* gnu/packages/machine-learning.scm (python-scikit-learn): Update to 0.24.2. [arguments]: Remove trailing #t.
		
			
				
	
	
		
			2756 lines
		
	
	
	
		
			115 KiB
		
	
	
	
		
			Scheme
		
	
	
	
	
	
			
		
		
	
	
			2756 lines
		
	
	
	
		
			115 KiB
		
	
	
	
		
			Scheme
		
	
	
	
	
	
;;; GNU Guix --- Functional package management for GNU
 | 
						||
;;; Copyright © 2015, 2016, 2017, 2018, 2019, 2020, 2021 Ricardo Wurmus <rekado@elephly.net>
 | 
						||
;;; Copyright © 2016, 2020, 2021 Efraim Flashner <efraim@flashner.co.il>
 | 
						||
;;; Copyright © 2016, 2017, 2020 Marius Bakke <mbakke@fastmail.com>
 | 
						||
;;; Copyright © 2016 Hartmut Goebel <h.goebel@crazy-compilers.com>
 | 
						||
;;; Copyright © 2018, 2019, 2020 Tobias Geerinckx-Rice <me@tobias.gr>
 | 
						||
;;; Copyright © 2018 Kei Kebreau <kkebreau@posteo.net>
 | 
						||
;;; Copyright © 2018 Mark Meyer <mark@ofosos.org>
 | 
						||
;;; Copyright © 2018 Ben Woodcroft <donttrustben@gmail.com>
 | 
						||
;;; Copyright © 2018 Fis Trivial <ybbs.daans@hotmail.com>
 | 
						||
;;; Copyright © 2018 Julien Lepiller <julien@lepiller.eu>
 | 
						||
;;; Copyright © 2018 Björn Höfling <bjoern.hoefling@bjoernhoefling.de>
 | 
						||
;;; Copyright © 2019 Nicolas Goaziou <mail@nicolasgoaziou.fr>
 | 
						||
;;; Copyright © 2019, 2020 Guillaume Le Vaillant <glv@posteo.net>
 | 
						||
;;; Copyright © 2019 Brett Gilio <brettg@gnu.org>
 | 
						||
;;; Copyright © 2020 Konrad Hinsen <konrad.hinsen@fastmail.net>
 | 
						||
;;; Copyright © 2020 Edouard Klein <edk@beaver-labs.com>
 | 
						||
;;; Copyright © 2020, 2021 Vinicius Monego <monego@posteo.net>
 | 
						||
;;; Copyright © 2020 Maxim Cournoyer <maxim.cournoyer@gmail.com>
 | 
						||
;;;
 | 
						||
;;; 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 cmake)
 | 
						||
  #:use-module (gnu packages cpp)
 | 
						||
  #:use-module (gnu packages cran)
 | 
						||
  #:use-module (gnu packages databases)
 | 
						||
  #:use-module (gnu packages dejagnu)
 | 
						||
  #:use-module (gnu packages gcc)
 | 
						||
  #:use-module (gnu packages glib)
 | 
						||
  #:use-module (gnu packages graphviz)
 | 
						||
  #:use-module (gnu packages gstreamer)
 | 
						||
  #:use-module (gnu packages image)
 | 
						||
  #:use-module (gnu packages libffi)
 | 
						||
  #:use-module (gnu packages linux)
 | 
						||
  #:use-module (gnu packages llvm)
 | 
						||
  #:use-module (gnu packages maths)
 | 
						||
  #:use-module (gnu packages mpi)
 | 
						||
  #:use-module (gnu packages ninja)
 | 
						||
  #:use-module (gnu packages ocaml)
 | 
						||
  #:use-module (gnu packages onc-rpc)
 | 
						||
  #:use-module (gnu packages parallel)
 | 
						||
  #: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-build)
 | 
						||
  #:use-module (gnu packages python-check)
 | 
						||
  #:use-module (gnu packages python-science)
 | 
						||
  #:use-module (gnu packages python-web)
 | 
						||
  #:use-module (gnu packages python-xyz)
 | 
						||
  #:use-module (gnu packages rpc)
 | 
						||
  #:use-module (gnu packages serialization)
 | 
						||
  #:use-module (gnu packages sphinx)
 | 
						||
  #:use-module (gnu packages statistics)
 | 
						||
  #:use-module (gnu packages sqlite)
 | 
						||
  #: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)
 | 
						||
  #:use-module (ice-9 match))
 | 
						||
 | 
						||
(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")
 | 
						||
                      (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 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 "3.23")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (string-append "https://www.csie.ntu.edu.tw/~cjlin/libsvm/"
 | 
						||
                           name "-" version ".tar.gz"))
 | 
						||
       (sha256
 | 
						||
        (base32 "0jpaq0rr92x38p4nk3gjan79ip67m6p80anb28z1d8601miysyi5"))))
 | 
						||
    (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 "https://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 "-checkout"))
 | 
						||
                (sha256
 | 
						||
                 (base32
 | 
						||
                  "0qbq1rqp94l530f043qzp8aw5lj7dng9wq0miffd7spd1ff638wq"))))
 | 
						||
      (build-system gnu-build-system)
 | 
						||
      (arguments
 | 
						||
       `(#:imported-modules (,@%gnu-build-system-modules
 | 
						||
                             (guix build python-build-system))
 | 
						||
         #:modules          ((guix build python-build-system)
 | 
						||
                             ,@%gnu-build-system-modules)
 | 
						||
         #: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 (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)))))
 | 
						||
      (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 git-fetch)
 | 
						||
       (uri (git-reference
 | 
						||
             (url "https://github.com/fhcrc/mcl")
 | 
						||
             (commit version)))
 | 
						||
       (file-name (git-file-name name version))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "0009dc3h2jp3qg5val452wngpqnbfyhbcxylghq0mrjqxx0jdq5p"))))
 | 
						||
    (build-system ocaml-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (add-before 'configure 'patch-paths
 | 
						||
           (lambda _
 | 
						||
             (substitute* "setup.ml"
 | 
						||
               (("LDFLAGS=-fPIC")
 | 
						||
                (string-append "LDFLAGS=-fPIC\"; \"SHELL=" (which "sh")))
 | 
						||
               (("-std=c89") "-std=gnu99")
 | 
						||
 | 
						||
               ;; This is a mutable string, which is no longer supported.  Use
 | 
						||
               ;; a byte buffer instead.
 | 
						||
               (("String.make \\(String.length s\\)")
 | 
						||
                "Bytes.make (String.length s)")
 | 
						||
 | 
						||
               ;; These two belong together.
 | 
						||
               (("OASISString.replace_chars")
 | 
						||
                "Bytes.to_string (OASISString.replace_chars")
 | 
						||
               ((" s;")
 | 
						||
                " s);"))
 | 
						||
             (substitute* "myocamlbuild.ml"
 | 
						||
               (("std=c89") "std=gnu99"))
 | 
						||
             ;; Since we build with a more recent OCaml, we have to use C99 or
 | 
						||
             ;; later.  This causes problems with the old C code.
 | 
						||
             (substitute* "src/impala/matrix.c"
 | 
						||
               (("restrict") "restrict_"))
 | 
						||
             #t)))))
 | 
						||
    (native-inputs
 | 
						||
     `(("ocamlbuild" ,ocamlbuild)))
 | 
						||
    (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 "1.7.9")
 | 
						||
    (source (origin
 | 
						||
              (method url-fetch)
 | 
						||
              (uri (string-append "http://www.openfst.org/twiki/pub/FST/"
 | 
						||
                                  "FstDownload/openfst-" version ".tar.gz"))
 | 
						||
              (sha256
 | 
						||
               (base32
 | 
						||
                "1pmx1yhn2gknj0an0zwqmzgwjaycapi896244np50a8y3nrsw6ck"))))
 | 
						||
    (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 "https://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
 | 
						||
combines 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 onnx
 | 
						||
  (package
 | 
						||
    (name "onnx")
 | 
						||
    (version "1.9.0")
 | 
						||
    (source (origin
 | 
						||
              (method git-fetch)
 | 
						||
              (uri (git-reference
 | 
						||
                    (url "https://github.com/onnx/onnx")
 | 
						||
                    (commit (string-append "v" version))))
 | 
						||
              (sha256
 | 
						||
               (base32
 | 
						||
                "1xnii361f68x0masxgfc4ai7hh3wlxxk56aznwf4m4yr6wqx47ml"))
 | 
						||
              (file-name (git-file-name name version))
 | 
						||
              (patches (search-patches "onnx-use-system-googletest.patch"
 | 
						||
                                       "onnx-shared-libraries.patch"
 | 
						||
                                       "onnx-skip-model-downloads.patch"))
 | 
						||
              (modules '((guix build utils)))
 | 
						||
              (snippet '(delete-file-recursively "third_party"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (arguments
 | 
						||
     '(#:phases (modify-phases %standard-phases
 | 
						||
                  (add-before 'build 'pass-cmake-arguments
 | 
						||
                    (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
                      ;; Pass options to the CMake-based build process.
 | 
						||
                      (define out
 | 
						||
                        (assoc-ref outputs "out"))
 | 
						||
 | 
						||
                      (define args
 | 
						||
                        ;; Copy arguments from 'cmake-build-system', plus ask
 | 
						||
                        ;; for shared libraries.
 | 
						||
                        (list "-DCMAKE_BUILD_TYPE=RelWithDebInfo"
 | 
						||
                              (string-append "-DCMAKE_INSTALL_PREFIX=" out)
 | 
						||
                              "-DCMAKE_INSTALL_LIBDIR=lib"
 | 
						||
                              "-DCMAKE_INSTALL_RPATH_USE_LINK_PATH=TRUE"
 | 
						||
                              (string-append "-DCMAKE_INSTALL_RPATH=" out
 | 
						||
                                             "/lib")
 | 
						||
                              "-DCMAKE_VERBOSE_MAKEFILE=ON"
 | 
						||
 | 
						||
                              "-DBUILD_SHARED_LIBS=ON"))
 | 
						||
 | 
						||
                      ;; This environment variable is honored by 'setup.py',
 | 
						||
                      ;; which passes it down to 'cmake'.
 | 
						||
                      (setenv "CMAKE_ARGS" (string-join args))
 | 
						||
 | 
						||
                      ;; This one is honored by 'setup.py' and passed to 'make
 | 
						||
                      ;; -j'.
 | 
						||
                      (setenv "MAX_JOBS"
 | 
						||
                              (number->string (parallel-job-count)))))
 | 
						||
                  (add-before 'check 'make-test-directory-writable
 | 
						||
                    (lambda _
 | 
						||
                      ;; Make things writable for tests.
 | 
						||
                      (setenv "HOME" (getcwd))
 | 
						||
                      (for-each make-file-writable
 | 
						||
                                (find-files "onnx/examples" "."
 | 
						||
                                            #:directories? #t))))
 | 
						||
                  (add-after 'install 'install-from-cmake
 | 
						||
                    (lambda _
 | 
						||
                      ;; Run "make install" in the build tree 'setup.py'
 | 
						||
                      ;; created for CMake so that libonnx.so,
 | 
						||
                      ;; libonnx_proto.so, etc. are installed.
 | 
						||
                      (invoke "make" "install"
 | 
						||
                              "-C" ".setuptools-cmake-build"))))))
 | 
						||
    (native-inputs
 | 
						||
     `(("cmake" ,cmake)
 | 
						||
       ("googletest" ,googletest)
 | 
						||
       ("pybind11" ,pybind11)
 | 
						||
       ("python-coverage" ,python-coverage)
 | 
						||
       ("python-nbval" ,python-nbval)
 | 
						||
       ("python-pytest" ,python-pytest)
 | 
						||
       ("python-pytest-runner" ,python-pytest-runner)))
 | 
						||
    (inputs
 | 
						||
     `(("protobuf" ,protobuf)))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-numpy" ,python-numpy)
 | 
						||
       ("python-protobuf" ,python-protobuf)
 | 
						||
       ("python-six" ,python-six)
 | 
						||
       ("python-tabulate" ,python-tabulate)
 | 
						||
       ("python-typing-extensions"
 | 
						||
        ,python-typing-extensions)))
 | 
						||
    (home-page "https://onnx.ai/")
 | 
						||
    (synopsis "Open Neural Network Exchange")
 | 
						||
    (description
 | 
						||
     "Open Neural Network Exchange (ONNX) provides an open source format for
 | 
						||
AI models, both deep learning and traditional ML.  It defines an extensible
 | 
						||
computation graph model, as well as definitions of built-in operators and
 | 
						||
standard data types.")
 | 
						||
    (license license:expat)))
 | 
						||
 | 
						||
(define-public python-onnx
 | 
						||
  ;; This used to be called "python-onnx" because it provided nothing but
 | 
						||
  ;; Python bindings.  The package now provides shared libraries and C++
 | 
						||
  ;; headers, hence the name change.
 | 
						||
  (deprecated-package "python-onnx" onnx))
 | 
						||
 | 
						||
(define-public onnx-optimizer
 | 
						||
  (package
 | 
						||
    (name "onnx-optimizer")
 | 
						||
    ;; Note: 0.2.x is *more* recent than 1.5.0.
 | 
						||
    (version "0.2.6")
 | 
						||
    (home-page "https://github.com/onnx/optimizer")
 | 
						||
    (source (origin
 | 
						||
              (method git-fetch)
 | 
						||
              (uri (git-reference
 | 
						||
                    (url home-page)
 | 
						||
                    (commit (string-append "v" version))))
 | 
						||
              (sha256
 | 
						||
               (base32
 | 
						||
                "1wkqqdxcxpfbf8zpbdfdd3zz5jkw775g31gyykj11z4y6pp659l6"))
 | 
						||
              (file-name (git-file-name name version))
 | 
						||
              (patches (search-patches "onnx-optimizer-system-library.patch"))
 | 
						||
              (modules '((guix build utils)))
 | 
						||
              (snippet '(delete-file-recursively "third_party"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (arguments (package-arguments onnx))          ;reuse build system tweaks
 | 
						||
    (native-inputs
 | 
						||
     `(("cmake" ,cmake)
 | 
						||
       ("python-pytest" ,python-pytest)
 | 
						||
       ("python-pytest-runner" ,python-pytest-runner)
 | 
						||
       ("python-nbval" ,python-nbval)
 | 
						||
       ("python-coverage" ,python-coverage)))
 | 
						||
    (inputs
 | 
						||
     `(("onnx" ,onnx)
 | 
						||
       ("protobuf" ,protobuf)
 | 
						||
       ("pybind11" ,pybind11)))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-numpy" ,python-numpy)))
 | 
						||
    (synopsis "Library to optimize ONNX models")
 | 
						||
    (description
 | 
						||
     "This package provides a C++ and Python library for performing arbitrary
 | 
						||
optimizations on ONNX models, as well as a growing list of prepackaged
 | 
						||
optimization passes.
 | 
						||
 | 
						||
Not all possible optimizations can be directly implemented on ONNX graphs---
 | 
						||
some will need additional backend-specific information---but many can, and the
 | 
						||
aim is to provide all such passes along with ONNX so that they can be re-used
 | 
						||
with a single function call.")
 | 
						||
    (license license:expat)))
 | 
						||
 | 
						||
(define-public rxcpp
 | 
						||
  (package
 | 
						||
    (name "rxcpp")
 | 
						||
    (version "4.1.0")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method git-fetch)
 | 
						||
       (uri (git-reference
 | 
						||
             (url "https://github.com/ReactiveX/RxCpp")
 | 
						||
             (commit (string-append "v" version))))
 | 
						||
       (sha256
 | 
						||
        (base32 "1rdpa3jlc181jd08nk437aar085h28i45s6nzrv65apb3xyyz0ij"))
 | 
						||
       (file-name (git-file-name name version))))
 | 
						||
    (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 gemmlowp
 | 
						||
  (let ((commit "f9959600daa42992baace8a49544a00a743ce1b6")
 | 
						||
        (version "0.1")
 | 
						||
        (revision "1"))
 | 
						||
    (package
 | 
						||
      (name "gemmlowp")
 | 
						||
      (version (git-version version revision commit))
 | 
						||
      (home-page "https://github.com/google/gemmlowp")
 | 
						||
      (source (origin
 | 
						||
                (method git-fetch)
 | 
						||
                (uri (git-reference (url home-page) (commit commit)))
 | 
						||
                (file-name (git-file-name name version))
 | 
						||
                (sha256
 | 
						||
                 (base32
 | 
						||
                  "1hzfhlhzcb827aza6a7drydc67dw5fm3qfqilb9ibskan8dsf0c6"))))
 | 
						||
      (arguments
 | 
						||
       `(#:configure-flags
 | 
						||
         (list ,@(match (%current-system)
 | 
						||
                   ((or "x86_64-linux" "i686-linux")
 | 
						||
                    '("-DCMAKE_CXX_FLAGS=-msse2"))
 | 
						||
                   (_ '())))
 | 
						||
         #:phases
 | 
						||
         (modify-phases %standard-phases
 | 
						||
           ;; This directory contains the CMakeLists.txt.
 | 
						||
           (add-after 'unpack 'chdir
 | 
						||
             (lambda _ (chdir "contrib") #t))
 | 
						||
           ;; There is no install target
 | 
						||
           (replace 'install
 | 
						||
             (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
               (let* ((out (assoc-ref outputs "out"))
 | 
						||
                      (lib (string-append out "/lib/"))
 | 
						||
                      (inc (string-append out "/include/")))
 | 
						||
                 (install-file "../build/libeight_bit_int_gemm.so" lib)
 | 
						||
                 (for-each (lambda (dir)
 | 
						||
                             (let ((target
 | 
						||
                                    (string-append inc "/gemmlowp/" dir)))
 | 
						||
                               (for-each (lambda (h)
 | 
						||
                                           (install-file h target))
 | 
						||
                                         (find-files (string-append "../" dir)
 | 
						||
                                                     "\\.h$"))))
 | 
						||
                           '("meta" "profiling" "public" "fixedpoint"
 | 
						||
                             "eight_bit_int_gemm" "internal"))))))))
 | 
						||
      (build-system cmake-build-system)
 | 
						||
      (synopsis "Small self-contained low-precision GEMM library")
 | 
						||
      (description
 | 
						||
       "This is a small self-contained low-precision @dfn{general matrix
 | 
						||
multiplication} (GEMM) library.  It is not a full linear algebra library.
 | 
						||
Low-precision means that the input and output matrix entries are integers on
 | 
						||
at most 8 bits.  To avoid overflow, results are internally accumulated on more
 | 
						||
than 8 bits, and at the end only some significant 8 bits are kept.")
 | 
						||
      (license license:asl2.0))))
 | 
						||
 | 
						||
(define-public gemmlowp-for-tensorflow
 | 
						||
  ;; The commit hash is taken from "tensorflow/workspace.bzl".
 | 
						||
  (let ((commit "38ebac7b059e84692f53e5938f97a9943c120d98")
 | 
						||
        (revision "2"))
 | 
						||
    (package
 | 
						||
      (inherit gemmlowp)
 | 
						||
      (version (git-version "0" revision commit))
 | 
						||
      (source (origin
 | 
						||
                (method url-fetch)
 | 
						||
                (uri (string-append "https://mirror.bazel.build/"
 | 
						||
                                    "github.com/google/gemmlowp/archive/"
 | 
						||
                                    commit ".zip"))
 | 
						||
                (file-name (string-append "gemmlowp-" version ".zip"))
 | 
						||
                (sha256
 | 
						||
                 (base32
 | 
						||
                  "0n56s2g8hrssm4w8qj1v58gfm56a04n9v992ixkmvk6zjiralzxq"))))
 | 
						||
      (arguments
 | 
						||
       (substitute-keyword-arguments (package-arguments gemmlowp)
 | 
						||
         ((#:phases phases)
 | 
						||
          `(modify-phases ,phases
 | 
						||
             (replace 'install
 | 
						||
               (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
                 (let* ((out (assoc-ref outputs "out"))
 | 
						||
                        (lib (string-append out "/lib/"))
 | 
						||
                        (inc (string-append out "/include/")))
 | 
						||
                   (install-file "../build/libeight_bit_int_gemm.so" lib)
 | 
						||
                   (for-each (lambda (dir)
 | 
						||
                               ;; Note: Install headers straight into
 | 
						||
                               ;; $includedir instead of $includedir/gemmlowp.
 | 
						||
                               (let ((target (string-append inc "/" dir)))
 | 
						||
                                 (for-each (lambda (h)
 | 
						||
                                             (install-file h target))
 | 
						||
                                           (find-files (string-append "../" dir)
 | 
						||
                                                       "\\.h$"))))
 | 
						||
                             '("meta" "profiling" "public" "fixedpoint"
 | 
						||
                               "eight_bit_int_gemm" "internal")))))))))
 | 
						||
      (native-inputs
 | 
						||
       `(("unzip" ,unzip)))
 | 
						||
      (properties '((hidden? . #t))))))
 | 
						||
 | 
						||
(define-public dlib
 | 
						||
  (package
 | 
						||
    (name "dlib")
 | 
						||
    (version "19.20")
 | 
						||
    (source (origin
 | 
						||
              (method url-fetch)
 | 
						||
              (uri (string-append
 | 
						||
                    "http://dlib.net/files/dlib-" version ".tar.bz2"))
 | 
						||
              (sha256
 | 
						||
               (base32
 | 
						||
                "139jyi19qz37wwmmy48gil9d1kkh2r3w3bwdzabha6ayxmba96nz"))
 | 
						||
              (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
 | 
						||
     `(#:configure-flags '("-DBUILD_SHARED_LIBS=ON")
 | 
						||
       #: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))))))
 | 
						||
    (native-inputs
 | 
						||
     `(("pkg-config" ,pkg-config)
 | 
						||
       ;; For tests.
 | 
						||
       ("libnsl" ,libnsl)))
 | 
						||
    (inputs
 | 
						||
     `(("giflib" ,giflib)
 | 
						||
       ("lapack" ,lapack)
 | 
						||
       ("libjpeg" ,libjpeg-turbo)
 | 
						||
       ("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 "0.24.2")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method git-fetch)
 | 
						||
       (uri (git-reference
 | 
						||
             (url "https://github.com/scikit-learn/scikit-learn")
 | 
						||
             (commit version)))
 | 
						||
       (file-name (git-file-name name version))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "0hm92biqwwc87bqnr56lwa5bz77lr7k9q21rdwksnfzq3vsdp2nm"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (add-after 'build 'build-ext
 | 
						||
           (lambda _ (invoke "python" "setup.py" "build_ext" "--inplace")))
 | 
						||
         (replace 'check
 | 
						||
           (lambda _
 | 
						||
             ;; Restrict OpenBLAS threads to prevent segfaults while testing!
 | 
						||
             (setenv "OPENBLAS_NUM_THREADS" "1")
 | 
						||
 | 
						||
             ;; Some tests require write access to $HOME.
 | 
						||
             (setenv "HOME" "/tmp")
 | 
						||
 | 
						||
             (invoke "pytest" "sklearn" "-m" "not network")))
 | 
						||
         (add-before 'reset-gzip-timestamps 'make-files-writable
 | 
						||
           (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
             ;; Make sure .gz files are writable so that the
 | 
						||
             ;; 'reset-gzip-timestamps' phase can do its work.
 | 
						||
             (let ((out (assoc-ref outputs "out")))
 | 
						||
               (for-each make-file-writable
 | 
						||
                         (find-files out "\\.gz$"))))))))
 | 
						||
    (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-threadpoolctl" ,python-threadpoolctl)
 | 
						||
       ("python-scipy" ,python-scipy)
 | 
						||
       ("python-joblib" ,python-joblib)))
 | 
						||
    (home-page "https://scikit-learn.org/")
 | 
						||
    (synopsis "Machine Learning in Python")
 | 
						||
    (description
 | 
						||
     "Scikit-learn provides simple and efficient tools for data mining and
 | 
						||
data analysis.")
 | 
						||
    (properties `((python2-variant . ,(delay python2-scikit-learn))))
 | 
						||
    (license license:bsd-3)))
 | 
						||
 | 
						||
;; scikit-learn 0.22 and later only supports Python 3, so we stick with
 | 
						||
;; an older version here.
 | 
						||
(define-public python2-scikit-learn
 | 
						||
  (let ((base (package-with-python2 (strip-python2-variant python-scikit-learn))))
 | 
						||
    (package
 | 
						||
      (inherit base)
 | 
						||
      (version "0.20.4")
 | 
						||
      (source (origin
 | 
						||
                (method git-fetch)
 | 
						||
                (uri (git-reference
 | 
						||
                      (url "https://github.com/scikit-learn/scikit-learn")
 | 
						||
                      (commit version)))
 | 
						||
                (file-name (git-file-name "python-scikit-learn" version))
 | 
						||
                (sha256
 | 
						||
                 (base32
 | 
						||
                  "08zbzi8yx5wdlxfx9jap61vg1malc9ajf576w7a0liv6jvvrxlpj"))))
 | 
						||
      (inputs
 | 
						||
       `(("openblas" ,openblas)))
 | 
						||
      (native-inputs
 | 
						||
       `(("python2-pytest" ,python2-pytest)
 | 
						||
         ("python2-pandas" ,python2-pandas) ;for tests
 | 
						||
         ("python2-cython" ,python2-cython)))
 | 
						||
      (propagated-inputs
 | 
						||
       `(("python2-numpy" ,python2-numpy)
 | 
						||
         ("python2-scipy" ,python2-scipy)
 | 
						||
         ("python2-joblib" ,python2-joblib))))))
 | 
						||
 | 
						||
(define-public python-threadpoolctl
 | 
						||
  (package
 | 
						||
    (name "python-threadpoolctl")
 | 
						||
    (version "2.1.0")
 | 
						||
    (source
 | 
						||
      (origin
 | 
						||
        (method url-fetch)
 | 
						||
        (uri (pypi-uri "threadpoolctl" version))
 | 
						||
        (sha256
 | 
						||
         (base32
 | 
						||
          "0szsxcm2fbxrn83iynn42bnvrdh7mfsmkhfn8pdn7swblfb7rifx"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (replace 'check
 | 
						||
           (lambda* (#:key tests? inputs outputs #:allow-other-keys)
 | 
						||
             (when tests?
 | 
						||
               (add-installed-pythonpath inputs outputs)
 | 
						||
               (invoke "pytest"))
 | 
						||
             #t)))))
 | 
						||
    (native-inputs
 | 
						||
     `(("python-pytest" ,python-pytest)))
 | 
						||
    (home-page "https://github.com/joblib/threadpoolctl")
 | 
						||
    (synopsis "Python helpers for common threading libraries")
 | 
						||
    (description "Thread-pool Controls provides Python helpers to limit the
 | 
						||
number of threads used in the threadpool-backed of common native libraries used
 | 
						||
for scientific computing and data science (e.g. BLAS and OpenMP).")
 | 
						||
    (license license:bsd-3)))
 | 
						||
 | 
						||
(define-public python-pynndescent
 | 
						||
  (package
 | 
						||
    (name "python-pynndescent")
 | 
						||
    (version "0.5.2")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (pypi-uri "pynndescent" version))
 | 
						||
       (sha256
 | 
						||
        (base32 "0w87c2v0li2rdbx6qfc2lb6y6bxpdy3jwfgzfs1kcr4d1chj5zfr"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (native-inputs
 | 
						||
     `(("python-nose" ,python-nose)))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-joblib" ,python-joblib)
 | 
						||
       ("python-llvmlite" ,python-llvmlite)
 | 
						||
       ("python-numba" ,python-numba)
 | 
						||
       ("python-scikit-learn" ,python-scikit-learn)
 | 
						||
       ("python-scipy" ,python-scipy)))
 | 
						||
    (home-page "https://github.com/lmcinnes/pynndescent")
 | 
						||
    (synopsis "Nearest neighbor descent for approximate nearest neighbors")
 | 
						||
    (description
 | 
						||
     "PyNNDescent provides a Python implementation of Nearest Neighbor Descent
 | 
						||
for k-neighbor-graph construction and approximate nearest neighbor search.")
 | 
						||
    (license license:bsd-2)))
 | 
						||
 | 
						||
(define-public python-opentsne
 | 
						||
  (package
 | 
						||
    (name "python-opentsne")
 | 
						||
    (version "0.5.2")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       ;; No tests in the PyPI tarball.
 | 
						||
       (method git-fetch)
 | 
						||
       (uri (git-reference
 | 
						||
             (url "https://github.com/pavlin-policar/openTSNE")
 | 
						||
             (commit (string-append "v" version))))
 | 
						||
       (file-name (string-append name "-" version "-checkout"))
 | 
						||
       (sha256
 | 
						||
        (base32 "1hl42wmafydk4fxdx05l180k3canmqw8h9r20fsqq2aq440b09gh"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         ;; Benchmarks require the 'macosko2015' data files.
 | 
						||
         (add-after 'unpack 'delete-benchmark
 | 
						||
           (lambda _
 | 
						||
             (delete-file-recursively "benchmarks")
 | 
						||
             #t))
 | 
						||
         ;; Numba needs a writable dir to cache functions.
 | 
						||
         (add-before 'check 'set-numba-cache-dir
 | 
						||
           (lambda _
 | 
						||
             (setenv "NUMBA_CACHE_DIR" "/tmp")
 | 
						||
             #t)))))
 | 
						||
    (native-inputs
 | 
						||
     `(("python-cython" ,python-cython)))
 | 
						||
    (inputs
 | 
						||
     `(("fftw" ,fftw)))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-numpy" ,python-numpy)
 | 
						||
       ("python-pynndescent" ,python-pynndescent)
 | 
						||
       ("python-scikit-learn" ,python-scikit-learn)
 | 
						||
       ("python-scipy" ,python-scipy)))
 | 
						||
    (home-page "https://github.com/pavlin-policar/openTSNE")
 | 
						||
    (synopsis "Extensible, parallel implementations of t-SNE")
 | 
						||
    (description
 | 
						||
     "This is a modular Python implementation of t-Distributed Stochastic
 | 
						||
Neighbor Embedding (t-SNE), a popular dimensionality-reduction algorithm for
 | 
						||
visualizing high-dimensional data sets.")
 | 
						||
    (license license:bsd-3)))
 | 
						||
 | 
						||
(define-public python-scikit-rebate
 | 
						||
  (package
 | 
						||
    (name "python-scikit-rebate")
 | 
						||
    (version "0.6")
 | 
						||
    (source (origin
 | 
						||
              (method url-fetch)
 | 
						||
              (uri (pypi-uri "skrebate" version))
 | 
						||
              (sha256
 | 
						||
               (base32
 | 
						||
                "1h7qs9gjxpzqabzhb8rmpv3jpmi5iq41kqdibg48299h94iikiw7"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    ;; Pandas is only needed to run the tests.
 | 
						||
    (native-inputs
 | 
						||
     `(("python-pandas" ,python-pandas)))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-numpy" ,python-numpy)
 | 
						||
       ("python-scipy" ,python-scipy)
 | 
						||
       ("python-scikit-learn" ,python-scikit-learn)
 | 
						||
       ("python-joblib" ,python-joblib)))
 | 
						||
    (home-page "https://epistasislab.github.io/scikit-rebate/")
 | 
						||
    (synopsis "Relief-based feature selection algorithms for Python")
 | 
						||
    (description "Scikit-rebate is a scikit-learn-compatible Python
 | 
						||
implementation of ReBATE, a suite of Relief-based feature selection algorithms
 | 
						||
for Machine Learning.  These algorithms excel at identifying features that are
 | 
						||
predictive of the outcome in supervised learning problems, and are especially
 | 
						||
good at identifying feature interactions that are normally overlooked by
 | 
						||
standard feature selection algorithms.")
 | 
						||
    (license license:expat)))
 | 
						||
 | 
						||
(define-public python-cmaes
 | 
						||
  (package
 | 
						||
    (name "python-cmaes")
 | 
						||
    (version "0.8.2")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method git-fetch) ;no tests in PyPI
 | 
						||
       (uri (git-reference
 | 
						||
             (url "https://github.com/CyberAgent/cmaes")
 | 
						||
             (commit (string-append "v" version))))
 | 
						||
       (sha256
 | 
						||
        (base32 "1jyckaifir528dz6m95nvky8hvqmz5gz6dlp65baahhbca0danzb"))
 | 
						||
       (file-name (git-file-name name version))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (native-inputs
 | 
						||
     `(("python-setuptools" ,python-setuptools) ;build fails without this
 | 
						||
       ("python-wheel" ,python-wheel)))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-numpy" ,python-numpy)))
 | 
						||
    (home-page "https://github.com/CyberAgent/cmaes")
 | 
						||
    (synopsis "CMA-ES implementation for Python")
 | 
						||
    (description "This package provides provides an implementation of the
 | 
						||
Covariance Matrix Adaptation Evolution Strategy (CMA-ES) for Python.")
 | 
						||
    (license license:expat)))
 | 
						||
 | 
						||
(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 git-fetch)
 | 
						||
              (uri (git-reference
 | 
						||
                     (url "https://github.com/Microsoft/LightGBM")
 | 
						||
                     (commit (string-append "v" version))))
 | 
						||
              (sha256
 | 
						||
               (base32
 | 
						||
                "0jlvyn7k81dzrh9ij3zw576wbgiwmmr26rzpdxjn1dbpc3njpvzi"))
 | 
						||
              (file-name (git-file-name name version))))
 | 
						||
    (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 _
 | 
						||
             (with-directory-excursion "../source"
 | 
						||
               (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 git-fetch)
 | 
						||
              (uri (git-reference
 | 
						||
                     (url "https://github.com/JohnLangford/vowpal_wabbit")
 | 
						||
                     (commit version)))
 | 
						||
              (sha256
 | 
						||
               (base32
 | 
						||
                "04bwzk6ifgnz3fmzid8b7avxf9n5pnx9xcjm61nkjng1vv0bpj8x"))
 | 
						||
              (file-name (git-file-name name version))))
 | 
						||
    (inputs
 | 
						||
     `(("boost" ,boost)
 | 
						||
       ("zlib" ,zlib)))
 | 
						||
    (arguments
 | 
						||
     `(#:configure-flags
 | 
						||
       (list (string-append "--with-boost="
 | 
						||
                            (assoc-ref %build-inputs "boost")))
 | 
						||
       #:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (add-after 'unpack 'make-files-writable
 | 
						||
           (lambda _
 | 
						||
             (for-each make-file-writable (find-files "." ".*")) #t))
 | 
						||
         (add-after 'install 'install-more-headers
 | 
						||
           (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
             (for-each
 | 
						||
               (lambda (file)
 | 
						||
                 (install-file file (string-append
 | 
						||
                                      (assoc-ref outputs "out")
 | 
						||
                                      "/include/vowpalwabbit")))
 | 
						||
               (find-files "vowpalwabbit" "\\.h$"))
 | 
						||
             #t)))))
 | 
						||
    (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)))
 | 
						||
 | 
						||
(define-public python-hyperopt
 | 
						||
  (package
 | 
						||
    (name "python-hyperopt")
 | 
						||
    (version "0.2.5")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (pypi-uri "hyperopt" version))
 | 
						||
       (sha256
 | 
						||
        (base32 "1k4ma8ci0bxghw7g4ms944zak1pi83yv2d6bxd7fcslm1zalfq5w"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (replace 'check
 | 
						||
           (lambda* (#:key inputs outputs tests? #:allow-other-keys)
 | 
						||
             (when tests?
 | 
						||
               (add-installed-pythonpath inputs outputs)
 | 
						||
               (invoke "python" "-m" "pytest" "--ignore"
 | 
						||
                       ;; Needs python-pyspark.
 | 
						||
                       "hyperopt/tests/test_spark.py"
 | 
						||
                       ;; Needs both python-scikit-learn and python-lightgbm.
 | 
						||
                       "--ignore" "hyperopt/tests/test_atpe_basic.py"
 | 
						||
                       ;; The tests below need python-lightgbm.
 | 
						||
                       "-k" (string-append "not test_branin"
 | 
						||
                                           " and not test_distractor"
 | 
						||
                                           " and not test_q1lognormal"
 | 
						||
                                           " and not test_quadratic1"
 | 
						||
                                           " and not test_twoarms"))))))))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-cloudpickle" ,python-cloudpickle)
 | 
						||
       ("python-future" ,python-future)
 | 
						||
       ("python-networkx" ,python-networkx)
 | 
						||
       ("python-numpy" ,python-numpy)
 | 
						||
       ("python-scipy" ,python-scipy)
 | 
						||
       ("python-six" ,python-six)
 | 
						||
       ("python-tqdm" ,python-tqdm)))
 | 
						||
    (native-inputs
 | 
						||
     `(("python-black" ,python-black)
 | 
						||
       ("python-ipython" ,python-ipython)
 | 
						||
       ("python-ipyparallel" ,python-ipyparallel)
 | 
						||
       ("python-nose" ,python-nose)
 | 
						||
       ("python-pymongo" ,python-pymongo)
 | 
						||
       ("python-pytest" ,python-pytest)))
 | 
						||
    (home-page "https://hyperopt.github.io/hyperopt/")
 | 
						||
    (synopsis "Library for hyperparameter optimization")
 | 
						||
    (description "Hyperopt is a Python library for serial and parallel
 | 
						||
optimization over awkward search spaces, which may include real-valued,
 | 
						||
discrete, and conditional dimensions.")
 | 
						||
    (license license:bsd-3)))
 | 
						||
 | 
						||
;; There have been no proper releases yet.
 | 
						||
(define-public kaldi
 | 
						||
  (let ((commit "d4791c0f3fc1a09c042dac365e120899ee2ad21e")
 | 
						||
        (revision "2"))
 | 
						||
    (package
 | 
						||
      (name "kaldi")
 | 
						||
      (version (git-version "0" revision commit))
 | 
						||
      (source (origin
 | 
						||
                (method git-fetch)
 | 
						||
                (uri (git-reference
 | 
						||
                      (url "https://github.com/kaldi-asr/kaldi")
 | 
						||
                      (commit commit)))
 | 
						||
                (file-name (git-file-name name version))
 | 
						||
                (sha256
 | 
						||
                 (base32
 | 
						||
                  "07k80my6f19mhrkwbzhjsnpf9871wmrwkl0ym468i830w67qyjrz"))))
 | 
						||
      (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 "cb227ef43b66a9835c14eb0ad39e08ee03c210ad")
 | 
						||
        (revision "2"))
 | 
						||
    (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")
 | 
						||
                      (commit commit)))
 | 
						||
                (file-name (git-file-name name version))
 | 
						||
                (sha256
 | 
						||
                 (base32
 | 
						||
                  "1i6ffwiavxx07ri0lxix6s8q0r31x7i4xxvhys5jxkixf5q34w8g"))))
 | 
						||
      (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" "-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")))
 | 
						||
               (substitute* "Makefile"
 | 
						||
                 (("include \\$\\(KALDI_ROOT\\)/src/kaldi.mk") "")
 | 
						||
                 (("\\$\\(error Cannot find") "#"))
 | 
						||
               #t))
 | 
						||
           (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
 | 
						||
  ;; This is the tip of the py3 branch
 | 
						||
  (let ((commit "f68cab490be7eb0da2af1475fbc16655f50a60cb")
 | 
						||
        (revision "2"))
 | 
						||
    (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")
 | 
						||
                      (commit commit)))
 | 
						||
                (file-name (git-file-name name version))
 | 
						||
                (sha256
 | 
						||
                 (base32
 | 
						||
                  "17lh1368vkg8ngrcbn2phvigzlmalrqg6djx2gg61qq1a0nj87dm"))))
 | 
						||
      (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"
 | 
						||
                 ;; See https://github.com/alumae/kaldi-gstreamer-server/issues/232
 | 
						||
                 (substitute* "master_server.py"
 | 
						||
                   (("\\.replace\\('\\\\.*") ")"))
 | 
						||
 | 
						||
                 ;; This is a Python 2 file
 | 
						||
                 (delete-file "decoder_test.py")
 | 
						||
                 (delete-file "test-buffer.py")
 | 
						||
 | 
						||
                 (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)
 | 
						||
         ("python" ,python-wrapper)
 | 
						||
         ("python-pygobject" ,python-pygobject)
 | 
						||
         ("python-pyyaml" ,python-pyyaml)
 | 
						||
         ("python-tornado" ,python-tornado-6)))
 | 
						||
      (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))))
 | 
						||
 | 
						||
;; Note that Tensorflow includes a "third_party" directory, which seems to not
 | 
						||
;; only contain modified subsets of upstream library source code, but also
 | 
						||
;; adapter headers provided by Google (such as the fft.h header, which is not
 | 
						||
;; part of the upstream project code).  The Tensorflow code includes headers
 | 
						||
;; from the "third_party" directory.  It does not look like we can replace
 | 
						||
;; these headers with unmodified upstream files, so we keep them.
 | 
						||
(define-public tensorflow
 | 
						||
  (package
 | 
						||
    (name "tensorflow")
 | 
						||
    (version "1.9.0")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method git-fetch)
 | 
						||
       (uri (git-reference
 | 
						||
             (url "https://github.com/tensorflow/tensorflow")
 | 
						||
             (commit (string-append "v" version))))
 | 
						||
       (file-name (string-append "tensorflow-" version "-checkout"))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "0a9kwha395g3wgxfwln5j8vn9nkspmd75xldrlqdq540w996g8xa"))))
 | 
						||
    (build-system cmake-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:tests? #f                      ; no "check" target
 | 
						||
       #:build-type "Release"
 | 
						||
       #:configure-flags
 | 
						||
       (let ((protobuf (assoc-ref %build-inputs "protobuf"))
 | 
						||
             (protobuf:native (assoc-ref %build-inputs "protobuf:native"))
 | 
						||
             (jsoncpp (assoc-ref %build-inputs "jsoncpp"))
 | 
						||
             (snappy (assoc-ref %build-inputs "snappy"))
 | 
						||
             (sqlite (assoc-ref %build-inputs "sqlite")))
 | 
						||
         (list
 | 
						||
          ;; Use protobuf from Guix
 | 
						||
          (string-append "-Dprotobuf_STATIC_LIBRARIES="
 | 
						||
                         protobuf "/lib/libprotobuf.so")
 | 
						||
          (string-append "-DPROTOBUF_PROTOC_EXECUTABLE="
 | 
						||
                         protobuf:native "/bin/protoc")
 | 
						||
 | 
						||
          ;; Use snappy from Guix
 | 
						||
          (string-append "-Dsnappy_STATIC_LIBRARIES="
 | 
						||
                         snappy "/lib/libsnappy.so")
 | 
						||
          ;; Yes, this is not actually the include directory but a prefix...
 | 
						||
          (string-append "-Dsnappy_INCLUDE_DIR=" snappy)
 | 
						||
 | 
						||
          ;; Use jsoncpp from Guix
 | 
						||
          (string-append "-Djsoncpp_STATIC_LIBRARIES="
 | 
						||
                         jsoncpp "/lib/libjsoncpp.so")
 | 
						||
          ;; Yes, this is not actually the include directory but a prefix...
 | 
						||
          (string-append "-Djsoncpp_INCLUDE_DIR=" jsoncpp)
 | 
						||
 | 
						||
          ;; Use sqlite from Guix
 | 
						||
          (string-append "-Dsqlite_STATIC_LIBRARIES="
 | 
						||
                         sqlite "/lib/libsqlite.a")
 | 
						||
 | 
						||
          ;; Use system libraries wherever possible.  Currently, this
 | 
						||
          ;; only affects zlib.
 | 
						||
          "-Dsystemlib_ALL=ON"
 | 
						||
          "-Dtensorflow_ENABLE_POSITION_INDEPENDENT_CODE=ON"
 | 
						||
          "-Dtensorflow_BUILD_SHARED_LIB=ON"
 | 
						||
          "-Dtensorflow_OPTIMIZE_FOR_NATIVE_ARCH=OFF"
 | 
						||
          "-Dtensorflow_ENABLE_SSL_SUPPORT=OFF"
 | 
						||
          "-Dtensorflow_BUILD_CONTRIB_KERNELS=OFF"))
 | 
						||
       #:make-flags
 | 
						||
       (list "CC=gcc")
 | 
						||
       #:modules ((ice-9 ftw)
 | 
						||
                  (guix build utils)
 | 
						||
                  (guix build cmake-build-system)
 | 
						||
                  ((guix build python-build-system)
 | 
						||
                   #:select (python-version)))
 | 
						||
       #:imported-modules (,@%cmake-build-system-modules
 | 
						||
                            (guix build python-build-system))
 | 
						||
       #:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (add-after 'unpack 'set-source-file-times-to-1980
 | 
						||
           ;; At the end of the tf_python_build_pip_package target, a ZIP
 | 
						||
           ;; archive should be generated via bdist_wheel, but it fails with
 | 
						||
           ;; "ZIP does not support timestamps before 1980".  Luckily,
 | 
						||
           ;; SOURCE_DATE_EPOCH is respected, which we set to some time in
 | 
						||
           ;; 1980.
 | 
						||
           (lambda _ (setenv "SOURCE_DATE_EPOCH" "315532800") #t))
 | 
						||
         ;; See https://github.com/tensorflow/tensorflow/issues/20517#issuecomment-406373913
 | 
						||
         (add-after 'unpack 'python3.7-compatibility
 | 
						||
           (lambda _
 | 
						||
             (substitute* '("tensorflow/python/eager/pywrap_tfe_src.cc"
 | 
						||
                            "tensorflow/python/lib/core/ndarray_tensor.cc"
 | 
						||
                            "tensorflow/python/lib/core/py_func.cc")
 | 
						||
               (("PyUnicode_AsUTF8") "(char *)PyUnicode_AsUTF8"))
 | 
						||
             (substitute* "tensorflow/c/eager/c_api.h"
 | 
						||
               (("unsigned char async")
 | 
						||
                "unsigned char is_async"))
 | 
						||
 | 
						||
             ;; Remove dependency on tensorboard, a complicated but probably
 | 
						||
             ;; optional package.
 | 
						||
             (substitute* "tensorflow/tools/pip_package/setup.py"
 | 
						||
               ((".*'tensorboard >.*") ""))
 | 
						||
 | 
						||
             ;; Fix the build with python-3.8, taken from rejected upstream patch:
 | 
						||
             ;; https://github.com/tensorflow/tensorflow/issues/34197
 | 
						||
             (substitute* (find-files "tensorflow/python" ".*\\.cc$")
 | 
						||
               (("(nullptr,)(\\ +/. tp_print)" _ _ tp_print)
 | 
						||
                (string-append "NULL,   " tp_print)))
 | 
						||
             #t))
 | 
						||
         (add-after 'python3.7-compatibility 'chdir
 | 
						||
           (lambda _ (chdir "tensorflow/contrib/cmake") #t))
 | 
						||
         (add-after 'chdir 'disable-downloads
 | 
						||
           (lambda* (#:key inputs #:allow-other-keys)
 | 
						||
             (substitute* (find-files "external" "\\.cmake$")
 | 
						||
               (("GIT_REPOSITORY.*") "")
 | 
						||
               (("GIT_TAG.*") "")
 | 
						||
               (("PREFIX ")
 | 
						||
                "DOWNLOAD_COMMAND \"\"\nPREFIX "))
 | 
						||
 | 
						||
             ;; Use packages from Guix
 | 
						||
             (let ((grpc (assoc-ref inputs "grpc")))
 | 
						||
               (substitute* "CMakeLists.txt"
 | 
						||
                 ;; Sqlite
 | 
						||
                 (("include\\(sqlite\\)") "")
 | 
						||
                 (("\\$\\{sqlite_STATIC_LIBRARIES\\}")
 | 
						||
                  (string-append (assoc-ref inputs "sqlite")
 | 
						||
                                 "/lib/libsqlite3.so"))
 | 
						||
                 (("sqlite_copy_headers_to_destination") "")
 | 
						||
 | 
						||
                 ;; PNG
 | 
						||
                 (("include\\(png\\)") "")
 | 
						||
                 (("\\$\\{png_STATIC_LIBRARIES\\}")
 | 
						||
                  (string-append (assoc-ref inputs "libpng")
 | 
						||
                                 "/lib/libpng16.so"))
 | 
						||
                 (("png_copy_headers_to_destination") "")
 | 
						||
 | 
						||
                 ;; JPEG
 | 
						||
                 (("include\\(jpeg\\)") "")
 | 
						||
                 (("\\$\\{jpeg_STATIC_LIBRARIES\\}")
 | 
						||
                  (string-append (assoc-ref inputs "libjpeg")
 | 
						||
                                 "/lib/libjpeg.so"))
 | 
						||
                 (("jpeg_copy_headers_to_destination") "")
 | 
						||
 | 
						||
                 ;; GIF
 | 
						||
                 (("include\\(gif\\)") "")
 | 
						||
                 (("\\$\\{gif_STATIC_LIBRARIES\\}")
 | 
						||
                  (string-append (assoc-ref inputs "giflib")
 | 
						||
                                 "/lib/libgif.so"))
 | 
						||
                 (("gif_copy_headers_to_destination") "")
 | 
						||
 | 
						||
                 ;; lmdb
 | 
						||
                 (("include\\(lmdb\\)") "")
 | 
						||
                 (("\\$\\{lmdb_STATIC_LIBRARIES\\}")
 | 
						||
                  (string-append (assoc-ref inputs "lmdb")
 | 
						||
                                 "/lib/liblmdb.so"))
 | 
						||
                 (("lmdb_copy_headers_to_destination") "")
 | 
						||
 | 
						||
                 ;; Protobuf
 | 
						||
                 (("include\\(protobuf\\)") "")
 | 
						||
                 (("protobuf_copy_headers_to_destination") "")
 | 
						||
                 (("^ +protobuf") "")
 | 
						||
 | 
						||
                 ;; gRPC
 | 
						||
                 (("include\\(grpc\\)")
 | 
						||
                  "find_package(grpc REQUIRED NAMES gRPC)")
 | 
						||
                 (("list\\(APPEND tensorflow_EXTERNAL_DEPENDENCIES grpc\\)") "")
 | 
						||
 | 
						||
                 ;; Eigen
 | 
						||
                 (("include\\(eigen\\)")
 | 
						||
                  (string-append "find_package(eigen REQUIRED NAMES Eigen3)
 | 
						||
set(eigen_INCLUDE_DIRS ${CMAKE_CURRENT_BINARY_DIR}/external/eigen_archive "
 | 
						||
                                 (assoc-ref inputs "eigen") "/include/eigen3)"))
 | 
						||
                 (("^ +eigen") "")
 | 
						||
 | 
						||
                 ;; snappy
 | 
						||
                 (("include\\(snappy\\)")
 | 
						||
                  "add_definitions(-DTF_USE_SNAPPY)")
 | 
						||
                 (("list\\(APPEND tensorflow_EXTERNAL_DEPENDENCIES snappy\\)") "")
 | 
						||
 | 
						||
                 ;; jsoncpp
 | 
						||
                 (("include\\(jsoncpp\\)") "")
 | 
						||
                 (("^ +jsoncpp") ""))
 | 
						||
 | 
						||
               (substitute* "tf_core_framework.cmake"
 | 
						||
                 ((" grpc") "")
 | 
						||
                 (("\\$\\{GRPC_BUILD\\}/grpc_cpp_plugin")
 | 
						||
                  (which "grpc_cpp_plugin"))
 | 
						||
                 ;; Link with gRPC libraries
 | 
						||
                 (("add_library\\(tf_protos_cc.*" m)
 | 
						||
                  (string-append m
 | 
						||
                                 (format #f "\ntarget_link_libraries(tf_protos_cc PRIVATE \
 | 
						||
~a/lib/libgrpc++_unsecure.a \
 | 
						||
~a/lib/libgrpc_unsecure.a \
 | 
						||
~a/lib/libaddress_sorting.a \
 | 
						||
~a/lib/libgpr.a \
 | 
						||
~a//lib/libcares.so
 | 
						||
)\n"
 | 
						||
                                         grpc grpc grpc grpc
 | 
						||
                                         (assoc-ref inputs "c-ares"))))))
 | 
						||
             (substitute* "tf_tools.cmake"
 | 
						||
               (("add_dependencies\\(\\$\\{proto_text.*") ""))
 | 
						||
             ;; Remove dependency on bundled grpc
 | 
						||
             (substitute* "tf_core_distributed_runtime.cmake"
 | 
						||
               (("tf_core_cpu grpc") "tf_core_cpu"))
 | 
						||
 | 
						||
             ;; This directory is a dependency of many targets.
 | 
						||
             (mkdir-p "protobuf")
 | 
						||
             #t))
 | 
						||
         (add-after 'configure 'unpack-third-party-sources
 | 
						||
           (lambda* (#:key inputs #:allow-other-keys)
 | 
						||
             ;; This is needed to configure bundled packages properly.
 | 
						||
             (setenv "CONFIG_SHELL" (which "bash"))
 | 
						||
             (for-each
 | 
						||
              (lambda (name)
 | 
						||
                (let* ((what  (assoc-ref inputs (string-append name "-src")))
 | 
						||
                       (name* (string-map (lambda (c)
 | 
						||
                                            (if (char=? c #\-)
 | 
						||
                                                #\_ c)) name))
 | 
						||
                       (where (string-append "../build/" name* "/src/" name*)))
 | 
						||
                  (cond
 | 
						||
                   ((string-suffix? ".zip" what)
 | 
						||
                    (mkdir-p where)
 | 
						||
                    (with-directory-excursion where
 | 
						||
                      (invoke "unzip" what)))
 | 
						||
                   ((string-suffix? ".tar.gz" what)
 | 
						||
                    (mkdir-p where)
 | 
						||
                    (invoke "tar" "xf" what
 | 
						||
                            "-C" where "--strip-components=1"))
 | 
						||
                   (else
 | 
						||
                    (let ((parent (dirname where)))
 | 
						||
                      (mkdir-p parent)
 | 
						||
                      (with-directory-excursion parent
 | 
						||
                        (when (file-exists? name*)
 | 
						||
                          (delete-file-recursively name*))
 | 
						||
                        (copy-recursively what name*)
 | 
						||
                        (map make-file-writable
 | 
						||
                             (find-files name* ".*"))))))))
 | 
						||
              (list "boringssl"
 | 
						||
                    "cub"
 | 
						||
                    "double-conversion"
 | 
						||
                    "farmhash"
 | 
						||
                    "fft2d"
 | 
						||
                    "highwayhash"
 | 
						||
                    "nsync"
 | 
						||
                    "re2"))
 | 
						||
 | 
						||
             (rename-file "../build/cub/src/cub/cub-1.8.0/"
 | 
						||
                          "../build/cub/src/cub/cub/")
 | 
						||
             #t))
 | 
						||
         (add-after 'unpack 'fix-python-build
 | 
						||
           (lambda* (#:key inputs outputs #:allow-other-keys)
 | 
						||
             (mkdir-p "protobuf-src")
 | 
						||
             (invoke "tar" "xf" (assoc-ref inputs "protobuf:src")
 | 
						||
                     "-C" "protobuf-src" "--strip-components=1")
 | 
						||
             (mkdir-p "eigen-src")
 | 
						||
             (invoke "tar" "xf" (assoc-ref inputs "eigen:src")
 | 
						||
                     "-C" "eigen-src" "--strip-components=1")
 | 
						||
 | 
						||
             (substitute* "tensorflow/contrib/cmake/tf_python.cmake"
 | 
						||
               ;; Ensure that all Python dependencies can be found at build time.
 | 
						||
               (("PYTHONPATH=\\$\\{CMAKE_CURRENT_BINARY_DIR\\}/tf_python" m)
 | 
						||
                (string-append m ":" (getenv "PYTHONPATH")))
 | 
						||
               ;; Take protobuf source files from our source package.
 | 
						||
               (("\\$\\{CMAKE_CURRENT_BINARY_DIR\\}/protobuf/src/protobuf/src/google")
 | 
						||
                (string-append (getcwd) "/protobuf-src/src/google")))
 | 
						||
 | 
						||
             (substitute* '("tensorflow/contrib/cmake/tf_shared_lib.cmake"
 | 
						||
                            "tensorflow/contrib/cmake/tf_python.cmake")
 | 
						||
               ;; Take Eigen source files from our source package.
 | 
						||
               (("\\$\\{CMAKE_CURRENT_BINARY_DIR\\}/eigen/src/eigen/")
 | 
						||
                (string-append (getcwd) "/eigen-src/"))
 | 
						||
               ;; Take Eigen headers from our own package.
 | 
						||
               (("\\$\\{CMAKE_CURRENT_BINARY_DIR\\}/external/eigen_archive")
 | 
						||
                (string-append (assoc-ref inputs "eigen") "/include/eigen3")))
 | 
						||
 | 
						||
             ;; Correct the RUNPATH of ops libraries generated for Python.
 | 
						||
             ;; TODO: this doesn't work :(
 | 
						||
             ;; /gnu/store/...-tensorflow-1.9.0/lib/python3.7/site-packages/tensorflow/contrib/seq2seq/python/ops/lib_beam_search_ops.so:
 | 
						||
             ;; warning: RUNPATH contains bogus entries: ("/tmp/guix-build-tensorflow-1.9.0.drv-0/source/tensorflow/contrib/build")
 | 
						||
             ;; /gnu/store/...-tensorflow-1.9.0/lib/python3.7/site-packages/tensorflow/contrib/seq2seq/python/ops/lib_beam_search_ops.so:
 | 
						||
             ;; error: depends on 'libpywrap_tensorflow_internal.so', which
 | 
						||
             ;; cannot be found in RUNPATH ...
 | 
						||
             (substitute* "tensorflow/contrib/cmake/tf_cc_ops.cmake"
 | 
						||
               (("set_target_properties.*")
 | 
						||
                (string-append "set_target_properties(${_AT_TARGET} PROPERTIES \
 | 
						||
COMPILE_FLAGS ${target_compile_flags} \
 | 
						||
INSTALL_RPATH_USE_LINK_PATH TRUE \
 | 
						||
INSTALL_RPATH " (assoc-ref outputs "out") "/lib)\n")))
 | 
						||
             #t))
 | 
						||
         (add-after 'build 'build-pip-package
 | 
						||
           (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
             (setenv "LDFLAGS"
 | 
						||
                     (string-append "-Wl,-rpath="
 | 
						||
                                    (assoc-ref outputs "out") "/lib"))
 | 
						||
             (invoke "make" "tf_python_build_pip_package")
 | 
						||
             #t))
 | 
						||
         (add-after 'build-pip-package 'install-python
 | 
						||
           (lambda* (#:key inputs outputs #:allow-other-keys)
 | 
						||
             (let ((out (assoc-ref outputs "out"))
 | 
						||
                   (wheel (car (find-files "../build/tf_python/dist/" "\\.whl$")))
 | 
						||
                   (python-version (python-version
 | 
						||
                                     (assoc-ref inputs "python"))))
 | 
						||
               (invoke "python" "-m" "pip" "install" wheel
 | 
						||
                       (string-append "--prefix=" out))
 | 
						||
 | 
						||
               ;; XXX: broken RUNPATH, see fix-python-build phase.
 | 
						||
               (delete-file
 | 
						||
                (string-append
 | 
						||
                 out "/lib/python" python-version
 | 
						||
                 "/site-packages/tensorflow/contrib/"
 | 
						||
                 "seq2seq/python/ops/lib_beam_search_ops.so"))
 | 
						||
               #t))))))
 | 
						||
    (native-inputs
 | 
						||
     `(("pkg-config" ,pkg-config)
 | 
						||
       ("protobuf:native" ,protobuf-3.6) ; protoc
 | 
						||
       ("protobuf:src" ,(package-source protobuf-3.6))
 | 
						||
       ("eigen:src" ,(package-source eigen-for-tensorflow))
 | 
						||
       ;; install_pip_packages.sh wants setuptools 39.1.0 specifically.
 | 
						||
       ("python-setuptools" ,python-setuptools-for-tensorflow)
 | 
						||
 | 
						||
       ;; The commit hashes and URLs for third-party source code are taken
 | 
						||
       ;; from "tensorflow/workspace.bzl".
 | 
						||
       ("boringssl-src"
 | 
						||
        ,(let ((commit "ee7aa02")
 | 
						||
               (revision "1"))
 | 
						||
           (origin
 | 
						||
             (method git-fetch)
 | 
						||
             (uri (git-reference
 | 
						||
                   (url "https://boringssl.googlesource.com/boringssl")
 | 
						||
                   (commit commit)))
 | 
						||
             (file-name (string-append "boringssl-0-" revision
 | 
						||
                                       (string-take commit 7)
 | 
						||
                                       "-checkout"))
 | 
						||
             (sha256
 | 
						||
              (base32
 | 
						||
               "1jf693q0nw0adsic6cgmbdx6g7wr4rj4vxa8j1hpn792fqhd8wgw")))))
 | 
						||
       ("cub-src"
 | 
						||
        ,(let ((version "1.8.0"))
 | 
						||
           (origin
 | 
						||
             (method url-fetch)
 | 
						||
             (uri (string-append "https://mirror.bazel.build/github.com/NVlabs/"
 | 
						||
                                 "cub/archive/" version ".zip"))
 | 
						||
             (file-name (string-append "cub-" version ".zip"))
 | 
						||
             (sha256
 | 
						||
              (base32
 | 
						||
               "1hsqikqridb90dkxkjr2918dcry6pfh46ccnwrzawl56aamhdykb")))))
 | 
						||
       ("double-conversion-src"
 | 
						||
        ,(let ((commit "5664746")
 | 
						||
               (revision "1"))
 | 
						||
           (origin
 | 
						||
             (method git-fetch)
 | 
						||
             (uri (git-reference
 | 
						||
                   (url "https://github.com/google/double-conversion")
 | 
						||
                   (commit commit)))
 | 
						||
             (file-name
 | 
						||
              (git-file-name "double-conversion"
 | 
						||
                             (string-append "0-" revision "."
 | 
						||
                                            (string-take commit 7))))
 | 
						||
             (sha256
 | 
						||
              (base32
 | 
						||
               "1h5lppqqxcvdg5jq42i5msgwx20ryij3apvmndflngrgdpc04gn1")))))
 | 
						||
       ("farmhash-src"
 | 
						||
        ,(let ((commit "816a4ae622e964763ca0862d9dbd19324a1eaf45"))
 | 
						||
           (origin
 | 
						||
             (method url-fetch)
 | 
						||
             (uri (string-append
 | 
						||
                   "https://mirror.bazel.build/github.com/google/farmhash/archive/"
 | 
						||
                   commit ".tar.gz"))
 | 
						||
             (file-name (string-append "farmhash-0-" (string-take commit 7)
 | 
						||
                                       ".tar.gz"))
 | 
						||
             (sha256
 | 
						||
              (base32
 | 
						||
               "185b2xdxl4d4cnsnv6abg8s22gxvx8673jq2yaq85bz4cdy58q35")))))
 | 
						||
       ;; The license notice on the home page at
 | 
						||
       ;; http://www.kurims.kyoto-u.ac.jp/~ooura/fft.html says:
 | 
						||
       ;;   Copyright Takuya OOURA, 1996-2001
 | 
						||
       ;;
 | 
						||
       ;;   You may use, copy, modify and distribute this code for any purpose
 | 
						||
       ;;   (include commercial use) and without fee. Please refer to this
 | 
						||
       ;;   package when you modify this code.
 | 
						||
       ;;
 | 
						||
       ;; We take the identical tarball from the Bazel mirror, because the URL
 | 
						||
       ;; at the home page is not versioned and might change.
 | 
						||
       ("fft2d-src"
 | 
						||
        ,(origin
 | 
						||
           (method url-fetch)
 | 
						||
           (uri "https://mirror.bazel.build/www.kurims.kyoto-u.ac.jp/~ooura/fft.tgz")
 | 
						||
           (file-name "fft2d.tar.gz")
 | 
						||
           (sha256
 | 
						||
            (base32
 | 
						||
             "15jjkfvhqvl2c0753d2di8hz0pyzn598g74wqy79awdrf1y67fsj"))))
 | 
						||
       ("highwayhash-src"
 | 
						||
        ,(let ((commit "be5edafc2e1a455768e260ccd68ae7317b6690ee")
 | 
						||
               (revision "1"))
 | 
						||
           (origin
 | 
						||
             (method git-fetch)
 | 
						||
             (uri (git-reference
 | 
						||
                   (url "https://github.com/google/highwayhash")
 | 
						||
                   (commit commit)))
 | 
						||
             (file-name (string-append "highwayhash-0-" revision
 | 
						||
                                       (string-take commit 7)
 | 
						||
                                       "-checkout"))
 | 
						||
             (sha256
 | 
						||
              (base32
 | 
						||
               "154jwf98cyy54hldr94pgjn85zynly3abpnc1avmb8a18lzwjyb6")))))
 | 
						||
       ("nsync-src"
 | 
						||
        ,(let ((version "0559ce013feac8db639ee1bf776aca0325d28777")
 | 
						||
               (revision "1"))
 | 
						||
           (origin
 | 
						||
             (method url-fetch)
 | 
						||
             (uri (string-append "https://mirror.bazel.build/"
 | 
						||
                                 "github.com/google/nsync/archive/"
 | 
						||
                                 version ".tar.gz"))
 | 
						||
             (file-name (string-append "nsync-0." revision
 | 
						||
                                       "-" (string-take version 7)
 | 
						||
                                       ".tar.gz"))
 | 
						||
             (sha256
 | 
						||
              (base32
 | 
						||
               "0qdkyqym34x739mmzv97ah5r7ph462v5xkxqxvidmcfqbi64b132")))))
 | 
						||
       ("re2-src"
 | 
						||
        ,(let ((commit "e7efc48")
 | 
						||
               (revision "1"))
 | 
						||
           (origin
 | 
						||
             (method git-fetch)
 | 
						||
             (uri (git-reference
 | 
						||
                   (url "https://github.com/google/re2")
 | 
						||
                   (commit commit)))
 | 
						||
             (file-name (string-append "re2-0-" revision
 | 
						||
                                       (string-take commit 7)
 | 
						||
                                       "-checkout"))
 | 
						||
             (sha256
 | 
						||
              (base32
 | 
						||
               "161g9841rjfsy5pn52fcis0s9hdr7rxvb06pad38j5rppfihvign")))))
 | 
						||
       ("googletest" ,googletest)
 | 
						||
       ("swig" ,swig)
 | 
						||
       ("unzip" ,unzip)))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-absl-py" ,python-absl-py)
 | 
						||
       ("python-astor" ,python-astor)
 | 
						||
       ("python-gast" ,python-gast)
 | 
						||
       ("python-grpcio" ,python-grpcio)
 | 
						||
       ("python-numpy" ,python-numpy)
 | 
						||
       ("python-protobuf" ,python-protobuf-3.6)
 | 
						||
       ("python-six" ,python-six)
 | 
						||
       ("python-termcolo" ,python-termcolor)
 | 
						||
       ("python-wheel" ,python-wheel)))
 | 
						||
    (inputs
 | 
						||
     `(("c-ares" ,c-ares)
 | 
						||
       ("eigen" ,eigen-for-tensorflow)
 | 
						||
       ("gemmlowp" ,gemmlowp-for-tensorflow)
 | 
						||
       ("lmdb" ,lmdb)
 | 
						||
       ("libjpeg" ,libjpeg-turbo)
 | 
						||
       ("libpng" ,libpng)
 | 
						||
       ("giflib" ,giflib)
 | 
						||
       ("grpc" ,grpc-1.16.1 "static")
 | 
						||
       ("grpc:bin" ,grpc-1.16.1)
 | 
						||
       ("jsoncpp" ,jsoncpp-for-tensorflow)
 | 
						||
       ("snappy" ,snappy)
 | 
						||
       ("sqlite" ,sqlite)
 | 
						||
       ("protobuf" ,protobuf-3.6)
 | 
						||
       ("python" ,python-wrapper)
 | 
						||
       ("zlib" ,zlib)))
 | 
						||
    (home-page "https://tensorflow.org")
 | 
						||
    (synopsis "Machine learning framework")
 | 
						||
    (description
 | 
						||
     "TensorFlow is a flexible platform for building and training machine
 | 
						||
learning models.  It provides a library for high performance numerical
 | 
						||
computation and includes high level Python APIs, including both a sequential
 | 
						||
API for beginners that allows users to build models quickly by plugging
 | 
						||
together building blocks and a subclassing API with an imperative style for
 | 
						||
advanced research.")
 | 
						||
    (license license:asl2.0)))
 | 
						||
 | 
						||
(define-public tensorflow-lite
 | 
						||
  (package
 | 
						||
    (name "tensorflow-lite")
 | 
						||
    (version "2.5.0")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method git-fetch)
 | 
						||
       (uri (git-reference
 | 
						||
             (url "https://github.com/tensorflow/tensorflow")
 | 
						||
             (commit (string-append "v" version))))
 | 
						||
       (file-name (git-file-name name version))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "1jdw2i1rq06zqd6aabh7bbm0avsg4pygnfmd7gviv0blhih9054l"))))
 | 
						||
    (build-system cmake-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:tests? #false                  ; no "check" target
 | 
						||
       #:build-type "Release"
 | 
						||
       #:configure-flags
 | 
						||
       (list
 | 
						||
        "-DTFLITE_ENABLE_GPU=OFF"
 | 
						||
        "-DTFLITE_ENABLE_RUY=OFF"
 | 
						||
 | 
						||
        ;; TODO: The build system attempts to build xnnpack from source.  We
 | 
						||
        ;; would like to use our xnnpack package here, but this requires more
 | 
						||
        ;; work.
 | 
						||
        "-DTFLITE_ENABLE_XNNPACK=OFF"
 | 
						||
 | 
						||
        ;; Pretend we've already fetched abseil.  We won't actually build it
 | 
						||
        ;; but use the existing package.
 | 
						||
        "-Dabseil-cpp_POPULATED=TRUE"
 | 
						||
 | 
						||
        ;; Don't fetch the sources.  We have already built flatbuffers.
 | 
						||
        "-Dflatbuffers_POPULATED=TRUE"
 | 
						||
 | 
						||
        "-DFFT2D_SOURCE_DIR=/tmp/fft2d"
 | 
						||
        "-Dneon2sse_SOURCE_DIR=/tmp/neon2sse"
 | 
						||
        "-Dneon2sse_BINARY_DIR=/tmp/neon2sse-bin"
 | 
						||
        "-DFARMHASH_SOURCE_DIR=/tmp/farmhash"
 | 
						||
        "-Dgemmlowp_SOURCE_DIR=/tmp/gemmlowp"
 | 
						||
        (string-append "-DRUY_SOURCE_DIR="
 | 
						||
                       (assoc-ref %build-inputs "ruy-src")))
 | 
						||
       #:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (add-after 'unpack 'chdir
 | 
						||
           (lambda _ (chdir "tensorflow/lite")))
 | 
						||
         (add-after 'chdir 'copy-sources
 | 
						||
           (lambda* (#:key inputs #:allow-other-keys)
 | 
						||
             ;; Use external cmake finders instead of these stubs that won't
 | 
						||
             ;; find anything but the bundled sources.
 | 
						||
             (delete-file "tools/cmake/modules/Findabsl.cmake")
 | 
						||
             (delete-file "tools/cmake/modules/Findeigen.cmake")
 | 
						||
 | 
						||
             (substitute* "CMakeLists.txt"
 | 
						||
               (("find_package\\(eigen REQUIRED")
 | 
						||
                "find_package(eigen REQUIRED NAMES Eigen3"))
 | 
						||
             (substitute* "tools/cmake/modules/Findflatbuffers.cmake"
 | 
						||
               (("get_target_property.*")
 | 
						||
                (format #false "set(FLATBUFFERS_INCLUDE_DIRS ~a/include)\n"
 | 
						||
                        (assoc-ref inputs "flatbuffers"))))
 | 
						||
 | 
						||
             ;; Don't fetch source code; we already have everything we need.
 | 
						||
             (substitute* '("tools/cmake/modules/fft2d.cmake"
 | 
						||
                            "tools/cmake/modules/ruy.cmake"
 | 
						||
                            "tools/cmake/modules/farmhash.cmake"
 | 
						||
                            "tools/cmake/modules/neon2sse.cmake"
 | 
						||
                            "tools/cmake/modules/gemmlowp.cmake")
 | 
						||
               (("OverridableFetchContent_Populate.*") ""))
 | 
						||
 | 
						||
             (mkdir-p "/tmp/farmhash")
 | 
						||
             (with-directory-excursion "/tmp/farmhash"
 | 
						||
               (invoke "tar" "--strip-components=1"
 | 
						||
                       "-xf" (assoc-ref inputs "farmhash-src")))
 | 
						||
 | 
						||
             (mkdir-p "/tmp/fft2d")
 | 
						||
             (with-directory-excursion "/tmp/fft2d"
 | 
						||
               (invoke "tar" "--strip-components=1"
 | 
						||
                       "-xf" (assoc-ref inputs "fft2d-src")))
 | 
						||
 | 
						||
             (copy-recursively (assoc-ref inputs "neon2sse-src")
 | 
						||
                               "/tmp/neon2sse/")
 | 
						||
             (copy-recursively (assoc-ref inputs "gemmlowp-src")
 | 
						||
                               "/tmp/gemmlowp/")))
 | 
						||
         (add-after 'copy-sources 'prepare-shared-library-build
 | 
						||
           (lambda _ (chdir "c")))
 | 
						||
         (replace 'install
 | 
						||
           (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
             (let* ((out (assoc-ref outputs "out"))
 | 
						||
                    (lib (string-append out "/lib"))
 | 
						||
                    (headers (string-append out "/include/tensorflow/lite")))
 | 
						||
               (install-file "../build/libtensorflowlite_c.so" lib)
 | 
						||
               (with-directory-excursion ".."
 | 
						||
                 (for-each
 | 
						||
                  (lambda (file)
 | 
						||
                    (let ((target-dir (string-append headers "/" (dirname file))))
 | 
						||
                      (install-file file target-dir)))
 | 
						||
                  (find-files "." "\\.h$")))))))))
 | 
						||
    (inputs
 | 
						||
     `(("abseil-cpp" ,abseil-cpp)
 | 
						||
       ("eigen" ,eigen-for-tensorflow-lite)
 | 
						||
       ("flatbuffers" ,flatbuffers)
 | 
						||
       ("python" ,python)))
 | 
						||
    (native-inputs
 | 
						||
     `(("pkg-config" ,pkg-config)
 | 
						||
       ("gemmlowp-src"
 | 
						||
        ;; The commit hash is taken from
 | 
						||
        ;; "tensorflow/lite/tools/cmake/modules/gemmlowp.cmake".
 | 
						||
        ,(let ((commit "fda83bdc38b118cc6b56753bd540caa49e570745"))
 | 
						||
           (origin
 | 
						||
             (method git-fetch)
 | 
						||
             (uri (git-reference
 | 
						||
                   (url "https://github.com/google/gemmlowp")
 | 
						||
                   (commit commit)))
 | 
						||
             (file-name (git-file-name "gemmlowp" (string-take commit 8)))
 | 
						||
             (sha256
 | 
						||
              (base32
 | 
						||
               "1sbp8kmr2azwlvfbzryy1frxi99jhsh1nc93bdbxdf8zdgpv0kxl")))))
 | 
						||
       ("neon2sse-src"
 | 
						||
        ,(let ((commit "a1652fd5253afbf3e39357b012974f93511f6108"))
 | 
						||
           (origin
 | 
						||
             (method git-fetch)
 | 
						||
             (uri (git-reference
 | 
						||
                   (url "https://github.com/intel/ARM_NEON_2_x86_SSE")
 | 
						||
                   (commit commit)))
 | 
						||
             (file-name (git-file-name "neon2sse" (string-take commit 8)))
 | 
						||
             (sha256
 | 
						||
              (base32
 | 
						||
               "1q8gkxag9wlnwdwad2pclsrkwzrdjy94hyrkayrsvxyj7szb5y8i")))))
 | 
						||
       ("farmhash-src"
 | 
						||
        ,(let ((commit "816a4ae622e964763ca0862d9dbd19324a1eaf45"))
 | 
						||
           (origin
 | 
						||
             (method url-fetch)
 | 
						||
             (uri (string-append
 | 
						||
                   "https://mirror.bazel.build/github.com/google/farmhash/archive/"
 | 
						||
                   commit ".tar.gz"))
 | 
						||
             (file-name (git-file-name "farmhash" (string-take commit 8)))
 | 
						||
             (sha256
 | 
						||
              (base32
 | 
						||
               "185b2xdxl4d4cnsnv6abg8s22gxvx8673jq2yaq85bz4cdy58q35")))))
 | 
						||
       ("fft2d-src"
 | 
						||
        ,(origin
 | 
						||
           (method url-fetch)
 | 
						||
           (uri (string-append "https://storage.googleapis.com/"
 | 
						||
                               "mirror.tensorflow.org/"
 | 
						||
                               "www.kurims.kyoto-u.ac.jp/~ooura/fft2d.tgz"))
 | 
						||
           (file-name "fft2d.tar.gz")
 | 
						||
           (sha256
 | 
						||
            (base32
 | 
						||
             "1jfflzi74fag9z4qmgwvp90aif4dpbr1657izmxlgvf4hy8fk9xd"))))
 | 
						||
       ("ruy-src"
 | 
						||
        ,(let ((commit "9c56af3fce210a8a103eda19bd6f47c08a9e3d90"))
 | 
						||
           (origin
 | 
						||
             (method git-fetch)
 | 
						||
             (uri (git-reference
 | 
						||
                   (url "https://github.com/google/ruy")
 | 
						||
                   (commit commit)
 | 
						||
                   (recursive? #true)))
 | 
						||
             (file-name (git-file-name "ruy" (string-take commit 8)))
 | 
						||
             (sha256
 | 
						||
              (base32
 | 
						||
               "1cfd5gk6kaj8kbl3h98gx1ap8czd59y6p8qq8nr28fklpyzf5cis")))))))
 | 
						||
    (home-page "https://tensorflow.org")
 | 
						||
    (synopsis "Machine learning framework")
 | 
						||
    (description
 | 
						||
     "TensorFlow is a flexible platform for building and training machine
 | 
						||
learning models.  This package provides the \"lite\" variant for mobile
 | 
						||
devices.")
 | 
						||
    (license license:asl2.0)))
 | 
						||
 | 
						||
(define-public python-iml
 | 
						||
  (package
 | 
						||
    (name "python-iml")
 | 
						||
    (version "0.6.2")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (pypi-uri "iml" version))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "1k8szlpm19rcwcxdny9qdm3gmaqq8akb4xlvrzyz8c2d679aak6l"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (propagated-inputs
 | 
						||
     `(("ipython" ,python-ipython)
 | 
						||
       ("numpy" ,python-numpy)
 | 
						||
       ("pandas" ,python-pandas)
 | 
						||
       ("scipy" ,python-scipy)))
 | 
						||
    (native-inputs
 | 
						||
     `(("nose" ,python-nose)))
 | 
						||
    (home-page "https://github.com/interpretable-ml/iml")
 | 
						||
    (synopsis "Interpretable Machine Learning (iML) package")
 | 
						||
    (description "Interpretable ML (iML) is a set of data type objects,
 | 
						||
visualizations, and interfaces that can be used by any method designed to
 | 
						||
explain the predictions of machine learning models (or really the output of
 | 
						||
any function).  It currently contains the interface and IO code from the Shap
 | 
						||
project, and it will potentially also do the same for the Lime project.")
 | 
						||
    (license license:expat)))
 | 
						||
 | 
						||
(define-public python-keras-applications
 | 
						||
  (package
 | 
						||
    (name "python-keras-applications")
 | 
						||
    (version "1.0.8")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (pypi-uri "Keras_Applications" version))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "1rcz31ca4axa6kzhjx4lwqxbg4wvlljkj8qj9a7p9sfd5fhzjyam"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    ;; The tests require Keras, but this package is needed to build Keras.
 | 
						||
    (arguments '(#:tests? #f))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-h5py" ,python-h5py)
 | 
						||
       ("python-numpy" ,python-numpy)))
 | 
						||
    (native-inputs
 | 
						||
     `(("python-pytest" ,python-pytest)
 | 
						||
       ("python-pytest-cov" ,python-pytest-cov)
 | 
						||
       ("python-pytest-pep8" ,python-pytest-pep8)
 | 
						||
       ("python-pytest-xdist" ,python-pytest-xdist)))
 | 
						||
    (home-page "https://github.com/keras-team/keras-applications")
 | 
						||
    (synopsis "Reference implementations of popular deep learning models")
 | 
						||
    (description
 | 
						||
     "This package provides reference implementations of popular deep learning
 | 
						||
models for use with the Keras deep learning framework.")
 | 
						||
    (license license:expat)))
 | 
						||
 | 
						||
(define-public python-keras-preprocessing
 | 
						||
  (package
 | 
						||
    (name "python-keras-preprocessing")
 | 
						||
    (version "1.1.0")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (pypi-uri "Keras_Preprocessing" version))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "1r98nm4k1svsqjyaqkfk23i31bl1kcfcyp7094yyj3c43phfp3as"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-numpy" ,python-numpy)
 | 
						||
       ("python-six" ,python-six)))
 | 
						||
    (native-inputs
 | 
						||
     `(("python-pandas" ,python-pandas)
 | 
						||
       ("python-pillow" ,python-pillow)
 | 
						||
       ("python-pytest" ,python-pytest)
 | 
						||
       ("python-pytest-cov" ,python-pytest-cov)
 | 
						||
       ("python-pytest-xdist" ,python-pytest-xdist)
 | 
						||
       ("tensorflow" ,tensorflow)))
 | 
						||
    (home-page "https://github.com/keras-team/keras-preprocessing/")
 | 
						||
    (synopsis "Data preprocessing and augmentation for deep learning models")
 | 
						||
    (description
 | 
						||
     "Keras Preprocessing is the data preprocessing and data augmentation
 | 
						||
module of the Keras deep learning library.  It provides utilities for working
 | 
						||
with image data, text data, and sequence data.")
 | 
						||
    (license license:expat)))
 | 
						||
 | 
						||
(define-public python-keras
 | 
						||
  (package
 | 
						||
    (name "python-keras")
 | 
						||
    (version "2.2.4")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (pypi-uri "Keras" version))
 | 
						||
       (patches (search-patches "python-keras-integration-test.patch"))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "1j8bsqzh49vjdxy6l1k4iwax5vpjzniynyd041xjavdzvfii1dlh"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (add-after 'unpack 'remove-tests-for-unavailable-features
 | 
						||
           (lambda _
 | 
						||
             (delete-file "keras/backend/theano_backend.py")
 | 
						||
             (delete-file "keras/backend/cntk_backend.py")
 | 
						||
             (delete-file "tests/keras/backend/backend_test.py")
 | 
						||
 | 
						||
             ;; FIXME: This doesn't work because Tensorflow is missing the
 | 
						||
             ;; coder ops library.
 | 
						||
             (delete-file "tests/keras/test_callbacks.py")
 | 
						||
             #t))
 | 
						||
         (replace 'check
 | 
						||
           (lambda _
 | 
						||
             ;; These tests attempt to download data files from the internet.
 | 
						||
             (delete-file "tests/integration_tests/test_datasets.py")
 | 
						||
             (delete-file "tests/integration_tests/imagenet_utils_test.py")
 | 
						||
             ;; Backport https://github.com/keras-team/keras/pull/12479.
 | 
						||
             (substitute* "tests/keras/engine/test_topology.py"
 | 
						||
               (("np.ones\\(\\(3, 2\\)\\)")
 | 
						||
                "1."))
 | 
						||
             (invoke "python" "-m" "pytest"
 | 
						||
                     ;; The following test fail only in the build container;
 | 
						||
                     ;; skip it.
 | 
						||
                     "-k" "not test_selu"))))))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-h5py" ,python-h5py)
 | 
						||
       ("python-keras-applications" ,python-keras-applications)
 | 
						||
       ("python-keras-preprocessing" ,python-keras-preprocessing)
 | 
						||
       ("python-numpy" ,python-numpy)
 | 
						||
       ("python-pydot" ,python-pydot)
 | 
						||
       ("python-pyyaml" ,python-pyyaml)
 | 
						||
       ("python-scipy" ,python-scipy)
 | 
						||
       ("python-six" ,python-six)
 | 
						||
       ("tensorflow" ,tensorflow)
 | 
						||
       ("graphviz" ,graphviz)))
 | 
						||
    (native-inputs
 | 
						||
     `(("python-pandas" ,python-pandas)
 | 
						||
       ("python-pytest" ,python-pytest)
 | 
						||
       ("python-pytest-cov" ,python-pytest-cov)
 | 
						||
       ("python-pytest-pep8" ,python-pytest-pep8)
 | 
						||
       ("python-pytest-timeout" ,python-pytest-timeout)
 | 
						||
       ("python-pytest-xdist" ,python-pytest-xdist)
 | 
						||
       ("python-sphinx" ,python-sphinx)
 | 
						||
       ("python-requests" ,python-requests)))
 | 
						||
    (home-page "https://github.com/keras-team/keras")
 | 
						||
    (synopsis "High-level deep learning framework")
 | 
						||
    (description "Keras is a high-level neural networks API, written in Python
 | 
						||
and capable of running on top of TensorFlow.  It was developed with a focus on
 | 
						||
enabling fast experimentation.  Use Keras if you need a deep learning library
 | 
						||
that:
 | 
						||
 | 
						||
@itemize
 | 
						||
@item Allows for easy and fast prototyping (through user friendliness,
 | 
						||
  modularity, and extensibility).
 | 
						||
@item Supports both convolutional networks and recurrent networks, as well as
 | 
						||
  combinations of the two.
 | 
						||
@item Runs seamlessly on CPU and GPU.
 | 
						||
@end itemize\n")
 | 
						||
    (license license:expat)))
 | 
						||
 | 
						||
(define-public gloo
 | 
						||
  (let ((version "0.0.0") ; no proper version tag
 | 
						||
        (commit "c22a5cfba94edf8ea4f53a174d38aa0c629d070f")
 | 
						||
        (revision "1"))
 | 
						||
    (package
 | 
						||
      (name "gloo")
 | 
						||
      (version (git-version version revision commit))
 | 
						||
      (source
 | 
						||
       (origin
 | 
						||
         (method git-fetch)
 | 
						||
         (uri (git-reference
 | 
						||
               (url "https://github.com/facebookincubator/gloo")
 | 
						||
               (commit commit)))
 | 
						||
         (file-name (git-file-name name version))
 | 
						||
         (sha256
 | 
						||
          (base32
 | 
						||
           "1crmqgybzkgkpbmcx16912gsl5qsj49swa0ikx6mhqgph0chrh11"))))
 | 
						||
      (build-system cmake-build-system)
 | 
						||
      (native-inputs
 | 
						||
       `(("googletest" ,googletest)))
 | 
						||
      (inputs
 | 
						||
       `(("openssl" ,openssl)))
 | 
						||
      (arguments
 | 
						||
       `(#:configure-flags '("-DBUILD_TEST=1")
 | 
						||
         #:phases
 | 
						||
         (modify-phases %standard-phases
 | 
						||
           (replace 'check
 | 
						||
             (lambda* (#:key tests? #:allow-other-keys)
 | 
						||
               (when tests?
 | 
						||
                 (invoke "make" "gloo_test")))))))
 | 
						||
      (synopsis "Collective communications library")
 | 
						||
      (description
 | 
						||
       "Gloo is a collective communications library.  It comes with a
 | 
						||
number of collective algorithms useful for machine learning applications.
 | 
						||
These include a barrier, broadcast, and allreduce.")
 | 
						||
      (home-page "https://github.com/facebookincubator/gloo")
 | 
						||
      (license license:bsd-3))))
 | 
						||
 | 
						||
(define-public python-umap-learn
 | 
						||
  (package
 | 
						||
    (name "python-umap-learn")
 | 
						||
    (version "0.3.10")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (pypi-uri "umap-learn" version))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "02ada2yy6km6zgk2836kg1c97yrcpalvan34p8c57446finnpki1"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (native-inputs
 | 
						||
     `(("python-joblib" ,python-joblib)
 | 
						||
       ("python-nose" ,python-nose)))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-numba" ,python-numba)
 | 
						||
       ("python-numpy" ,python-numpy)
 | 
						||
       ("python-scikit-learn" ,python-scikit-learn)
 | 
						||
       ("python-scipy" ,python-scipy)))
 | 
						||
    (home-page "https://github.com/lmcinnes/umap")
 | 
						||
    (synopsis
 | 
						||
     "Uniform Manifold Approximation and Projection")
 | 
						||
    (description
 | 
						||
     "Uniform Manifold Approximation and Projection is a dimension reduction
 | 
						||
technique that can be used for visualisation similarly to t-SNE, but also for
 | 
						||
general non-linear dimension reduction.")
 | 
						||
    (license license:bsd-3)))
 | 
						||
 | 
						||
(define-public xnnpack
 | 
						||
  ;; There's currently no tag on this repo.
 | 
						||
  (let ((version "0.0")
 | 
						||
        (commit "bbe88243aba847f6a3dd86defec0fea4a0e415a1")
 | 
						||
        (revision "1"))
 | 
						||
    (package
 | 
						||
      (name "xnnpack")
 | 
						||
      (version (git-version version revision commit))
 | 
						||
      (home-page "https://github.com/google/XNNPACK") ;fork of QNNPACK
 | 
						||
      (source (origin
 | 
						||
                (method git-fetch)
 | 
						||
                (uri (git-reference (url home-page) (commit commit)))
 | 
						||
                (file-name (git-file-name name version))
 | 
						||
                (sha256
 | 
						||
                 (base32
 | 
						||
                  "19j605x1l2h95mjhcj90zwjh1153pdgmqggl35ya5w0wll628iiz"))
 | 
						||
                (patches (search-patches "xnnpack-system-libraries.patch"))))
 | 
						||
      (build-system cmake-build-system)
 | 
						||
      (arguments
 | 
						||
       '(#:configure-flags '("-DXNNPACK_USE_SYSTEM_LIBS=YES"
 | 
						||
                             "-DBUILD_SHARED_LIBS=ON"
 | 
						||
                             "-DXNNPACK_LIBRARY_TYPE=shared"
 | 
						||
                             "-DXNNPACK_BUILD_TESTS=FALSE" ;FIXME: see below
 | 
						||
                             "-DXNNPACK_BUILD_BENCHMARKS=FALSE")
 | 
						||
 | 
						||
         ;; FIXME: Building tests leads to a CMake error:
 | 
						||
         ;;
 | 
						||
         ;;   ADD_LIBRARY cannot create target "all_microkernels" because
 | 
						||
         ;;   another target with the same name already exists.
 | 
						||
         #:tests? #f))
 | 
						||
      (inputs
 | 
						||
       `(("cpuinfo" ,cpuinfo)
 | 
						||
         ("pthreadpool" ,pthreadpool)
 | 
						||
         ("googletest" ,googletest)
 | 
						||
         ("googlebenchmark" ,googlebenchmark)
 | 
						||
         ("fxdiv" ,fxdiv)
 | 
						||
         ("fp16" ,fp16)
 | 
						||
         ("psimd" ,psimd)))
 | 
						||
      (synopsis "Optimized floating-point neural network inference operators")
 | 
						||
      (description
 | 
						||
       "XNNPACK is a highly optimized library of floating-point neural network
 | 
						||
inference operators for ARM, WebAssembly, and x86 platforms.  XNNPACK is not
 | 
						||
intended for direct use by deep learning practitioners and researchers;
 | 
						||
instead it provides low-level performance primitives for accelerating
 | 
						||
high-level machine learning frameworks, such as TensorFlow Lite,
 | 
						||
TensorFlow.js, PyTorch, and MediaPipe.")
 | 
						||
      (license license:bsd-3))))
 | 
						||
 | 
						||
(define-public python-pytorch
 | 
						||
  (package
 | 
						||
    (name "python-pytorch")
 | 
						||
    (version "1.9.0")
 | 
						||
    (source (origin
 | 
						||
              (method git-fetch)
 | 
						||
              (uri (git-reference
 | 
						||
                    (url "https://github.com/pytorch/pytorch")
 | 
						||
                    (commit (string-append "v" version))
 | 
						||
                    (recursive? #t)))
 | 
						||
              (file-name (git-file-name name version))
 | 
						||
              (sha256
 | 
						||
               (base32
 | 
						||
                "0cznsh68hwk5761gv7iijb4g6jgjpvs3bbixwpzzmkbkbn2q96c1"))
 | 
						||
              (patches (search-patches "python-pytorch-system-libraries.patch"
 | 
						||
                                       "python-pytorch-runpath.patch"))
 | 
						||
              (modules '((guix build utils)))
 | 
						||
              (snippet
 | 
						||
               '(begin
 | 
						||
                  ;; XXX: Let's be clear: this package is a bundling fest.  We
 | 
						||
                  ;; delete as much as we can, but there's still a lot left.
 | 
						||
                  (for-each (lambda (directory)
 | 
						||
                              (delete-file-recursively
 | 
						||
                               (string-append "third_party/" directory)))
 | 
						||
                            '("benchmark" "cpuinfo" "eigen"
 | 
						||
 | 
						||
                              ;; FIXME: QNNPACK (of which XNNPACK is a fork)
 | 
						||
                              ;; needs these.
 | 
						||
                              ;; "FP16" "FXdiv" "gemmlowp" "psimd"
 | 
						||
 | 
						||
                              "gloo" "googletest" "ios-cmake"
 | 
						||
                              "onnx" "protobuf" "pthreadpool"
 | 
						||
                              "pybind11" "python-enum" "python-peachpy"
 | 
						||
                              "python-six" "tbb" "XNNPACK" "zstd"))
 | 
						||
 | 
						||
                  ;; Adjust references to the onnx-optimizer headers.
 | 
						||
                  (substitute* "caffe2/onnx/backend.cc"
 | 
						||
                    (("onnx/optimizer/")
 | 
						||
                     "onnxoptimizer/"))))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (arguments
 | 
						||
     '(#:phases (modify-phases %standard-phases
 | 
						||
                  (add-before 'build 'use-system-libraries
 | 
						||
                    (lambda* (#:key outputs #:allow-other-keys)
 | 
						||
                      ;; Tell 'setup.py' to let 'CMakeLists.txt' know that we
 | 
						||
                      ;; want to use "system libraries" instead of the bundled
 | 
						||
                      ;; ones.
 | 
						||
                      (setenv "USE_SYSTEM_LIBS" "1")
 | 
						||
 | 
						||
                      ;; XXX: Disable that for simplicity for now.
 | 
						||
                      (setenv "USE_FBGEMM" "0")))
 | 
						||
                  (add-before 'build 'make-things-writable
 | 
						||
                    (lambda _
 | 
						||
                      ;; The 'build_caffe2' function in
 | 
						||
                      ;; 'tools/build_pytorch_libs.py', called from the
 | 
						||
                      ;; top-level 'setup.py', needs write access to this
 | 
						||
                      ;; directory.
 | 
						||
                      (for-each make-file-writable
 | 
						||
                                (find-files "caffe2/proto" "."
 | 
						||
                                            #:directories? #t))))
 | 
						||
                  (replace 'check
 | 
						||
                    (lambda* (#:key inputs outputs tests? #:allow-other-keys)
 | 
						||
                      ;; Run the test suite following the instructions in
 | 
						||
                      ;; 'CONTRIBUTING.md'.  XXX: Unfortunately this doesn't
 | 
						||
                      ;; work, unless you set PYTHONPATH presumably.
 | 
						||
                      (when tests?
 | 
						||
                        (let ((python-site (site-packages inputs outputs)))
 | 
						||
                          (setenv "PYTHONPATH"
 | 
						||
                                  (string-append python-site ":"
 | 
						||
                                                 (getenv "PYTHONPATH")))
 | 
						||
                          (invoke "python" "test/run_test.py")))))
 | 
						||
                  (add-after 'install 'remove-test-executables
 | 
						||
                    (lambda* (#:key inputs outputs #:allow-other-keys)
 | 
						||
                      ;; Remove test executables, but keep other executables
 | 
						||
                      ;; such as 'torch_shm_manager' and and .so files such as
 | 
						||
                      ;; 'libtorch_global_deps.so'.
 | 
						||
                      (let ((python-site (site-packages inputs outputs)))
 | 
						||
                        (for-each delete-file
 | 
						||
                                  (find-files python-site
 | 
						||
                                              "(^test_cpp_rpc|_test)$"))))))
 | 
						||
 | 
						||
       ;; XXX: Tests attempt to download data such as
 | 
						||
       ;; <https://raw.githubusercontent.com/pytorch/test-infra/master/stats/slow-tests.json>.
 | 
						||
       #:tests? #f))
 | 
						||
    (native-inputs
 | 
						||
     `(("cmake" ,cmake)
 | 
						||
       ("ninja" ,ninja)))
 | 
						||
    (inputs
 | 
						||
     `(("eigen" ,eigen)
 | 
						||
       ;; ("fmt" ,fmt)
 | 
						||
       ("fp16" ,fp16)
 | 
						||
       ("gemmlowp" ,gemmlowp)
 | 
						||
       ("googletest" ,googletest)
 | 
						||
       ("googlebenchmark" ,googlebenchmark)
 | 
						||
       ("gloo" ,gloo)
 | 
						||
       ("openblas" ,openblas)
 | 
						||
       ("openmpi" ,openmpi)
 | 
						||
       ("pthreadpool" ,pthreadpool)
 | 
						||
       ("protobuf" ,protobuf)
 | 
						||
       ("pybind11" ,pybind11)
 | 
						||
       ("sleef" ,sleef)
 | 
						||
       ("xnnpack" ,xnnpack)
 | 
						||
       ("zstd" ,zstd)))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-astunparse" ,python-astunparse)
 | 
						||
       ("python-numpy" ,python-numpy)
 | 
						||
       ("python-pyyaml" ,python-pyyaml)
 | 
						||
       ("python-cffi" ,python-cffi)
 | 
						||
       ("python-peachpy" ,python-peachpy)
 | 
						||
       ("python-typing-extensions" ,python-typing-extensions)
 | 
						||
       ("python-future" ,python-future)
 | 
						||
       ("python-six" ,python-six)
 | 
						||
       ("python-requests" ,python-requests)
 | 
						||
       ("onnx" ,onnx)                       ;propagated for its Python modules
 | 
						||
       ("onnx-optimizer" ,onnx-optimizer)
 | 
						||
       ("cpuinfo" ,cpuinfo)))
 | 
						||
    (home-page "https://pytorch.org/")
 | 
						||
    (synopsis "Python library for tensor computation and deep neural networks")
 | 
						||
    (description
 | 
						||
     "PyTorch is a Python package that provides two high-level features:
 | 
						||
 | 
						||
@itemize
 | 
						||
@item tensor computation (like NumPy) with strong GPU acceleration;
 | 
						||
@item deep neural networks (DNNs) built on a tape-based autograd system.
 | 
						||
@end itemize
 | 
						||
 | 
						||
You can reuse Python packages such as NumPy, SciPy, and Cython to extend
 | 
						||
PyTorch when needed.
 | 
						||
 | 
						||
Note: currently this package does not provide GPU support.")
 | 
						||
    (license license:bsd-3)))
 | 
						||
 | 
						||
(define-public python-hmmlearn
 | 
						||
  (package
 | 
						||
    (name "python-hmmlearn")
 | 
						||
    (version "0.2.6")
 | 
						||
    (source
 | 
						||
     (origin
 | 
						||
       (method url-fetch)
 | 
						||
       (uri (pypi-uri "hmmlearn" version))
 | 
						||
       (sha256
 | 
						||
        (base32
 | 
						||
         "1my0j3rzp17438idr32ssh0j969a98yjblx5igx5kgiiigr9qa1a"))))
 | 
						||
    (build-system python-build-system)
 | 
						||
    (arguments
 | 
						||
     `(#:phases
 | 
						||
       (modify-phases %standard-phases
 | 
						||
         (replace 'check
 | 
						||
           (lambda* (#:key inputs outputs tests? #:allow-other-keys)
 | 
						||
             (when tests?
 | 
						||
               (add-installed-pythonpath inputs outputs)
 | 
						||
               (with-directory-excursion (string-append (assoc-ref outputs "out") "/lib")
 | 
						||
                 (invoke "python" "-m" "pytest"))))))))
 | 
						||
    (propagated-inputs
 | 
						||
     `(("python-cython" ,python-cython)
 | 
						||
       ("python-numpy" ,python-numpy)
 | 
						||
       ("python-scikit-learn" ,python-scikit-learn)
 | 
						||
       ("python-scipy" ,python-scipy)
 | 
						||
       ("python-setuptools-scm" ,python-setuptools-scm)))
 | 
						||
    (native-inputs
 | 
						||
     `(("python-pytest" ,python-pytest)))
 | 
						||
    (home-page "https://github.com/hmmlearn/hmmlearn")
 | 
						||
    (synopsis "Hidden Markov Models with scikit-learn like API")
 | 
						||
    (description
 | 
						||
     "Hmmlearn is a set of algorithms for unsupervised learning and inference
 | 
						||
of Hidden Markov Models.")
 | 
						||
    (license license:bsd-3)))
 |