diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
new file mode 100644
index 0000000000000000000000000000000000000000..fa11e075cc0fd8c54733fead8bc84daabc081f0b
--- /dev/null
+++ b/.gitlab-ci.yml
@@ -0,0 +1,249 @@
+# This build file heavily uses template features from YAML so it is generic
+# enough for any Bob project. Don't modify it unless you know what you're
+# doing.
+
+
+# Definition of our build pipeline
+stages:
+  - build
+  - test
+  - docs
+  - wheels
+  - deploy
+
+
+# ---------
+# Templates
+# ---------
+
+# Template for the build stage
+# Needs to run on all supported architectures, platforms and python versions
+.build_template: &build_job
+  stage: build
+  before_script:
+    - git clean -ffdx
+    - mkdir _ci
+    - curl --silent "https://gitlab.idiap.ch/bob/bob.admin/raw/master/gitlab/install.sh" > _ci/install.sh
+    - chmod 755 _ci/install.sh
+    - ./_ci/install.sh _ci #updates
+    - ./_ci/before_build.sh
+  script:
+    - ./_ci/build.sh
+  after_script:
+    - ./_ci/after_build.sh
+  artifacts:
+    expire_in: 1 week
+    paths:
+      - _ci/
+      - dist/
+      - sphinx/
+
+
+# Template for the test stage - re-installs from uploaded wheels
+# Needs to run on all supported architectures, platforms and python versions
+.test_template: &test_job
+  stage: test
+  before_script:
+    - ./_ci/install.sh _ci #updates
+    - ./_ci/before_test.sh
+  script:
+    - ./_ci/test.sh
+  after_script:
+    - ./_ci/after_test.sh
+
+
+# Template for the wheel uploading stage
+# Needs to run against one supported architecture, platform and python version
+.wheels_template: &wheels_job
+  stage: wheels
+  environment: intranet
+  only:
+    - master
+    - /^v\d+\.\d+\.\d+([abc]\d*)?$/  # PEP-440 compliant version (tags)
+  before_script:
+    - ./_ci/install.sh _ci #updates
+    - ./_ci/before_wheels.sh
+  script:
+    - ./_ci/wheels.sh
+  after_script:
+    - ./_ci/after_wheels.sh
+
+
+# Template for (latest) documentation upload stage
+# Only one real job needs to do this
+.docs_template: &docs_job
+  stage: docs
+  environment: intranet
+  only:
+    - master
+  before_script:
+    - ./_ci/install.sh _ci #updates
+    - ./_ci/before_docs.sh
+  script:
+    - ./_ci/docs.sh
+  after_script:
+    - ./_ci/after_docs.sh
+
+
+# Template for the deployment stage - re-installs from uploaded wheels
+# Needs to run on a single architecture only
+# Will deploy your package to PyPI and other required services
+# Only runs for tags
+.deploy_template: &deploy_job
+  stage: deploy
+  environment: internet
+  only:
+    - /^v\d+\.\d+\.\d+([abc]\d*)?$/  # PEP-440 compliant version (tags)
+  except:
+    - branches
+  before_script:
+    - ./_ci/install.sh _ci #updates
+    - ./_ci/before_deploy.sh
+  script:
+    - ./_ci/deploy.sh
+  after_script:
+    - ./_ci/after_deploy.sh
+
+
+# -------------
+# Build Targets
+# -------------
+
+# Linux + Python 2.7: Builds, tests, uploads wheel and deploys (if needed)
+build_linux_27:
+  <<: *build_job
+  variables: &linux_27_build_variables
+    PYTHON_VERSION: "2.7"
+    WHEEL_TAG: "py27"
+  tags:
+    - conda-linux
+
+test_linux_27:
+  <<: *test_job
+  variables: *linux_27_build_variables
+  dependencies:
+    - build_linux_27
+  tags:
+    - conda-linux
+
+wheels_linux_27:
+  <<: *wheels_job
+  variables: *linux_27_build_variables
+  dependencies:
+    - build_linux_27
+  tags:
+    - conda-linux
+
+deploy_linux_27:
+  <<: *deploy_job
+  variables: *linux_27_build_variables
+  dependencies:
+    - build_linux_27
+  tags:
+    - conda-linux
+
+
+# Linux + Python 3.4: Builds and tests
+build_linux_34:
+  <<: *build_job
+  variables: &linux_34_build_variables
+    PYTHON_VERSION: "3.4"
+    WHEEL_TAG: "py3"
+  tags:
+    - conda-linux
+
+test_linux_34:
+  <<: *test_job
+  variables: *linux_34_build_variables
+  dependencies:
+    - build_linux_34
+  tags:
+    - conda-linux
+
+
+# Linux + Python 3.5: Builds, tests and uploads wheel
+build_linux_35:
+  <<: *build_job
+  variables: &linux_35_build_variables
+    PYTHON_VERSION: "3.5"
+    WHEEL_TAG: "py3"
+  tags:
+    - conda-linux
+
+test_linux_35:
+  <<: *test_job
+  variables: *linux_35_build_variables
+  dependencies:
+    - build_linux_35
+  tags:
+    - conda-linux
+
+wheels_linux_35:
+  <<: *wheels_job
+  variables: *linux_35_build_variables
+  dependencies:
+    - build_linux_35
+  tags:
+    - conda-linux
+
+docs_linux_35:
+  <<: *docs_job
+  variables: *linux_35_build_variables
+  dependencies:
+    - build_linux_35
+  tags:
+    - conda-linux
+
+
+# Mac OSX + Python 2.7: Builds and tests
+build_macosx_27:
+  <<: *build_job
+  variables: &macosx_27_build_variables
+    PYTHON_VERSION: "2.7"
+    WHEEL_TAG: "py27"
+  tags:
+    - conda-macosx
+
+test_macosx_27:
+  <<: *test_job
+  variables: *macosx_27_build_variables
+  dependencies:
+    - build_macosx_27
+  tags:
+    - conda-macosx
+
+
+# Mac OSX + Python 3.4: Builds and tests
+build_macosx_34:
+  <<: *build_job
+  variables: &macosx_34_build_variables
+    PYTHON_VERSION: "3.4"
+    WHEEL_TAG: "py3"
+  tags:
+    - conda-macosx
+
+test_macosx_34:
+  <<: *test_job
+  variables: *macosx_34_build_variables
+  dependencies:
+    - build_macosx_34
+  tags:
+    - conda-macosx
+
+
+# Mac OSX + Python 3.5: Builds and tests
+build_macosx_35:
+  <<: *build_job
+  variables: &macosx_35_build_variables
+    PYTHON_VERSION: "3.5"
+    WHEEL_TAG: "py3"
+  tags:
+    - conda-macosx
+
+test_macosx_35:
+  <<: *test_job
+  variables: *macosx_35_build_variables
+  dependencies:
+    - build_macosx_35
+  tags:
+    - conda-macosx
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 38b238cb16ea2268c27c98354aaa92b4bacac4fc..0000000000000000000000000000000000000000
--- a/.travis.yml
+++ /dev/null
@@ -1,33 +0,0 @@
-language: python
-matrix:
-  include:
-  - python: 2.7
-    env:
-    - secure: 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
-    - secure: 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
-    - BOB_DOCUMENTATION_SERVER=https://www.idiap.ch/software/bob/docs/latest/bioidiap/%s/master
-    - BOB_UPLOAD_WHEEL="--universal"
-  - python: 3.3
-  - python: 3.4
-  - python: 3.5
-before_install:
-- sudo add-apt-repository -y ppa:biometrics/bob
-- sudo apt-get update -qq
-- sudo apt-get install -qq --force-yes libjpeg8-dev libnetpbm10-dev libpng12-dev libtiff4-dev libgif-dev libboost-all-dev libblitz1-dev libhdf5-serial-dev libvl-dev dvipng texlive-latex-base texlive-latex-extra texlive-math-extra texlive-latex-recommended texlive-fonts-recommended libatlas-dev libatlas-base-dev liblapack-dev gfortran
-- pip install --upgrade pip
-- pip install --find-links https://www.idiap.ch/software/bob/wheels/travis/ --use-wheel sphinx nose numpy scipy matplotlib coverage
-- pip install --find-links https://www.idiap.ch/software/bob/wheels/travis/ --use-wheel --pre -r requirements.txt coveralls
-install:
-- python bootstrap-buildout.py
-- ./bin/buildout buildout:develop=. buildout:extensions=bob.buildout buildout:auto-checkout=
-script:
-- ./bin/python -c 'import pkg_resources; from bob.bio.gmm import get_config; print(get_config())'
-- ./bin/coverage run --source=bob.bio.gmm ./bin/nosetests -sv
-- ./bin/sphinx-build -b doctest doc sphinx
-- ./bin/sphinx-build -b html doc sphinx
-after_success:
-- coveralls
-- wget https://raw.githubusercontent.com/bioidiap/bob.extension/master/scripts/upload-{sphinx,wheel}.sh
-- chmod a+x upload-sphinx.sh upload-wheel.sh
-- ./upload-sphinx.sh
-- ./upload-wheel.sh
diff --git a/COPYING b/COPYING
deleted file mode 100644
index 94a9ed024d3859793618152ea559a168bbcbb5e2..0000000000000000000000000000000000000000
--- a/COPYING
+++ /dev/null
@@ -1,674 +0,0 @@
-                    GNU GENERAL PUBLIC LICENSE
-                       Version 3, 29 June 2007
-
- Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/>
- Everyone is permitted to copy and distribute verbatim copies
- of this license document, but changing it is not allowed.
-
-                            Preamble
-
-  The GNU General Public License is a free, copyleft license for
-software and other kinds of works.
-
-  The licenses for most software and other practical works are designed
-to take away your freedom to share and change the works.  By contrast,
-the GNU General Public License is intended to guarantee your freedom to
-share and change all versions of a program--to make sure it remains free
-software for all its users.  We, the Free Software Foundation, use the
-GNU General Public License for most of our software; it applies also to
-any other work released this way by its authors.  You can apply it to
-your programs, too.
-
-  When we speak of free software, we are referring to freedom, not
-price.  Our General Public Licenses are designed to make sure that you
-have the freedom to distribute copies of free software (and charge for
-them if you wish), that you receive source code or can get it if you
-want it, that you can change the software or use pieces of it in new
-free programs, and that you know you can do these things.
-
-  To protect your rights, we need to prevent others from denying you
-these rights or asking you to surrender the rights.  Therefore, you have
-certain responsibilities if you distribute copies of the software, or if
-you modify it: responsibilities to respect the freedom of others.
-
-  For example, if you distribute copies of such a program, whether
-gratis or for a fee, you must pass on to the recipients the same
-freedoms that you received.  You must make sure that they, too, receive
-or can get the source code.  And you must show them these terms so they
-know their rights.
-
-  Developers that use the GNU GPL protect your rights with two steps:
-(1) assert copyright on the software, and (2) offer you this License
-giving you legal permission to copy, distribute and/or modify it.
-
-  For the developers' and authors' protection, the GPL clearly explains
-that there is no warranty for this free software.  For both users' and
-authors' sake, the GPL requires that modified versions be marked as
-changed, so that their problems will not be attributed erroneously to
-authors of previous versions.
-
-  Some devices are designed to deny users access to install or run
-modified versions of the software inside them, although the manufacturer
-can do so.  This is fundamentally incompatible with the aim of
-protecting users' freedom to change the software.  The systematic
-pattern of such abuse occurs in the area of products for individuals to
-use, which is precisely where it is most unacceptable.  Therefore, we
-have designed this version of the GPL to prohibit the practice for those
-products.  If such problems arise substantially in other domains, we
-stand ready to extend this provision to those domains in future versions
-of the GPL, as needed to protect the freedom of users.
-
-  Finally, every program is threatened constantly by software patents.
-States should not allow patents to restrict development and use of
-software on general-purpose computers, but in those that do, we wish to
-avoid the special danger that patents applied to a free program could
-make it effectively proprietary.  To prevent this, the GPL assures that
-patents cannot be used to render the program non-free.
-
-  The precise terms and conditions for copying, distribution and
-modification follow.
-
-                       TERMS AND CONDITIONS
-
-  0. Definitions.
-
-  "This License" refers to version 3 of the GNU General Public License.
-
-  "Copyright" also means copyright-like laws that apply to other kinds of
-works, such as semiconductor masks.
-
-  "The Program" refers to any copyrightable work licensed under this
-License.  Each licensee is addressed as "you".  "Licensees" and
-"recipients" may be individuals or organizations.
-
-  To "modify" a work means to copy from or adapt all or part of the work
-in a fashion requiring copyright permission, other than the making of an
-exact copy.  The resulting work is called a "modified version" of the
-earlier work or a work "based on" the earlier work.
-
-  A "covered work" means either the unmodified Program or a work based
-on the Program.
-
-  To "propagate" a work means to do anything with it that, without
-permission, would make you directly or secondarily liable for
-infringement under applicable copyright law, except executing it on a
-computer or modifying a private copy.  Propagation includes copying,
-distribution (with or without modification), making available to the
-public, and in some countries other activities as well.
-
-  To "convey" a work means any kind of propagation that enables other
-parties to make or receive copies.  Mere interaction with a user through
-a computer network, with no transfer of a copy, is not conveying.
-
-  An interactive user interface displays "Appropriate Legal Notices"
-to the extent that it includes a convenient and prominently visible
-feature that (1) displays an appropriate copyright notice, and (2)
-tells the user that there is no warranty for the work (except to the
-extent that warranties are provided), that licensees may convey the
-work under this License, and how to view a copy of this License.  If
-the interface presents a list of user commands or options, such as a
-menu, a prominent item in the list meets this criterion.
-
-  1. Source Code.
-
-  The "source code" for a work means the preferred form of the work
-for making modifications to it.  "Object code" means any non-source
-form of a work.
-
-  A "Standard Interface" means an interface that either is an official
-standard defined by a recognized standards body, or, in the case of
-interfaces specified for a particular programming language, one that
-is widely used among developers working in that language.
-
-  The "System Libraries" of an executable work include anything, other
-than the work as a whole, that (a) is included in the normal form of
-packaging a Major Component, but which is not part of that Major
-Component, and (b) serves only to enable use of the work with that
-Major Component, or to implement a Standard Interface for which an
-implementation is available to the public in source code form.  A
-"Major Component", in this context, means a major essential component
-(kernel, window system, and so on) of the specific operating system
-(if any) on which the executable work runs, or a compiler used to
-produce the work, or an object code interpreter used to run it.
-
-  The "Corresponding Source" for a work in object code form means all
-the source code needed to generate, install, and (for an executable
-work) run the object code and to modify the work, including scripts to
-control those activities.  However, it does not include the work's
-System Libraries, or general-purpose tools or generally available free
-programs which are used unmodified in performing those activities but
-which are not part of the work.  For example, Corresponding Source
-includes interface definition files associated with source files for
-the work, and the source code for shared libraries and dynamically
-linked subprograms that the work is specifically designed to require,
-such as by intimate data communication or control flow between those
-subprograms and other parts of the work.
-
-  The Corresponding Source need not include anything that users
-can regenerate automatically from other parts of the Corresponding
-Source.
-
-  The Corresponding Source for a work in source code form is that
-same work.
-
-  2. Basic Permissions.
-
-  All rights granted under this License are granted for the term of
-copyright on the Program, and are irrevocable provided the stated
-conditions are met.  This License explicitly affirms your unlimited
-permission to run the unmodified Program.  The output from running a
-covered work is covered by this License only if the output, given its
-content, constitutes a covered work.  This License acknowledges your
-rights of fair use or other equivalent, as provided by copyright law.
-
-  You may make, run and propagate covered works that you do not
-convey, without conditions so long as your license otherwise remains
-in force.  You may convey covered works to others for the sole purpose
-of having them make modifications exclusively for you, or provide you
-with facilities for running those works, provided that you comply with
-the terms of this License in conveying all material for which you do
-not control copyright.  Those thus making or running the covered works
-for you must do so exclusively on your behalf, under your direction
-and control, on terms that prohibit them from making any copies of
-your copyrighted material outside their relationship with you.
-
-  Conveying under any other circumstances is permitted solely under
-the conditions stated below.  Sublicensing is not allowed; section 10
-makes it unnecessary.
-
-  3. Protecting Users' Legal Rights From Anti-Circumvention Law.
-
-  No covered work shall be deemed part of an effective technological
-measure under any applicable law fulfilling obligations under article
-11 of the WIPO copyright treaty adopted on 20 December 1996, or
-similar laws prohibiting or restricting circumvention of such
-measures.
-
-  When you convey a covered work, you waive any legal power to forbid
-circumvention of technological measures to the extent such circumvention
-is effected by exercising rights under this License with respect to
-the covered work, and you disclaim any intention to limit operation or
-modification of the work as a means of enforcing, against the work's
-users, your or third parties' legal rights to forbid circumvention of
-technological measures.
-
-  4. Conveying Verbatim Copies.
-
-  You may convey verbatim copies of the Program's source code as you
-receive it, in any medium, provided that you conspicuously and
-appropriately publish on each copy an appropriate copyright notice;
-keep intact all notices stating that this License and any
-non-permissive terms added in accord with section 7 apply to the code;
-keep intact all notices of the absence of any warranty; and give all
-recipients a copy of this License along with the Program.
-
-  You may charge any price or no price for each copy that you convey,
-and you may offer support or warranty protection for a fee.
-
-  5. Conveying Modified Source Versions.
-
-  You may convey a work based on the Program, or the modifications to
-produce it from the Program, in the form of source code under the
-terms of section 4, provided that you also meet all of these conditions:
-
-    a) The work must carry prominent notices stating that you modified
-    it, and giving a relevant date.
-
-    b) The work must carry prominent notices stating that it is
-    released under this License and any conditions added under section
-    7.  This requirement modifies the requirement in section 4 to
-    "keep intact all notices".
-
-    c) You must license the entire work, as a whole, under this
-    License to anyone who comes into possession of a copy.  This
-    License will therefore apply, along with any applicable section 7
-    additional terms, to the whole of the work, and all its parts,
-    regardless of how they are packaged.  This License gives no
-    permission to license the work in any other way, but it does not
-    invalidate such permission if you have separately received it.
-
-    d) If the work has interactive user interfaces, each must display
-    Appropriate Legal Notices; however, if the Program has interactive
-    interfaces that do not display Appropriate Legal Notices, your
-    work need not make them do so.
-
-  A compilation of a covered work with other separate and independent
-works, which are not by their nature extensions of the covered work,
-and which are not combined with it such as to form a larger program,
-in or on a volume of a storage or distribution medium, is called an
-"aggregate" if the compilation and its resulting copyright are not
-used to limit the access or legal rights of the compilation's users
-beyond what the individual works permit.  Inclusion of a covered work
-in an aggregate does not cause this License to apply to the other
-parts of the aggregate.
-
-  6. Conveying Non-Source Forms.
-
-  You may convey a covered work in object code form under the terms
-of sections 4 and 5, provided that you also convey the
-machine-readable Corresponding Source under the terms of this License,
-in one of these ways:
-
-    a) Convey the object code in, or embodied in, a physical product
-    (including a physical distribution medium), accompanied by the
-    Corresponding Source fixed on a durable physical medium
-    customarily used for software interchange.
-
-    b) Convey the object code in, or embodied in, a physical product
-    (including a physical distribution medium), accompanied by a
-    written offer, valid for at least three years and valid for as
-    long as you offer spare parts or customer support for that product
-    model, to give anyone who possesses the object code either (1) a
-    copy of the Corresponding Source for all the software in the
-    product that is covered by this License, on a durable physical
-    medium customarily used for software interchange, for a price no
-    more than your reasonable cost of physically performing this
-    conveying of source, or (2) access to copy the
-    Corresponding Source from a network server at no charge.
-
-    c) Convey individual copies of the object code with a copy of the
-    written offer to provide the Corresponding Source.  This
-    alternative is allowed only occasionally and noncommercially, and
-    only if you received the object code with such an offer, in accord
-    with subsection 6b.
-
-    d) Convey the object code by offering access from a designated
-    place (gratis or for a charge), and offer equivalent access to the
-    Corresponding Source in the same way through the same place at no
-    further charge.  You need not require recipients to copy the
-    Corresponding Source along with the object code.  If the place to
-    copy the object code is a network server, the Corresponding Source
-    may be on a different server (operated by you or a third party)
-    that supports equivalent copying facilities, provided you maintain
-    clear directions next to the object code saying where to find the
-    Corresponding Source.  Regardless of what server hosts the
-    Corresponding Source, you remain obligated to ensure that it is
-    available for as long as needed to satisfy these requirements.
-
-    e) Convey the object code using peer-to-peer transmission, provided
-    you inform other peers where the object code and Corresponding
-    Source of the work are being offered to the general public at no
-    charge under subsection 6d.
-
-  A separable portion of the object code, whose source code is excluded
-from the Corresponding Source as a System Library, need not be
-included in conveying the object code work.
-
-  A "User Product" is either (1) a "consumer product", which means any
-tangible personal property which is normally used for personal, family,
-or household purposes, or (2) anything designed or sold for incorporation
-into a dwelling.  In determining whether a product is a consumer product,
-doubtful cases shall be resolved in favor of coverage.  For a particular
-product received by a particular user, "normally used" refers to a
-typical or common use of that class of product, regardless of the status
-of the particular user or of the way in which the particular user
-actually uses, or expects or is expected to use, the product.  A product
-is a consumer product regardless of whether the product has substantial
-commercial, industrial or non-consumer uses, unless such uses represent
-the only significant mode of use of the product.
-
-  "Installation Information" for a User Product means any methods,
-procedures, authorization keys, or other information required to install
-and execute modified versions of a covered work in that User Product from
-a modified version of its Corresponding Source.  The information must
-suffice to ensure that the continued functioning of the modified object
-code is in no case prevented or interfered with solely because
-modification has been made.
-
-  If you convey an object code work under this section in, or with, or
-specifically for use in, a User Product, and the conveying occurs as
-part of a transaction in which the right of possession and use of the
-User Product is transferred to the recipient in perpetuity or for a
-fixed term (regardless of how the transaction is characterized), the
-Corresponding Source conveyed under this section must be accompanied
-by the Installation Information.  But this requirement does not apply
-if neither you nor any third party retains the ability to install
-modified object code on the User Product (for example, the work has
-been installed in ROM).
-
-  The requirement to provide Installation Information does not include a
-requirement to continue to provide support service, warranty, or updates
-for a work that has been modified or installed by the recipient, or for
-the User Product in which it has been modified or installed.  Access to a
-network may be denied when the modification itself materially and
-adversely affects the operation of the network or violates the rules and
-protocols for communication across the network.
-
-  Corresponding Source conveyed, and Installation Information provided,
-in accord with this section must be in a format that is publicly
-documented (and with an implementation available to the public in
-source code form), and must require no special password or key for
-unpacking, reading or copying.
-
-  7. Additional Terms.
-
-  "Additional permissions" are terms that supplement the terms of this
-License by making exceptions from one or more of its conditions.
-Additional permissions that are applicable to the entire Program shall
-be treated as though they were included in this License, to the extent
-that they are valid under applicable law.  If additional permissions
-apply only to part of the Program, that part may be used separately
-under those permissions, but the entire Program remains governed by
-this License without regard to the additional permissions.
-
-  When you convey a copy of a covered work, you may at your option
-remove any additional permissions from that copy, or from any part of
-it.  (Additional permissions may be written to require their own
-removal in certain cases when you modify the work.)  You may place
-additional permissions on material, added by you to a covered work,
-for which you have or can give appropriate copyright permission.
-
-  Notwithstanding any other provision of this License, for material you
-add to a covered work, you may (if authorized by the copyright holders of
-that material) supplement the terms of this License with terms:
-
-    a) Disclaiming warranty or limiting liability differently from the
-    terms of sections 15 and 16 of this License; or
-
-    b) Requiring preservation of specified reasonable legal notices or
-    author attributions in that material or in the Appropriate Legal
-    Notices displayed by works containing it; or
-
-    c) Prohibiting misrepresentation of the origin of that material, or
-    requiring that modified versions of such material be marked in
-    reasonable ways as different from the original version; or
-
-    d) Limiting the use for publicity purposes of names of licensors or
-    authors of the material; or
-
-    e) Declining to grant rights under trademark law for use of some
-    trade names, trademarks, or service marks; or
-
-    f) Requiring indemnification of licensors and authors of that
-    material by anyone who conveys the material (or modified versions of
-    it) with contractual assumptions of liability to the recipient, for
-    any liability that these contractual assumptions directly impose on
-    those licensors and authors.
-
-  All other non-permissive additional terms are considered "further
-restrictions" within the meaning of section 10.  If the Program as you
-received it, or any part of it, contains a notice stating that it is
-governed by this License along with a term that is a further
-restriction, you may remove that term.  If a license document contains
-a further restriction but permits relicensing or conveying under this
-License, you may add to a covered work material governed by the terms
-of that license document, provided that the further restriction does
-not survive such relicensing or conveying.
-
-  If you add terms to a covered work in accord with this section, you
-must place, in the relevant source files, a statement of the
-additional terms that apply to those files, or a notice indicating
-where to find the applicable terms.
-
-  Additional terms, permissive or non-permissive, may be stated in the
-form of a separately written license, or stated as exceptions;
-the above requirements apply either way.
-
-  8. Termination.
-
-  You may not propagate or modify a covered work except as expressly
-provided under this License.  Any attempt otherwise to propagate or
-modify it is void, and will automatically terminate your rights under
-this License (including any patent licenses granted under the third
-paragraph of section 11).
-
-  However, if you cease all violation of this License, then your
-license from a particular copyright holder is reinstated (a)
-provisionally, unless and until the copyright holder explicitly and
-finally terminates your license, and (b) permanently, if the copyright
-holder fails to notify you of the violation by some reasonable means
-prior to 60 days after the cessation.
-
-  Moreover, your license from a particular copyright holder is
-reinstated permanently if the copyright holder notifies you of the
-violation by some reasonable means, this is the first time you have
-received notice of violation of this License (for any work) from that
-copyright holder, and you cure the violation prior to 30 days after
-your receipt of the notice.
-
-  Termination of your rights under this section does not terminate the
-licenses of parties who have received copies or rights from you under
-this License.  If your rights have been terminated and not permanently
-reinstated, you do not qualify to receive new licenses for the same
-material under section 10.
-
-  9. Acceptance Not Required for Having Copies.
-
-  You are not required to accept this License in order to receive or
-run a copy of the Program.  Ancillary propagation of a covered work
-occurring solely as a consequence of using peer-to-peer transmission
-to receive a copy likewise does not require acceptance.  However,
-nothing other than this License grants you permission to propagate or
-modify any covered work.  These actions infringe copyright if you do
-not accept this License.  Therefore, by modifying or propagating a
-covered work, you indicate your acceptance of this License to do so.
-
-  10. Automatic Licensing of Downstream Recipients.
-
-  Each time you convey a covered work, the recipient automatically
-receives a license from the original licensors, to run, modify and
-propagate that work, subject to this License.  You are not responsible
-for enforcing compliance by third parties with this License.
-
-  An "entity transaction" is a transaction transferring control of an
-organization, or substantially all assets of one, or subdividing an
-organization, or merging organizations.  If propagation of a covered
-work results from an entity transaction, each party to that
-transaction who receives a copy of the work also receives whatever
-licenses to the work the party's predecessor in interest had or could
-give under the previous paragraph, plus a right to possession of the
-Corresponding Source of the work from the predecessor in interest, if
-the predecessor has it or can get it with reasonable efforts.
-
-  You may not impose any further restrictions on the exercise of the
-rights granted or affirmed under this License.  For example, you may
-not impose a license fee, royalty, or other charge for exercise of
-rights granted under this License, and you may not initiate litigation
-(including a cross-claim or counterclaim in a lawsuit) alleging that
-any patent claim is infringed by making, using, selling, offering for
-sale, or importing the Program or any portion of it.
-
-  11. Patents.
-
-  A "contributor" is a copyright holder who authorizes use under this
-License of the Program or a work on which the Program is based.  The
-work thus licensed is called the contributor's "contributor version".
-
-  A contributor's "essential patent claims" are all patent claims
-owned or controlled by the contributor, whether already acquired or
-hereafter acquired, that would be infringed by some manner, permitted
-by this License, of making, using, or selling its contributor version,
-but do not include claims that would be infringed only as a
-consequence of further modification of the contributor version.  For
-purposes of this definition, "control" includes the right to grant
-patent sublicenses in a manner consistent with the requirements of
-this License.
-
-  Each contributor grants you a non-exclusive, worldwide, royalty-free
-patent license under the contributor's essential patent claims, to
-make, use, sell, offer for sale, import and otherwise run, modify and
-propagate the contents of its contributor version.
-
-  In the following three paragraphs, a "patent license" is any express
-agreement or commitment, however denominated, not to enforce a patent
-(such as an express permission to practice a patent or covenant not to
-sue for patent infringement).  To "grant" such a patent license to a
-party means to make such an agreement or commitment not to enforce a
-patent against the party.
-
-  If you convey a covered work, knowingly relying on a patent license,
-and the Corresponding Source of the work is not available for anyone
-to copy, free of charge and under the terms of this License, through a
-publicly available network server or other readily accessible means,
-then you must either (1) cause the Corresponding Source to be so
-available, or (2) arrange to deprive yourself of the benefit of the
-patent license for this particular work, or (3) arrange, in a manner
-consistent with the requirements of this License, to extend the patent
-license to downstream recipients.  "Knowingly relying" means you have
-actual knowledge that, but for the patent license, your conveying the
-covered work in a country, or your recipient's use of the covered work
-in a country, would infringe one or more identifiable patents in that
-country that you have reason to believe are valid.
-
-  If, pursuant to or in connection with a single transaction or
-arrangement, you convey, or propagate by procuring conveyance of, a
-covered work, and grant a patent license to some of the parties
-receiving the covered work authorizing them to use, propagate, modify
-or convey a specific copy of the covered work, then the patent license
-you grant is automatically extended to all recipients of the covered
-work and works based on it.
-
-  A patent license is "discriminatory" if it does not include within
-the scope of its coverage, prohibits the exercise of, or is
-conditioned on the non-exercise of one or more of the rights that are
-specifically granted under this License.  You may not convey a covered
-work if you are a party to an arrangement with a third party that is
-in the business of distributing software, under which you make payment
-to the third party based on the extent of your activity of conveying
-the work, and under which the third party grants, to any of the
-parties who would receive the covered work from you, a discriminatory
-patent license (a) in connection with copies of the covered work
-conveyed by you (or copies made from those copies), or (b) primarily
-for and in connection with specific products or compilations that
-contain the covered work, unless you entered into that arrangement,
-or that patent license was granted, prior to 28 March 2007.
-
-  Nothing in this License shall be construed as excluding or limiting
-any implied license or other defenses to infringement that may
-otherwise be available to you under applicable patent law.
-
-  12. No Surrender of Others' Freedom.
-
-  If conditions are imposed on you (whether by court order, agreement or
-otherwise) that contradict the conditions of this License, they do not
-excuse you from the conditions of this License.  If you cannot convey a
-covered work so as to satisfy simultaneously your obligations under this
-License and any other pertinent obligations, then as a consequence you may
-not convey it at all.  For example, if you agree to terms that obligate you
-to collect a royalty for further conveying from those to whom you convey
-the Program, the only way you could satisfy both those terms and this
-License would be to refrain entirely from conveying the Program.
-
-  13. Use with the GNU Affero General Public License.
-
-  Notwithstanding any other provision of this License, you have
-permission to link or combine any covered work with a work licensed
-under version 3 of the GNU Affero General Public License into a single
-combined work, and to convey the resulting work.  The terms of this
-License will continue to apply to the part which is the covered work,
-but the special requirements of the GNU Affero General Public License,
-section 13, concerning interaction through a network will apply to the
-combination as such.
-
-  14. Revised Versions of this License.
-
-  The Free Software Foundation may publish revised and/or new versions of
-the GNU General Public License from time to time.  Such new versions will
-be similar in spirit to the present version, but may differ in detail to
-address new problems or concerns.
-
-  Each version is given a distinguishing version number.  If the
-Program specifies that a certain numbered version of the GNU General
-Public License "or any later version" applies to it, you have the
-option of following the terms and conditions either of that numbered
-version or of any later version published by the Free Software
-Foundation.  If the Program does not specify a version number of the
-GNU General Public License, you may choose any version ever published
-by the Free Software Foundation.
-
-  If the Program specifies that a proxy can decide which future
-versions of the GNU General Public License can be used, that proxy's
-public statement of acceptance of a version permanently authorizes you
-to choose that version for the Program.
-
-  Later license versions may give you additional or different
-permissions.  However, no additional obligations are imposed on any
-author or copyright holder as a result of your choosing to follow a
-later version.
-
-  15. Disclaimer of Warranty.
-
-  THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
-APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
-HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
-OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
-THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
-PURPOSE.  THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
-IS WITH YOU.  SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
-ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
-
-  16. Limitation of Liability.
-
-  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
-WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
-THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
-GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
-USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
-DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
-PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
-EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
-SUCH DAMAGES.
-
-  17. Interpretation of Sections 15 and 16.
-
-  If the disclaimer of warranty and limitation of liability provided
-above cannot be given local legal effect according to their terms,
-reviewing courts shall apply local law that most closely approximates
-an absolute waiver of all civil liability in connection with the
-Program, unless a warranty or assumption of liability accompanies a
-copy of the Program in return for a fee.
-
-                     END OF TERMS AND CONDITIONS
-
-            How to Apply These Terms to Your New Programs
-
-  If you develop a new program, and you want it to be of the greatest
-possible use to the public, the best way to achieve this is to make it
-free software which everyone can redistribute and change under these terms.
-
-  To do so, attach the following notices to the program.  It is safest
-to attach them to the start of each source file to most effectively
-state the exclusion of warranty; and each file should have at least
-the "copyright" line and a pointer to where the full notice is found.
-
-    <one line to give the program's name and a brief idea of what it does.>
-    Copyright (C) <year>  <name of author>
-
-    This program 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.
-
-    This program 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 this program.  If not, see <http://www.gnu.org/licenses/>.
-
-Also add information on how to contact you by electronic and paper mail.
-
-  If the program does terminal interaction, make it output a short
-notice like this when it starts in an interactive mode:
-
-    <program>  Copyright (C) <year>  <name of author>
-    This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
-    This is free software, and you are welcome to redistribute it
-    under certain conditions; type `show c' for details.
-
-The hypothetical commands `show w' and `show c' should show the appropriate
-parts of the General Public License.  Of course, your program's commands
-might be different; for a GUI interface, you would use an "about box".
-
-  You should also get your employer (if you work as a programmer) or school,
-if any, to sign a "copyright disclaimer" for the program, if necessary.
-For more information on this, and how to apply and follow the GNU GPL, see
-<http://www.gnu.org/licenses/>.
-
-  The GNU General Public License does not permit incorporating your program
-into proprietary programs.  If your program is a subroutine library, you
-may consider it more useful to permit linking proprietary applications with
-the library.  If this is what you want to do, use the GNU Lesser General
-Public License instead of this License.  But first, please read
-<http://www.gnu.org/philosophy/why-not-lgpl.html>.
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..0c3160331a4198b350981b4eb39a1b2f851813f6
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,27 @@
+Copyright (c) 2016 Idiap Research Institute, http://www.idiap.ch/
+Written by Andre Anjos <andre.anjos@idiap.ch>
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
+
+1. Redistributions of source code must retain the above copyright notice, this
+list of conditions and the following disclaimer.
+
+2. Redistributions in binary form must reproduce the above copyright notice,
+this list of conditions and the following disclaimer in the documentation
+and/or other materials provided with the distribution.
+
+3. Neither the name of the copyright holder nor the names of its contributors
+may be used to endorse or promote products derived from this software without
+specific prior written permission.
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
+ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
+WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
diff --git a/MANIFEST.in b/MANIFEST.in
index 9e7fb7d306498dd0902979b5bc46fe0d02de3414..302f250d7ca47fc0236ba812a337315b30bbc658 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -1,3 +1,3 @@
-include README.rst bootstrap-buildout.py buildout.cfg COPYING version.txt requirements.txt
+include README.rst bootstrap-buildout.py buildout.cfg develop.cfg COPYING version.txt requirements.txt
 recursive-include doc *.py *.rst
 recursive-include bob/bio/gmm/test/data *.hdf5 *-dev 
diff --git a/README.rst b/README.rst
index 367d64d859f7ae8450664f594d8cf04524a2614e..d041ab1057f84f549593c5bfa15d839ef01ab5e0 100644
--- a/README.rst
+++ b/README.rst
@@ -1,26 +1,26 @@
 .. vim: set fileencoding=utf-8 :
-.. Andre Anjos <andre.anjos@idiap.ch>
-.. Thu 30 Jan 08:46:53 2014 CET
+.. Sun Aug 21 21:38:15 CEST 2016
 
-.. image:: http://img.shields.io/badge/docs-stable-yellow.png
+.. image:: http://img.shields.io/badge/docs-stable-yellow.svg
    :target: http://pythonhosted.org/bob.bio.gmm/index.html
-.. image:: http://img.shields.io/badge/docs-latest-orange.png
-   :target: https://www.idiap.ch/software/bob/docs/latest/bioidiap/bob.bio.gmm/master/index.html
-.. image:: http://travis-ci.org/bioidiap/bob.bio.gmm.svg?branch=master
-   :target: https://travis-ci.org/bioidiap/bob.bio.gmm?branch=master
-.. image:: https://coveralls.io/repos/bioidiap/bob.bio.gmm/badge.svg?branch=master
-   :target: https://coveralls.io/r/bioidiap/bob.bio.gmm?branch=master
-.. image:: https://img.shields.io/badge/github-master-0000c0.png
-   :target: https://github.com/bioidiap/bob.bio.gmm/tree/master
-.. image:: http://img.shields.io/pypi/v/bob.bio.gmm.png
+.. image:: http://img.shields.io/badge/docs-latest-orange.svg
+   :target: https://www.idiap.ch/software/bob/docs/latest/bob/bob.bio.gmm/master/index.html
+.. image:: https://gitlab.idiap.ch/bob/bob.bio.gmm/badges/master/build.svg
+   :target: https://gitlab.idiap.ch/bob/bob.bio.gmm/commits/master
+.. image:: https://img.shields.io/badge/gitlab-project-0000c0.svg
+   :target: https://gitlab.idiap.ch/bob/bob.bio.gmm
+.. image:: http://img.shields.io/pypi/v/bob.bio.gmm.svg
    :target: https://pypi.python.org/pypi/bob.bio.gmm
-.. image:: http://img.shields.io/pypi/dm/bob.bio.gmm.png
+.. image:: http://img.shields.io/pypi/dm/bob.bio.gmm.svg
    :target: https://pypi.python.org/pypi/bob.bio.gmm
 
-=============================================
+
+============================================
  Run Gaussian mixture model based algorithms
-=============================================
+============================================
 
+This package is part of the signal-processing and machine learning toolbox
+Bob_.
 This package is part of the ``bob.bio`` packages, which allow to run comparable and reproducible biometric recognition experiments on publicly available databases.
 
 This package contains functionality to run biometric recognition algorithms based on Gaussian mixture models (GMMs).
@@ -31,15 +31,25 @@ In this package, utilities that are specific for using GMM-based algorithms are
 * Scripts to run the training of these algorithms in parallel
 
 
+
 Installation
 ------------
-To install this package -- alone or together with other `Packages of Bob <https://github.com/idiap/bob/wiki/Packages>`_ -- please read the `Installation Instructions <https://github.com/idiap/bob/wiki/Installation>`_.
-For Bob_ to be able to work properly, some dependent packages are required to be installed.
-Please make sure that you have read the `Dependencies <https://github.com/idiap/bob/wiki/Dependencies>`_ for your operating system.
 
-Documentation
--------------
-For further documentation on this package, please read the `Stable Version <http://pythonhosted.org/bob.bio.gmm/index.html>`_ or the `Latest Version <https://www.idiap.ch/software/bob/docs/latest/bioidiap/bob.bio.gmm/master/index.html>`_ of the documentation.
-For a list of tutorials on this or the other packages ob Bob_, or information on submitting issues, asking questions and starting discussions, please visit its website.
+Follow our `installation`_ instructions. Then, using the Python interpreter
+provided by the distribution, bootstrap and buildout this package::
+
+  $ python bootstrap-buildout.py
+  $ ./bin/buildout
+
+
+Contact
+-------
+
+For questions or reporting issues to this software package, contact our
+development `mailing list`_.
+
 
+.. Place your references here:
 .. _bob: https://www.idiap.ch/software/bob
+.. _installation: https://www.idiap.ch/software/bob/install
+.. _mailing list: https://www.idiap.ch/software/bob/discuss
diff --git a/bob/bio/gmm/algorithm/__init__.py b/bob/bio/gmm/algorithm/__init__.py
index 18612fe9cbde0c3e590e946bd0768013a5686231..c64ce2b4a62cb889ef39ea9df2d6ae6da07a1f35 100644
--- a/bob/bio/gmm/algorithm/__init__.py
+++ b/bob/bio/gmm/algorithm/__init__.py
@@ -4,4 +4,24 @@ from .ISV import ISV
 from .IVector import IVector
 
 # gets sphinx autodoc done right - don't remove it
+def __appropriate__(*args):
+  """Says object was actually declared here, and not in the import module.
+  Fixing sphinx warnings of not being able to find classes, when path is shortened.
+  Parameters:
+
+    *args: An iterable of objects to modify
+
+  Resolves `Sphinx referencing issues
+  <https://github.com/sphinx-doc/sphinx/issues/3048>`
+  """
+
+  for obj in args: obj.__module__ = __name__
+
+__appropriate__(
+    GMM,
+    GMMRegular,
+    JFA,
+    ISV,
+    IVector,
+    )
 __all__ = [_ for _ in dir() if not _.startswith('_')]
diff --git a/bob/bio/gmm/script/verify_gmm.py b/bob/bio/gmm/script/verify_gmm.py
index c186a494322b16ee4476e94cef9d3290b4cfb612..5f7a69c269c7d1fd36f8332531b5c23d874d0ee2 100644
--- a/bob/bio/gmm/script/verify_gmm.py
+++ b/bob/bio/gmm/script/verify_gmm.py
@@ -58,6 +58,13 @@ def parse_arguments(command_line_parameters, exclude_resources_from = []):
   if tools.base(args.algorithm).__class__ not in (algorithm.GMM, algorithm.GMMRegular):
     raise ValueError("The given algorithm %s is not a (pure) GMM algorithm" % type(args.algorithm))
 
+  # check if one of the parameters is given wothout the sub-task
+  if args.sub_task is None:
+    if args.iteration is not None: raise ValueError("The option --iteration is an internal option and cannot be used to define experiments")
+    if args.model_type is not None: raise ValueError("The option --model-type is an internal option and cannot be used to define experiments")
+    if args.score_type is not None: raise ValueError("The option --score-type is an internal option and cannot be used to define experiments")
+    if args.group is not None: raise ValueError("The option --group is an internal option and cannot be used to define experiments; did you mean to use --groups?")
+
   return args
 
 def add_gmm_jobs(args, job_ids, deps, submitter):
diff --git a/bob/bio/gmm/script/verify_isv.py b/bob/bio/gmm/script/verify_isv.py
index 61804f8e74d8ee46c626a043be07464aede34d19..9b390cdd42600810c99eb4074f5920184c1ae251 100644
--- a/bob/bio/gmm/script/verify_isv.py
+++ b/bob/bio/gmm/script/verify_isv.py
@@ -58,6 +58,13 @@ def parse_arguments(command_line_parameters, exclude_resources_from = []):
   if tools.base(args.algorithm).__class__ != algorithm.ISV:
     raise ValueError("The given algorithm %s is not a (pure) ISV algorithm" % type(args.algorithm))
 
+  # check if one of the parameters is given wothout the sub-task
+  if args.sub_task is None:
+    if args.iteration is not None: raise ValueError("The option --iteration is an internal option and cannot be used to define experiments")
+    if args.model_type is not None: raise ValueError("The option --model-type is an internal option and cannot be used to define experiments")
+    if args.score_type is not None: raise ValueError("The option --score-type is an internal option and cannot be used to define experiments")
+    if args.group is not None: raise ValueError("The option --group is an internal option and cannot be used to define experiments; did you mean to use --groups?")
+
   return args
 
 from .verify_gmm import add_gmm_jobs
diff --git a/bob/bio/gmm/script/verify_ivector.py b/bob/bio/gmm/script/verify_ivector.py
index c3a3a33c8038632643ca60244226c5a9162273bd..bafedfc1c40e13bd8b7caf4ec268f6d779f2b413 100644
--- a/bob/bio/gmm/script/verify_ivector.py
+++ b/bob/bio/gmm/script/verify_ivector.py
@@ -23,7 +23,7 @@ def parse_arguments(command_line_parameters, exclude_resources_from = []):
   tools.add_parallel_gmm_options(parsers, sub_module = 'ivector')
 
   # override some parameters
-  parsers['config'].add_argument('-a', '--algorithm', metavar = 'x', nargs = '+', default = ['ivector'],
+  parsers['config'].add_argument('-a', '--algorithm', metavar = 'x', nargs = '+', default = ['ivector-cosine'],
       help = 'Face recognition; only GMM-related algorithms are allowed')
 
 
@@ -58,6 +58,13 @@ def parse_arguments(command_line_parameters, exclude_resources_from = []):
   if tools.base(args.algorithm).__class__ != algorithm.IVector:
     raise ValueError("The given algorithm %s is not a (pure) IVector algorithm" % type(args.algorithm))
 
+  # check if one of the parameters is given wothout the sub-task
+  if args.sub_task is None:
+    if args.iteration is not None: raise ValueError("The option --iteration is an internal option and cannot be used to define experiments")
+    if args.model_type is not None: raise ValueError("The option --model-type is an internal option and cannot be used to define experiments")
+    if args.score_type is not None: raise ValueError("The option --score-type is an internal option and cannot be used to define experiments")
+    if args.group is not None: raise ValueError("The option --group is an internal option and cannot be used to define experiments; did you mean to use --groups?")
+
   return args
 
 from .verify_gmm import add_gmm_jobs
diff --git a/bob/bio/gmm/test/test_scripts.py b/bob/bio/gmm/test/test_scripts.py
index 742ec4cdfd63a14493724668f5b46398eaa8ff65..603e609ffbb64f812a0eebb648266178a46e66ea 100644
--- a/bob/bio/gmm/test/test_scripts.py
+++ b/bob/bio/gmm/test/test_scripts.py
@@ -1,11 +1,10 @@
-from __future__ import print_function
-
 import bob.measure
 
 import os
 import shutil
 import tempfile
 import numpy
+import nose
 
 import bob.io.image
 import bob.bio.base
@@ -75,8 +74,6 @@ def test_gmm_sequential():
       '--preferred-package', 'bob.bio.gmm'
   ]
 
-  print (bob.bio.base.tools.command_line(parameters))
-
   _verify(parameters, test_dir, 'test_gmm_sequential', ref_modifier='-gmm')
 
 
@@ -100,8 +97,6 @@ def test_gmm_parallel():
       '--preferred-package', 'bob.bio.gmm'
   ]
 
-  print (bob.bio.base.tools.command_line(parameters))
-
   _verify(parameters, test_dir, 'test_gmm_parallel', executable=main, ref_modifier='-gmm')
 
 
@@ -120,8 +115,6 @@ def test_isv_sequential():
       '--preferred-package', 'bob.bio.gmm'
   ]
 
-  print (bob.bio.base.tools.command_line(parameters))
-
   _verify(parameters, test_dir, 'test_isv_sequential', ref_modifier='-isv')
 
 
@@ -145,8 +138,6 @@ def test_isv_parallel():
       '--preferred-package', 'bob.bio.gmm'
   ]
 
-  print (bob.bio.base.tools.command_line(parameters))
-
   _verify(parameters, test_dir, 'test_isv_parallel', executable=main, ref_modifier='-isv')
 
 
@@ -164,7 +155,7 @@ def test_ivector_cosine_sequential():
       '--result-directory', test_dir,
       '--preferred-package', 'bob.bio.gmm'
   ]
-  print (bob.bio.base.tools.command_line(parameters))
+
   _verify(parameters, test_dir, 'test_ivector_cosine_sequential', ref_modifier='-ivector-cosine')
 
 
@@ -187,7 +178,7 @@ def test_ivector_cosine_parallel():
       '--result-directory', test_dir,
       '--preferred-package', 'bob.bio.gmm'
   ]
-  print (bob.bio.base.tools.command_line(parameters))
+
   _verify(parameters, test_dir, 'test_ivector_cosine_parallel', executable=main, ref_modifier='-ivector-cosine')
 
 def test_ivector_lda_wccn_plda_sequential():
@@ -203,7 +194,7 @@ def test_ivector_lda_wccn_plda_sequential():
       '--temp-directory', test_dir,
       '--result-directory', test_dir
   ]
-  print (bob.bio.base.tools.command_line(parameters))
+
   _verify(parameters, test_dir, 'test_ivector_lda_wccn_plda_sequential', ref_modifier='-ivector-lda-wccn-plda')
 
 
@@ -226,5 +217,39 @@ def test_ivector_lda_wccn_plda_parallel():
       '--result-directory', test_dir,
       '--preferred-package', 'bob.bio.gmm'
   ]
-  print (bob.bio.base.tools.command_line(parameters))
+
   _verify(parameters, test_dir, 'test_ivector_lda_wccn_plda_parallel', executable=main, ref_modifier='-ivector-lda-wccn-plda')
+
+
+def test_internal_raises():
+  test_dir = tempfile.mkdtemp(prefix='bobtest_')
+  test_database = os.path.join(test_dir, "submitted.sql3")
+  # define dummy parameters
+  parameters = [
+      '-d', 'dummy',
+      '-p', 'dummy',
+      '-e', 'dummy2d',
+      '-g', 'bob.bio.base.grid.Grid(grid_type = "local", number_of_parallel_processes = 2, scheduler_sleep_time = 0.1)', '-G', test_database, '--run-local-scheduler', '--stop-on-failure',
+      '--import', 'bob.bio.gmm', 'bob.io.image',
+      '--clean-intermediate',
+      '--zt-norm',
+      '-vs', 'test_raises',
+      '--temp-directory', test_dir,
+      '--result-directory', test_dir,
+      '--preferred-package', 'bob.bio.gmm'
+  ]
+
+  from bob.bio.gmm.script.verify_gmm import main as gmm
+  from bob.bio.gmm.script.verify_isv import main as isv
+  from bob.bio.gmm.script.verify_ivector import main as ivector
+
+  for script, algorithm in (
+      (gmm, "bob.bio.gmm.algorithm.GMM(2, 2, 2)"),
+      (isv, "bob.bio.gmm.algorithm.ISV(10, number_of_gaussians=2, kmeans_training_iterations=2, gmm_training_iterations=2, isv_training_iterations=2)"),
+      (ivector, "bob.bio.gmm.algorithm.IVector(10, number_of_gaussians=2, kmeans_training_iterations=2, gmm_training_iterations=2, tv_training_iterations=2, use_lda=True, use_wccn=True, use_plda=True, lda_dim=2, plda_dim_F=2, plda_dim_G=2, plda_training_iterations=2)")):
+
+    for option, value in (("--iteration", "0"), ("--group", "dev"), ("--model-type", "N"), ("--score-type", "A")):
+      internal = parameters + ["--algorithm", algorithm, option, value]
+
+      nose.tools.assert_raises(ValueError, script, internal)
+  shutil.rmtree(test_dir)
diff --git a/bootstrap-buildout.py b/bootstrap-buildout.py
index a629566735c1c84fbec7173f0f30015b2b432512..a4599211f741c468cd37a29861d1c7f2c3a641d1 100644
--- a/bootstrap-buildout.py
+++ b/bootstrap-buildout.py
@@ -25,7 +25,10 @@ import tempfile
 
 from optparse import OptionParser
 
-tmpeggs = tempfile.mkdtemp()
+__version__ = '2015-07-01'
+# See zc.buildout's changelog if this version is up to date.
+
+tmpeggs = tempfile.mkdtemp(prefix='bootstrap-')
 
 usage = '''\
 [DESIRED PYTHON FOR BUILDOUT] bootstrap.py [options]
@@ -40,8 +43,9 @@ 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("--version",
+                  action="store_true", default=False,
+                  help=("Return bootstrap.py version."))
 parser.add_option("-t", "--accept-buildout-test-releases",
                   dest='accept_buildout_test_releases',
                   action="store_true", default=False,
@@ -59,25 +63,33 @@ parser.add_option("-f", "--find-links",
 parser.add_option("--allow-site-packages",
                   action="store_true", default=False,
                   help=("Let bootstrap.py use existing site packages"))
+parser.add_option("--buildout-version",
+                  help="Use a specific zc.buildout version")
 parser.add_option("--setuptools-version",
-                  help="use a specific setuptools version")
-
+                  help="Use a specific setuptools version")
+parser.add_option("--setuptools-to-dir",
+                  help=("Allow for re-use of existing directory of "
+                        "setuptools versions"))
 
 options, args = parser.parse_args()
+if options.version:
+    print("bootstrap.py version %s" % __version__)
+    sys.exit(0)
+
 
 ######################################################################
 # 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 os.path.exists('ez_setup.py'):
+    exec(open('ez_setup.py').read(), ez)
+else:
+    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
@@ -88,12 +100,19 @@ if not options.allow_site_packages:
     # 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]
+            # Strip all site-packages directories from sys.path that
+            # are not sys.prefix; this is because on Windows
+            # sys.prefix is a site-package directory.
+            if sitepackage_path != sys.prefix:
+                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
+if options.setuptools_to_dir is not None:
+    setup_args['to_dir'] = options.setuptools_to_dir
 
 ez['use_setuptools'](**setup_args)
 import setuptools
@@ -110,7 +129,12 @@ for path in sys.path:
 
 ws = pkg_resources.working_set
 
+setuptools_path = ws.find(
+    pkg_resources.Requirement.parse('setuptools')).location
+
+# Fix sys.path here as easy_install.pth added before PYTHONPATH
 cmd = [sys.executable, '-c',
+       'import sys; sys.path[0:0] = [%r]; ' % setuptools_path +
        'from setuptools.command.easy_install import main; main()',
        '-mZqNxd', tmpeggs]
 
@@ -123,11 +147,8 @@ find_links = os.environ.get(
 if find_links:
     cmd.extend(['-f', find_links])
 
-setuptools_path = ws.find(
-    pkg_resources.Requirement.parse('setuptools')).location
-
 requirement = 'zc.buildout'
-version = options.version
+version = options.buildout_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
@@ -167,7 +188,7 @@ if version:
 cmd.append(requirement)
 
 import subprocess
-if subprocess.call(cmd, env=dict(os.environ, PYTHONPATH=setuptools_path)) != 0:
+if subprocess.call(cmd) != 0:
     raise Exception(
         "Failed to execute command:\n%s" % repr(cmd)[1:-1])
 
diff --git a/buildout.cfg b/buildout.cfg
index a07d6e5d3bcbbf0d07344841d005c9a847a6fac6..6f84c9a7d526317e56e1c9243e49d21c08fa1049 100644
--- a/buildout.cfg
+++ b/buildout.cfg
@@ -1,55 +1,13 @@
 ; vim: set fileencoding=utf-8 :
-; Manuel Guenther <manuel.guenther@idiap.ch>
-; Thu Oct  9 16:51:06 CEST 2014
+; Sun Aug 21 21:38:14 CEST 2016
 
 [buildout]
 parts = scripts
+develop = .
 eggs = bob.bio.gmm
-       gridtk
-
 extensions = bob.buildout
-             mr.developer
-auto-checkout = *
-develop = src/bob.extension
-          src/bob.blitz
-          src/bob.core
-          src/bob.io.base
-          src/bob.learn.activation
-          src/bob.math
-          src/bob.learn.linear
-          src/bob.sp
-          src/bob.learn.em
-          src/bob.measure
-          src/bob.db.base
-          src/bob.db.verification.utils
-          src/bob.db.verification.filelist
-          src/bob.db.atnt
-          src/bob.io.image
-          src/bob.bio.base
-          .
-         
-; options for bob.buildout
-debug = true
-verbose = true
 newest = false
-
-[sources]
-bob.extension = git https://github.com/bioidiap/bob.extension
-bob.blitz = git https://github.com/bioidiap/bob.blitz
-bob.core = git https://github.com/bioidiap/bob.core
-bob.io.base = git https://github.com/bioidiap/bob.io.base
-bob.learn.activation = git https://github.com/bioidiap/bob.learn.activation
-bob.math = git https://github.com/bioidiap/bob.math
-bob.sp = git https://github.com/bioidiap/bob.sp
-bob.learn.linear = git https://github.com/bioidiap/bob.learn.linear
-bob.learn.em = git https://github.com/bioidiap/bob.learn.em
-bob.measure = git https://github.com/bioidiap/bob.measure
-bob.db.base = git https://github.com/bioidiap/bob.db.base
-bob.db.verification.utils = git https://github.com/bioidiap/bob.db.verification.utils
-bob.db.verification.filelist = git https://github.com/bioidiap/bob.db.verification.filelist
-bob.db.atnt = git https://github.com/bioidiap/bob.db.atnt
-bob.io.image = git https://github.com/bioidiap/bob.io.image
-bob.bio.base = git https://github.com/bioidiap/bob.bio.base
+verbose = true
 
 [scripts]
 recipe = bob.buildout:scripts
diff --git a/develop.cfg b/develop.cfg
new file mode 100644
index 0000000000000000000000000000000000000000..497ac8e077aff0cfc389d708c27da2d1b1d79b04
--- /dev/null
+++ b/develop.cfg
@@ -0,0 +1,52 @@
+; vim: set fileencoding=utf-8 :
+; Manuel Guenther <manuel.guenther@idiap.ch>
+; Thu Oct  9 16:51:06 CEST 2014
+
+[buildout]
+parts = scripts
+eggs = bob.bio.gmm
+       gridtk
+
+extensions = bob.buildout
+             mr.developer
+auto-checkout = *
+develop = src/bob.extension
+          src/bob.blitz
+          src/bob.core
+          src/bob.io.base
+          src/bob.learn.activation
+          src/bob.math
+          src/bob.learn.linear
+          src/bob.sp
+          src/bob.learn.em
+          src/bob.measure
+          src/bob.db.base
+          src/bob.db.atnt
+          src/bob.io.image
+          src/bob.bio.base
+          .
+         
+; options for bob.buildout
+debug = true
+verbose = true
+newest = false
+
+[sources]
+bob.extension = git https://gitlab.idiap.ch/bob/bob.extension
+bob.blitz = git https://gitlab.idiap.ch/bob/bob.blitz
+bob.core = git https://gitlab.idiap.ch/bob/bob.core
+bob.io.base = git https://gitlab.idiap.ch/bob/bob.io.base
+bob.learn.activation = git https://gitlab.idiap.ch/bob/bob.learn.activation
+bob.math = git https://gitlab.idiap.ch/bob/bob.math
+bob.sp = git https://gitlab.idiap.ch/bob/bob.sp
+bob.learn.linear = git https://gitlab.idiap.ch/bob/bob.learn.linear
+bob.learn.em = git https://gitlab.idiap.ch/bob/bob.learn.em
+bob.measure = git https://gitlab.idiap.ch/bob/bob.measure
+bob.db.base = git https://gitlab.idiap.ch/bob/bob.db.base
+bob.db.atnt = git https://gitlab.idiap.ch/bob/bob.db.atnt
+bob.io.image = git https://gitlab.idiap.ch/bob/bob.io.image
+bob.bio.base = git https://gitlab.idiap.ch/bob/bob.bio.base
+
+[scripts]
+recipe = bob.buildout:scripts
+dependent-scripts = true
diff --git a/doc/conf.py b/doc/conf.py
index fee975858837048a52cbdeaa3bea5717dbe75767..39120fc21288f402af36bfab544d5be29bd84b68 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -1,46 +1,67 @@
 #!/usr/bin/env python
 # vim: set fileencoding=utf-8 :
-# Andre Anjos <andre.anjos@idiap.ch>
-# Mon 13 Aug 2012 12:38:15 CEST
-#
-# Copyright (C) 2011-2014 Idiap Research Institute, Martigny, Switzerland
 
 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 -----------------------------------------------------
 
 # If your documentation needs a minimal Sphinx version, state it here.
-#needs_sphinx = '1.0'
+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.pngmath',
-  'sphinx.ext.ifconfig',
-  'sphinx.ext.autodoc',
-  'sphinx.ext.autosummary',
-  'sphinx.ext.doctest',
-  'sphinx.ext.intersphinx',
-  ]
+    'sphinx.ext.todo',
+    'sphinx.ext.coverage',
+    'sphinx.ext.ifconfig',
+    'sphinx.ext.autodoc',
+    'sphinx.ext.autosummary',
+    'sphinx.ext.doctest',
+    'sphinx.ext.graphviz',
+    'sphinx.ext.intersphinx',
+    'sphinx.ext.napoleon',
+    'sphinx.ext.viewcode',
+    ]
 
-# The viewcode extension appeared only on Sphinx >= 1.0.0
 import sphinx
-if sphinx.__version__ >= "1.0":
-  extensions.append('sphinx.ext.viewcode')
+if sphinx.__version__ >= "1.4.1":
+    extensions.append('sphinx.ext.imgmath')
+    imgmath_image_format = 'svg'
+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
 
+# Generates auto-summary automatically
+autosummary_generate = True
+
+# Create numbers on figures with captions
+numfig = True
+
 # If we are on OSX, the 'dvipng' path maybe different
 dvipng_osx = '/opt/local/libexec/texlive/binaries/dvipng'
 if os.path.exists(dvipng_osx): pngmath_dvipng = dvipng_osx
@@ -58,12 +79,12 @@ source_suffix = '.rst'
 master_doc = 'index'
 
 # General information about the project.
-project = u'Gaussian Mixture Model based algorithms for bob.bio'
+project = u'bob.bio.gmm'
 import time
 copyright = u'%s, Idiap Research Institute' % time.strftime('%Y')
 
 # Grab the setup entry
-distribution = pkg_resources.require('bob.bio.gmm')[0]
+distribution = pkg_resources.require(project)[0]
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
@@ -86,7 +107,7 @@ release = distribution.version
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
-exclude_patterns = ['links.rst', 'references.rst']
+exclude_patterns = ['links.rst']
 
 # The reST default role (used for this markup: `text`) to use for all documents.
 #default_role = None
@@ -108,13 +129,18 @@ pygments_style = 'sphinx'
 # A list of ignored prefixes for module index sorting.
 #modindex_common_prefix = []
 
+# Some variables which are useful for generated material
+project_variable = project.replace('.', '_')
+short_description = u'Tools for running biometric recognition experiments using GMM-based approximation'
+owner = [u'Idiap Research Institute']
+
 
 # -- Options for HTML output ---------------------------------------------------
 
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
-if sphinx.__version__ >= "1.0":
-  html_theme = 'nature'
+import sphinx_rtd_theme
+html_theme = 'sphinx_rtd_theme'
 
 # Theme options are theme-specific and customize the look and feel of a theme
 # further.  For a list of options available for each theme, see the
@@ -122,14 +148,14 @@ if sphinx.__version__ >= "1.0":
 #html_theme_options = {}
 
 # Add any paths that contain custom themes here, relative to this directory.
-#html_theme_path = []
+html_theme_path = [sphinx_rtd_theme.get_html_theme_path()]
 
 # The name for this set of Sphinx documents.  If None, it defaults to
 # "<project> v<release> documentation".
 #html_title = None
 
 # A shorter title for the navigation bar.  Default is the same as html_title.
-#html_short_title = 'bob'
+#html_short_title = project_variable
 
 # The name of an image file (relative to this directory) to place at the top
 # of the sidebar.
@@ -187,73 +213,53 @@ html_favicon = 'img/favicon.ico'
 #html_file_suffix = None
 
 # Output file base name for HTML help builder.
-htmlhelp_basename = 'bob_bio_gmm_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', 'bob_bio_gmm.tex', u'Bob',
-   u'Biometrics Group, Idiap Research Institute', 'manual'),
-]
-
-# The name of an image file (relative to this directory) to place at the top of
-# the title page.
-latex_logo = ''
+htmlhelp_basename = project_variable + u'_doc'
 
-# 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 = ''
-
-# -- Options for manual page output --------------------------------------------
-
-# One entry per manual page. List of tuples
-# (source start file, name, description, authors, manual section).
-man_pages = [
-    ('index', 'bob.bio.gmm', u'Gaussian Mixture Models in bob.bio Documentation', [u'Idiap Research Institute'], 1)
-]
+rst_epilog = """
+.. |project| replace:: Bob
+.. |version| replace:: %s
+.. |current-year| date:: %%Y
+""" % (version,)
 
 # Default processing flags for sphinx
-autoclass_content = 'both'
+autoclass_content = 'class'
 autodoc_member_order = 'bysource'
-autodoc_default_flags = ['members', 'undoc-members', 'inherited-members', 'show-inheritance']
+autodoc_default_flags = [
+  'members',
+  'undoc-members',
+  'inherited-members',
+  'show-inheritance',
+  ]
 
 # For inter-documentation mapping:
-from bob.extension.utils import link_documentation
-intersphinx_mapping = link_documentation(['python', 'numpy', 'bob.io.gmm'])
-
-
-def skip(app, what, name, obj, skip, options):
-  # Do not skip the __call__ and the __str__ functions as we have special implementations for them.
-  if name in ("__call__"):
-    return False
-  return skip
+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=load_requirements(sphinx_requirements))
+else:
+    intersphinx_mapping = link_documentation()
+
+
+# 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):
-  app.connect("autodoc-skip-member", skip)
+  app.connect('autodoc-skip-member', member_function_test)
diff --git a/doc/img/logo.png b/doc/img/logo.png
index b9dd573a01019afd1af58a881996930e5212699d..b60858a7068bf45c1ed8e3da12fe244ccdcfe85d 100644
Binary files a/doc/img/logo.png and b/doc/img/logo.png differ
diff --git a/doc/nitpick-exceptions.txt b/doc/nitpick-exceptions.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14c3632ef2dc0c19608a93a7af18fdac75d55333
--- /dev/null
+++ b/doc/nitpick-exceptions.txt
@@ -0,0 +1 @@
+py:exc ValueError
diff --git a/doc/parallel.rst b/doc/parallel.rst
index 1709e876bee5c3599cbd970625aaedd9e2ed30b2..f6c59f0a5f2a789c7b8f957e50cebd59d29f4f68 100644
--- a/doc/parallel.rst
+++ b/doc/parallel.rst
@@ -14,7 +14,7 @@ These scripts integrate perfectly into the ``bob.bio`` packages.
 Particularly, they have exactly the same set of options as documented in :ref:`bob.bio.base.experiments`.
 
 In fact, the scripts above only run in parallelized mode, i.e., either the ``--grid`` or ``--parallel`` option is required.
-During the submission of the jobs, several hundred jobs might be created (depending on the ``number_of_..._training_iterations``  that you specify in the :py:class:`bob.bio.gmm.algorithms.GMM` constructor).
+During the submission of the jobs, several hundred jobs might be created (depending on the ``number_of_..._training_iterations``  that you specify in the :py:class:`bob.bio.gmm.algorithm.GMM` constructor).
 However, after the training has finished, it is possible to use the normal ``./bin/verify.py`` script to run similar experiments, e.g., if you want to change the protocol of your experiment.
 
 .. todo:: improve the documentation of the parallelized scripts.
diff --git a/requirements.txt b/requirements.txt
index cc2aba6c358ed80121c5372774cb69db1caa6c66..1feea38a47ba8ce0b1a3514e48c31219cd136d09 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -10,9 +10,5 @@ bob.sp
 bob.learn.em
 bob.measure
 bob.db.base
-bob.db.verification.utils
-bob.db.verification.filelist
-bob.db.atnt  # for test purposes
-bob.io.image # for test purposes
 bob.bio.base
 matplotlib   # for plotting
diff --git a/setup.py b/setup.py
index 76960817833291a3b511ca67a6720bc7933da098..12a07ab2bbda996fce6c958fdb247f883820e94c 100644
--- a/setup.py
+++ b/setup.py
@@ -49,8 +49,8 @@ setup(
     version = open("version.txt").read().rstrip(),
     description = 'Tools for running biometric recognition experiments using GMM-based approximation',
 
-    url = 'https://www.github.com/bioidiap/bob.bio.gmm',
-    license = 'GPLv3',
+    url = 'https://gitlab.idiap.ch/bob/bob.bio.gmm',
+    license = 'BSD',
     author = '<YourName>',
     author_email = '<YourEmail>',
     keywords = 'bob, biometric recognition, evaluation',
@@ -80,7 +80,7 @@ setup(
     #
     # Our database packages are good examples of namespace implementations
     # using several layers. You can check them out here:
-    # https://github.com/idiap/bob/wiki/Satellite-Packages
+    # https://www.idiap.ch/software/bob/packages
 
 
     # This entry defines which scripts you will have inside the 'bin' directory
@@ -137,7 +137,7 @@ setup(
       'Framework :: Bob',
       'Development Status :: 3 - Alpha',
       'Intended Audience :: Developers',
-      'License :: OSI Approved :: GNU General Public License v3 (GPLv3)',
+      'License :: OSI Approved :: BSD License',
       'Natural Language :: English',
       'Programming Language :: Python',
       'Topic :: Scientific/Engineering :: Artificial Intelligence',
diff --git a/test-requirements.txt b/test-requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b43739e4acef80d6cc73773077529240de759eef
--- /dev/null
+++ b/test-requirements.txt
@@ -0,0 +1,2 @@
+bob.db.atnt  # for test purposes
+bob.io.image # for test purposes
\ No newline at end of file
diff --git a/version.txt b/version.txt
index 7c000e15dfb84e6feeb14890c35bc3248fa645a4..f044c2aa769acd6ae1b2a2b3634ef8d97122e238 100644
--- a/version.txt
+++ b/version.txt
@@ -1 +1 @@
-2.0.6b0
\ No newline at end of file
+3.0.1b0
\ No newline at end of file