)+                                  t3 = UV.map (*6) fc+                                  t4 = f (UV.zipWith (-) cn h)+                                  t5 = f (UV.zipWith (+) cn h)+                                  t6 = UV.zipWith (((*(-4)).).(+)) t4 t5+                                  tsum = foldl1' (UV.zipWith (+)) [t1, t2, t3, t6]+                                  dfr1 = UV.foldr (+) 0 (UV.map abs tsum)+                                  dfr2 = if dfmd+dfr1/8 == dfmd then 0 else dfr1+                                  dfr3 = dfr2*ewd+                              dfmx <- unsafeRead dfmxdfnx 0+                              if dfr3 >= dfmx+                                then do+                                 is <- unsafeRead iejeitjtisjsls 4+                                 js <- unsafeRead iejeitjtisjsls 5+                                 unsafeWrite iejeitjtisjsls 2 is+                                 unsafeWrite iejeitjtisjsls 3 js+                                 unsafeWrite iejeitjtisjsls 4 i+                                 unsafeWrite iejeitjtisjsls 5 j+                                 unsafeWrite dfmxdfnx 1 dfmx+                                 unsafeWrite dfmxdfnx 0 dfr3+                                else do+                                 dfnx <- unsafeRead dfmxdfnx 1+                                 when (dfr3 >= dfnx) $ do+                                  unsafeWrite iejeitjtisjsls 2 i+                                  unsafeWrite iejeitjtisjsls 3 j+                                  unsafeWrite dfmxdfnx 1 dfr3+                              writeArray frthdf (i, j) dfr3+                              if ewd >= y+                                then do+                                  unsafeWrite iejeitjtisjsls 0 i+                                  unsafeWrite iejeitjtisjsls 1 j+                                  inner (j+1) ewd+                                else inner (j+1) y+  step 1 0+  dfmx <- unsafeRead dfmxdfnx 0+  dfnx <- unsafeRead dfmxdfnx 1+  let nregions = if dfnx > dfmx/cuttf then 4 else 3+  if dfnx > dfmx/cuttf+    then return ()+    else+      if dfmx == 0+        then do+          ie <- unsafeRead iejeitjtisjsls 0+          je <- unsafeRead iejeitjtisjsls 1+          unsafeWrite iejeitjtisjsls 4 ie+          unsafeWrite iejeitjtisjsls 5 je+        else do+          let loop :: Int -> Double -> Int -> IO Int+              loop l !x !ls | l == nd+2 = return ls+                            | otherwise = do+                              is <- unsafeRead iejeitjtisjsls 4+                              js <- unsafeRead iejeitjtisjsls 5+                              if (l /= is) && (l /= js)+                                then do+                                  let it = minimum [l, is, js]+                                      jt = maximum [l, is, js]+                                  unsafeWrite iejeitjtisjsls 2 it+                                  unsafeWrite iejeitjtisjsls 3 jt+                                  let lt = is+js+l-it-jt+                                  dfr1 <- readArray frthdf (it, lt)+                                  dfr2 <- readArray frthdf (lt, jt)+                                  let dfr = dfr1 + dfr2+                                  if dfr >= x+                                    then loop (l+1) dfr l+                                    else loop (l+1) x ls+                                else loop (l+1) x ls+          !ls <- loop 1 0 0+          unsafeWrite iejeitjtisjsls 6 ls+          is <- unsafeRead iejeitjtisjsls 4+          js <- unsafeRead iejeitjtisjsls 5+          difil <- readArray frthdf (min is ls, max is ls)+          diflj <- readArray frthdf (min js ls, max js ls)+          let dfnx' = max difil diflj+          unsafeWrite dfmxdfnx 1 dfnx'+          when (dfmx/cuttb < dfnx' && difil > diflj) $ do+            is' <- unsafeRead iejeitjtisjsls 4+            js' <- unsafeRead iejeitjtisjsls 5+            it <- unsafeRead iejeitjtisjsls 2+            unsafeWrite iejeitjtisjsls 2 is'+            unsafeWrite iejeitjtisjsls 4 js'+            unsafeWrite iejeitjtisjsls 5 it+  vrts2 <- mapIndices ((1, 1, 1), (nd, nd+1, sbs+nregions-1))+                      (\(i, j, k) -> (i, j, if k <= sbs then k else top)) vrts+  -- vrts2 <- newArray_ ((1, 1, 1), (nd, nd+1, sbs+nregions-1)) :: IO IO3dArray+  -- let go1 :: Int -> IO ()+  --     go1 i | i == nd+1 = return ()+  --           | otherwise = do+  --             let go2 j | j == nd+2 = go1 (i+1)+  --                       | otherwise = do+  --                         let go3 k | k == sbs+nregions = go2 (j+1)+  --                                   | otherwise = do+  --                                     case k <= sbs of+  --                                       True -> do+  --                                         coef <- readArray vrts (i, j, k)+  --                                         writeArray vrts2 (i, j, k) coef+  --                                       False -> do+  --                                         coef <- readArray v (i, j)+  --                                         writeArray vrts2 (i, j, k) coef+  --                                     go3 (k+1)+  --                         go3 1+  --             go2 1+  -- go1 1+  is <- unsafeRead iejeitjtisjsls 4+  js <- unsafeRead iejeitjtisjsls 5+  vti <- (=<<) array1dToVectorD (extractColumn v is)+  vtj <- (=<<) array1dToVectorD (extractColumn v js)+  if nregions == 4+    then do+      let vt = UV.zipWith (((*0.5).).(+)) vti vtj+      replaceDimensions vrts2 (js, top) (js, sbs+1) vt+      replaceDimension vrts2 (is, sbs+1) vti+      replaceDimensions vrts2 (is, sbs+2) (is, sbs+3) vt+      replaceDimensions vrts2 (js, sbs+2) (js, sbs+3) vtj+      it <- unsafeRead iejeitjtisjsls 2+      jt <- unsafeRead iejeitjtisjsls 3+      (vtit, vtjt) <- getVectors nd vrts2 top it jt+      -- vtit <- (=<<) array1dToVectorD (mapIndices (1, nd) (\i -> (i, it, top)) vrts2)+      -- vtjt <- (=<<) array1dToVectorD (mapIndices (1, nd) (\i -> (i, jt, top)) vrts2)+      -- vtit <- array1dToVectorD vtitIO -- (=<<) (return . fromList) (getElems vtitIO)+      -- vtjt <- array1dToVectorD vtjtIO -- (=<<) (return . fromList) (getElems vtjtIO)+      let vtt = UV.zipWith (((*0.5).).(+)) vtit vtjt+      replaceDimensions vrts2 (jt, top) (it, sbs+1) vtt+      replaceDimension vrts2 (jt, sbs+1) vtjt+      (vti2, vtj2) <- getVectors nd vrts2 (sbs+2) it jt+      -- vti2 <- (=<<) array1dToVectorD (mapIndices (1, nd) (\i -> (i, it, sbs+2)) vrts2)+      -- vtj2 <- (=<<) array1dToVectorD (mapIndices (1, nd) (\i -> (i, jt, sbs+2)) vrts2) -- :: IO IO1dArray+      -- vti2 <- (=<<) (return . fromList) (getElems vti2IO)+      -- vtj2 <- (=<<) (return . fromList) (getElems vtj2IO)+      let vt2 = UV.zipWith (((*0.5).).(+)) vti2 vtj2+      replaceDimensions vrts2 (jt, sbs+2) (it, sbs+3) vt2+      replaceDimension vrts2 (jt, sbs+3) vtj2+    else do+      let vt = UV.zipWith (\x y -> (2*x+y)/3) vti vtj+      replaceDimensions vrts2 (js, top) (is, sbs+1) vt+      if dfmx/cuttf < dfnx+        then do+          replaceDimensions vrts2 (js, sbs+1) (is, sbs+2) vtj+          replaceDimension vrts2 (js, sbs+2) vtj+          ls <- unsafeRead iejeitjtisjsls 6+          (vtj1, vtl1) <- getVectors nd vrts2 (sbs+1) js ls+          -- vtj1 <- (=<<) array1dToVectorD (mapIndices (1, nd) (\i -> (i, js, sbs+1)) vrts2)+          -- vtl1 <- (=<<) array1dToVectorD (mapIndices (1, nd) (\i -> (i, ls, sbs+1)) vrts2)+          -- vtj1 <- (=<<) (return . fromList) (getElems vtj1IO)+          -- vtl1 <- (=<<) (return . fromList) (getElems vtl1IO)+          let vt1 = UV.zipWith (((*0.5).).(+)) vtj1 vtl1+          replaceDimensions vrts2 (ls, sbs+1) (js, sbs+2) vt1+          replaceDimension vrts2 (ls, sbs+2) vtl1+        else do+          let vv = UV.zipWith (\x y -> (x+2*y)/3) vti vtj+          replaceDimensions vrts2 (js, sbs+1) (is, sbs+2) vv+          replaceDimension vrts2 (js, sbs+2) vtj+  return (nregions, vrts2)+  where+    replaceDimension :: IO3dArray -> (Int, Int) -> VectorD -> IO ()+    replaceDimension m (j, k) v = do+      let loop :: Int -> IO ()+          loop i | i == nd+1 = return ()+                 | otherwise = do+                   writeArray m (i, j, k) ((UV.!) v (i-1))+                   loop (i+1)+      loop 1+    replaceDimensions :: IO3dArray -> (Int, Int) -> (Int, Int) -> VectorD -> IO ()+    replaceDimensions m (j1, k1) (j2, k2) v = do+      let loop :: Int -> IO ()+          loop i | i == nd+1 = return ()+                 | otherwise = do+                   writeArray m (i, j1, k1) ((UV.!) v (i-1))+                   writeArray m (i, j2, k2) ((UV.!) v (i-1))+                   loop (i+1)+      loop 1++-- | Number of evaluations for each subregion+smpchc :: Int -> Int -> Int+smpchc nd key+  | key == 3+    = div ((nd+4)*(nd+3)*(nd+2)) 6 + (nd+2)*(nd+1)+  | key == 1+    = 2*nd + 3+  | key == 2+    = div ((nd+3)*(nd+2)) 2 + 2*(nd+1)+  | otherwise+    = div ((nd+5)*(nd+4)*(nd+3)*(nd+2)) 24 + 5 * div ((nd+2)*(nd+1)) 2++-- | Checks validity of parameters+check :: Int -> Int -> Int -> Double -> Double -> Int -> Int -> Int+check nd nf mxfs ea er sbs key+  | ea < 0 || er < 0+    = 5+  | nf < 1+    = 4+  | nd < 2+    = 3+  | key < 1 || key > 4+    = 2+  | mxfs < sbs * smpchc nd key+    = 1+  | otherwise+    = 0++adsimp :: Int -> Int -> Int -> (VectorD -> VectorD) -> Double -> Double+       -> Int -> IO3dArray -> IO (VectorD, VectorD, Int, Bool)+adsimp nd nf mxfs f ea er key vrts = do+  (_, (_, _, sbs)) <- getBounds vrts+  case check nd nf mxfs ea er sbs key of+    0 -> smpsad nd nf f mxfs ea er key (smpchc nd key) sbs vrts+    1 -> smpsad nd nf f (sbs * smpchc nd key) ea er key (smpchc nd key) sbs vrts+    2 -> error "integration rule must be between 1 and 4"+    3 -> error "dimension must be at least 2"+    4 -> error "number of components must be at least 1"+    5 -> error "requested errors must be positive"+    _ -> error "this should not happen"++type Params = (Bool, Int, Int, Seq VectorD, Seq VectorD, +               VectorD, VectorD, IO3dArray, Seq Double)++smpsad :: Int -> Int -> (VectorD -> VectorD) -> Int -> Double -> Double -> Int+       -> Int -> Int -> IO3dArray -> IO (VectorD, VectorD, Int, Bool)+smpsad nd nf f mxfs ea er key rcls sbs vrts = do+  let dfcost = 1 + 2*nd*(nd+1)+  (g, w, pospts) <- smprms nd key+  simplices <- mapM (toSimplex vrts (nd+1)) [1..sbs]+  let vol = S.fromList $ map simplexVolume simplices+      nv = sbs*rcls+  matrices <- mapM+              (\k -> mapIndices ((1, 1), (nd, nd+1)) (\(i, j) -> (i, j, k)) vrts)+              (S.fromList [1..sbs])+  br <- mapM (\(m, v) -> smprul m nf f v g w pospts) (S.zip matrices vol)+  aes <- mapM (array1dToVectorD.snd) br+  vls <- mapM (array1dToVectorD.fst) br+  let vl = foldl1 (UV.zipWith (+)) vls+      ae = foldl1 (UV.zipWith (+)) aes+      fl = getFL ae vl+  let loop :: Params -> IO (VectorD, VectorD, Int, Bool)+      loop !params | not fl' || nv'+dfcost+4*rcls > mxfs =+                     return (vl', ae', nv', fl')+                   | otherwise = do+                      let maxs = fmap UV.maximum aes'+                          imax = fromJust $ S.findIndexL (== maximum maxs) maxs+                          vl0 = UV.zipWith (-) vl' (index vls' imax)+                          ae0 = UV.zipWith (-) ae' (index aes' imax)+                      (nregions, vrts2) <- smpdfs nd f (imax+1) sbs' vrts'+                      let vi = index vol' imax / toDbl nregions+                          nv2 = nv' + nregions*rcls + dfcost -- nregions*rcls ?+                          sbs2 = sbs' + nregions-1+                      matrices2 <- mapM+                                   (\k -> mapIndices ((1, 1), (nd, nd+1))+                                          (\(i, j) -> (i, j, k)) vrts2)+                                   (S.fromList ((imax+1):[(sbs'+1)..sbs2]))+                      br2 <- mapM (\m -> smprul m nf f vi g w pospts) matrices2+                      rgnerrs <- mapM (array1dToVectorD.snd) br2+                      basvals <- mapM (array1dToVectorD.fst) br2+                      let vl2 = UV.zipWith (+) vl0+                                (foldl1 (UV.zipWith (+)) basvals)+                          ae2 = UV.zipWith (+) ae0+                                (foldl1 (UV.zipWith (+)) rgnerrs)+                          aes2 = update imax (index rgnerrs 0) aes'+                                 >< S.drop 1 rgnerrs+                          vls2 = update imax (index basvals 0) vls'+                                 >< S.drop 1 basvals+                          fl2 = getFL ae2 vl2+                          vol2 = update imax vi vol'+                                 >< S.replicate (nregions-1) vi+                      loop (fl2, nv2, sbs2, aes2, vls2, ae2, vl2, vrts2, vol2)+                    where+                      (fl', nv', sbs', aes', vls', ae', vl', vrts', vol') = params+  -- dans le code R il fait rowSums mais ça me semble inutile+  loop (fl, nv, sbs, aes, vls, ae, vl, vrts, vol)+  where+    getFL a v = UV.any (> max ea (UV.maximum (UV.map ((*er).abs) v))) a+++toSimplex :: IO3dArray -> Int -> Int -> IO Simplex+toSimplex m n k = do+  (_, (nrow, _, _)) <- getBounds m+  let getColumn :: Int -> IO IO1dArray+      getColumn col = mapIndices (1, nrow) (\i -> (i, col, k)) m+  columns <- mapM getColumn [1..n]+  mapM getElems columns
+ src/Numeric/Integration/SphericalSimplexCubature.hs view
@@ -0,0 +1,23 @@+module Numeric.Integration.SphericalSimplexCubature+  (integrateOnSphericalSimplex, SphericalSimplex, orthants, Result (..))+  where+import Numeric.Integration.Simplex.Simplex                   ( canonicalSimplex )+import Numeric.Integration.SimplexCubature                   ( integrateOnSimplex'+                                                             , Result(..) )+import Numeric.Integration.SphericalSimplexCubature.Internal ( orthants+                                                             , transformedIntegrand+                                                             , SphericalSimplex )++-- | Integral of a real-valued function over a spherical simplex.+integrateOnSphericalSimplex+    :: ([Double] -> Double)   -- ^ integrand+    -> SphericalSimplex       -- ^ integration domain+    -> Int                    -- ^ maximum number of evaluations+    -> Double                 -- ^ desired absolute error+    -> Double                 -- ^ desired relative error+    -> Int                    -- ^ integration rule: 1, 2, 3 or 4+    -> IO Result              -- ^ integral, error, evaluations, success+integrateOnSphericalSimplex f ssimplex = integrateOnSimplex' f' [simplex]+  where+    f' = transformedIntegrand ssimplex f+    simplex = canonicalSimplex (length ssimplex - 1)
+ src/Numeric/Integration/SphericalSimplexCubature/Internal.hs view
@@ -0,0 +1,62 @@+module Numeric.Integration.SphericalSimplexCubature.Internal+  (orthants, SphericalSimplex, transformedIntegrand)+  where+import           Data.List.Index     (imap)+import           Data.Matrix         (detLU, diagonalList, fromLists, +                                      minorMatrix, toLists, zero, (<->))+import           Data.Vector.Unboxed (Vector)+import qualified Data.Vector.Unboxed as V++type SphericalSimplex = [[Double]] -- square [v1, v2, v3, v4]++orthants :: Int -> [SphericalSimplex]+orthants n = reverse $ map (toLists . diagonalList n 0) (pm n)+  where pm 2 = [[i, j] | i <- [-1, 1], j <- [-1, 1]]+        pm k = [i : l | i <- [-1, 1], l <- pm (k-1)]++norm2 :: [Double] -> Double+norm2 v = sqrt $ sum $ zipWith (*) v v++dotproduct :: [Double] -> [Double] -> Double+dotproduct a b = sum $ zipWith (*) a b++scalarTimesList :: Double -> [Double] -> [Double]+scalarTimesList lambda = map (* lambda)++f :: SphericalSimplex -> [Double] -> [Double]+f vertices stu = foldr (zipWith (+)) (vertices!!0) terms+  where+    w = map (zipWith subtract (vertices!!0)) (tail vertices)+    terms = zipWith scalarTimesList stu w++g :: SphericalSimplex -> [Double] -> [Double]+g vertices stu = scalarTimesList (1 / norm2 fstu) fstu+  where fstu = f vertices stu++dg :: SphericalSimplex -> [Double] -> [[Double]]+dg vertices stu = zipWith (zipWith subtract) fviv1 nviv1+  where+    fstu = f vertices stu+    invn = 1 / norm2 fstu+    invn3 = invn*invn*invn+    viv1 = map (zipWith subtract (head vertices)) (tail vertices)+    nviv1 = map (scalarTimesList invn) viv1+    dpi = map ((*invn3) . dotproduct fstu) viv1+    fviv1 = map (`scalarTimesList` fstu) dpi++extProduct :: [[Double]] -> [Double]+extProduct vectors =+  imap (\i mat -> (if even i then 1 else -1) * detLU mat) minorMatrices+  where+    dim = length vectors + 1+    matrix = zero 1 dim <-> fromLists vectors+    minorMatrices = map (\j -> minorMatrix 1 j matrix) [1 .. dim]++sigma :: SphericalSimplex -> [Double] -> Double+sigma ssimplex stu = norm2 $ extProduct (dg ssimplex stu)++transformedIntegrand :: SphericalSimplex -> ([Double] -> Double)+                     -> (Vector Double -> Double)+transformedIntegrand ssimplex integrand stu =+  let stul = V.toList stu in+  sigma ssimplex stul * integrand (g ssimplex stul)