1 ;;; GNU Guix --- Functional package management for GNU
2 ;;; Copyright © 2015, 2016 Ricardo Wurmus <rekado@elephly.net>
3 ;;; Copyright © 2016 Efraim Flashner <efraim@flashner.co.il>
4 ;;; Copyright © 2016 Marius Bakke <mbakke@fastmail.com>
6 ;;; This file is part of GNU Guix.
8 ;;; GNU Guix is free software; you can redistribute it and/or modify it
9 ;;; under the terms of the GNU General Public License as published by
10 ;;; the Free Software Foundation; either version 3 of the License, or (at
11 ;;; your option) any later version.
13 ;;; GNU Guix is distributed in the hope that it will be useful, but
14 ;;; WITHOUT ANY WARRANTY; without even the implied warranty of
15 ;;; MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
16 ;;; GNU General Public License for more details.
18 ;;; You should have received a copy of the GNU General Public License
19 ;;; along with GNU Guix. If not, see <http://www.gnu.org/licenses/>.
21 (define-module (gnu packages machine-learning)
22 #:use-module ((guix licenses) #:prefix license:)
23 #:use-module (guix packages)
24 #:use-module (guix utils)
25 #:use-module (guix download)
26 #:use-module (guix svn-download)
27 #:use-module (guix build-system cmake)
28 #:use-module (guix build-system gnu)
29 #:use-module (guix build-system ocaml)
30 #:use-module (guix build-system r)
31 #:use-module (gnu packages)
32 #:use-module (gnu packages autotools)
33 #:use-module (gnu packages boost)
34 #:use-module (gnu packages compression)
35 #:use-module (gnu packages dejagnu)
36 #:use-module (gnu packages gcc)
37 #:use-module (gnu packages image)
38 #:use-module (gnu packages maths)
39 #:use-module (gnu packages ocaml)
40 #:use-module (gnu packages perl)
41 #:use-module (gnu packages pkg-config)
42 #:use-module (gnu packages python)
43 #:use-module (gnu packages statistics)
44 #:use-module (gnu packages swig)
45 #:use-module (gnu packages xml)
46 #:use-module (gnu packages xorg))
56 "https://github.com/cjlin1/libsvm/archive/v"
57 (string-delete #\. version) ".tar.gz"))
58 (file-name (string-append name "-" version ".tar.gz"))
61 "1jpjlql3frjza7zxzrqqr2firh44fjb8fqsdmvz6bjz7sb47zgp4"))))
62 (build-system gnu-build-system)
64 `(#:tests? #f ;no "check" target
65 #:phases (modify-phases %standard-phases
69 (lambda* (#:key outputs #:allow-other-keys)
70 (let* ((out (assoc-ref outputs "out"))
71 (bin (string-append out "/bin/")))
73 (for-each (lambda (file)
74 (copy-file file (string-append bin file)))
79 (home-page "http://www.csie.ntu.edu.tw/~cjlin/libsvm/")
80 (synopsis "Library for Support Vector Machines")
82 "LIBSVM is a machine learning library for support vector
83 classification, (C-SVC, nu-SVC), regression (epsilon-SVR, nu-SVR) and
84 distribution estimation (one-class SVM). It supports multi-class
86 (license license:bsd-3)))
88 (define-public python-libsvm
89 (package (inherit libsvm)
90 (name "python-libsvm")
91 (build-system gnu-build-system)
93 `(#:tests? #f ;no "check" target
94 #:make-flags '("-C" "python")
96 (modify-phases %standard-phases
100 (lambda* (#:key inputs outputs #:allow-other-keys)
101 (let ((site (string-append (assoc-ref outputs "out")
105 (assoc-ref inputs "python") 5) 3)
107 (substitute* "python/svm.py"
108 (("../libsvm.so.2") "libsvm.so.2"))
110 (for-each (lambda (file)
111 (copy-file file (string-append site (basename file))))
112 (find-files "python" "\\.py"))
113 (copy-file "libsvm.so.2"
114 (string-append site "libsvm.so.2")))
117 `(("python" ,python)))
118 (synopsis "Python bindings of libSVM")))
121 ;; The latest release candidate is several years and a couple of fixes have
122 ;; been published since. This is why we download the sources from the SVN
124 (let ((svn-revision 2341))
127 (version (string-append "0.9-rc3-0." (number->string svn-revision)))
131 (url "http://svn.code.sf.net/p/ghmm/code/trunk")
132 (revision svn-revision)))
133 (file-name (string-append name "-" version))
136 "0qbq1rqp94l530f043qzp8aw5lj7dng9wq0miffd7spd1ff638wq"))))
137 (build-system gnu-build-system)
139 `(#:imported-modules (,@%gnu-build-system-modules
140 (guix build python-build-system))
142 (modify-phases %standard-phases
143 (add-after 'unpack 'enter-dir
144 (lambda _ (chdir "ghmm") #t))
146 (add-after 'install 'check
147 (assoc-ref %standard-phases 'check))
148 (add-before 'check 'fix-PYTHONPATH
149 (lambda* (#:key inputs outputs #:allow-other-keys)
150 (let ((python-version ((@@ (guix build python-build-system)
152 (assoc-ref inputs "python"))))
154 (string-append (getenv "PYTHONPATH")
155 ":" (assoc-ref outputs "out")
156 "/lib/python" python-version
159 (add-after 'enter-dir 'fix-runpath
160 (lambda* (#:key outputs #:allow-other-keys)
161 (substitute* "ghmmwrapper/setup.py"
162 (("^(.*)extra_compile_args = \\[" line indent)
163 (string-append indent
164 "extra_link_args = [\"-Wl,-rpath="
165 (assoc-ref outputs "out") "/lib\"],\n"
168 (assoc-ref outputs "out")
171 (add-after 'enter-dir 'disable-broken-tests
173 (substitute* "tests/Makefile.am"
174 ;; GHMM_SILENT_TESTS is assumed to be a command.
175 (("TESTS_ENVIRONMENT.*") "")
176 ;; Do not build broken tests.
180 (("label_higher_order_test.*$")
181 "label_higher_order_test\n"))
183 ;; These Python unittests are broken as there is no gato.
184 ;; See https://sourceforge.net/p/ghmm/support-requests/3/
185 (substitute* "ghmmwrapper/ghmmunittests.py"
186 (("^(.*)def (testNewXML|testMultipleTransitionClasses|testNewXML)"
188 (string-append indent
189 "@unittest.skip(\"Disabled by Guix\")\n"
192 (add-before 'configure 'autogen
194 (zero? (system* "bash" "./autogen.sh")))))))
196 `(("python" ,python-2) ; only Python 2 is supported
197 ("libxml2" ,libxml2)))
199 `(("pkg-config" ,pkg-config)
202 ("autoconf" ,autoconf)
203 ("automake" ,automake)
204 ("libtool" ,libtool)))
205 (home-page "http://ghmm.org")
206 (synopsis "Hidden Markov Model library")
208 "The General Hidden Markov Model library (GHMM) is a C library with
209 additional Python bindings implementing a wide range of types of @dfn{Hidden
210 Markov Models} (HMM) and algorithms: discrete, continuous emissions, basic
211 training, HMM clustering, HMM mixtures.")
212 (license license:lgpl2.0+))))
221 "http://micans.org/mcl/src/mcl-"
222 (string-replace-substring version "." "-")
226 "15xlax3z31lsn62vlg94hkm75nm40q4679amnfg13jm8m2bnhy5m"))))
227 (build-system gnu-build-system)
229 `(#:configure-flags (list "--enable-blast")))
232 (home-page "http://micans.org/mcl/")
233 (synopsis "Clustering algorithm for graphs")
235 "The MCL algorithm is short for the @dfn{Markov Cluster Algorithm}, a
236 fast and scalable unsupervised cluster algorithm for graphs (also known as
237 networks) based on simulation of (stochastic) flow in graphs.")
238 ;; In the LICENCE file and web page it says "The software is licensed
239 ;; under the GNU General Public License, version 3.", but in several of
240 ;; the source code files it suggests GPL3 or later.
241 ;; http://listserver.ebi.ac.uk/pipermail/mcl-users/2016/000376.html
242 (license license:gpl3)))
244 (define-public ocaml-mcl
247 (version "12-068oasis4")
252 "https://github.com/fhcrc/mcl/archive/"
254 (file-name (string-append name "-" version ".tar.gz"))
257 "1l5jbhwjpsj38x8b9698hfpkv75h8hn3kj0gihjhn8ym2cwwv110"))))
258 (build-system ocaml-build-system)
261 (modify-phases %standard-phases
262 (add-before 'configure 'patch-paths
264 (substitute* "configure"
265 (("SHELL = /bin/sh") (string-append "SHELL = "(which "sh"))))
266 (substitute* "setup.ml"
268 (string-append "LDFLAGS=-fPIC\"; \"SHELL=" (which "sh"))))
270 (home-page "https://github.com/fhcrc/mcl")
271 (synopsis "OCaml wrappers around MCL")
273 "This package provides OCaml bindings for the MCL graph clustering
275 (license license:gpl3)))
277 (define-public ocaml4.01-mcl
278 (package-with-ocaml4.01 ocaml-mcl))
280 (define-public randomjungle
282 (name "randomjungle")
288 "http://www.imbs-luebeck.de/imbs/sites/default/files/u59/"
289 "randomjungle-" version ".tar_.gz"))
292 "12c8rf30cla71swx2mf4ww9mfd8jbdw5lnxd7dxhyw1ygrvg6y4w"))))
293 (build-system gnu-build-system)
296 (list (string-append "--with-boost="
297 (assoc-ref %build-inputs "boost")))
299 (modify-phases %standard-phases
301 'configure 'set-CXXFLAGS
303 (setenv "CXXFLAGS" "-fpermissive ")
311 `(("gfortran" ,gfortran)
312 ("gfortran:lib" ,gfortran "lib")))
313 ;; Non-portable assembly instructions are used so building fails on
314 ;; platforms other than x86_64 or i686.
315 (supported-systems '("x86_64-linux" "i686-linux"))
316 (home-page "http://www.imbs-luebeck.de/imbs/de/node/227/")
317 (synopsis "Implementation of the Random Forests machine learning method")
319 "Random Jungle is an implementation of Random Forests. It is supposed to
320 analyse high dimensional data. In genetics, it can be used for analysing big
321 Genome Wide Association (GWA) data. Random Forests is a powerful machine
322 learning method. Most interesting features are variable selection, missing
323 value imputation, classifier creation, generalization error estimation and
324 sample proximities between pairs of cases.")
325 (license license:gpl3+)))
327 (define-public shogun
335 "ftp://shogun-toolbox.org/shogun/releases/"
336 (version-major+minor version)
337 "/sources/shogun-" version ".tar.bz2"))
340 "159nlijnb7mnrv9za80wnm1shwvy45hgrqzn51hxy7gw4z6d6fdb"))
341 (modules '((guix build utils)
345 ;; Remove non-free sources and files referencing them
346 (for-each delete-file
347 (find-files "src/shogun/classifier/svm/"
348 "SVMLight\\.(cpp|h)"))
349 (for-each delete-file
350 (find-files "examples/undocumented/libshogun/"
352 "(classifier_.*svmlight.*|"
353 "evaluation_cross_validation_locked_comparison).cpp")))
354 ;; Remove non-free functions.
355 (define (delete-ifdefs file)
356 (with-atomic-file-replacement file
358 (let loop ((line (read-line in 'concat))
360 (if (eof-object? line)
365 "#endif //USE_SVMLIGHT" line)))
367 "#ifdef USE_SVMLIGHT" line))))
368 (when (or (not skipping?)
369 (and skipping? (not skip-next?)))
371 (loop (read-line in 'concat) skip-next?)))))))
372 (for-each delete-ifdefs (find-files "src/shogun/kernel/"
373 "^Kernel\\.(cpp|h)"))))))
374 (build-system cmake-build-system)
376 '(#:tests? #f ;no check target
379 'unpack 'delete-broken-symlinks
381 (for-each delete-file '("applications/arts/data"
382 "applications/asp/data"
383 "applications/easysvm/data"
384 "applications/msplicer/data"
385 "applications/ocr/data"
386 "examples/documented/data"
387 "examples/documented/matlab_static"
388 "examples/documented/octave_static"
389 "examples/undocumented/data"
390 "examples/undocumented/matlab_static"
391 "examples/undocumented/octave_static"
392 "tests/integration/data"
393 "tests/integration/matlab_static"
394 "tests/integration/octave_static"
395 "tests/integration/python_modular/tests"))
398 'unpack 'change-R-target-path
399 (lambda* (#:key outputs #:allow-other-keys)
400 (substitute* '("src/interfaces/r_modular/CMakeLists.txt"
401 "src/interfaces/r_static/CMakeLists.txt"
402 "examples/undocumented/r_modular/CMakeLists.txt")
403 (("\\$\\{R_COMPONENT_LIB_PATH\\}")
404 (string-append (assoc-ref outputs "out")
408 'unpack 'fix-octave-modules
409 (lambda* (#:key outputs #:allow-other-keys)
410 (substitute* '("src/interfaces/octave_modular/CMakeLists.txt"
411 "src/interfaces/octave_static/CMakeLists.txt")
412 (("^include_directories\\(\\$\\{OCTAVE_INCLUDE_DIRS\\}")
413 "include_directories(${OCTAVE_INCLUDE_DIRS} ${OCTAVE_INCLUDE_DIRS}/octave"))
415 ;; change target directory
416 (substitute* "src/interfaces/octave_modular/CMakeLists.txt"
417 (("\\$\\{OCTAVE_OCT_LOCAL_API_FILE_DIR\\}")
418 (string-append (assoc-ref outputs "out")
419 "/share/octave/packages")))
423 ;; $HOME needs to be set at some point during the build phase
424 (lambda _ (setenv "HOME" "/tmp") #t)
427 (list "-DCMAKE_BUILD_WITH_INSTALL_RPATH=TRUE"
428 "-DUSE_SVMLIGHT=OFF" ;disable proprietary SVMLIGHT
429 ;;"-DJavaModular=ON" ;requires unpackaged jblas
430 ;;"-DRubyModular=ON" ;requires unpackaged ruby-narray
431 ;;"-DPerlModular=ON" ;"FindPerlLibs" does not exist
432 ;;"-DLuaModular=ON" ;fails because lua doesn't build pkgconfig file
439 "-DCmdLineStatic=ON")))
442 ("numpy" ,python-numpy)
443 ("r-minimal" ,r-minimal)
448 ("arpack" ,arpack-ng)
455 `(("pkg-config" ,pkg-config)))
456 ;; Non-portable SSE instructions are used so building fails on platforms
457 ;; other than x86_64.
458 (supported-systems '("x86_64-linux"))
459 (home-page "http://shogun-toolbox.org/")
460 (synopsis "Machine learning toolbox")
462 "The Shogun Machine learning toolbox provides a wide range of unified and
463 efficient Machine Learning (ML) methods. The toolbox seamlessly allows to
464 combine multiple data representations, algorithm classes, and general purpose
465 tools. This enables both rapid prototyping of data pipelines and extensibility
466 in terms of new algorithms.")
467 (license license:gpl3+)))
469 (define-public r-adaptivesparsity
471 (name "r-adaptivesparsity")
475 (uri (cran-uri "AdaptiveSparsity" version))
478 "1az7isvalf3kmdiycrfl6s9k9xqk22k1mc6rh8v0jmcz402qyq8z"))))
480 `((upstream-name . "AdaptiveSparsity")))
481 (build-system r-build-system)
484 (modify-phases %standard-phases
485 (add-after 'unpack 'link-against-armadillo
487 (substitute* "src/Makevars"
488 (("PKG_LIBS=" prefix)
489 (string-append prefix "-larmadillo"))))))))
492 ("r-rcpparmadillo" ,r-rcpparmadillo)))
493 (home-page "http://cran.r-project.org/web/packages/AdaptiveSparsity")
494 (synopsis "Adaptive sparsity models")
496 "This package implements the Figueiredo machine learning algorithm for
497 adaptive sparsity and the Wong algorithm for adaptively sparse gaussian
499 (license license:lgpl3+)))
501 (define-public r-kernlab
508 (uri (cran-uri "kernlab" version))
511 "0qnaq9x3j2xc6jrmmd98wc6hkzch487s4p3a9lnc00xvahkhgpmr"))))
512 (build-system r-build-system)
513 (home-page "http://cran.r-project.org/web/packages/kernlab")
514 (synopsis "Kernel-based machine learning tools")
516 "This package provides kernel-based machine learning methods for
517 classification, regression, clustering, novelty detection, quantile regression
518 and dimensionality reduction. Among other methods @code{kernlab} includes
519 Support Vector Machines, Spectral Clustering, Kernel PCA, Gaussian Processes
521 (license license:gpl2)))
530 "http://dlib.net/files/dlib-" version ".tar.bz2"))
533 "0gfy83av717qymv53yv7ki6mgh6mdw4xcxxbjk8lrs72f8qvnrcw"))
534 (modules '((guix build utils)))
537 ;; Delete ~13MB of bundled dependencies.
538 (delete-file-recursively "dlib/external")
539 (delete-file-recursively "docs/dlib/external")
541 (build-system cmake-build-system)
544 (modify-phases %standard-phases
545 (add-after 'unpack 'disable-asserts
547 ;; config.h recommends explicitly enabling or disabling asserts
548 ;; when building as a shared library. By default neither is set.
549 (substitute* "dlib/config.h"
550 (("^//#define DLIB_DISABLE_ASSERTS") "#define DLIB_DISABLE_ASSERTS"))
552 (add-after 'disable-asserts 'disable-failing-tests
554 ;; One test times out on MIPS, so we need to disable it.
555 ;; Others are flaky on some platforms.
556 (let* ((system ,(or (%current-target-system)
558 (disabled-tests (cond
559 ((string-prefix? "mips64" system)
560 '("object_detector" ; timeout
562 ((string-prefix? "armhf" system)
563 '("learning_to_track"))
564 ((string-prefix? "i686" system)
569 (substitute* "dlib/test/makefile"
570 (((string-append "SRC \\+= " test "\\.cpp")) "")))
575 ;; No test target, so we build and run the unit tests here.
576 (let ((test-dir (string-append "../dlib-" ,version "/dlib/test")))
577 (with-directory-excursion test-dir
578 (setenv "CXXFLAGS" "-std=gnu++11")
579 (and (zero? (system* "make" "-j" (number->string (parallel-job-count))))
580 (zero? (system* "./dtest" "--runall")))))))
581 (add-after 'install 'delete-static-library
582 (lambda* (#:key outputs #:allow-other-keys)
583 (delete-file (string-append (assoc-ref outputs "out")
587 `(("pkg-config" ,pkg-config)))
594 ("openblas" ,openblas)
597 "Toolkit for making machine learning and data analysis applications in C++")
599 "Dlib is a modern C++ toolkit containing machine learning algorithms and
600 tools. It is used in both industry and academia in a wide range of domains
601 including robotics, embedded devices, mobile phones, and large high performance
602 computing environments.")
603 (home-page "http://dlib.net")
604 (license license:boost1.0)))