node-lapack
A node.js wrapper for the high-performance LAPACK linear algebra library.
Prerequisites
This library require LAPACK to be built and installed as a shared library. In time the entire build process may be unified into this project, but that's some time away.
In the meantime I've placed some basic LAPACK build instructions at the end of this document.
Installation
npm install lapack
Usage
var lapack = require('lapack');
/*
LAPACK functions
*/
var result = lapack.sgeqrf([
[1, 2, 3],
[3, 4, 5],
[5, 6, 7]
]);
console.log(result.R);
console.log(result.tau);
result = sgesvd('A', 'A', [
[1, 2, 3],
[3, 4, 5],
[5, 6, 7]
]);
console.log(result.U);
console.log(result.S);
console.log(result.VT);
result = lapack.sgetrf([
[1, 2, 3],
[3, 4, 5],
[5, 6, 7]
]);
console.log(result.LU);
console.log(result.IPIV);
/*
conveniently wrapped processes
*/
// perform a complete LU factorization
var lu = lapack.lu([
[1, 2, 3],
[3, 4, 5],
[5, 6, 7]
]);
console.log(lu.L);
console.log(lu.U);
console.log(lu.P);
// perform a complete QR factorization
var qr = lapack.qr([
[1, 2, 3],
[3, 4, 5],
[5, 6, 7]
]);
console.log(qr.Q);
console.log(qr.R);
// solve a system of linear equations
var a = [
[2, 4],
[2, 8]];
var b = [[2],
[4]];
var result = lapack.sgesv(a, b);
console.log(result.X);
console.log(result.P);
LAPACK Building
These instructions are raw and a work in progress, but should work fine for linux and MacOS. The net result will be LAPACK and BLAS shared libraries.
If you haven't done so already download the LAPACK source http://www.netlib.org/lapack/
After unpacking the source create a make.inc based on the make.inc.example provided. For the purposes of this document I'll assume you have the "gfortran" fortran compiler installed.
Then make the following changes:
make.inc
CHANGE:
FORTRAN = gfortran
OPTS = -O2
DRVOPTS = $(OPTS)
NOOPT = -O0
LOADER = gfortran
LOADOPTS =
TO:
UNAME := $(shell uname)
FORTRAN = gfortran
OPTS = -O2 -fPIC
DRVOPTS = $(OPTS)
NOOPT = -O0 -fPIC
LOADER = gfortran
LOADOPTS =
ifeq ($(UNAME), Darwin)
LIBEXT=dylib
else
LIBEXT=so
endif
BLAS/SRC/Makefile
CHANGE:
all: $(BLASLIB)
TO:
all: $(BLASLIB) libblas.$(LIBEXT)
libblas.$(LIBEXT):
$(FORTRAN) -shared -o $@ *.o
cp $@ ../../$@
CHANGE:
clean:
rm -f *.o
TO:
clean:
rm -f *.o
rm -f *.a
rm -f *.$(LIBEXT)
SRC/Makefile
CHANGE:
all: ../$(LAPACKLIB)
TO:
all: ../$(LAPACKLIB) liblapack.$(LIBEXT)
liblapack.$(LIBEXT):
gfortran -shared -o $@ $(ALLOBJ) -lblas -L..
cp $@ ../$@
CHANGE:
clean:
rm -f *.o
TO:
clean:
rm -f *.o
rm -f *.a
rm -f *.$(LIBEXT)
Compiling
make blaslib
make lapacklib
Installing
# for linux
cp liblapack.so libblas.so /usr/lib
# for macos
# NOTE! this might be dangerous now. macs ship with liblapack.dylib now?
# regardless, i don't suggest installing a custom lapack right now on Mac
cp liblapack.dylib libblas.dylib /usr/lib
License
Copyright (c) 2011, Chris Umbel
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.