update to the new bob version

.gitlab-ci.yml

+# 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

MANIFEST.in

-include README.rst bootstrap-buildout.py buildout.cfg COPYING version.txt requirements.txt
+include README.rst bootstrap-buildout.py buildout.cfg COPYING version.txt requirements.txt  *.sh 
 recursive-include doc *.py *.rst
 recursive-include bob/bio/base/test/data *-dev*

README.rst

 .. vim: set fileencoding=utf-8 :
-.. Pavel Korshunov <pavel.korshunov@idiap.ch>
 .. Thu 23 Jun 13:43:22 2016
-
-
-===================================================================
-Cross-database evaluation of audio-based spoofing detection systems
-===================================================================
+.. image:: http://img.shields.io/badge/docs-stable-yellow.svg
+   :target: http://pythonhosted.org/bob.paper.interspeech_2016/index.html
+.. image:: http://img.shields.io/badge/docs-latest-orange.svg
+   :target: https://www.idiap.ch/software/bob/docs/latest/bioidiap/bob.paper.interspeech_2016/master/index.html
+.. image:: https://gitlab.idiap.ch/bob/bob.paper.interspeech_2016/badges/master/build.svg
+   :target: https://gitlab.idiap.ch/bob/bob.paper.interspeech_2016/commits/master
+.. image:: https://img.shields.io/badge/gitlab-project-0000c0.svg
+   :target: https://gitlab.idiap.ch/bob/bob.paper.interspeech_2016
+.. image:: http://img.shields.io/pypi/v/bob.paper.interspeech_2016.svg
+   :target: https://pypi.python.org/pypi/bob.paper.interspeech_2016
+.. image:: http://img.shields.io/pypi/dm/bob.paper.interspeech_2016.svg
+   :target: https://pypi.python.org/pypi/bob.paper.interspeech_2016
+
+
+=====================================================================
+ Cross-database evaluation of audio-based spoofing detection systems
+=====================================================================
 
 This package is part of the Bob_ toolkit and it allows to reproduce the experimental results published in the following paper::
 
@@ -15,6 +26,7 @@ This package is part of the Bob_ toolkit and it allows to reproduce the experime
         year = {2016},
         month = sep,
         booktitle = {Interspeech},
+        pages={1705--1709},
         address = {San Francisco, CA, USA},
     }
 
@@ -23,13 +35,24 @@ If you use this package and/or its results, please cite the paper.
 
 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 `Documentation <http://pythonhosted.org/bob.paper.interspeech_2016/index.html>`_.
-For a list of tutorials on this or the other packages of Bob_, or information on submitting issues, asking questions and starting discussions, please visit its website.
+Follow our `installation`_ instructions for installing ``conda`` and core Bob_ packages. Then, using the Python
+from the installed conda environment, 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
+.. _user guide: http://pythonhosted.org/bob.paper.interspeech_2016
+

buildout.cfg

 ; vim: set fileencoding=utf-8 :
-; Pavel Korshunov <Pavel.Korshunov@idiap.ch>
-; Thu 23 Jun 13:43:22 2016
+; Tue 16 Aug 15:00:20 CEST 2016
 
 [buildout]
 parts = scripts
-
-eggs =  bob.paper.interspeech_2016
-        bob.pad.base
-        bob.sp
-        bob.ap
-        bob.spoof.speech
-        bob.bio.db
-        bob.db.base
-        bob.pad.db
-        gridtk
-
+develop = .
+eggs = bob.paper.interspeech_2016
 extensions = bob.buildout
-             mr.developer
-
-auto-checkout = *
-develop = src/bob.spoof.speech
-         src/bob.pad.base
-         src/bob.ap
-         src/bob.bio.db
-         src/bob.db.base
-         src/bob.pad.db
-          .
-         
-; options for bob.buildout
-debug = true
-verbose = true
 newest = false
-
-[sources]
-bob.spoof.speech = git git@gitlab.idiap.ch:pkorshunov/bob.spoof.speech.git
-bob.pad.base = git git@gitlab.idiap.ch:biometric/bob.pad.base.git
-bob.ap = git git@github.com:pkorshunov/bob.ap.git
-bob.bio.db = git git@gitlab.idiap.ch:biometric/bob.bio.db.git
-bob.db.base = git branch=refactoring_2016 git@github.com:bioidiap/bob.db.base.git
-bob.pad.db = git git@gitlab.idiap.ch:biometric/bob.pad.db.git
+verbose = true
 
 [scripts]
 recipe = bob.buildout:scripts

doc/conf.py

 #!/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 = []
+keep_warnings = True
+
+# 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
@@ -58,18 +80,21 @@ source_suffix = '.rst'
 master_doc = 'index'
 
 # General information about the project.
-project = u'Paper for Interspeech 2016'
+project = u'bob.paper.interspeech_2016'
 import time
 copyright = u'%s, Idiap Research Institute' % time.strftime('%Y')
 
+# Grab the setup entry
+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
 # built documents.
 #
 # The short X.Y version.
-version = 1.0
+version = distribution.version
 # The full version, including alpha/beta/rc tags.
-release = 1.0
+release = distribution.version
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
@@ -83,7 +108,7 @@ release = 1.0
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
-#exclude_patterns = ['**/links.rst']
+exclude_patterns = ['links.rst']
 
 # The reST default role (used for this markup: `text`) to use for all documents.
 #default_role = None
@@ -105,13 +130,18 @@ 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'Paper for Interspeech 2016 based on Bob'
+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
@@ -119,28 +149,28 @@ 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.
-html_logo = ''
+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 = ''
+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,
 # so a file named "default.css" will overwrite the builtin "default.css".
-html_static_path = ['_static']
+#html_static_path = ['_static']
 
 # If not '', a 'Last updated on:' timestamp is inserted at every page bottom,
 # using the given strftime format.
@@ -184,67 +214,52 @@ html_static_path = ['_static']
 #html_file_suffix = None
 
 # Output file base name for HTML help builder.
-htmlhelp_basename = 'bobpaperdoc'
-
-
-# -- 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_interspeech_paper.tex', u'Bob',
-   u'Biometrics Group, Idiap Research Institute', 'manual'),
-]
+htmlhelp_basename = project_variable + u'_doc'
 
-# 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 = ''
-
-# -- 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.paper.interspeech_2016', u'Paper for Interspeech 2016', [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.base', 'bob.db.base', 'bob.pad.base'])
-
+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):
-  pass
+  app.connect('autodoc-skip-member', member_function_test)

doc/extra-intersphinx.txt

+python
+numpy
+bob.bio.spear
+gridtk
+bob.db.base
+bob.db.avspoof
+bob.bio.base
\ No newline at end of file

doc/index.rst

@@ -2,9 +2,9 @@
 .. Pavel Korshunov <pavel.korshunov@idiap.ch>
 .. Thu 23 Jun 13:43:22 2016
 
-===============================================
-Reproducing paper published in Interspeech 2016
-===============================================
+=================================================
+ Reproducing paper published in Interspeech 2016
+=================================================
 
 This package is part of the Bob_ toolkit, which allows to reproduce the results experiments published in the following paper::
 
@@ -14,35 +14,36 @@ This package is part of the Bob_ toolkit, which allows to reproduce the results
         year = {2016},
         month = sep,
         booktitle = {Interspeech},
+        pages={1705--1709},
         address = {San Francisco, CA, USA},
     }
 
 
 This package contains basic scripts to run Presentation Attack Detection (PAD) speech experiments presented in the paper.
-It utilizes a more generic ``./bin/spoof.py`` script from Bob's package ``bob.pad.base`` that takes several parameters, including:
+It uses ``bob.bio.*`` and ``bob.pad.*`` packages from Bob framework, as well as, Bob's database interfaces for AVspoof_
+and ASVspoof_ databases in ``bob.db.avspoof`` and ``bob.db.asvspoof``. All the above packages are assumed to be
+installed using ``conda`` environment or built using ``buildout``.
+
+The provided experimental pipeline scripts take several parameters, including:
 
 * A database and its evaluation protocol
 * A data preprocessing algorithm
 * A feature extraction algorithm
-* A PAD algorithm
+* A classifier (to train or evaluate)
 
 All these steps of the PAD system are given as configuration files.
 
-To run all the experiments, two databases need to be downloaded: AVspoof_ and ASVspoof_. The paths to folders with the corresponding data need to be updated in the following files inside the ``src/bob.pad.speech/bob/pad/speech/config/database`` directory:
-
-* asvspoof.py
-* asvspoof_verify.py
-* avspoof.py
-* avspoof_verify.py
+To run all the experiments, two databases need to be downloaded: AVspoof_ and ASVspoof_.
 
-Once the databases are dowloaded, the corresponding Bob's interfaces need to be updated too. Please run the following commands::
+Once the databases are downloaded, please specify the paths to these databases by creating/editing file ``~/
+.bob_bio_databases.txt`` and writing there the following two lines:
 
-    For AVspoof database: $ ./bin/bob_dbmanage.py avspoof download 
-    For ASVspoof database: $ ./bin/bob_dbmanage.py asvspoof download
+    $ [YOUR_AVSPOOF_WAV_DIRECTORY]=/absolute/path/to/avspoof/database/
+    $ [YOUR_ASVSPOOF_WAV_DIRECTORY]=/absolute/path/to/asvspoof/database/
 
 Now everything is ready to run the experiments. Here is a generic command for training GMM-based PAD system::
 
-    $ ./bin/train_gmm.py -d DB_NAME -p Preprocessor -e Feature_Extractor -a gmm-toni -s Folder_Name -groups world --skip-enroller-training -vv
+    $ ./bin/train_gmm.py -d DB_NAME -p Preprocessor -e Feature_Extractor -a gmm-tomi -s Folder_Name -groups world --skip-enroller-training -vv
 
 Here is the generic command to tune the system on developing set and evaluate on the test set::
 
@@ -50,8 +51,10 @@ Here is the generic command to tune the system on developing set and evaluate on
 
 For example, to train and evaluate a GMM-based PAD system using MFCC-based features for Licit protocol of the ASVspoof database, the following commands need to be run::
 
-    $ ./bin/train_gmm.py -d asvspoof-licit -p mod-4hz -e mfcc20 -a gmm-toni -s temp -groups world --skip-enroller-training -vv
-    $ ./bin/train_gmm.py -d asvspoof-spoof -p mod-4hz -e mfcc20 -a gmm-toni -s temp -groups world --skip-enroller-training -vv
+    $ ./bin/train_gmm.py -d asvspoof-licit -p mod-4hz -e mfcc20 -a gmm-tomi -s temp -groups world
+    --skip-enroller-training -vv --parallel 6
+    $ ./bin/train_gmm.py -d asvspoof-spoof -p mod-4hz -e mfcc20 -a gmm-tomi -s temp -groups world
+    --skip-enroller-training -vv --parallel 6
     $ ./bin/spoof.py -d asvspoof -p mod-4hz -e mfcc20 -a gmm --projector-file Projector_spoof.hdf5 -s temp -groups dev eval --skip-projector-training -vv
     
 Then, using the obtained scores, error rates can be computed and DET curves plotted using the following script::

doc/nitpick-exceptions.txt

+py:exc ValueError

requirements.txt

 setuptools
-bob.extension
 bob.io.base
 bob.db.base
 bob.bio.base
 bob.db.avspoof
 bob.db.asvspoof
-bob.sp
\ No newline at end of file
+bob.pad.base
+bob.pad.voice
+bob.bio.gmm
+bob.bio.spear
\ No newline at end of file

train_gmms.sh

@@ -6,7 +6,7 @@ bands=$2
 
 #features names
 #features=(scfc20 rfcc20 imfcc20 mfcc20 lfcc20 scmc20 ssfc20)
-