def _dump_svmlight(X, y, f, one_based, comment, query_id):
is_sp = int(hasattr(X, "tocsr"))
if X.dtype.kind == 'i':
value_pattern = u("%d:%d")
else:
value_pattern = u("%d:%.16g")
line_pattern = u("%s")
line_pattern += u(" %s\n")
for i in range(X.shape[0]):
if is_sp:
span = slice(X.indptr[i], X.indptr[i + 1])
row = zip(X.indices[span], X.data[span])
else:
nz = X[i] != 0
row = zip(np.where(nz)[0], X[i, nz])
s = " ".join(value_pattern % (j + one_based, x) for j, x in row)
label = ""
first = True
for l in y[i]:
if not first:
label += ","
label += str(int(l))
first = False
feat = (label, s)
f.write((line_pattern % feat).encode('ascii'))
def test_load_files_w_categories_desc_and_encoding():
category = os.path.abspath(TEST_CATEGORY_DIR1).split("/").pop()
res = load_files(LOAD_FILES_ROOT, description="test", categories=category, encoding="utf-8")
assert_equal(len(res.filenames), 1)
assert_equal(len(res.target_names), 1)
assert_equal(res.DESCR, "test")
assert_equal(res.data, [u("Hello World!\n")])
def test_load_files_w_categories_desc_and_encoding(
test_category_dir_1, test_category_dir_2, load_files_root):
category = os.path.abspath(test_category_dir_1).split('/').pop()
res = load_files(load_files_root, description="test",
categories=category, encoding="utf-8")
assert_equal(len(res.filenames), 1)
assert_equal(len(res.target_names), 1)
assert_equal(res.DESCR, "test")
assert_equal(res.data, [u("Hello World!\n")])
def test_load_files_w_categories_desc_and_encoding(
test_category_dir_1, test_category_dir_2, load_files_root):
category = os.path.abspath(test_category_dir_1).split('/').pop()
res = load_files(load_files_root, description="test",
categories=category, encoding="utf-8")
assert_equal(len(res.filenames), 1)
assert_equal(len(res.target_names), 1)
assert_equal(res.DESCR, "test")
assert_equal(res.data, [u("Hello World!\n")])
def test_load_files_w_categories_desc_and_encoding():
category = os.path.abspath(TEST_CATEGORY_DIR1).split('/').pop()
res = load_files(LOAD_FILES_ROOT,
description="test",
categories=category,
encoding="utf-8")
assert_equal(len(res.filenames), 1)
assert_equal(len(res.target_names), 1)
assert_equal(res.DESCR, "test")
assert_equal(res.data, [u("Hello World!\n")])
def _dump_svmlight_dense(X, y, f, one_based, comment, query_id):
is_sp = int(hasattr(X, "tocsr"))
if X.dtype.kind == 'i':
value_pattern = u("%d:%d")
else:
value_pattern = u("%d:%.16g")
if y.dtype.kind == 'i':
line_pattern = u("%d")
else:
line_pattern = u("%.16g")
if query_id is not None:
line_pattern += u(" qid:%d")
line_pattern += u(" %s\n")
if comment:
f.write(
b("# Generated by dump_svmlight_file from scikit-learn %s\n" %
__version__))
f.write(
b("# Column indices are %s-based\n" % ["zero", "one"][one_based]))
f.write(b("#\n"))
f.writelines(b("# %s\n" % line) for line in comment.splitlines())
for i in range(X.shape[0]):
if is_sp:
#print 'is_sp'
span = slice(X.indptr[i], X.indptr[i + 1])
row = zip(X.indices[span], X.data[span])
else:
#nz = X[i] != 0
#row = zip(np.where(nz)[0], X[i, nz])
row = [(j, X[i][j]) for j in range(len(X[i]))]
#print row
s = " ".join(value_pattern % (j + one_based, x) for j, x in row)
if query_id is not None:
feat = (y[i], query_id[i], s)
else:
feat = (y[i], s)
f.write((line_pattern % feat).encode('ascii'))
def _dump_svmlight_dense(X, y, f, one_based, comment, query_id):
is_sp = int(hasattr(X, "tocsr"))
if X.dtype.kind == 'i':
value_pattern = u("%d:%d")
else:
value_pattern = u("%d:%.16g")
if y.dtype.kind == 'i':
line_pattern = u("%d")
else:
line_pattern = u("%.16g")
if query_id is not None:
line_pattern += u(" qid:%d")
line_pattern += u(" %s\n")
if comment:
f.write(b("# Generated by dump_svmlight_file from scikit-learn %s\n"
% __version__))
f.write(b("# Column indices are %s-based\n"
% ["zero", "one"][one_based]))
f.write(b("#\n"))
f.writelines(b("# %s\n" % line) for line in comment.splitlines())
for i in range(X.shape[0]):
if is_sp:
#print 'is_sp'
span = slice(X.indptr[i], X.indptr[i + 1])
row = zip(X.indices[span], X.data[span])
else:
#nz = X[i] != 0
#row = zip(np.where(nz)[0], X[i, nz])
row = [(j,X[i][j]) for j in range(len(X[i]))]
#print row
s = " ".join(value_pattern % (j + one_based, x) for j, x in row)
if query_id is not None:
feat = (y[i], query_id[i], s)
else:
feat = (y[i], s)
f.write((line_pattern % feat).encode('ascii'))
templates_path = ['templates']
# generate autosummary even if no references
autosummary_generate = True
# The suffix of source filenames.
source_suffix = '.rst'
# The encoding of source files.
#source_encoding = 'utf-8'
# The master toctree document.
master_doc = 'index'
# General information about the project.
project = u('scikit-learn')
copyright = u('2007 - 2018, scikit-learn developers (BSD License)')
# 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.
import sklearn
version = sklearn.__version__
# The full version, including alpha/beta/rc tags.
release = sklearn.__version__
# The language for content autogenerated by Sphinx. Refer to documentation
# for a list of supported languages.
#language = None
def test_mmhash3_unicode():
assert_equal(murmurhash3_32(u('foo'), 0), -156908512)
assert_equal(murmurhash3_32(u('foo'), 42), -1322301282)
assert_equal(murmurhash3_32(u('foo'), 0, positive=True), 4138058784)
assert_equal(murmurhash3_32(u('foo'), 42, positive=True), 2972666014)
autosummary_generate = True
# The suffix of source filenames.
source_suffix = '.rst'
# The encoding of source files.
#source_encoding = 'utf-8'
# Generate the plots for the gallery
plot_gallery = True
# The master toctree document.
master_doc = 'index'
# General information about the project.
project = u('scikit-learn')
copyright = u('2010 - 2014, scikit-learn developers (BSD License)')
# 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 = '0.15-git'
# The full version, including alpha/beta/rc tags.
import sklearn
release = sklearn.__version__
# The language for content autogenerated by Sphinx. Refer to documentation
# for a list of supported languages.
autosummary_generate = True
# The suffix of source filenames.
source_suffix = ".rst"
# The encoding of source files.
# source_encoding = 'utf-8'
# Generate the plots for the gallery
plot_gallery = True
# The master toctree document.
master_doc = "index"
# General information about the project.
project = u("scikit-learn")
copyright = u("2010 - 2014, scikit-learn developers (BSD License)")
# 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 = "0.16-git"
# The full version, including alpha/beta/rc tags.
import sklearn
release = sklearn.__version__
# The language for content autogenerated by Sphinx. Refer to documentation
# for a list of supported languages.
from pkg_resources import parse_version
from sklearn.externals.six import u
# 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('sphinxext'))
print("\n\n" + str(sys.path) + "\n\n")
from github_link import make_linkcode_resolve
import sphinx_gallery
# -- Project information -----------------------------------------------------
project = u('skoot')
copyright = u('2018, Taylor G Smith')
author = u('Taylor G Smith')
# The short X.Y version.
version = str(parse_version(skoot.__version__))
# The full version, including alpha/beta/rc tags.
release = version
print("VERSION: %s" % version)
# -- General configuration ---------------------------------------------------
# If your documentation needs a minimal Sphinx version, state it here.
#
# needs_sphinx = '1.0'
# 'figure_align': 'htbp',
}
# Grouping the document tree into LaTeX files. List of tuples
# (source start file, target name, title,
# author, documentclass [howto, manual, or own class]).
latex_documents = [
(master_doc, 'pmdarima.tex', 'pmdarima Documentation', 'Taylor G Smith',
'manual'),
]
# -- Options for manual page output ---------------------------------------
# One entry per manual page. List of tuples
# (source start file, name, description, authors, manual section).
man_pages = [(master_doc, 'pmdarima', u('pmdarima Documentation'), [author], 1)
]
# -- Options for Texinfo output -------------------------------------------
# Grouping the document tree into Texinfo files. List of tuples
# (source start file, target name, title, author,
# dir menu entry, description, category)
texinfo_documents = [
(master_doc, 'pmdarima', 'pmdarima Documentation', author, 'pmdarima',
'One line description of project.', 'Miscellaneous'),
]
sphinx_gallery_conf = {
'doc_module': 'pmdarima',
'backreferences_dir': os.path.join('modules', 'generated'),
def test_invalid_is_iterable():
assert not is_iterable('abc')
assert not is_iterable(123)
assert not is_iterable(u('1,2,3'))
autosummary_generate = True
# The suffix of source filenames.
source_suffix = '.rst'
# The encoding of source files.
# source_encoding = 'utf-8-sig'
# Generate the plot for the gallery
plot_gallery = True
# The master toctree document.
master_doc = 'index'
# General information about the project.
project = u('imbalanced-learn')
copyright = u('2016 - 2017, G. Lemaitre, F. Nogueira, D. Oliveira, C. Aridas')
# 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.
from imblearn import __version__
version = __version__
# The full version, including alpha/beta/rc tags.
release = __version__
# The language for content autogenerated by Sphinx. Refer to documentation
# for a list of supported languages.
# language = None
autosummary_generate = True
# The suffix of source filenames.
source_suffix = '.rst'
# The encoding of source files.
#source_encoding = 'utf-8'
# Generate the plots for the gallery
plot_gallery = True
# The master toctree document.
master_doc = 'index'
# General information about the project.
project = u('HMMLearn')
copyright = u('2010 - 2014, HMMLearn developers (BSD License)')
# 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 = '0.1-git'
# The full version, including alpha/beta/rc tags.
import hmmlearn
release = hmmlearn.__version__
# The language for content autogenerated by Sphinx. Refer to documentation
# for a list of supported languages.
#language = None
autosummary_generate = True
# The suffix of source filenames.
source_suffix = '.rst'
# The encoding of source files.
#source_encoding = 'utf-8'
# Generate the plots for the gallery
plot_gallery = True
# The master toctree document.
master_doc = 'index'
# General information about the project.
project = u('scikit-learn')
copyright = u('2010 - 2016, scikit-learn developers (BSD License)')
# 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.
import sklearn
version = sklearn.__version__
# The full version, including alpha/beta/rc tags.
release = sklearn.__version__
# The language for content autogenerated by Sphinx. Refer to documentation
# for a list of supported languages.
#language = None
from pkg_resources import parse_version
from sklearn.externals.six import u
# 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('sphinxext'))
print("\n\n" + str(sys.path) + "\n\n")
from github_link import make_linkcode_resolve
import sphinx_gallery
# -- Project information -----------------------------------------------------
project = u('skoot')
copyright = u('2018, Taylor G Smith')
author = u('Taylor G Smith')
# The short X.Y version.
version = str(parse_version(skoot.__version__))
# The full version, including alpha/beta/rc tags.
release = version
print("VERSION: %s" % version)
# -- General configuration ---------------------------------------------------
# If your documentation needs a minimal Sphinx version, state it here.
#
# needs_sphinx = '1.0'
def test_mmhash3_unicode():
assert_equal(murmurhash3_32(u('foo'), 0), -156908512)
assert_equal(murmurhash3_32(u('foo'), 42), -1322301282)
assert_equal(murmurhash3_32(u('foo'), 0, positive=True), 4138058784)
assert_equal(murmurhash3_32(u('foo'), 42, positive=True), 2972666014)
autosummary_generate = True
# The suffix of source filenames.
source_suffix = '.rst'
# The encoding of source files.
# source_encoding = 'utf-8'
# Generate the plots for the gallery
plot_gallery = True
# The master toctree document.
master_doc = 'index'
# General information about the project.
project = u('scikit-learn')
copyright = u('2010 - 2015, scikit-learn developers (BSD License)')
# 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.
import sklearn
version = sklearn.__version__
# The full version, including alpha/beta/rc tags.
release = sklearn.__version__
# The language for content autogenerated by Sphinx. Refer to documentation
# for a list of supported languages.
autosummary_generate = True
# The suffix of source filenames.
source_suffix = '.rst'
# The encoding of source files.
#source_encoding = 'utf-8'
# Generate the plots for the gallery
plot_gallery = True
# The master toctree document.
master_doc = 'index'
# General information about the project.
project = u('sklearn-theano')
copyright = u('2014 - 2016, sklearn-theano developers (BSD License)')
# 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 = '0.1-git'
# The full version, including alpha/beta/rc tags.
import sklearn_theano
release = sklearn_theano.__version__
# The language for content autogenerated by Sphinx. Refer to documentation
# for a list of supported languages.
#language = None
# 'figure_align': 'htbp',
}
# Grouping the document tree into LaTeX files. List of tuples
# (source start file, target name, title,
# author, documentclass [howto, manual, or own class]).
latex_documents = [
(master_doc, 'pyramid.tex', 'pyramid Documentation', 'Taylor G Smith',
'manual'),
]
# -- Options for manual page output ---------------------------------------
# One entry per manual page. List of tuples
# (source start file, name, description, authors, manual section).
man_pages = [(master_doc, 'pyramid', u('pyramid Documentation'), [author], 1)]
# -- Options for Texinfo output -------------------------------------------
# Grouping the document tree into Texinfo files. List of tuples
# (source start file, target name, title, author,
# dir menu entry, description, category)
texinfo_documents = [
(master_doc, 'pyramid', 'pyramid Documentation', author, 'pyramid',
'One line description of project.', 'Miscellaneous'),
]
sphinx_gallery_conf = {
'doc_module': 'pyramid',
'backreferences_dir': os.path.join('modules', 'generated'),
'reference_url': {
autosummary_generate = True
# The suffix of source filenames.
source_suffix = '.rst'
# The encoding of source files.
#source_encoding = 'utf-8'
# Generate the plots for the gallery
plot_gallery = True
# The master toctree document.
master_doc = 'index'
# General information about the project.
project = u('sklearn-theano')
copyright = u('2014 - 2016, sklearn-theano developers (BSD License)')
# 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 = '0.1-git'
# The full version, including alpha/beta/rc tags.
import sklearn_theano
release = sklearn_theano.__version__
# The language for content autogenerated by Sphinx. Refer to documentation
# for a list of supported languages.
#language = None
