hmatrix-quadprogpp-0.1.0.0: Numeric/Minimization/QuadProgPP.hs
{-# LANGUAGE BangPatterns #-}
{-# LANGUAGE ViewPatterns #-}
{-# LANGUAGE ForeignFunctionInterface #-}
module Numeric.Minimization.QuadProgPP (solveQuadProg) where
import Control.Applicative
import Control.Monad
import Data.Maybe
import Data.Packed
import Data.Packed.Development
import qualified Data.Vector.Storable as VS
import Foreign.C.String
import Foreign.C.Types (CInt(..))
import Foreign.ForeignPtr
import Foreign.Marshal.Alloc
import Foreign.Ptr
import Foreign.Storable
import System.IO.Unsafe (unsafePerformIO)
-- | Solve a strictly convex quadratic program with optional linear
-- constraints. It returns a pair of the optimal solution and the
-- value of the objective function at that point. On error it returns
-- Left.
solveQuadProg
:: (Matrix Double, Vector Double)
-- ^ The function to minimize. It should be of the form
-- @(A, B)@, which represents a quadratic function
-- @x -> (1/2)x'Ax + x'B@ where t' denotes the transpose
-- of t. @A@ must be positive definite.
-> Maybe (Matrix Double, Vector Double)
-- ^ Optional equality constraints. When given, this
-- argument should be of the form @Just (C, D)@, which
-- represents a linear equality @x -> x'C + D = 0@.
-> Maybe (Matrix Double, Vector Double)
-- ^ Optional inequality constraints. When given, this
-- argument should be of the form @Just (E, F)@, which
-- represents linear inequalities @x -> x'E + F >= 0@.
-> Either String (Vector Double, Double)
solveQuadProg (g, g0) (split -> (ce, ce0)) (split -> (ci, ci0))
= unsafePerformIO $
mat' (Just g) $ \gRow gCol gPtr ->
vec' (Just g0) $ \g0Size g0Ptr ->
mat' (trans <$> ce) $ \ceRow ceCol cePtr ->
vec' ce0 $ \ce0Size ce0Ptr ->
mat' (trans <$> ci) $ \ciRow ciCol ciPtr ->
vec' ci0 $ \ci0Size ci0Ptr ->
fromMaybe (return $ Left sizeMismatchError) $ do
let !nVar = gRow
guard $ gCol == nVar
guard $ g0Size == nVar
guard $ ceRow == nVar || ceRow == 0
let !nCE = ceCol
guard $ ce0Size == nCE
guard $ ciRow == nVar || ciRow == 0
let !nCI = ciCol
guard $ ci0Size == nCI
return $ alloca $ \ptrErrorStr -> do
fpSolution <- mallocForeignPtrArray (fromIntegral nVar)
best <- withForeignPtr fpSolution $ \ptrSolution ->
c_hs_solve_quadprog nVar nCE nCI
gPtr g0Ptr
cePtr ce0Ptr
ciPtr ci0Ptr
ptrSolution
ptrErrorStr
errorCStr <- peek ptrErrorStr
if errorCStr == nullPtr -- success
then let
!solutionVec = VS.unsafeFromForeignPtr0 fpSolution
(fromIntegral nVar)
in return $ Right (solutionVec, best)
else do
errorStr <- peekCAString errorCStr
free errorCStr
return $ Left errorStr
where
mat' (Just m) f = mat (cmat m) $ \church -> church $ \nrow ncol ptr -> f nrow ncol ptr
mat' Nothing f = f 0 0 nullPtr
vec' (Just v) f = vec v $ \church -> church $ \size ptr -> f size ptr
vec' Nothing f = f 0 nullPtr
sizeMismatchError =
"Numeric.Minimization.QuadProgPP.solveQuadProg: size mismatch"
split :: Maybe (a, b) -> (Maybe a, Maybe b)
split x = (fst <$> x, snd <$> x)
foreign import ccall "hs_solve_quadprog"
c_hs_solve_quadprog
:: CInt -> CInt -> CInt
-> Ptr Double
-> Ptr Double
-> Ptr Double
-> Ptr Double
-> Ptr Double
-> Ptr Double
-> Ptr Double
-> Ptr CString
-> IO Double