1251 lines
		
	
	
	
		
			51 KiB
		
	
	
	
		
			Scheme
		
	
	
	
	
	
			
		
		
	
	
			1251 lines
		
	
	
	
		
			51 KiB
		
	
	
	
		
			Scheme
		
	
	
	
	
	
;;; GNU Guix --- Functional package management for GNU
 | 
						||
;;; Copyright © 2015, 2016, 2017, 2018, 2019 Ricardo Wurmus <rekado@elephly.net>
 | 
						||
;;; Copyright © 2016 Efraim Flashner <efraim@flashner.co.il>
 | 
						||
;;; Copyright © 2016, 2017 Marius Bakke <mbakke@fastmail.com>
 | 
						||
;;; Copyright © 2016 Hartmut Goebel <h.goebel@crazy-compilers.com>
 | 
						||
;;; Copyright © 2018 Tobias Geerinckx-Rice <me@tobias.gr>
 | 
						||
;;; Copyright © 2018 Kei Kebreau <kkebreau@posteo.net>
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						||
;;; Copyright © 2018 Mark Meyer <mark@ofosos.org>
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						||
;;; Copyright © 2018 Ben Woodcroft <donttrustben@gmail.com>
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						||
;;; Copyright © 2018 Fis Trivial <ybbs.daans@hotmail.com>
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						||
;;; Copyright © 2018 Julien Lepiller <julien@lepiller.eu>
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						||
;;; Copyright © 2018 Björn Höfling <bjoern.hoefling@bjoernhoefling.de>
 | 
						||
;;;
 | 
						||
;;; This file is part of GNU Guix.
 | 
						||
;;;
 | 
						||
;;; GNU Guix is free software; you can redistribute it and/or modify it
 | 
						||
;;; under the terms of the GNU General Public License as published by
 | 
						||
;;; the Free Software Foundation; either version 3 of the License, or (at
 | 
						||
;;; your option) any later version.
 | 
						||
;;;
 | 
						||
;;; GNU Guix is distributed in the hope that it will be useful, but
 | 
						||
;;; WITHOUT ANY WARRANTY; without even the implied warranty of
 | 
						||
;;; MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 | 
						||
;;; GNU General Public License for more details.
 | 
						||
;;;
 | 
						||
;;; You should have received a copy of the GNU General Public License
 | 
						||
;;; along with GNU Guix.  If not, see <http://www.gnu.org/licenses/>.
 | 
						||
 | 
						||
(define-module (gnu packages machine-learning)
 | 
						||
  #:use-module ((guix licenses) #:prefix license:)
 | 
						||
  #:use-module (guix packages)
 | 
						||
  #:use-module (guix utils)
 | 
						||
  #:use-module (guix download)
 | 
						||
  #:use-module (guix svn-download)
 | 
						||
  #:use-module (guix build-system cmake)
 | 
						||
  #:use-module (guix build-system gnu)
 | 
						||
  #:use-module (guix build-system ocaml)
 | 
						||
  #:use-module (guix build-system python)
 | 
						||
  #:use-module (guix build-system r)
 | 
						||
  #:use-module (guix git-download)
 | 
						||
  #:use-module (gnu packages)
 | 
						||
  #:use-module (gnu packages adns)
 | 
						||
  #:use-module (gnu packages algebra)
 | 
						||
  #:use-module (gnu packages audio)
 | 
						||
  #:use-module (gnu packages autotools)
 | 
						||
  #:use-module (gnu packages base)
 | 
						||
  #:use-module (gnu packages bash)
 | 
						||
  #:use-module (gnu packages boost)
 | 
						||
  #:use-module (gnu packages check)
 | 
						||
  #:use-module (gnu packages compression)
 | 
						||
  #:use-module (gnu packages cran)
 | 
						||
  #:use-module (gnu packages dejagnu)
 | 
						||
  #:use-module (gnu packages gcc)
 | 
						||
  #:use-module (gnu packages glib)
 | 
						||
  #:use-module (gnu packages gstreamer)
 | 
						||
  #:use-module (gnu packages image)
 | 
						||
  #:use-module (gnu packages linux)
 | 
						||
  #:use-module (gnu packages maths)
 | 
						||
  #:use-module (gnu packages mpi)
 | 
						||
  #:use-module (gnu packages ocaml)
 | 
						||
  #:use-module (gnu packages onc-rpc)
 | 
						||
  #:use-module (gnu packages perl)
 | 
						||
  #:use-module (gnu packages pkg-config)
 | 
						||
  #:use-module (gnu packages protobuf)
 | 
						||
  #:use-module (gnu packages python)
 | 
						||
  #:use-module (gnu packages python-web)
 | 
						||
  #:use-module (gnu packages python-xyz)
 | 
						||
  #:use-module (gnu packages statistics)
 | 
						||
  #:use-module (gnu packages swig)
 | 
						||
  #:use-module (gnu packages tls)
 | 
						||
  #:use-module (gnu packages web)
 | 
						||
  #:use-module (gnu packages xml)
 | 
						||
  #:use-module (gnu packages xorg))
 | 
						||
 | 
						||
(define-public fann
 | 
						||
  ;; The last release is >100 commits behind, so we package from git.
 | 
						||
  (let ((commit "d71d54788bee56ba4cf7522801270152da5209d7"))
 | 
						||
    (package
 | 
						||
      (name "fann")
 | 
						||
      (version (string-append "2.2.0-1." (string-take commit 8)))
 | 
						||
      (source (origin
 | 
						||
                (method git-fetch)
 | 
						||
                (uri (git-reference
 | 
						||
                      (url "https://github.com/libfann/fann.git")
 | 
						||
                      (commit commit)))
 | 
						||
                (file-name (string-append name "-" version "-checkout"))
 | 
						||
                (sha256
 | 
						||
                 (base32
 | 
						||
                  "0ibwpfrjs6q2lijs8slxjgzb2llcl6rk3v2ski4r6215g5jjhg3x"))))
 | 
						||
      (build-system cmake-build-system)
 | 
						||
      (arguments
 | 
						||
       `(#:phases
 | 
						||
         (modify-phases %standard-phases
 | 
						||
           (replace 'check
 | 
						||
             (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
               (let* ((out (assoc-ref outputs "out")))
 | 
						||
                 (with-directory-excursion (string-append (getcwd) "/tests")
 | 
						||
                   (invoke "./fann_tests"))))))))
 | 
						||
      (home-page "http://leenissen.dk/fann/wp/")
 | 
						||
      (synopsis "Fast Artificial Neural Network")
 | 
						||
      (description
 | 
						||
       "FANN is a free open source neural network library, which implements
 | 
						||
multilayer artificial neural networks in C with support for both fully
 | 
						||
connected and sparsely connected networks.")
 | 
						||
      (license license:lgpl2.1))))
 | 
						||
 | 
						||
(define-public libsvm
 | 
						||
  (package
 | 
						||
    (name "libsvm")
 | 
						||
    (version "3.22")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (string-append "https://www.csie.ntu.edu.tw/~cjlin/libsvm/"
 | 
						||
                           name "-" version ".tar.gz"))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "0zd7s19y5vb7agczl6456bn45cj1y64739sslaskw1qk7dywd0bd"))))
 | 
						||
    (build-system gnu-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:tests? #f ;no "check" target
 | 
						||
       #:phases (modify-phases %standard-phases
 | 
						||
                  (delete 'configure)
 | 
						||
                  (replace
 | 
						||
                   'install             ; no ‘install’ target
 | 
						||
                   (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
                     (let* ((out (assoc-ref outputs "out"))
 | 
						||
                            (bin (string-append out "/bin/")))
 | 
						||
                       (mkdir-p bin)
 | 
						||
                       (for-each (lambda (file)
 | 
						||
                                   (copy-file file (string-append bin file)))
 | 
						||
                                 '("svm-train"
 | 
						||
                                   "svm-predict"
 | 
						||
                                   "svm-scale")))
 | 
						||
                     #t)))))
 | 
						||
    (home-page "http://www.csie.ntu.edu.tw/~cjlin/libsvm/")
 | 
						||
    (synopsis "Library for Support Vector Machines")
 | 
						||
    (description
 | 
						||
     "LIBSVM is a machine learning library for support vector
 | 
						||
classification, (C-SVC, nu-SVC), regression (epsilon-SVR, nu-SVR) and
 | 
						||
distribution estimation (one-class SVM).  It supports multi-class
 | 
						||
classification.")
 | 
						||
    (license license:bsd-3)))
 | 
						||
 | 
						||
(define-public python-libsvm
 | 
						||
  (package (inherit libsvm)
 | 
						||
    (name "python-libsvm")
 | 
						||
    (build-system gnu-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:tests? #f ;no "check" target
 | 
						||
       #:make-flags '("-C" "python")
 | 
						||
       #:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (delete 'configure)
 | 
						||
         (replace
 | 
						||
          'install                      ; no ‘install’ target
 | 
						||
          (lambda* (#:key inputs outputs #:allow-other-keys)
 | 
						||
            (let ((site (string-append (assoc-ref outputs "out")
 | 
						||
                                       "/lib/python"
 | 
						||
                                       (string-take
 | 
						||
                                        (string-take-right
 | 
						||
                                         (assoc-ref inputs "python") 5) 3)
 | 
						||
                                       "/site-packages/")))
 | 
						||
              (substitute* "python/svm.py"
 | 
						||
                (("../libsvm.so.2") "libsvm.so.2"))
 | 
						||
              (mkdir-p site)
 | 
						||
              (for-each (lambda (file)
 | 
						||
                          (copy-file file (string-append site (basename file))))
 | 
						||
                        (find-files "python" "\\.py"))
 | 
						||
              (copy-file "libsvm.so.2"
 | 
						||
                         (string-append site "libsvm.so.2")))
 | 
						||
            #t)))))
 | 
						||
    (inputs
 | 
						||
     `(("python" ,python)))
 | 
						||
    (synopsis "Python bindings of libSVM")))
 | 
						||
 | 
						||
(define-public ghmm
 | 
						||
  ;; The latest release candidate is several years and a couple of fixes have
 | 
						||
  ;; been published since.  This is why we download the sources from the SVN
 | 
						||
  ;; repository.
 | 
						||
  (let ((svn-revision 2341))
 | 
						||
    (package
 | 
						||
      (name "ghmm")
 | 
						||
      (version (string-append "0.9-rc3-0." (number->string svn-revision)))
 | 
						||
      (source (origin
 | 
						||
                (method svn-fetch)
 | 
						||
                (uri (svn-reference
 | 
						||
                      (url "http://svn.code.sf.net/p/ghmm/code/trunk")
 | 
						||
                      (revision svn-revision)))
 | 
						||
                (file-name (string-append name "-" version))
 | 
						||
                (sha256
 | 
						||
                 (base32
 | 
						||
                  "0qbq1rqp94l530f043qzp8aw5lj7dng9wq0miffd7spd1ff638wq"))))
 | 
						||
      (build-system gnu-build-system)
 | 
						||
      (arguments
 | 
						||
       `(#:imported-modules (,@%gnu-build-system-modules
 | 
						||
                             (guix build python-build-system))
 | 
						||
         #:phases
 | 
						||
         (modify-phases %standard-phases
 | 
						||
           (add-after 'unpack 'enter-dir
 | 
						||
             (lambda _ (chdir "ghmm") #t))
 | 
						||
           (delete 'check)
 | 
						||
           (add-after 'install 'check
 | 
						||
             (assoc-ref %standard-phases 'check))
 | 
						||
           (add-before 'check 'fix-PYTHONPATH
 | 
						||
             (lambda* (#:key inputs outputs #:allow-other-keys)
 | 
						||
               (let ((python-version ((@@ (guix build python-build-system)
 | 
						||
                                           get-python-version)
 | 
						||
                                      (assoc-ref inputs "python"))))
 | 
						||
                 (setenv "PYTHONPATH"
 | 
						||
                         (string-append (getenv "PYTHONPATH")
 | 
						||
                                        ":" (assoc-ref outputs "out")
 | 
						||
                                        "/lib/python" python-version
 | 
						||
                                        "/site-packages")))
 | 
						||
               #t))
 | 
						||
           (add-after 'enter-dir 'fix-runpath
 | 
						||
             (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
               (substitute* "ghmmwrapper/setup.py"
 | 
						||
                 (("^(.*)extra_compile_args = \\[" line indent)
 | 
						||
                  (string-append indent
 | 
						||
                                 "extra_link_args = [\"-Wl,-rpath="
 | 
						||
                                 (assoc-ref outputs "out") "/lib\"],\n"
 | 
						||
                                 line
 | 
						||
                                 "\"-Wl,-rpath="
 | 
						||
                                 (assoc-ref outputs "out")
 | 
						||
                                 "/lib\", ")))
 | 
						||
               #t))
 | 
						||
           (add-after 'enter-dir 'disable-broken-tests
 | 
						||
             (lambda _
 | 
						||
               (substitute* "tests/Makefile.am"
 | 
						||
                 ;; GHMM_SILENT_TESTS is assumed to be a command.
 | 
						||
                 (("TESTS_ENVIRONMENT.*") "")
 | 
						||
                 ;; Do not build broken tests.
 | 
						||
                 (("chmm .*") "")
 | 
						||
                 (("read_fa .*") "")
 | 
						||
                 (("mcmc .*") "")
 | 
						||
                 (("label_higher_order_test.*$")
 | 
						||
                  "label_higher_order_test\n"))
 | 
						||
 | 
						||
               ;; These Python unittests are broken as there is no gato.
 | 
						||
               ;; See https://sourceforge.net/p/ghmm/support-requests/3/
 | 
						||
               (substitute* "ghmmwrapper/ghmmunittests.py"
 | 
						||
                 (("^(.*)def (testNewXML|testMultipleTransitionClasses|testNewXML)"
 | 
						||
                   line indent)
 | 
						||
                  (string-append indent
 | 
						||
                                 "@unittest.skip(\"Disabled by Guix\")\n"
 | 
						||
                                 line)))
 | 
						||
               #t))
 | 
						||
           (add-after 'disable-broken-tests 'autogen
 | 
						||
             (lambda _
 | 
						||
               (invoke "bash" "autogen.sh"))))))
 | 
						||
      (inputs
 | 
						||
       `(("python" ,python-2) ; only Python 2 is supported
 | 
						||
         ("libxml2" ,libxml2)))
 | 
						||
      (native-inputs
 | 
						||
       `(("pkg-config" ,pkg-config)
 | 
						||
         ("dejagnu" ,dejagnu)
 | 
						||
         ("swig" ,swig)
 | 
						||
         ("autoconf" ,autoconf)
 | 
						||
         ("automake" ,automake)
 | 
						||
         ("libtool" ,libtool)))
 | 
						||
      (home-page "http://ghmm.org")
 | 
						||
      (synopsis "Hidden Markov Model library")
 | 
						||
      (description
 | 
						||
       "The General Hidden Markov Model library (GHMM) is a C library with
 | 
						||
additional Python bindings implementing a wide range of types of @dfn{Hidden
 | 
						||
Markov Models} (HMM) and algorithms: discrete, continuous emissions, basic
 | 
						||
training, HMM clustering, HMM mixtures.")
 | 
						||
      (license license:lgpl2.0+))))
 | 
						||
 | 
						||
(define-public mcl
 | 
						||
  (package
 | 
						||
    (name "mcl")
 | 
						||
    (version "14.137")
 | 
						||
    (source (origin
 | 
						||
              (method url-fetch)
 | 
						||
              (uri (string-append
 | 
						||
                    "http://micans.org/mcl/src/mcl-"
 | 
						||
                    (string-replace-substring version "." "-")
 | 
						||
                    ".tar.gz"))
 | 
						||
              (sha256
 | 
						||
               (base32
 | 
						||
                "15xlax3z31lsn62vlg94hkm75nm40q4679amnfg13jm8m2bnhy5m"))))
 | 
						||
    (build-system gnu-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:configure-flags (list "--enable-blast")))
 | 
						||
    (inputs
 | 
						||
     `(("perl" ,perl)))
 | 
						||
    (home-page "http://micans.org/mcl/")
 | 
						||
    (synopsis "Clustering algorithm for graphs")
 | 
						||
    (description
 | 
						||
     "The MCL algorithm is short for the @dfn{Markov Cluster Algorithm}, a
 | 
						||
fast and scalable unsupervised cluster algorithm for graphs (also known as
 | 
						||
networks) based on simulation of (stochastic) flow in graphs.")
 | 
						||
    ;; In the LICENCE file and web page it says "The software is licensed
 | 
						||
    ;; under the GNU General Public License, version 3.", but in several of
 | 
						||
    ;; the source code files it suggests GPL3 or later.
 | 
						||
    ;; http://listserver.ebi.ac.uk/pipermail/mcl-users/2016/000376.html
 | 
						||
    (license license:gpl3)))
 | 
						||
 | 
						||
(define-public ocaml-mcl
 | 
						||
  (package
 | 
						||
    (name "ocaml-mcl")
 | 
						||
    (version "12-068oasis4")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (string-append
 | 
						||
             "https://github.com/fhcrc/mcl/archive/"
 | 
						||
             version ".tar.gz"))
 | 
						||
       (file-name (string-append name "-" version ".tar.gz"))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "1l5jbhwjpsj38x8b9698hfpkv75h8hn3kj0gihjhn8ym2cwwv110"))))
 | 
						||
    (build-system ocaml-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:ocaml ,ocaml-4.02
 | 
						||
       #:findlib ,ocaml4.02-findlib
 | 
						||
       #:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (add-before 'configure 'patch-paths
 | 
						||
           (lambda _
 | 
						||
             (substitute* "configure"
 | 
						||
               (("SHELL = /bin/sh") (string-append "SHELL = "(which "sh"))))
 | 
						||
             (substitute* "setup.ml"
 | 
						||
               (("LDFLAGS=-fPIC")
 | 
						||
                (string-append "LDFLAGS=-fPIC\"; \"SHELL=" (which "sh"))))
 | 
						||
             #t)))))
 | 
						||
    (home-page "https://github.com/fhcrc/mcl")
 | 
						||
    (synopsis "OCaml wrappers around MCL")
 | 
						||
    (description
 | 
						||
     "This package provides OCaml bindings for the MCL graph clustering
 | 
						||
algorithm.")
 | 
						||
    (license license:gpl3)))
 | 
						||
 | 
						||
(define-public randomjungle
 | 
						||
  (package
 | 
						||
    (name "randomjungle")
 | 
						||
    (version "2.1.0")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (string-append
 | 
						||
             "https://www.imbs.uni-luebeck.de/fileadmin/files/Software"
 | 
						||
             "/randomjungle/randomjungle-" version ".tar_.gz"))
 | 
						||
       (patches (search-patches "randomjungle-disable-static-build.patch"))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "12c8rf30cla71swx2mf4ww9mfd8jbdw5lnxd7dxhyw1ygrvg6y4w"))))
 | 
						||
    (build-system gnu-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:configure-flags
 | 
						||
       (list "--disable-static"
 | 
						||
             (string-append "--with-boost="
 | 
						||
                            (assoc-ref %build-inputs "boost")))
 | 
						||
       #:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (add-before
 | 
						||
          'configure 'set-CXXFLAGS
 | 
						||
          (lambda _
 | 
						||
            (setenv "CXXFLAGS" "-fpermissive ")
 | 
						||
            #t)))))
 | 
						||
    (inputs
 | 
						||
     `(("boost" ,boost)
 | 
						||
       ("gsl" ,gsl)
 | 
						||
       ("libxml2" ,libxml2)
 | 
						||
       ("zlib" ,zlib)))
 | 
						||
    (native-inputs
 | 
						||
     `(("gfortran" ,gfortran)
 | 
						||
       ("gfortran:lib" ,gfortran "lib")))
 | 
						||
    ;; Non-portable assembly instructions are used so building fails on
 | 
						||
    ;; platforms other than x86_64 or i686.
 | 
						||
    (supported-systems '("x86_64-linux" "i686-linux"))
 | 
						||
    (home-page "https://www.imbs.uni-luebeck.de/forschung/software/details.html#c224")
 | 
						||
    (synopsis "Implementation of the Random Forests machine learning method")
 | 
						||
    (description
 | 
						||
     "Random Jungle is an implementation of Random Forests.  It is supposed to
 | 
						||
analyse high dimensional data.  In genetics, it can be used for analysing big
 | 
						||
Genome Wide Association (GWA) data.  Random Forests is a powerful machine
 | 
						||
learning method.  Most interesting features are variable selection, missing
 | 
						||
value imputation, classifier creation, generalization error estimation and
 | 
						||
sample proximities between pairs of cases.")
 | 
						||
    (license license:gpl3+)))
 | 
						||
 | 
						||
(define-public openfst
 | 
						||
  (package
 | 
						||
    (name "openfst")
 | 
						||
    (version "1.7.1")
 | 
						||
    (source (origin
 | 
						||
              (method url-fetch)
 | 
						||
              (uri (string-append "http://www.openfst.org/twiki/pub/FST/"
 | 
						||
                                  "FstDownload/openfst-" version ".tar.gz"))
 | 
						||
              (sha256
 | 
						||
               (base32
 | 
						||
                "0x9wfcqd8hq4h349s7j77sr60h8xjdfshqw1m3a2n6z5bdr9qkm1"))))
 | 
						||
    (build-system gnu-build-system)
 | 
						||
    (home-page "http://www.openfst.org")
 | 
						||
    (synopsis "Library for weighted finite-state transducers")
 | 
						||
    (description "OpenFst is a library for constructing, combining,
 | 
						||
optimizing, and searching weighted finite-state transducers (FSTs).")
 | 
						||
    (license license:asl2.0)))
 | 
						||
 | 
						||
(define-public shogun
 | 
						||
  (package
 | 
						||
    (name "shogun")
 | 
						||
    (version "6.1.3")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (string-append
 | 
						||
             "ftp://shogun-toolbox.org/shogun/releases/"
 | 
						||
             (version-major+minor version)
 | 
						||
             "/sources/shogun-" version ".tar.bz2"))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "1rn9skm3nw6hr7mr3lgp2gfqhi7ii0lyxck7qmqnf8avq349s5jp"))
 | 
						||
       (modules '((guix build utils)
 | 
						||
                  (ice-9 rdelim)))
 | 
						||
       (snippet
 | 
						||
        '(begin
 | 
						||
           ;; Remove non-free sources and files referencing them
 | 
						||
           (for-each delete-file
 | 
						||
                     (find-files "src/shogun/classifier/svm/"
 | 
						||
                                 "SVMLight\\.(cpp|h)"))
 | 
						||
           (for-each delete-file
 | 
						||
                     (find-files "examples/undocumented/libshogun/"
 | 
						||
                                 (string-append
 | 
						||
                                  "(classifier_.*svmlight.*|"
 | 
						||
                                  "evaluation_cross_validation_locked_comparison).cpp")))
 | 
						||
           ;; Remove non-free functions.
 | 
						||
           (define (delete-ifdefs file)
 | 
						||
             (with-atomic-file-replacement file
 | 
						||
               (lambda (in out)
 | 
						||
                 (let loop ((line (read-line in 'concat))
 | 
						||
                            (skipping? #f))
 | 
						||
                   (if (eof-object? line)
 | 
						||
                       #t
 | 
						||
                       (let ((skip-next?
 | 
						||
                              (or (and skipping?
 | 
						||
                                       (not (string-prefix?
 | 
						||
                                             "#endif //USE_SVMLIGHT" line)))
 | 
						||
                                  (string-prefix?
 | 
						||
                                   "#ifdef USE_SVMLIGHT" line))))
 | 
						||
                         (when (or (not skipping?)
 | 
						||
                                   (and skipping? (not skip-next?)))
 | 
						||
                           (display line out))
 | 
						||
                         (loop (read-line in 'concat) skip-next?)))))))
 | 
						||
           (for-each delete-ifdefs
 | 
						||
                     (append
 | 
						||
                      (find-files "src/shogun/classifier/mkl"
 | 
						||
                                  "^MKLClassification\\.cpp")
 | 
						||
                      (find-files "src/shogun/classifier/svm"
 | 
						||
                                  "^SVMLightOneClass\\.(cpp|h)")
 | 
						||
                      (find-files "src/shogun/multiclass"
 | 
						||
                                  "^ScatterSVM\\.(cpp|h)")
 | 
						||
                      (find-files "src/shogun/kernel/"
 | 
						||
                                  "^(Kernel|CombinedKernel|ProductKernel)\\.(cpp|h)")
 | 
						||
                      (find-files "src/shogun/regression/svr"
 | 
						||
                                  "^(MKLRegression|SVRLight)\\.(cpp|h)")
 | 
						||
                      (find-files "src/shogun/transfer/domain_adaptation"
 | 
						||
                                  "^DomainAdaptationSVM\\.(cpp|h)")))
 | 
						||
           #t))))
 | 
						||
    (build-system cmake-build-system)
 | 
						||
    (arguments
 | 
						||
     '(#:tests? #f ;no check target
 | 
						||
       #:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (add-after 'unpack 'delete-broken-symlinks
 | 
						||
           (lambda _
 | 
						||
             (for-each delete-file '("applications/arts/data"
 | 
						||
                                     "applications/asp/data"
 | 
						||
                                     "applications/easysvm/data"
 | 
						||
                                     "applications/msplicer/data"
 | 
						||
                                     "applications/ocr/data"
 | 
						||
                                     "examples/meta/data"
 | 
						||
                                     "examples/undocumented/data"))
 | 
						||
             #t))
 | 
						||
         (add-after 'unpack 'change-R-target-path
 | 
						||
           (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
             (substitute* '("src/interfaces/r/CMakeLists.txt"
 | 
						||
                            "examples/meta/r/CMakeLists.txt")
 | 
						||
               (("\\$\\{R_COMPONENT_LIB_PATH\\}")
 | 
						||
                (string-append (assoc-ref outputs "out")
 | 
						||
                               "/lib/R/library/")))
 | 
						||
             #t))
 | 
						||
         (add-after 'unpack 'fix-octave-modules
 | 
						||
           (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
             (substitute* "src/interfaces/octave/CMakeLists.txt"
 | 
						||
               (("^include_directories\\(\\$\\{OCTAVE_INCLUDE_DIRS\\}")
 | 
						||
                "include_directories(${OCTAVE_INCLUDE_DIRS} ${OCTAVE_INCLUDE_DIRS}/octave")
 | 
						||
               ;; change target directory
 | 
						||
               (("\\$\\{OCTAVE_OCT_LOCAL_API_FILE_DIR\\}")
 | 
						||
                (string-append (assoc-ref outputs "out")
 | 
						||
                               "/share/octave/packages")))
 | 
						||
             (substitute* '("src/interfaces/octave/swig_typemaps.i"
 | 
						||
                            "src/interfaces/octave/sg_print_functions.cpp")
 | 
						||
               ;; "octave/config.h" and "octave/oct-obj.h" deprecated in Octave.
 | 
						||
               (("octave/config\\.h") "octave/octave-config.h")
 | 
						||
               (("octave/oct-obj.h") "octave/ovl.h"))
 | 
						||
             #t))
 | 
						||
         (add-after 'unpack 'move-rxcpp
 | 
						||
           (lambda* (#:key inputs #:allow-other-keys)
 | 
						||
             (let ((rxcpp-dir "shogun/third-party/rxcpp"))
 | 
						||
               (mkdir-p rxcpp-dir)
 | 
						||
               (install-file (assoc-ref inputs "rxcpp") rxcpp-dir)
 | 
						||
               #t)))
 | 
						||
         (add-before 'build 'set-HOME
 | 
						||
           ;; $HOME needs to be set at some point during the build phase
 | 
						||
           (lambda _ (setenv "HOME" "/tmp") #t)))
 | 
						||
       #:configure-flags
 | 
						||
       (list "-DCMAKE_BUILD_WITH_INSTALL_RPATH=TRUE"
 | 
						||
             "-DUSE_SVMLIGHT=OFF" ;disable proprietary SVMLIGHT
 | 
						||
             "-DBUILD_META_EXAMPLES=OFF" ;requires unpackaged ctags
 | 
						||
             ;;"-DINTERFACE_JAVA=ON" ;requires unpackaged jblas
 | 
						||
             ;;"-DINTERFACE_RUBY=ON" ;requires unpackaged ruby-narray
 | 
						||
             ;;"-DINTERFACE_PERL=ON" ;"FindPerlLibs" does not exist
 | 
						||
             ;;"-DINTERFACE_LUA=ON"  ;fails because lua doesn't build pkgconfig file
 | 
						||
             "-DINTERFACE_OCTAVE=ON"
 | 
						||
             "-DINTERFACE_PYTHON=ON"
 | 
						||
             "-DINTERFACE_R=ON")))
 | 
						||
    (inputs
 | 
						||
     `(("python" ,python)
 | 
						||
       ("numpy" ,python-numpy)
 | 
						||
       ("r-minimal" ,r-minimal)
 | 
						||
       ("octave" ,octave-cli)
 | 
						||
       ("swig" ,swig)
 | 
						||
       ("eigen" ,eigen)
 | 
						||
       ("hdf5" ,hdf5)
 | 
						||
       ("atlas" ,atlas)
 | 
						||
       ("arpack" ,arpack-ng)
 | 
						||
       ("lapack" ,lapack)
 | 
						||
       ("glpk" ,glpk)
 | 
						||
       ("libxml2" ,libxml2)
 | 
						||
       ("lzo" ,lzo)
 | 
						||
       ("zlib" ,zlib)))
 | 
						||
    (native-inputs
 | 
						||
     `(("pkg-config" ,pkg-config)
 | 
						||
       ("rxcpp" ,rxcpp)))
 | 
						||
    ;; Non-portable SSE instructions are used so building fails on platforms
 | 
						||
    ;; other than x86_64.
 | 
						||
    (supported-systems '("x86_64-linux"))
 | 
						||
    (home-page "http://shogun-toolbox.org/")
 | 
						||
    (synopsis "Machine learning toolbox")
 | 
						||
    (description
 | 
						||
     "The Shogun Machine learning toolbox provides a wide range of unified and
 | 
						||
efficient Machine Learning (ML) methods.  The toolbox seamlessly allows to
 | 
						||
combine multiple data representations, algorithm classes, and general purpose
 | 
						||
tools.  This enables both rapid prototyping of data pipelines and extensibility
 | 
						||
in terms of new algorithms.")
 | 
						||
    (license license:gpl3+)))
 | 
						||
 | 
						||
(define-public rxcpp
 | 
						||
  (package
 | 
						||
    (name "rxcpp")
 | 
						||
    (version "4.0.0")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (string-append "https://github.com/ReactiveX/RxCpp/archive/v"
 | 
						||
                           version ".tar.gz"))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "0y2isr8dy2n1yjr9c5570kpc9lvdlch6jv0jvw000amwn5d3krsh"))
 | 
						||
       (file-name (string-append name "-" version ".tar.gz"))))
 | 
						||
    (build-system cmake-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (add-after 'unpack 'remove-werror
 | 
						||
           (lambda _
 | 
						||
             (substitute* (find-files ".")
 | 
						||
               (("-Werror") ""))
 | 
						||
             #t))
 | 
						||
         (replace 'check
 | 
						||
           (lambda _
 | 
						||
             (invoke "ctest"))))))
 | 
						||
    (native-inputs
 | 
						||
     `(("catch" ,catch-framework)))
 | 
						||
    (home-page "http://reactivex.io/")
 | 
						||
    (synopsis "Reactive Extensions for C++")
 | 
						||
    (description
 | 
						||
     "The Reactive Extensions for C++ (RxCpp) is a library of algorithms for
 | 
						||
values-distributed-in-time.  ReactiveX is a library for composing asynchronous
 | 
						||
and event-based programs by using observable sequences.
 | 
						||
 | 
						||
It extends the observer pattern to support sequences of data and/or events and
 | 
						||
adds operators that allow you to compose sequences together declaratively while
 | 
						||
abstracting away concerns about things like low-level threading,
 | 
						||
synchronization, thread-safety, concurrent data structures, and non-blocking
 | 
						||
I/O.")
 | 
						||
    (license license:asl2.0)))
 | 
						||
 | 
						||
(define-public r-adaptivesparsity
 | 
						||
  (package
 | 
						||
    (name "r-adaptivesparsity")
 | 
						||
    (version "1.6")
 | 
						||
    (source (origin
 | 
						||
              (method url-fetch)
 | 
						||
              (uri (cran-uri "AdaptiveSparsity" version))
 | 
						||
              (sha256
 | 
						||
               (base32
 | 
						||
                "0imr5m8mll9j6n4icsv6z9rl5kbnwsp9wvzrg7n90nnmcxq2cz91"))))
 | 
						||
    (properties
 | 
						||
     `((upstream-name . "AdaptiveSparsity")))
 | 
						||
    (build-system r-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (add-after 'unpack 'link-against-armadillo
 | 
						||
           (lambda _
 | 
						||
             (substitute* "src/Makevars"
 | 
						||
               (("PKG_LIBS=" prefix)
 | 
						||
                (string-append prefix "-larmadillo"))))))))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("r-mass" ,r-mass)
 | 
						||
       ("r-matrix" ,r-matrix)
 | 
						||
       ("r-rcpp" ,r-rcpp)
 | 
						||
       ("r-rcpparmadillo" ,r-rcpparmadillo)))
 | 
						||
    (inputs
 | 
						||
     `(("armadillo" ,armadillo)))
 | 
						||
    (home-page "https://cran.r-project.org/web/packages/AdaptiveSparsity")
 | 
						||
    (synopsis "Adaptive sparsity models")
 | 
						||
    (description
 | 
						||
     "This package implements the Figueiredo machine learning algorithm for
 | 
						||
adaptive sparsity and the Wong algorithm for adaptively sparse gaussian
 | 
						||
geometric models.")
 | 
						||
    (license license:lgpl3+)))
 | 
						||
 | 
						||
(define-public r-kernlab
 | 
						||
  (package
 | 
						||
    (name "r-kernlab")
 | 
						||
    (version "0.9-27")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (cran-uri "kernlab" version))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "1m0xqf6gyvwayz7w3c83y32ayvnlz0jicj8ijk808zq9sh7dbbgn"))))
 | 
						||
    (build-system r-build-system)
 | 
						||
    (home-page "https://cran.r-project.org/web/packages/kernlab")
 | 
						||
    (synopsis "Kernel-based machine learning tools")
 | 
						||
    (description
 | 
						||
     "This package provides kernel-based machine learning methods for
 | 
						||
classification, regression, clustering, novelty detection, quantile regression
 | 
						||
and dimensionality reduction.  Among other methods @code{kernlab} includes
 | 
						||
Support Vector Machines, Spectral Clustering, Kernel PCA, Gaussian Processes
 | 
						||
and a QP solver.")
 | 
						||
    (license license:gpl2)))
 | 
						||
 | 
						||
(define-public dlib
 | 
						||
  (package
 | 
						||
    (name "dlib")
 | 
						||
    (version "19.7")
 | 
						||
    (source (origin
 | 
						||
              (method url-fetch)
 | 
						||
              (uri (string-append
 | 
						||
                    "http://dlib.net/files/dlib-" version ".tar.bz2"))
 | 
						||
              (sha256
 | 
						||
               (base32
 | 
						||
                "1mljz02kwkrbggyncxv5fpnyjdybw2qihaacb3js8yfkw12vwpc2"))
 | 
						||
              (modules '((guix build utils)))
 | 
						||
              (snippet
 | 
						||
               '(begin
 | 
						||
                  ;; Delete ~13MB of bundled dependencies.
 | 
						||
                  (delete-file-recursively "dlib/external")
 | 
						||
                  (delete-file-recursively "docs/dlib/external")
 | 
						||
                  #t))))
 | 
						||
    (build-system cmake-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (add-after 'unpack 'disable-asserts
 | 
						||
           (lambda _
 | 
						||
             ;; config.h recommends explicitly enabling or disabling asserts
 | 
						||
             ;; when building as a shared library. By default neither is set.
 | 
						||
             (substitute* "dlib/config.h"
 | 
						||
               (("^//#define DLIB_DISABLE_ASSERTS") "#define DLIB_DISABLE_ASSERTS"))
 | 
						||
             #t))
 | 
						||
         (add-after 'disable-asserts 'disable-failing-tests
 | 
						||
           (lambda _
 | 
						||
             ;; One test times out on MIPS, so we need to disable it.
 | 
						||
             ;; Others are flaky on some platforms.
 | 
						||
             (let* ((system ,(or (%current-target-system)
 | 
						||
                                 (%current-system)))
 | 
						||
                    (disabled-tests (cond
 | 
						||
                                     ((string-prefix? "mips64" system)
 | 
						||
                                      '("object_detector" ; timeout
 | 
						||
                                        "data_io"))
 | 
						||
                                     ((string-prefix? "armhf" system)
 | 
						||
                                      '("learning_to_track"))
 | 
						||
                                     ((string-prefix? "i686" system)
 | 
						||
                                      '("optimization"))
 | 
						||
                                     (else '()))))
 | 
						||
               (for-each
 | 
						||
                (lambda (test)
 | 
						||
                  (substitute* "dlib/test/makefile"
 | 
						||
                    (((string-append "SRC \\+= " test "\\.cpp")) "")))
 | 
						||
                disabled-tests)
 | 
						||
               #t)))
 | 
						||
         (replace 'check
 | 
						||
           (lambda _
 | 
						||
             ;; No test target, so we build and run the unit tests here.
 | 
						||
             (let ((test-dir (string-append "../dlib-" ,version "/dlib/test")))
 | 
						||
               (with-directory-excursion test-dir
 | 
						||
                 (invoke "make" "-j" (number->string (parallel-job-count)))
 | 
						||
                 (invoke "./dtest" "--runall"))
 | 
						||
               #t)))
 | 
						||
         (add-after 'install 'delete-static-library
 | 
						||
           (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
             (delete-file (string-append (assoc-ref outputs "out")
 | 
						||
                                         "/lib/libdlib.a"))
 | 
						||
             #t)))))
 | 
						||
    (native-inputs
 | 
						||
     `(("pkg-config" ,pkg-config)
 | 
						||
       ;; For tests.
 | 
						||
       ("libnsl" ,libnsl)))
 | 
						||
    (inputs
 | 
						||
     `(("giflib" ,giflib)
 | 
						||
       ("lapack" ,lapack)
 | 
						||
       ("libjpeg" ,libjpeg)
 | 
						||
       ("libpng" ,libpng)
 | 
						||
       ("libx11" ,libx11)
 | 
						||
       ("openblas" ,openblas)
 | 
						||
       ("zlib" ,zlib)))
 | 
						||
    (synopsis
 | 
						||
     "Toolkit for making machine learning and data analysis applications in C++")
 | 
						||
    (description
 | 
						||
     "Dlib is a modern C++ toolkit containing machine learning algorithms and
 | 
						||
tools.  It is used in both industry and academia in a wide range of domains
 | 
						||
including robotics, embedded devices, mobile phones, and large high performance
 | 
						||
computing environments.")
 | 
						||
    (home-page "http://dlib.net")
 | 
						||
    (license license:boost1.0)))
 | 
						||
 | 
						||
(define-public python-scikit-learn
 | 
						||
  (package
 | 
						||
    (name "python-scikit-learn")
 | 
						||
    (version "0.20.1")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method git-fetch)
 | 
						||
       (uri (git-reference
 | 
						||
             (url "https://github.com/scikit-learn/scikit-learn.git")
 | 
						||
             (commit version)))
 | 
						||
       (file-name (git-file-name name version))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "0fkhwg3xn1s7ln9q1szq6kwc4jhwvjh8w4kmv9wcrqy7cq3lbv0d"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (add-after 'build 'build-ext
 | 
						||
           (lambda _ (invoke "python" "setup.py" "build_ext" "--inplace") #t))
 | 
						||
         (replace 'check
 | 
						||
           (lambda _
 | 
						||
             ;; Restrict OpenBLAS threads to prevent segfaults while testing!
 | 
						||
             (setenv "OPENBLAS_NUM_THREADS" "1")
 | 
						||
 | 
						||
             ;; Some tests require write access to $HOME.
 | 
						||
             (setenv "HOME" "/tmp")
 | 
						||
 | 
						||
             (invoke "pytest" "sklearn" "-m" "not network")))
 | 
						||
         ;; FIXME: This fails with permission denied
 | 
						||
         (delete 'reset-gzip-timestamps))))
 | 
						||
    (inputs
 | 
						||
     `(("openblas" ,openblas)))
 | 
						||
    (native-inputs
 | 
						||
     `(("python-pytest" ,python-pytest)
 | 
						||
       ("python-pandas" ,python-pandas) ;for tests
 | 
						||
       ("python-cython" ,python-cython)))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-numpy" ,python-numpy)
 | 
						||
       ("python-scipy" ,python-scipy)))
 | 
						||
    (home-page "http://scikit-learn.org/")
 | 
						||
    (synopsis "Machine Learning in Python")
 | 
						||
    (description
 | 
						||
     "Scikit-learn provides simple and efficient tools for data mining and
 | 
						||
data analysis.")
 | 
						||
    (license license:bsd-3)))
 | 
						||
 | 
						||
(define-public python2-scikit-learn
 | 
						||
  (package-with-python2 python-scikit-learn))
 | 
						||
 | 
						||
(define-public python-autograd
 | 
						||
  (let* ((commit "442205dfefe407beffb33550846434baa90c4de7")
 | 
						||
         (revision "0")
 | 
						||
         (version (git-version "0.0.0" revision commit)))
 | 
						||
    (package
 | 
						||
      (name "python-autograd")
 | 
						||
      (home-page "https://github.com/HIPS/autograd")
 | 
						||
      (source (origin
 | 
						||
                (method git-fetch)
 | 
						||
                (uri (git-reference
 | 
						||
                      (url home-page)
 | 
						||
                      (commit commit)))
 | 
						||
                (sha256
 | 
						||
                 (base32
 | 
						||
                  "189sv2xb0mwnjawa9z7mrgdglc1miaq93pnck26r28fi1jdwg0z4"))
 | 
						||
                (file-name (git-file-name name version))))
 | 
						||
      (version version)
 | 
						||
      (build-system python-build-system)
 | 
						||
      (native-inputs
 | 
						||
       `(("python-nose" ,python-nose)
 | 
						||
         ("python-pytest" ,python-pytest)))
 | 
						||
      (propagated-inputs
 | 
						||
       `(("python-future" ,python-future)
 | 
						||
         ("python-numpy" ,python-numpy)))
 | 
						||
      (arguments
 | 
						||
       `(#:phases (modify-phases %standard-phases
 | 
						||
                    (replace 'check
 | 
						||
                      (lambda _
 | 
						||
                        (invoke "py.test" "-v"))))))
 | 
						||
      (synopsis "Efficiently computes derivatives of NumPy code")
 | 
						||
      (description "Autograd can automatically differentiate native Python and
 | 
						||
NumPy code.  It can handle a large subset of Python's features, including loops,
 | 
						||
ifs, recursion and closures, and it can even take derivatives of derivatives
 | 
						||
of derivatives.  It supports reverse-mode differentiation
 | 
						||
(a.k.a. backpropagation), which means it can efficiently take gradients of
 | 
						||
scalar-valued functions with respect to array-valued arguments, as well as
 | 
						||
forward-mode differentiation, and the two can be composed arbitrarily.  The
 | 
						||
main intended application of Autograd is gradient-based optimization.")
 | 
						||
      (license license:expat))))
 | 
						||
 | 
						||
(define-public python2-autograd
 | 
						||
  (package-with-python2 python-autograd))
 | 
						||
 | 
						||
(define-public lightgbm
 | 
						||
  (package
 | 
						||
    (name "lightgbm")
 | 
						||
    (version "2.0.12")
 | 
						||
    (source (origin
 | 
						||
              (method url-fetch)
 | 
						||
              (uri (string-append
 | 
						||
                    "https://github.com/Microsoft/LightGBM/archive/v"
 | 
						||
                    version ".tar.gz"))
 | 
						||
              (sha256
 | 
						||
               (base32
 | 
						||
                "132zf0yk0545mg72hyzxm102g3hpb6ixx9hnf8zd2k55gas6cjj1"))
 | 
						||
              (file-name (string-append name "-" version ".tar.gz"))))
 | 
						||
    (native-inputs
 | 
						||
     `(("python-pytest" ,python-pytest)
 | 
						||
       ("python-nose" ,python-nose)))
 | 
						||
    (inputs
 | 
						||
     `(("openmpi" ,openmpi)))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-numpy" ,python-numpy)
 | 
						||
       ("python-scipy" ,python-scipy)))
 | 
						||
    (arguments
 | 
						||
     `(#:configure-flags
 | 
						||
       '("-DUSE_MPI=ON")
 | 
						||
       #:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (replace 'check
 | 
						||
           (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
             (with-directory-excursion ,(string-append "../LightGBM-" version)
 | 
						||
               (invoke "pytest" "tests/c_api_test/test_.py")))))))
 | 
						||
    (build-system cmake-build-system)
 | 
						||
    (home-page "https://github.com/Microsoft/LightGBM")
 | 
						||
    (synopsis "Gradient boosting framework based on decision tree algorithms")
 | 
						||
    (description "LightGBM is a gradient boosting framework that uses tree
 | 
						||
based learning algorithms.  It is designed to be distributed and efficient with
 | 
						||
the following advantages:
 | 
						||
 | 
						||
@itemize
 | 
						||
@item Faster training speed and higher efficiency
 | 
						||
@item Lower memory usage
 | 
						||
@item Better accuracy
 | 
						||
@item Parallel and GPU learning supported (not enabled in this package)
 | 
						||
@item Capable of handling large-scale data
 | 
						||
@end itemize\n")
 | 
						||
    (license license:expat)))
 | 
						||
 | 
						||
(define-public vowpal-wabbit
 | 
						||
  ;; Language bindings not included.
 | 
						||
  (package
 | 
						||
    (name "vowpal-wabbit")
 | 
						||
    (version "8.5.0")
 | 
						||
    (source (origin
 | 
						||
              (method url-fetch)
 | 
						||
              (uri (string-append
 | 
						||
                    "https://github.com/JohnLangford/vowpal_wabbit/archive/"
 | 
						||
                    version ".tar.gz"))
 | 
						||
              (sha256
 | 
						||
               (base32
 | 
						||
                "0clp2kb7rk5sckhllxjr5a651awf4s8dgzg4659yh4hf5cqnf0gr"))
 | 
						||
              (file-name (string-append name "-" version ".tar.gz"))))
 | 
						||
    (inputs
 | 
						||
     `(("boost" ,boost)
 | 
						||
       ("zlib" ,zlib)))
 | 
						||
    (arguments
 | 
						||
     `(#:configure-flags
 | 
						||
       (list (string-append "--with-boost="
 | 
						||
                            (assoc-ref %build-inputs "boost")))))
 | 
						||
    (build-system gnu-build-system)
 | 
						||
    (home-page "https://github.com/JohnLangford/vowpal_wabbit")
 | 
						||
    (synopsis "Fast machine learning library for online learning")
 | 
						||
    (description "Vowpal Wabbit is a machine learning system with techniques
 | 
						||
such as online, hashing, allreduce, reductions, learning2search, active, and
 | 
						||
interactive learning.")
 | 
						||
    (license license:bsd-3)))
 | 
						||
 | 
						||
(define-public python2-fastlmm
 | 
						||
  (package
 | 
						||
    (name "python2-fastlmm")
 | 
						||
    (version "0.2.21")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (pypi-uri "fastlmm" version ".zip"))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "1q8c34rpmwkfy3r4d5172pzdkpfryj561897z9r3x22gq7813x1m"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:tests? #f ; some test files are missing
 | 
						||
       #:python ,python-2)) ; only Python 2.7 is supported
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python2-numpy" ,python2-numpy)
 | 
						||
       ("python2-scipy" ,python2-scipy)
 | 
						||
       ("python2-matplotlib" ,python2-matplotlib)
 | 
						||
       ("python2-pandas" ,python2-pandas)
 | 
						||
       ("python2-scikit-learn" ,python2-scikit-learn)
 | 
						||
       ("python2-pysnptools" ,python2-pysnptools)))
 | 
						||
    (native-inputs
 | 
						||
     `(("unzip" ,unzip)
 | 
						||
       ("python2-cython" ,python2-cython)
 | 
						||
       ("python2-mock" ,python2-mock)
 | 
						||
       ("python2-nose" ,python2-nose)))
 | 
						||
    (home-page "http://research.microsoft.com/en-us/um/redmond/projects/mscompbio/fastlmm/")
 | 
						||
    (synopsis "Perform genome-wide association studies on large data sets")
 | 
						||
    (description
 | 
						||
     "FaST-LMM, which stands for Factored Spectrally Transformed Linear Mixed
 | 
						||
Models, is a program for performing both single-SNP and SNP-set genome-wide
 | 
						||
association studies (GWAS) on extremely large data sets.")
 | 
						||
    (license license:asl2.0)))
 | 
						||
 | 
						||
;; There have been no proper releases yet.
 | 
						||
(define-public kaldi
 | 
						||
  (let ((commit "2f95609f0bb085bd3a1dc5eb0a39f3edea59e606")
 | 
						||
        (revision "1"))
 | 
						||
    (package
 | 
						||
      (name "kaldi")
 | 
						||
      (version (git-version "0" revision commit))
 | 
						||
      (source (origin
 | 
						||
                (method git-fetch)
 | 
						||
                (uri (git-reference
 | 
						||
                      (url "https://github.com/kaldi-asr/kaldi.git")
 | 
						||
                      (commit commit)))
 | 
						||
                (file-name (git-file-name name version))
 | 
						||
                (sha256
 | 
						||
                 (base32
 | 
						||
                  "082qh3pfi7hvncylp4xsmkfahbd7gb0whdfa4rwrx7fxk9rdh3kz"))))
 | 
						||
      (build-system gnu-build-system)
 | 
						||
      (arguments
 | 
						||
       `(#:test-target "test"
 | 
						||
         #:phases
 | 
						||
         (modify-phases %standard-phases
 | 
						||
           (add-after 'unpack 'chdir
 | 
						||
             (lambda _ (chdir "src") #t))
 | 
						||
           (replace 'configure
 | 
						||
             (lambda* (#:key build system inputs outputs #:allow-other-keys)
 | 
						||
               (when (not (or (string-prefix? "x86_64" system)
 | 
						||
                              (string-prefix? "i686" system)))
 | 
						||
                 (substitute* "makefiles/linux_openblas.mk"
 | 
						||
                   (("-msse -msse2") "")))
 | 
						||
               (substitute* "makefiles/default_rules.mk"
 | 
						||
                 (("/bin/bash") (which "bash")))
 | 
						||
               (substitute* "Makefile"
 | 
						||
                 (("ext_depend: check_portaudio")
 | 
						||
                  "ext_depend:"))
 | 
						||
               (substitute* '("online/Makefile"
 | 
						||
                              "onlinebin/Makefile"
 | 
						||
                              "gst-plugin/Makefile")
 | 
						||
                 (("../../tools/portaudio/install")
 | 
						||
                  (assoc-ref inputs "portaudio")))
 | 
						||
 | 
						||
               ;; This `configure' script doesn't support variables passed as
 | 
						||
               ;; arguments, nor does it support "prefix".
 | 
						||
               (let ((out (assoc-ref outputs "out"))
 | 
						||
                     (openblas (assoc-ref inputs "openblas"))
 | 
						||
                     (openfst (assoc-ref inputs "openfst")))
 | 
						||
                 (substitute* "configure"
 | 
						||
                   (("check_for_slow_expf;") "")
 | 
						||
                   ;; This affects the RPATH and also serves as the installation
 | 
						||
                   ;; directory.
 | 
						||
                   (("KALDILIBDIR=`pwd`/lib")
 | 
						||
                    (string-append "KALDILIBDIR=" out "/lib")))
 | 
						||
                 (mkdir-p out) ; must exist
 | 
						||
                 (setenv "CONFIG_SHELL" (which "bash"))
 | 
						||
                 (setenv "OPENFST_VER" ,(package-version openfst))
 | 
						||
                 (invoke "./configure"
 | 
						||
                         "--use-cuda=no"
 | 
						||
                         "--shared"
 | 
						||
                         (string-append "--openblas-root=" openblas)
 | 
						||
                         (string-append "--fst-root=" openfst)))))
 | 
						||
           (add-after 'build 'build-ext-and-gstreamer-plugin
 | 
						||
             (lambda _
 | 
						||
               (invoke "make" "-C" "online" "depend")
 | 
						||
               (invoke "make" "-C" "online")
 | 
						||
               (invoke "make" "-C" "onlinebin" "depend")
 | 
						||
               (invoke "make" "-C" "onlinebin")
 | 
						||
               (invoke "make" "-C" "gst-plugin" "depend")
 | 
						||
               (invoke "make" "-C" "gst-plugin")
 | 
						||
               #t))
 | 
						||
           ;; TODO: also install the executables.
 | 
						||
           (replace 'install
 | 
						||
             (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
               (let* ((out (assoc-ref outputs "out"))
 | 
						||
                      (inc (string-append out "/include"))
 | 
						||
                      (lib (string-append out "/lib")))
 | 
						||
                 (mkdir-p lib)
 | 
						||
                 ;; The build phase installed symlinks to the actual
 | 
						||
                 ;; libraries.  Install the actual targets.
 | 
						||
                 (for-each (lambda (file)
 | 
						||
                             (let ((target (readlink file)))
 | 
						||
                               (delete-file file)
 | 
						||
                               (install-file target lib)))
 | 
						||
                           (find-files lib "\\.so"))
 | 
						||
                 ;; Install headers
 | 
						||
                 (for-each (lambda (file)
 | 
						||
                             (let ((target-dir (string-append inc "/" (dirname file))))
 | 
						||
                               (install-file file target-dir)))
 | 
						||
                           (find-files "." "\\.h"))
 | 
						||
                 (install-file "gst-plugin/libgstonlinegmmdecodefaster.so"
 | 
						||
                               (string-append lib "/gstreamer-1.0"))
 | 
						||
                 #t))))))
 | 
						||
      (inputs
 | 
						||
       `(("alsa-lib" ,alsa-lib)
 | 
						||
         ("gfortran" ,gfortran "lib")
 | 
						||
         ("glib" ,glib)
 | 
						||
         ("gstreamer" ,gstreamer)
 | 
						||
         ("jack" ,jack-1)
 | 
						||
         ("openblas" ,openblas)
 | 
						||
         ("openfst" ,openfst)
 | 
						||
         ("portaudio" ,portaudio)
 | 
						||
         ("python" ,python)))
 | 
						||
      (native-inputs
 | 
						||
       `(("glib" ,glib "bin")             ; glib-genmarshal
 | 
						||
         ("grep" ,grep)
 | 
						||
         ("sed" ,sed)
 | 
						||
         ("pkg-config" ,pkg-config)
 | 
						||
         ("which" ,which)))
 | 
						||
      (home-page "https://kaldi-asr.org/")
 | 
						||
      (synopsis "Speech recognition toolkit")
 | 
						||
      (description "Kaldi is an extensible toolkit for speech recognition
 | 
						||
written in C++.")
 | 
						||
      (license license:asl2.0))))
 | 
						||
 | 
						||
(define-public gst-kaldi-nnet2-online
 | 
						||
  (let ((commit "617e43e73c7cc45eb9119028c02bd4178f738c4a")
 | 
						||
        (revision "1"))
 | 
						||
    (package
 | 
						||
      (name "gst-kaldi-nnet2-online")
 | 
						||
      (version (git-version "0" revision commit))
 | 
						||
      (source (origin
 | 
						||
                (method git-fetch)
 | 
						||
                (uri (git-reference
 | 
						||
                      (url "https://github.com/alumae/gst-kaldi-nnet2-online.git")
 | 
						||
                      (commit commit)))
 | 
						||
                (file-name (git-file-name name version))
 | 
						||
                (sha256
 | 
						||
                 (base32
 | 
						||
                  "0xh3w67b69818s6ib02ara4lw7wamjdmh4jznvkpzrs4skbs9jx9"))))
 | 
						||
      (build-system gnu-build-system)
 | 
						||
      (arguments
 | 
						||
       `(#:tests? #f                    ; there are none
 | 
						||
         #:make-flags
 | 
						||
         (list (string-append "SHELL="
 | 
						||
                              (assoc-ref %build-inputs "bash") "/bin/bash")
 | 
						||
               (string-append "KALDI_ROOT="
 | 
						||
                              (assoc-ref %build-inputs "kaldi-src"))
 | 
						||
               (string-append "KALDILIBDIR="
 | 
						||
                              (assoc-ref %build-inputs "kaldi") "/lib")
 | 
						||
               "KALDI_FLAVOR=dynamic")
 | 
						||
         #:phases
 | 
						||
         (modify-phases %standard-phases
 | 
						||
           (add-after 'unpack 'chdir
 | 
						||
             (lambda _ (chdir "src") #t))
 | 
						||
           (replace 'configure
 | 
						||
             (lambda* (#:key inputs #:allow-other-keys)
 | 
						||
               (let ((glib (assoc-ref inputs "glib")))
 | 
						||
                 (setenv "CXXFLAGS" "-std=c++11 -fPIC")
 | 
						||
                 (setenv "CPLUS_INCLUDE_PATH"
 | 
						||
                         (string-append glib "/include/glib-2.0:"
 | 
						||
                                        glib "/lib/glib-2.0/include:"
 | 
						||
                                        (assoc-ref inputs "gstreamer")
 | 
						||
                                        "/include/gstreamer-1.0:"
 | 
						||
                                        (getenv "CPLUS_INCLUDE_PATH"))))
 | 
						||
               (substitute* "Makefile"
 | 
						||
                 (("include \\$\\(KALDI_ROOT\\)/src/kaldi.mk") "")
 | 
						||
                 (("\\$\\(error Cannot find") "#"))))
 | 
						||
           (add-before 'build 'build-depend
 | 
						||
             (lambda* (#:key make-flags #:allow-other-keys)
 | 
						||
               (apply invoke "make" "depend" make-flags)))
 | 
						||
           (replace 'install
 | 
						||
             (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
               (let* ((out (assoc-ref outputs "out"))
 | 
						||
                      (lib (string-append out "/lib/gstreamer-1.0")))
 | 
						||
                 (install-file "libgstkaldinnet2onlinedecoder.so" lib)
 | 
						||
                 #t))))))
 | 
						||
      (inputs
 | 
						||
       `(("glib" ,glib)
 | 
						||
         ("gstreamer" ,gstreamer)
 | 
						||
         ("jansson" ,jansson)
 | 
						||
         ("openfst" ,openfst)
 | 
						||
         ("kaldi" ,kaldi)))
 | 
						||
      (native-inputs
 | 
						||
       `(("bash" ,bash)
 | 
						||
         ("glib:bin" ,glib "bin")       ; glib-genmarshal
 | 
						||
         ("kaldi-src" ,(package-source kaldi))
 | 
						||
         ("pkg-config" ,pkg-config)))
 | 
						||
      (home-page "https://kaldi-asr.org/")
 | 
						||
      (synopsis "Gstreamer plugin for decoding speech")
 | 
						||
      (description "This package provides a GStreamer plugin that wraps
 | 
						||
Kaldi's @code{SingleUtteranceNnet2Decoder}.  It requires iVector-adapted DNN
 | 
						||
acoustic models.  The iVectors are adapted to the current audio stream
 | 
						||
automatically.")
 | 
						||
      (license license:asl2.0))))
 | 
						||
 | 
						||
(define-public kaldi-gstreamer-server
 | 
						||
  (let ((commit "1735ba49c5dc0ebfc184e45105fc600cd9f1f508")
 | 
						||
        (revision "1"))
 | 
						||
    (package
 | 
						||
      (name "kaldi-gstreamer-server")
 | 
						||
      (version (git-version "0" revision commit))
 | 
						||
      (source (origin
 | 
						||
                (method git-fetch)
 | 
						||
                (uri (git-reference
 | 
						||
                      (url "https://github.com/alumae/kaldi-gstreamer-server.git")
 | 
						||
                      (commit commit)))
 | 
						||
                (file-name (git-file-name name version))
 | 
						||
                (sha256
 | 
						||
                 (base32
 | 
						||
                  "0j701m7lbwmzqxsfanj882v7881hrbmpqybbczbxqpcbg8q34w0k"))))
 | 
						||
      (build-system gnu-build-system)
 | 
						||
      (arguments
 | 
						||
       `(#:tests? #f ; there are no tests that can be run automatically
 | 
						||
         #:modules ((guix build utils)
 | 
						||
                    (guix build gnu-build-system)
 | 
						||
                    (srfi srfi-26))
 | 
						||
         #:phases
 | 
						||
         (modify-phases %standard-phases
 | 
						||
           (delete 'configure)
 | 
						||
           (replace 'build
 | 
						||
             (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
               ;; Disable hash randomization to ensure the generated .pycs
 | 
						||
               ;; are reproducible.
 | 
						||
               (setenv "PYTHONHASHSEED" "0")
 | 
						||
               (with-directory-excursion "kaldigstserver"
 | 
						||
                 (for-each (lambda (file)
 | 
						||
                             (apply invoke
 | 
						||
                                    `("python"
 | 
						||
                                      "-m" "compileall"
 | 
						||
                                      "-f" ; force rebuild
 | 
						||
                                      ,file)))
 | 
						||
                           (find-files "." "\\.py$")))
 | 
						||
               #t))
 | 
						||
           (replace 'install
 | 
						||
             (lambda* (#:key inputs outputs #:allow-other-keys)
 | 
						||
               (let* ((out (assoc-ref outputs "out"))
 | 
						||
                      (bin (string-append out "/bin"))
 | 
						||
                      (share (string-append out "/share/kaldi-gstreamer-server/")))
 | 
						||
                 ;; Install Python files
 | 
						||
                 (with-directory-excursion "kaldigstserver"
 | 
						||
                   (for-each (cut install-file <> share)
 | 
						||
                             (find-files "." ".*")))
 | 
						||
 | 
						||
                 ;; Install sample configuration files
 | 
						||
                 (for-each (cut install-file <> share)
 | 
						||
                           (find-files "." "\\.yaml"))
 | 
						||
 | 
						||
                 ;; Install executables
 | 
						||
                 (mkdir-p bin)
 | 
						||
                 (let* ((server (string-append bin "/kaldi-gst-server"))
 | 
						||
                        (client (string-append bin "/kaldi-gst-client"))
 | 
						||
                        (worker (string-append bin "/kaldi-gst-worker"))
 | 
						||
                        (PYTHONPATH (getenv "PYTHONPATH"))
 | 
						||
                        (GST_PLUGIN_PATH (string-append
 | 
						||
                                          (assoc-ref inputs "gst-kaldi-nnet2-online")
 | 
						||
                                          "/lib/gstreamer-1.0:${GST_PLUGIN_PATH}"))
 | 
						||
                        (wrap (lambda (wrapper what)
 | 
						||
                                (with-output-to-file wrapper
 | 
						||
                                  (lambda _
 | 
						||
                                    (format #t
 | 
						||
                                            "#!~a
 | 
						||
export PYTHONPATH=~a
 | 
						||
export GST_PLUGIN_PATH=~a
 | 
						||
exec ~a ~a/~a \"$@\"~%"
 | 
						||
                                            (which "bash") PYTHONPATH GST_PLUGIN_PATH
 | 
						||
                                            (which "python") share what)))
 | 
						||
                                (chmod wrapper #o555))))
 | 
						||
                   (for-each wrap
 | 
						||
                             (list server client worker)
 | 
						||
                             (list "master_server.py"
 | 
						||
                                   "client.py"
 | 
						||
                                   "worker.py")))
 | 
						||
                 #t))))))
 | 
						||
      (inputs
 | 
						||
       `(("gst-kaldi-nnet2-online" ,gst-kaldi-nnet2-online)
 | 
						||
         ("python2" ,python-2)
 | 
						||
         ("python2-futures" ,python2-futures)
 | 
						||
         ("python2-pygobject" ,python2-pygobject)
 | 
						||
         ("python2-pyyaml" ,python2-pyyaml)
 | 
						||
         ("python2-tornado" ,python2-tornado)
 | 
						||
         ("python2-ws4py" ,python2-ws4py-for-kaldi-gstreamer-server)))
 | 
						||
      (home-page "https://github.com/alumae/kaldi-gstreamer-server")
 | 
						||
      (synopsis "Real-time full-duplex speech recognition server")
 | 
						||
      (description "This is a real-time full-duplex speech recognition server,
 | 
						||
based on the Kaldi toolkit and the GStreamer framework and implemented in
 | 
						||
Python.")
 | 
						||
      (license license:bsd-2))))
 | 
						||
 | 
						||
(define-public grpc
 | 
						||
  (package
 | 
						||
    (name "grpc")
 | 
						||
    (version "1.16.1")
 | 
						||
    (source (origin
 | 
						||
              (method git-fetch)
 | 
						||
              (uri (git-reference
 | 
						||
                    (url "https://github.com/grpc/grpc.git")
 | 
						||
                    (commit (string-append "v" version))))
 | 
						||
              (file-name (git-file-name name version))
 | 
						||
              (sha256
 | 
						||
               (base32
 | 
						||
                "1jimqz3115f9pli5w6ik9wi7mjc7ix6y7yrq4a1ab9fc3dalj7p2"))))
 | 
						||
    (build-system cmake-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:tests? #f ; no test target
 | 
						||
       #:configure-flags
 | 
						||
       (list "-DgRPC_ZLIB_PROVIDER=package"
 | 
						||
             "-DgRPC_CARES_PROVIDER=package"
 | 
						||
             "-DgRPC_SSL_PROVIDER=package"
 | 
						||
             "-DgRPC_PROTOBUF_PROVIDER=package")))
 | 
						||
    (inputs
 | 
						||
     `(("c-ares" ,c-ares-next)
 | 
						||
       ("openssl" ,openssl)
 | 
						||
       ("zlib" ,zlib)))
 | 
						||
    (native-inputs
 | 
						||
     `(("protobuf" ,protobuf-next)
 | 
						||
       ("python" ,python-wrapper)))
 | 
						||
    (home-page "https://grpc.io")
 | 
						||
    (synopsis "High performance universal RPC framework")
 | 
						||
    (description "gRPC is a modern open source high performance @dfn{Remote
 | 
						||
Procedure Call} (RPC) framework that can run in any environment.  It can
 | 
						||
efficiently connect services in and across data centers with pluggable support
 | 
						||
for load balancing, tracing, health checking and authentication.  It is also
 | 
						||
applicable in last mile of distributed computing to connect devices, mobile
 | 
						||
applications and browsers to backend services.")
 | 
						||
    (license license:asl2.0)))
 |