From ed45d3d9b550355d769a66ce9e04c8dcb74edcfc Mon Sep 17 00:00:00 2001
From: Andre Anjos <andre.dos.anjos@gmail.com>
Date: Fri, 20 Apr 2018 10:08:33 +0200
Subject: [PATCH] Initial port to conda-based CI/CD

---
 MANIFEST.in                                   |    4 +-
 README.rst                                    |  170 +-
 bootstrap-buildout.py                         |  189 --
 conda/meta.yaml                               |   63 +
 buildout.cfg => develop.cfg                   |    3 +-
 doc/algorithms.rst                            |    4 +-
 doc/backend_api.rst                           |   43 +-
 doc/conf.py                                   |  148 +-
 doc/dataformats.rst                           |    5 +-
 doc/develop.rst                               |  156 ++
 doc/experiments.rst                           |    3 -
 doc/img/beat.png                              |  Bin 3473 -> 0 bytes
 doc/img/beat.svg                              | 2035 -----------------
 doc/img/execute.msc                           |   22 +
 doc/img/execute.png                           |  Bin 0 -> 6101 bytes
 doc/img/execute.svg                           |  120 +
 doc/img/{beat.ico => favicon.ico}             |  Bin
 doc/img/logo.png                              |  Bin 0 -> 13399 bytes
 doc/index.rst                                 |   14 +-
 doc/introduction.rst                          |    4 +-
 doc/io.rst                                    |   40 +-
 doc/libraries.rst                             |    5 +-
 doc/links.rst                                 |   17 +
 doc/toolchains.rst                            |    1 -
 requirements.txt                              |   11 +
 .../compile_cxx_algorithms.sh                 |    0
 .../pull_images.sh                            |    0
 setup.py                                      |   33 +-
 version.txt                                   |    1 +
 29 files changed, 530 insertions(+), 2561 deletions(-)
 delete mode 100644 bootstrap-buildout.py
 create mode 100644 conda/meta.yaml
 rename buildout.cfg => develop.cfg (95%)
 create mode 100644 doc/develop.rst
 delete mode 100644 doc/img/beat.png
 delete mode 100644 doc/img/beat.svg
 create mode 100644 doc/img/execute.msc
 create mode 100644 doc/img/execute.png
 create mode 100644 doc/img/execute.svg
 rename doc/img/{beat.ico => favicon.ico} (100%)
 create mode 100644 doc/img/logo.png
 create mode 100644 doc/links.rst
 create mode 100644 requirements.txt
 rename buildout_compile_cxx_algorithm.sh => scripts/compile_cxx_algorithms.sh (100%)
 rename buildout_pull_images.sh => scripts/pull_images.sh (100%)
 mode change 100755 => 100644 setup.py
 create mode 100644 version.txt

diff --git a/MANIFEST.in b/MANIFEST.in
index fa7a4cdd..b4cb2e45 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -1,4 +1,6 @@
-include LICENSE.AGPL README.rst buildout.cfg bootstrap-buildout.py
+include LICENSE.AGPL README.rst version.txt requirements.txt
+include buildout.cfg develop.cfg
+recursive-include scripts *.sh
 recursive-include doc conf.py *.rst *.png *.svg *.ico *.odg *.pdf *.dot
 recursive-include beat/core/schema *.json
 recursive-include beat/core/prototypes *.json *.py
diff --git a/README.rst b/README.rst
index 840b4e77..3cbc3ca3 100644
--- a/README.rst
+++ b/README.rst
@@ -20,159 +20,45 @@
 .. You should have received a copy of the GNU Affero Public License along     ..
 .. with the BEAT platform. If not, see http://www.gnu.org/licenses/.          ..
 
+.. image:: https://img.shields.io/badge/docs-stable-yellow.svg
+   :target: https://www.idiap.ch/software/beat/docs/beat/beat.core/stable/index.html
+.. image:: https://img.shields.io/badge/docs-latest-orange.svg
+   :target: https://www.idiap.ch/software/beat/docs/beat/beat.core/master/index.html
+.. image:: https://gitlab.idiap.ch/beat/beat.core/badges/master/build.svg
+   :target: https://gitlab.idiap.ch/beat/beat.core/commits/master
+.. image:: https://gitlab.idiap.ch/beat/beat.core/badges/master/coverage.svg
+   :target: https://gitlab.idiap.ch/beat/beat.core/commits/master
+.. image:: https://img.shields.io/badge/gitlab-project-0000c0.svg
+   :target: https://gitlab.idiap.ch/beat/beat.core
+.. image:: https://img.shields.io/pypi/v/beat.core.svg
+   :target: https://pypi.python.org/pypi/beat.core
 
-============================================
- Biometrics Evaluation and Testing Platform
-============================================
 
-This package contains the source code for the core components of the BEAT
-platform.
+==========================
+ Core Components for BEAT
+==========================
+
+This package part of BEAT_, an open-source evaluation platform for data science
+algorithms and workflows. It contains the source code for its core components.
 
 
 Installation
 ------------
 
-Really easy, with ``zc.buildout``::
-
-  $ python bootstrap-buildout.py
-  $ ./bin/buildout
-
-These 2 commands should download and install all non-installed dependencies and
-get you a fully operational test and development environment.
-
-.. note::
-
-  The python shell used in the first line of the previous command set
-  determines the python interpreter that will be used for all scripts developed
-  inside this package.
-
-  If you are on the Idiap filesystem, you may use
-  ``/idiap/project/beat/beat.env.deploy/usr/bin/python`` to bootstrap this
-  package instead. It contains the same setup deployed at the final BEAT
-  machinery.
-
-
-Docker
-======
-
-This package depends on Docker_ and uses it to run user algorithms in a
-container with the required software stack. You must install the Docker_ engine
-and make sure the user running tests has access to it.
-
-In particular, this package controls memory and CPU utilisation of the
-containers it launches. You must make sure to enable those functionalities on
-your installation.
-
-
-Docker Setup
-============
+Complete BEAT's `installation`_ instructions. Then, to install this package,
+run::
 
-Make sure you have the ``docker`` command available on your system. For certain
-operating systems, it is necessary to install ``docker`` via an external
-virtual machine (a.k.a. the *docker machine*). Follow the instructions at `the
-docker website <https://docs.docker.com/engine/installation/>` before trying to
-execute algorithms or experiments.
+  $ conda install beat.backend.python
 
-We use specific docker images to run user algorithms. Download the following
-base images before you try to run tests or experiments on your computer::
 
-  $ docker pull docker.idiap.ch/beat/beat.env.system.python:1.1.2
-  $ docker pull docker.idiap.ch/beat/beat.env.db.examples:1.1.1
-  $ docker pull docker.idiap.ch/beat/beat.env.client:1.2.0
-  $ docker pull docker.idiap.ch/beat/beat.env.cxx:1.0.2
-
-Optionally, also download the following images to be able to re-run experiments
-downloaded from the BEAT platform (not required for unit testing)::
-
-  $ docker pull docker.idiap.ch/beat/beat.env.python:0.0.4
-  $ docker pull docker.idiap.ch/beat/beat.env.python:1.0.0
-  $ docker pull docker.idiap.ch/beat/beat.env.db:1.2.2
-
-
-Documentation
--------------
-
-To build the documentation, just do::
-
-  $ ./bin/sphinx-apidoc --separate -d 2 --output=doc/api beat beat/core/test beat/core/scripts
-  $ ./bin/sphinx-build doc sphinx
-
-
-Testing
+Contact
 -------
 
-After installation, it is possible to run our suite of unit tests. To do so,
-use ``nose``::
-
-  $ ./bin/nosetests -sv
-
-
-.. note::
-
-   Some of the tests for our command-line toolkit require a running BEAT
-   platform web-server, with a compatible ``beat.core`` installed (preferably
-   the same).  By default, these tests will be skipped. If you want to run
-   them, you must setup a development web server and set the environment
-   variable ``BEAT_CORE_TEST_PLATFORM`` to point to that address. For example::
-
-     $ export BEAT_CORE_TEST_PLATFORM="http://example.com/platform/"
-     $ ./bin/nosetests -sv
-
-   It is **not** adviseable to run tests against a production web server.
-
-If you want to skip slow tests (at least those pulling stuff from our servers)
-or executing lengthy operations, just do::
-
-  $ ./bin/nosetests -sv -a '!slow'
-
-To measure the test coverage, do the following::
-
-  $ ./bin/nosetests -sv --with-coverage --cover-package=beat.core
-
-To produce an HTML test coverage report, at the directory `./htmlcov`, do the
-following::
-
-  $ ./bin/nosetests -sv --with-coverage --cover-package=beat.core --cover-html --cover-html-dir=htmlcov
-
-Our documentation is also interspersed with test units. You can run them using
-sphinx::
-
-  $ ./bin/sphinx -b doctest doc sphinx
-
-
-Development
------------
-
-Indentation
-===========
-
-You can enforce PEP8_ compliance using the application ``autopep8``. For
-example, to enforce compliance on a single file and edit it in place, do::
-
-  $ ./bin/autopep8 --indent-size=2 --in-place beat/core/utils.py
-
-We normally use 2-space indentation. If ever, you can easily change the
-indentation to 4 spaces like this::
-
-  $ ./bin/autopep8 --indent-size=4 --in-place beat/core/utils.py
-
-
-Profiling
-=========
-
-In order to profile the test code, try the following::
-
-  $ ./bin/python -mcProfile -oprof.data ./bin/nosetests -sv ...
-
-This will dump the profiling data at ``prof.data``. You can dump its contents
-in different ways using another command::
-
-  $ ./bin/python -mpstats prof.data
-
-This will allow you to dump and print the profiling statistics as you may find
-fit.
+For questions or reporting issues to this software package, contact our
+development `mailing list`_.
 
 
-.. References go here
-.. _pep8: https://www.python.org/dev/peps/pep-0008/
-.. _docker: https://www.docker.com/
+.. Place your references here:
+.. _beat: https://www.idiap.ch/software/beat
+.. _installation: https://www.idiap.ch/software/beat/install
+.. _mailing list: https://www.idiap.ch/software/beat/discuss
diff --git a/bootstrap-buildout.py b/bootstrap-buildout.py
deleted file mode 100644
index a6295667..00000000
--- a/bootstrap-buildout.py
+++ /dev/null
@@ -1,189 +0,0 @@
-##############################################################################
-#
-# Copyright (c) 2006 Zope Foundation and Contributors.
-# All Rights Reserved.
-#
-# This software is subject to the provisions of the Zope Public License,
-# Version 2.1 (ZPL).  A copy of the ZPL should accompany this distribution.
-# THIS SOFTWARE IS PROVIDED "AS IS" AND ANY AND ALL EXPRESS OR IMPLIED
-# WARRANTIES ARE DISCLAIMED, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
-# WARRANTIES OF TITLE, MERCHANTABILITY, AGAINST INFRINGEMENT, AND FITNESS
-# FOR A PARTICULAR PURPOSE.
-#
-##############################################################################
-"""Bootstrap a buildout-based project
-
-Simply run this script in a directory containing a buildout.cfg.
-The script accepts buildout command-line options, so you can
-use the -c option to specify an alternate configuration file.
-"""
-
-import os
-import shutil
-import sys
-import tempfile
-
-from optparse import OptionParser
-
-tmpeggs = tempfile.mkdtemp()
-
-usage = '''\
-[DESIRED PYTHON FOR BUILDOUT] bootstrap.py [options]
-
-Bootstraps a buildout-based project.
-
-Simply run this script in a directory containing a buildout.cfg, using the
-Python that you want bin/buildout to use.
-
-Note that by using --find-links to point to local resources, you can keep
-this script from going over the network.
-'''
-
-parser = OptionParser(usage=usage)
-parser.add_option("-v", "--version", help="use a specific zc.buildout version")
-
-parser.add_option("-t", "--accept-buildout-test-releases",
-                  dest='accept_buildout_test_releases',
-                  action="store_true", default=False,
-                  help=("Normally, if you do not specify a --version, the "
-                        "bootstrap script and buildout gets the newest "
-                        "*final* versions of zc.buildout and its recipes and "
-                        "extensions for you.  If you use this flag, "
-                        "bootstrap and buildout will get the newest releases "
-                        "even if they are alphas or betas."))
-parser.add_option("-c", "--config-file",
-                  help=("Specify the path to the buildout configuration "
-                        "file to be used."))
-parser.add_option("-f", "--find-links",
-                  help=("Specify a URL to search for buildout releases"))
-parser.add_option("--allow-site-packages",
-                  action="store_true", default=False,
-                  help=("Let bootstrap.py use existing site packages"))
-parser.add_option("--setuptools-version",
-                  help="use a specific setuptools version")
-
-
-options, args = parser.parse_args()
-
-######################################################################
-# load/install setuptools
-
-try:
-    if options.allow_site_packages:
-        import setuptools
-        import pkg_resources
-    from urllib.request import urlopen
-except ImportError:
-    from urllib2 import urlopen
-
-ez = {}
-exec(urlopen('https://bootstrap.pypa.io/ez_setup.py').read(), ez)
-
-if not options.allow_site_packages:
-    # ez_setup imports site, which adds site packages
-    # this will remove them from the path to ensure that incompatible versions
-    # of setuptools are not in the path
-    import site
-    # inside a virtualenv, there is no 'getsitepackages'.
-    # We can't remove these reliably
-    if hasattr(site, 'getsitepackages'):
-        for sitepackage_path in site.getsitepackages():
-            sys.path[:] = [x for x in sys.path if sitepackage_path not in x]
-
-setup_args = dict(to_dir=tmpeggs, download_delay=0)
-
-if options.setuptools_version is not None:
-    setup_args['version'] = options.setuptools_version
-
-ez['use_setuptools'](**setup_args)
-import setuptools
-import pkg_resources
-
-# This does not (always?) update the default working set.  We will
-# do it.
-for path in sys.path:
-    if path not in pkg_resources.working_set.entries:
-        pkg_resources.working_set.add_entry(path)
-
-######################################################################
-# Install buildout
-
-ws = pkg_resources.working_set
-
-cmd = [sys.executable, '-c',
-       'from setuptools.command.easy_install import main; main()',
-       '-mZqNxd', tmpeggs]
-
-find_links = os.environ.get(
-    'bootstrap-testing-find-links',
-    options.find_links or
-    ('http://downloads.buildout.org/'
-     if options.accept_buildout_test_releases else None)
-    )
-if find_links:
-    cmd.extend(['-f', find_links])
-
-setuptools_path = ws.find(
-    pkg_resources.Requirement.parse('setuptools')).location
-
-requirement = 'zc.buildout'
-version = options.version
-if version is None and not options.accept_buildout_test_releases:
-    # Figure out the most recent final version of zc.buildout.
-    import setuptools.package_index
-    _final_parts = '*final-', '*final'
-
-    def _final_version(parsed_version):
-        try:
-            return not parsed_version.is_prerelease
-        except AttributeError:
-            # Older setuptools
-            for part in parsed_version:
-                if (part[:1] == '*') and (part not in _final_parts):
-                    return False
-            return True
-
-    index = setuptools.package_index.PackageIndex(
-        search_path=[setuptools_path])
-    if find_links:
-        index.add_find_links((find_links,))
-    req = pkg_resources.Requirement.parse(requirement)
-    if index.obtain(req) is not None:
-        best = []
-        bestv = None
-        for dist in index[req.project_name]:
-            distv = dist.parsed_version
-            if _final_version(distv):
-                if bestv is None or distv > bestv:
-                    best = [dist]
-                    bestv = distv
-                elif distv == bestv:
-                    best.append(dist)
-        if best:
-            best.sort()
-            version = best[-1].version
-if version:
-    requirement = '=='.join((requirement, version))
-cmd.append(requirement)
-
-import subprocess
-if subprocess.call(cmd, env=dict(os.environ, PYTHONPATH=setuptools_path)) != 0:
-    raise Exception(
-        "Failed to execute command:\n%s" % repr(cmd)[1:-1])
-
-######################################################################
-# Import and run buildout
-
-ws.add_entry(tmpeggs)
-ws.require(requirement)
-import zc.buildout.buildout
-
-if not [a for a in args if '=' not in a]:
-    args.append('bootstrap')
-
-# if -c was provided, we push it back into args for buildout' main function
-if options.config_file is not None:
-    args[0:0] = ['-c', options.config_file]
-
-zc.buildout.buildout.main(args)
-shutil.rmtree(tmpeggs)
diff --git a/conda/meta.yaml b/conda/meta.yaml
new file mode 100644
index 00000000..a81663e7
--- /dev/null
+++ b/conda/meta.yaml
@@ -0,0 +1,63 @@
+{% set name = 'beat.core' %}
+{% set project_dir = environ.get('RECIPE_DIR') + '/..' %}
+
+package:
+  name: {{ name }}
+  version: {{ environ.get('BOB_PACKAGE_VERSION', '0.0.1') }}
+
+build:
+  entry_points:
+    - worker = beat.core.scripts.worker:main
+  number: {{ environ.get('BOB_BUILD_NUMBER', 0) }}
+  run_exports:
+    - {{ pin_subpackage(name) }}
+  script:
+    - cd {{ project_dir }}
+    {% if environ.get('BUILD_EGG') %}
+    - python setup.py sdist --formats=zip
+    {% endif %}
+    - python setup.py install --single-version-externally-managed --record record.txt
+
+requirements:
+  host:
+    - python {{ python }}
+    - setuptools {{ setuptools }}
+  run:
+    - python
+    - setuptools
+    - docker
+    - docopt
+    - graphviz
+    - jsonschema
+    - numpy
+    - pip
+    - pyzmq
+    - simplejson
+    - six
+    - beat.backend.python
+
+test:
+  requires:
+    - beat-devel {{ beat_devel }}.*
+    - bob.extension
+    - nose
+    - coverage
+    - sphinx
+    - sphinx_rtd_theme
+
+  imports:
+    - {{ name }}
+
+  commands:
+    - worker --help
+    - nosetests --with-coverage --cover-package={{ name }} -sv {{ name }}
+    - sphinx-build -aEW {{ project_dir }}/doc {{ project_dir }}/sphinx
+    - sphinx-build -aEb doctest {{ project_dir }}/doc sphinx
+    - conda inspect linkages -p $PREFIX {{ name }}  # [not win]
+    - conda inspect objects -p $PREFIX {{ name }}  # [osx]
+
+about:
+  home: https://www.idiap.ch/software/beat/
+  license: AGPLv3
+  summary: Python Backend for the BEAT Platform
+  license_family: AGPL
diff --git a/buildout.cfg b/develop.cfg
similarity index 95%
rename from buildout.cfg
rename to develop.cfg
index 3c933355..a5f011e5 100644
--- a/buildout.cfg
+++ b/develop.cfg
@@ -7,7 +7,6 @@ develop = .
 newest = false
 eggs = beat.core
        beat.backend.python
-       ipdb
 
 [sources]
 beat.backend.python = git https://gitlab.idiap.ch/beat/beat.backend.python branch=1.5.x
@@ -18,7 +17,7 @@ recipe = bob.buildout:scripts
 [docker_images]
 recipe = collective.recipe.cmd
 cmds = ./buildout_pull_images.sh
-uninstall_cmds = 
+uninstall_cmds =
 on_install = true
 on_update = true
 
diff --git a/doc/algorithms.rst b/doc/algorithms.rst
index dfca30c8..1268fb76 100644
--- a/doc/algorithms.rst
+++ b/doc/algorithms.rst
@@ -882,6 +882,4 @@ the data block on the output.
             return True
 
 
-.. Place your references here
-
-.. _json: http://en.wikipedia.org/wiki/JSON
+.. include:: links.rst
diff --git a/doc/backend_api.rst b/doc/backend_api.rst
index ad53a092..b7879d10 100644
--- a/doc/backend_api.rst
+++ b/doc/backend_api.rst
@@ -154,10 +154,10 @@ Further to those files, it is prudent to include:
 Message Passing
 ---------------
 
-The BEAT infrastructure communicates with the ``bin/execute`` process via
-`Zero Message Queue`_ or 0MQ for short. `0MQ`_ provides a portable
-bidirectional communication layer between the BEAT infrastructure and the
-target backend, with many `language bindings`_, including `python bindings`_.
+The BEAT infrastructure communicates with the ``bin/execute`` process via `Zero
+Message Queue`_ or ZMQ for short. ZMQ_ provides a portable bidirectional
+communication layer between the BEAT infrastructure and the target backend,
+with many `language bindings`_, including `python bindings`_.
 
 The user process, which manages the data readout of a given algorithm, sends
 commands back to the infrastructure for requesting data when needed.
@@ -187,26 +187,10 @@ The next diagram represents some possible states between the BEAT
 infrastructure and the ``execute`` process in case of a successful execution:
 
 
-.. msc::
+.. _beat-core-backend-msc:
+.. figure:: ./img/execute.*
 
-   hscale = "2.0";
-
-   io [label="BEAT Infrastructure (language agnostic)"], up [label="Execute (user code)"];
-
-   up->io [ label = "nxt channel" ];
-   io->up [ label = "2 name1 <bin1> name2 <bin2>" ];
-   up->io [ label = "hmd channel name" ];
-   io->up [ label = "tru" ];
-   up->io [ label = "oic name" ];
-   io->up [ label = "tru" ];
-   up->io [ label = "wrt out sz <bin>" ];
-   io->up [ label = "ack" ];
-   ...;
-   up->io [ label = "hmd channel name" ];
-   io->up [ label = "fal" ];
-   up->io [ label = "don" ];
-   ...;
-   io->up [ label = "ack" ];
+   Message Sequence Chart between BEAT agents and user containers/algorithms
 
 
 In the remainder of this section, we describe the various commands, which are
@@ -437,15 +421,4 @@ indicating a problem with the infrastructure was detected and that system
 administrators were informed.
 
 
-.. Place your references from this point onwards
-
-.. _beat.env.python27: http://gitlab.idiap.ch/biometric/beat.env.python27
-.. _beat.backend.python: http://gitlab.idiap.ch/biometric/beat.backend.python
-.. _python 2.7: http://www.python.org
-.. _0mq: http://zeromq.org
-.. _zmq: http://zeromq.org
-.. _zero message queue: http://zeromq.org
-.. _language bindings: http://zeromq.org/bindings:_start
-.. _python bindings: http://zeromq.org/bindings:python
-.. _markdown: http://daringfireball.net/projects/markdown/
-.. _restructuredtext: http://docutils.sourceforge.net/rst.html
+.. include:: links.rst
diff --git a/doc/conf.py b/doc/conf.py
index 0065278b..f9538296 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -25,16 +25,11 @@
 #                                                                             #
 ###############################################################################
 
-
 import os
 import sys
 import glob
 import pkg_resources
 
-# If extensions (or modules to document with autodoc) are in another directory,
-# add these directories to sys.path here. If the directory is relative to the
-# documentation root, use os.path.abspath to make it absolute, like shown here.
-#sys.path.insert(0, os.path.abspath('.'))
 
 # -- General configuration -----------------------------------------------------
 
@@ -44,25 +39,38 @@ needs_sphinx = '1.3'
 # Add any Sphinx extension module names here, as strings. They can be extensions
 # coming with Sphinx (named 'sphinx.ext.*') or your custom ones.
 extensions = [
-
     'sphinx.ext.todo',
     'sphinx.ext.coverage',
     'sphinx.ext.ifconfig',
     'sphinx.ext.autodoc',
     'sphinx.ext.autosummary',
     'sphinx.ext.doctest',
-    'sphinx.ext.intersphinx',
     'sphinx.ext.graphviz',
+    'sphinx.ext.intersphinx',
     'sphinx.ext.napoleon',
     'sphinx.ext.viewcode',
-    'sphinxcontrib.mscgen',
+    'sphinx.ext.mathjax',
+    #'matplotlib.sphinxext.plot_directive'
     ]
 
-import sphinx
-if sphinx.__version__ >= "1.4.1":
-    extensions.append('sphinx.ext.imgmath')
-else:
-    extensions.append('sphinx.ext.pngmath')
+# Be picky about warnings
+nitpicky = True
+
+# Ignores stuff we can't easily resolve on other project's sphinx manuals
+nitpick_ignore = []
+
+# Allows the user to override warnings from a separate file
+if os.path.exists('nitpick-exceptions.txt'):
+    for line in open('nitpick-exceptions.txt'):
+        if line.strip() == "" or line.startswith("#"):
+            continue
+        dtype, target = line.split(None, 1)
+        target = target.strip()
+        try: # python 2.x
+            target = unicode(target)
+        except NameError:
+            pass
+        nitpick_ignore.append((dtype, target))
 
 # Always includes todos
 todo_include_todos = True
@@ -118,10 +126,7 @@ release = distribution.version
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
-exclude_patterns = [
-  'api/modules.rst',
-  'api/beat.rst',
-  ]
+exclude_patterns = ['links.rst']
 
 # The reST default role (used for this markup: `text`) to use for all documents.
 #default_role = None
@@ -145,7 +150,7 @@ pygments_style = 'sphinx'
 
 # Some variables which are useful for generated material
 project_variable = project.replace('.', '_')
-short_description = u'Biometrics Evaluation and Testing Platform (Core Modules)'
+short_description = u'Core modules and definitions for the BEAT platform'
 owner = [u'Idiap Research Institute']
 
 
@@ -173,12 +178,12 @@ html_theme_path = [sphinx_rtd_theme.get_html_theme_path()]
 
 # The name of an image file (relative to this directory) to place at the top
 # of the sidebar.
-#html_logo = 'img/beat.svg'
+html_logo = 'img/logo.png'
 
 # The name of an image file (within the static path) to use as favicon of the
 # docs.  This file should be a Windows icon file (.ico) being 16x16 or 32x32
 # pixels large.
-html_favicon = 'img/beat.ico'
+html_favicon = 'img/favicon.ico'
 
 # Add any paths that contain custom static files (such as style sheets) here,
 # relative to this directory. They are copied after the builtin static files,
@@ -230,67 +235,15 @@ html_favicon = 'img/beat.ico'
 htmlhelp_basename = project_variable + u'_doc'
 
 
-# -- Options for LaTeX output --------------------------------------------------
-
-# The paper size ('letter' or 'a4').
-latex_paper_size = 'a4'
-
-# The font size ('10pt', '11pt' or '12pt').
-latex_font_size = '10pt'
-
-# Grouping the document tree into LaTeX files. List of tuples
-# (source start file, target name, title, author, documentclass [howto/manual]).
-latex_documents = [(
-    'index',
-    project_variable + '.tex',
-    short_description,
-    owner[0],
-    'manual',
-    )]
-
-# The name of an image file (relative to this directory) to place at the top of
-# the title page.
-latex_logo = ''
-
-# For "manual" documents, if this is true, then toplevel headings are parts,
-# not chapters.
-#latex_use_parts = False
-
-# If true, show page references after internal links.
-#latex_show_pagerefs = False
-
-# If true, show URL addresses after external links.
-#latex_show_urls = False
-
-# Additional stuff for the LaTeX preamble.
-#latex_preamble = ''
-
-# Documents to append as an appendix to all manuals.
-#latex_appendices = []
-
-# If false, no module index is generated.
-#latex_domain_indices = True
+# -- Post configuration --------------------------------------------------------
 
 # Included after all input documents
 rst_epilog = """
 .. |project| replace:: BEAT
-.. |url| replace:: https://www.beat-eu.org/platform/
 .. |version| replace:: %s
 .. |current-year| date:: %%Y
 """ % (version,)
 
-# -- Options for manual page output --------------------------------------------
-
-# One entry per manual page. List of tuples
-# (source start file, name, description, authors, manual section).
-man_pages = [(
-    'index',
-    project_variable,
-    short_description,
-    owner,
-    1,
-    )]
-
 # Default processing flags for sphinx
 autoclass_content = 'class'
 autodoc_member_order = 'bysource'
@@ -300,19 +253,40 @@ autodoc_default_flags = [
   'show-inheritance',
   ]
 
-python_version = '.'.join(str(k) for k in sys.version_info[0:2])
-python_link = 'http://docs.python.org/' + python_version + '/'
-numpy_link = 'http://docs.scipy.org/doc/numpy/'
-intersphinx_mapping = dict(
-    python=(python_link, None),
-    numpy=(numpy_link, None),
-    )
+# For inter-documentation mapping:
+from bob.extension.utils import link_documentation, load_requirements
+sphinx_requirements = "extra-intersphinx.txt"
+if os.path.exists(sphinx_requirements):
+  intersphinx_mapping = link_documentation(
+      additional_packages=['python','numpy'] + \
+          load_requirements(sphinx_requirements)
+          )
+else:
+  intersphinx_mapping = link_documentation()
+
+# Adds simplejson, pyzmq links
+intersphinx_mapping['http://simplejson.readthedocs.io/en/stable/'] = None
+intersphinx_mapping['http://pyzmq.readthedocs.io/en/stable/'] = None
+intersphinx_mapping['http://six.readthedocs.io'] = None
+intersphinx_mapping['http://python-jsonschema.readthedocs.io/en/stable/'] = None
+intersphinx_mapping['https://docker-py.readthedocs.io/en/stable/'] = None
+
+# We want to remove all private (i.e. _. or __.__) members
+# that are not in the list of accepted functions
+accepted_private_functions = ['__array__']
+
+def member_function_test(app, what, name, obj, skip, options):
+  # test if we have a private function
+  if len(name) > 1 and name[0] == '_':
+    # test if this private function should be allowed
+    if name not in accepted_private_functions:
+      # omit privat functions that are not in the list of accepted private functions
+      return skip
+    else:
+      # test if the method is documented
+      if not hasattr(obj, '__doc__') or not obj.__doc__:
+        return skip
+  return False
 
 def setup(app):
-  pass
-
-# If True, ANSI colour sequences in program output are interpreted. To use this
-# feature, the extension sphinxcontrib.ansi must be enabled and configured. If
-# missing or False, these sequences are not interpreted, but appear in
-# documentation unchanged.
-programoutput_use_ansi = True
+  app.connect('autodoc-skip-member', member_function_test)
diff --git a/doc/dataformats.rst b/doc/dataformats.rst
index 6d4e418c..d89ebc00 100644
--- a/doc/dataformats.rst
+++ b/doc/dataformats.rst
@@ -355,8 +355,5 @@ they receive and produce data. Here is just a simple illustrative example:
       })
 
 
-.. Place your references here
+.. include:: links.rst
 
-.. _numpy safe-casting rules: http://docs.scipy.org/doc/numpy/reference/generated/numpy.can_cast.html
-.. _zen of python: https://www.python.org/dev/peps/pep-0020/
-.. _json: http://en.wikipedia.org/wiki/JSON
diff --git a/doc/develop.rst b/doc/develop.rst
new file mode 100644
index 00000000..e6188020
--- /dev/null
+++ b/doc/develop.rst
@@ -0,0 +1,156 @@
+.. vim: set fileencoding=utf-8 :
+
+.. Copyright (c) 2016 Idiap Research Institute, http://www.idiap.ch/          ..
+.. Contact: beat.support@idiap.ch                                             ..
+..                                                                            ..
+.. This file is part of the beat.core module of the BEAT platform.            ..
+..                                                                            ..
+.. Commercial License Usage                                                   ..
+.. Licensees holding valid commercial BEAT licenses may use this file in      ..
+.. accordance with the terms contained in a written agreement between you     ..
+.. and Idiap. For further information contact tto@idiap.ch                    ..
+..                                                                            ..
+.. Alternatively, this file may be used under the terms of the GNU Affero     ..
+.. Public License version 3 as published by the Free Software and appearing   ..
+.. in the file LICENSE.AGPL included in the packaging of this file.           ..
+.. The BEAT platform 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.                                       ..
+..                                                                            ..
+.. You should have received a copy of the GNU Affero Public License along     ..
+.. with the BEAT platform. If not, see http://www.gnu.org/licenses/.          ..
+
+
+===================
+ Local Development
+===================
+
+Go through the following sequence of commands:
+
+
+.. code-block:: sh
+
+   $ git co https://gitlab.idiap.ch/bob/bob.admin
+   $ #install miniconda (version 4.4 or above required)
+   $ conda activate base
+   $ cd beat.backend.python #cd into this package's sources
+   $ ../bob.admin/conda/conda-bootstrap.py --overwrite --python=2.7 beat-core-dev
+   $ conda activate beat-core-dev
+   $ #n.b.: docker must be installed on your system (see next section)
+   $ buildout -c develop.cfg
+
+These commands should download and install all non-installed dependencies and
+get you a fully operational test and development environment.
+
+
+Docker
+------
+
+This package depends on Docker_ and may use it to run user algorithms in a
+container with the required software stack. You must install the Docker_ engine
+and make sure the user running tests has access to it.
+
+In particular, this package controls memory and CPU utilisation of the
+containers it launches. You must make sure to enable those functionalities on
+your installation.
+
+
+Docker Setup
+============
+
+Make sure you have the ``docker`` command available on your system. For certain
+operating systems, it is necessary to install ``docker`` via an external
+virtual machine (a.k.a. the *docker machine*). Follow the instructions at `the
+docker website <https://docs.docker.com/engine/installation/>` before trying to
+execute algorithms or experiments.
+
+We use specific docker images to run user algorithms. Download the following
+base images before you try to run tests or experiments on your computer::
+
+  $ docker pull docker.idiap.ch/beat/beat.env.system.python:1.1.2
+  $ docker pull docker.idiap.ch/beat/beat.env.db.examples:1.1.1
+  $ docker pull docker.idiap.ch/beat/beat.env.client:1.2.0
+  $ docker pull docker.idiap.ch/beat/beat.env.cxx:1.0.2
+
+Optionally, also download the following images to be able to re-run experiments
+downloaded from the BEAT platform (not required for unit testing)::
+
+  $ docker pull docker.idiap.ch/beat/beat.env.python:0.0.4
+  $ docker pull docker.idiap.ch/beat/beat.env.python:1.0.0
+  $ docker pull docker.idiap.ch/beat/beat.env.db:1.2.2
+
+
+Documentation
+-------------
+
+To build the documentation, just do:
+
+.. code-block:: sh
+
+   $ ./bin/sphinx-build doc sphinx
+
+
+Testing
+-------
+
+After installation, it is possible to run our suite of unit tests. To do so,
+use ``nose``:
+
+.. code-block:: sh
+
+   $ ./bin/nosetests -sv
+
+
+.. note::
+
+   Some of the tests for our command-line toolkit require a running BEAT
+   platform web-server, with a compatible ``beat.core`` installed (preferably
+   the same).  By default, these tests will be skipped. If you want to run
+   them, you must setup a development web server and set the environment
+   variable ``BEAT_CORE_TEST_PLATFORM`` to point to that address. For example::
+
+     $ export BEAT_CORE_TEST_PLATFORM="http://example.com/platform/"
+     $ ./bin/nosetests -sv
+
+   .. warning::
+
+      Do **NOT** run tests against a production web server.
+
+
+If you want to skip slow tests (at least those pulling stuff from our servers)
+or executing lengthy operations, just do::
+
+  $ ./bin/nosetests -sv -a '!slow'
+
+
+To measure the test coverage, do the following::
+
+  $ ./bin/nosetests -sv --with-coverage --cover-package=beat.core
+
+
+Our documentation is also interspersed with test units. You can run them using
+sphinx::
+
+  $ ./bin/sphinx -b doctest doc sphinx
+
+
+Other bits
+----------
+
+Profiling
+=========
+
+In order to profile the test code, try the following::
+
+  $ ./bin/python -mcProfile -oprof.data ./bin/nosetests -sv ...
+
+This will dump the profiling data at ``prof.data``. You can dump its contents
+in different ways using another command::
+
+  $ ./bin/python -mpstats prof.data
+
+This will allow you to dump and print the profiling statistics as you may find
+fit.
+
+
+.. _docker: https://www.docker.com/
diff --git a/doc/experiments.rst b/doc/experiments.rst
index ca628d92..61c8ee0d 100644
--- a/doc/experiments.rst
+++ b/doc/experiments.rst
@@ -197,6 +197,3 @@ declaration. For instance:
         ...
     }
 
-
-
-
diff --git a/doc/img/beat.png b/doc/img/beat.png
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diff --git a/doc/img/beat.svg b/doc/img/beat.svg
deleted file mode 100644
index 8b2549b0..00000000
--- a/doc/img/beat.svg
+++ /dev/null
@@ -1,2035 +0,0 @@
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diff --git a/doc/img/execute.msc b/doc/img/execute.msc
new file mode 100644
index 00000000..67f1452d
--- /dev/null
+++ b/doc/img/execute.msc
@@ -0,0 +1,22 @@
+# use mscgen to create a diagram from this representation:
+# $ mscgen -T png -o img/execute.png -i img/execute.msc
+msc {
+  hscale = "2.0";
+
+  io [label="BEAT Infrastructure (language agnostic)"], up [label="Execute (user code)"];
+
+  up->io [ label = "nxt channel" ];
+  io->up [ label = "2 name1 <bin1> name2 <bin2>" ];
+  up->io [ label = "hmd channel name" ];
+  io->up [ label = "tru" ];
+  up->io [ label = "oic name" ];
+  io->up [ label = "tru" ];
+  up->io [ label = "wrt out sz <bin>" ];
+  io->up [ label = "ack" ];
+  ...;
+  up->io [ label = "hmd channel name" ];
+  io->up [ label = "fal" ];
+  up->io [ label = "don" ];
+  ...;
+  io->up [ label = "ack" ];
+}
diff --git a/doc/img/execute.png b/doc/img/execute.png
new file mode 100644
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diff --git a/doc/img/execute.svg b/doc/img/execute.svg
new file mode 100644
index 00000000..07a4d1c3
--- /dev/null
+++ b/doc/img/execute.svg
@@ -0,0 +1,120 @@
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+ "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg version="1.1"
+ width="1200px" height="392px"
+ viewBox="0 0 1200 392"
+ xmlns="http://www.w3.org/2000/svg" shape-rendering="crispEdges"
+ stroke-width="1" text-rendering="geometricPrecision">
+<polygon fill="white" points="191,7 407,7 407,16 191,16"/>
+<text x="300" y="16" textLength="214" font-family="Helvetica" font-size="12" fill="black" text-anchor="middle">
+
+BEAT Infrastructure (language agnostic)
+</text>
+<polygon fill="white" points="845,7 953,7 953,16 845,16"/>
+<text x="900" y="16" textLength="107" font-family="Helvetica" font-size="12" fill="black" text-anchor="middle">
+
+Execute (user code)
+</text>
+<line x1="300" y1="22" x2="300" y2="50" stroke="black"/>
+<line x1="900" y1="22" x2="900" y2="50" stroke="black"/>
+<line x1="900" y1="33" x2="300" y2="33" stroke="black"/>
+<line x1="300" y1="33" x2="310" y2="39" stroke="black"/>
+<polygon fill="white" points="568,23 631,23 631,32 568,32"/>
+<text x="569" y="32" textLength="61" font-family="Helvetica" font-size="12" fill="black">
+nxt channel
+</text>
+<line x1="300" y1="50" x2="300" y2="78" stroke="black"/>
+<line x1="900" y1="50" x2="900" y2="78" stroke="black"/>
+<line x1="300" y1="61" x2="900" y2="61" stroke="black"/>
+<line x1="900" y1="61" x2="890" y2="67" stroke="black"/>
+<polygon fill="white" points="515,51 684,51 684,60 515,60"/>
+<text x="516" y="60" textLength="167" font-family="Helvetica" font-size="12" fill="black">
+2 name1 &lt;bin1&gt; name2 &lt;bin2&gt;
+</text>
+<line x1="300" y1="78" x2="300" y2="106" stroke="black"/>
+<line x1="900" y1="78" x2="900" y2="106" stroke="black"/>
+<line x1="900" y1="89" x2="300" y2="89" stroke="black"/>
+<line x1="300" y1="89" x2="310" y2="95" stroke="black"/>
+<polygon fill="white" points="547,79 651,79 651,88 547,88"/>
+<text x="548" y="88" textLength="102" font-family="Helvetica" font-size="12" fill="black">
+hmd channel name
+</text>
+<line x1="300" y1="106" x2="300" y2="134" stroke="black"/>
+<line x1="900" y1="106" x2="900" y2="134" stroke="black"/>
+<line x1="300" y1="117" x2="900" y2="117" stroke="black"/>
+<line x1="900" y1="117" x2="890" y2="123" stroke="black"/>
+<polygon fill="white" points="591,107 607,107 607,116 591,116"/>
+<text x="592" y="116" textLength="14" font-family="Helvetica" font-size="12" fill="black">
+tru
+</text>
+<line x1="300" y1="134" x2="300" y2="162" stroke="black"/>
+<line x1="900" y1="134" x2="900" y2="162" stroke="black"/>
+<line x1="900" y1="145" x2="300" y2="145" stroke="black"/>
+<line x1="300" y1="145" x2="310" y2="151" stroke="black"/>
+<polygon fill="white" points="574,135 625,135 625,144 574,144"/>
+<text x="575" y="144" textLength="49" font-family="Helvetica" font-size="12" fill="black">
+oic name
+</text>
+<line x1="300" y1="162" x2="300" y2="190" stroke="black"/>
+<line x1="900" y1="162" x2="900" y2="190" stroke="black"/>
+<line x1="300" y1="173" x2="900" y2="173" stroke="black"/>
+<line x1="900" y1="173" x2="890" y2="179" stroke="black"/>
+<polygon fill="white" points="591,163 607,163 607,172 591,172"/>
+<text x="592" y="172" textLength="14" font-family="Helvetica" font-size="12" fill="black">
+tru
+</text>
+<line x1="300" y1="190" x2="300" y2="218" stroke="black"/>
+<line x1="900" y1="190" x2="900" y2="218" stroke="black"/>
+<line x1="900" y1="201" x2="300" y2="201" stroke="black"/>
+<line x1="300" y1="201" x2="310" y2="207" stroke="black"/>
+<polygon fill="white" points="556,191 643,191 643,200 556,200"/>
+<text x="557" y="200" textLength="85" font-family="Helvetica" font-size="12" fill="black">
+wrt out sz &lt;bin&gt;
+</text>
+<line x1="300" y1="218" x2="300" y2="246" stroke="black"/>
+<line x1="900" y1="218" x2="900" y2="246" stroke="black"/>
+<line x1="300" y1="229" x2="900" y2="229" stroke="black"/>
+<line x1="900" y1="229" x2="890" y2="235" stroke="black"/>
+<polygon fill="white" points="589,219 610,219 610,228 589,228"/>
+<text x="590" y="228" textLength="19" font-family="Helvetica" font-size="12" fill="black">
+ack
+</text>
+<line x1="300" y1="246" x2="300" y2="263" stroke="black" stroke-dasharray="2,2"/>
+<line x1="900" y1="246" x2="900" y2="263" stroke="black" stroke-dasharray="2,2"/>
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+<line x1="900" y1="263" x2="900" y2="291" stroke="black"/>
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+<line x1="300" y1="274" x2="310" y2="280" stroke="black"/>
+<polygon fill="white" points="547,264 651,264 651,273 547,273"/>
+<text x="548" y="273" textLength="102" font-family="Helvetica" font-size="12" fill="black">
+hmd channel name
+</text>
+<line x1="300" y1="291" x2="300" y2="319" stroke="black"/>
+<line x1="900" y1="291" x2="900" y2="319" stroke="black"/>
+<line x1="300" y1="302" x2="900" y2="302" stroke="black"/>
+<line x1="900" y1="302" x2="890" y2="308" stroke="black"/>
+<polygon fill="white" points="592,292 607,292 607,301 592,301"/>
+<text x="593" y="301" textLength="13" font-family="Helvetica" font-size="12" fill="black">
+fal
+</text>
+<line x1="300" y1="319" x2="300" y2="347" stroke="black"/>
+<line x1="900" y1="319" x2="900" y2="347" stroke="black"/>
+<line x1="900" y1="330" x2="300" y2="330" stroke="black"/>
+<line x1="300" y1="330" x2="310" y2="336" stroke="black"/>
+<polygon fill="white" points="588,320 610,320 610,329 588,329"/>
+<text x="589" y="329" textLength="20" font-family="Helvetica" font-size="12" fill="black">
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diff --git a/doc/index.rst b/doc/index.rst
index d86978bb..2b94fd59 100644
--- a/doc/index.rst
+++ b/doc/index.rst
@@ -21,9 +21,13 @@
 .. with the BEAT platform. If not, see http://www.gnu.org/licenses/.          ..
 
 
-====================
-Core BEAT components
-====================
+======================
+ Core BEAT components
+======================
+
+This user guide contains information about BEAT core components, defining
+experiments, toolchains and user algorithms among others.
+
 
 .. toctree::
 
@@ -36,7 +40,9 @@ Core BEAT components
     databases
     io
     backend_api
-    api/beat.core
+    develop
+    api
+
 
 Indices and tables
 ==================
diff --git a/doc/introduction.rst b/doc/introduction.rst
index 049d354f..f9bfcc55 100644
--- a/doc/introduction.rst
+++ b/doc/introduction.rst
@@ -205,6 +205,4 @@ those building blocks, their relationships and how to use such a command-line
 interface to interact with the platform efficiently.
 
 
-.. Place your links here
-
-.. _reproducible research: http://reproducibleresearch.net
+.. include:: links.rst
diff --git a/doc/io.rst b/doc/io.rst
index 7185a9ab..8fe05ead 100644
--- a/doc/io.rst
+++ b/doc/io.rst
@@ -48,10 +48,9 @@ Therefore, we decided to rely on our own binary format.
 Binary Format
 -------------
 
-Our binary format does *not* contains information about the format
-of the data itself, and it is hence necessary to know this format
-a priori. This means that the format cannot be inferred from the
-content of a file.
+Our binary format does *not* contains information about the format of the data
+itself, and it is hence necessary to know this format a priori. This means that
+the format cannot be inferred from the content of a file.
 
 We rely on the following fundamental C-style formats:
 
@@ -70,25 +69,24 @@ We rely on the following fundamental C-style formats:
   * bool (written as a byte)
   * string
 
-An element of such a basic format is written in the C-style way,
-using little-endian byte ordering.
+An element of such a basic format is written in the C-style way, using
+little-endian byte ordering.
 
-Besides, dataformats always consist of arrays or dictionary of such
-fundamental formats or compound formats.
+Besides, dataformats always consist of arrays or dictionary of such fundamental
+formats or compound formats.
 
-An array of elements is saved as followed. First, the shape of
-the array is saved using an *uint64* value for each dimension. Next,
-the elements of the arrays are saved in C-style order.
+An array of elements is saved as followed. First, the shape of the array is
+saved using an *uint64* value for each dimension. Next, the elements of the
+arrays are saved in C-style order.
 
-A dictionary of elements is saved as followed. First, the key are
-ordered according to the lexicographic ordering. Then, the values
-associated to each of these keys are saved following this ordering.
+A dictionary of elements is saved as followed. First, the key are ordered
+according to the lexicographic ordering. Then, the values associated to each of
+these keys are saved following this ordering.
 
-The platform is data-driven and always processes chunks of data.
-Therefore, data are always written by chunks, each chunk being
-preceded by a text-formated header indicated the start- and end-
-indices followed by the size (in bytes) of the chunck.
+The platform is data-driven and always processes chunks of data.  Therefore,
+data are always written by chunks, each chunk being preceded by a text-formated
+header indicated the start- and end- indices followed by the size (in bytes) of
+the chunck.
 
-
-Considering the Python backend of the platform, this binary format
-has been successfully implemented using the ``struct``  module.
+Considering the Python backend of the platform, this binary format has been
+successfully implemented using the ``struct``  module.
diff --git a/doc/libraries.rst b/doc/libraries.rst
index 7f232584..4e6c1f87 100644
--- a/doc/libraries.rst
+++ b/doc/libraries.rst
@@ -112,7 +112,4 @@ sufficient to:
     array_processed = mylib.simple_function(array)
 
 
-
-.. Place your references here
-
-.. _json: http://en.wikipedia.org/wiki/JSON
+.. include:: links.rst
diff --git a/doc/links.rst b/doc/links.rst
new file mode 100644
index 00000000..7cd86ba3
--- /dev/null
+++ b/doc/links.rst
@@ -0,0 +1,17 @@
+.. Place your links here
+
+.. _beat: https://www.idiap.ch/software/beat
+.. _docker: https://www.docker.com/
+.. _reproducible research: http://reproducibleresearch.net
+.. _numpy safe-casting rules: http://docs.scipy.org/doc/numpy/reference/generated/numpy.can_cast.html
+.. _zen of python: https://www.python.org/dev/peps/pep-0020/
+.. _json: http://en.wikipedia.org/wiki/JSON
+.. _beat.env.python27: http://gitlab.idiap.ch/biometric/beat.env.python27
+.. _beat.backend.python: http://gitlab.idiap.ch/biometric/beat.backend.python
+.. _python 2.7: http://www.python.org
+.. _zero message queue: http://zeromq.org
+.. _zmq: http://zeromq.org
+.. _language bindings: http://zeromq.org/bindings:_start
+.. _python bindings: http://zeromq.org/bindings:python
+.. _markdown: http://daringfireball.net/projects/markdown/
+.. _restructuredtext: http://docutils.sourceforge.net/rst.html
diff --git a/doc/toolchains.rst b/doc/toolchains.rst
index 93f4e84c..faac7938 100644
--- a/doc/toolchains.rst
+++ b/doc/toolchains.rst
@@ -498,4 +498,3 @@ The following example describes the toolchain visible at
         ]
     }
 
-
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 00000000..57340b8c
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,11 @@
+beat.backend.python
+docker
+docopt
+graphviz
+jsonschema
+numpy
+pip
+pyzmq
+setuptools
+simplejson
+six
diff --git a/buildout_compile_cxx_algorithm.sh b/scripts/compile_cxx_algorithms.sh
similarity index 100%
rename from buildout_compile_cxx_algorithm.sh
rename to scripts/compile_cxx_algorithms.sh
diff --git a/buildout_pull_images.sh b/scripts/pull_images.sh
similarity index 100%
rename from buildout_pull_images.sh
rename to scripts/pull_images.sh
diff --git a/setup.py b/setup.py
old mode 100755
new mode 100644
index 0deaff9b..3f41db1b
--- a/setup.py
+++ b/setup.py
@@ -28,48 +28,27 @@
 
 from setuptools import setup, find_packages
 
-requires = [
-    "beat.backend.python",
-    "docopt",
-    "graphviz",
-    "jsonschema",
-    "numpy",
-    "pip",
-    "setuptools",
-    "simplejson",
-    "six",
-    "sphinx<1.7",
-    "sphinxcontrib-mscgen",
-    "sphinx-rtd-theme",
-    "matplotlib>=1.4",
-    "pyzmq",
-    "docker",
-]
+def load_requirements(f):
+  retval = [str(k.strip()) for k in open(f, 'rt')]
+  return [k for k in retval if k and k[0] not in ('#', '-')]
 
 # The only thing we do in this file is to call the setup() function with all
 # parameters that define our package.
 setup(
 
     name='beat.core',
-    version='1.5.1',
-    description='Biometrics Evaluation and Testing Platform (Core Modules)',
+    version=open("version.txt").read().rstrip(),
+    description='Core modules and definitions for the BEAT platform',
     url='https://gitlab.idiap.ch/beat/beat.core',
     license='AGPLv3',
     author='Idiap Research Institute',
     author_email='beat.support@idiap.ch',
     long_description=open('README.rst').read(),
 
-    # This line is required for any distutils based packaging.
     packages=find_packages(),
     include_package_data=True,
     zip_safe=False,
-
-    namespace_packages=[
-        "beat",
-    ],
-
-    install_requires=requires,
-
+    install_requires=load_requirements('requirements.txt'),
     entry_points={
         'console_scripts': [
             'worker = beat.core.scripts.worker:main',
diff --git a/version.txt b/version.txt
new file mode 100644
index 00000000..3357d065
--- /dev/null
+++ b/version.txt
@@ -0,0 +1 @@
+1.6.0b0
-- 
GitLab