From 93b87438107dd153dde59d1529b28fb514fc7001 Mon Sep 17 00:00:00 2001 From: Rutger Fick Date: Wed, 27 May 2020 15:30:40 +0200 Subject: [PATCH] update sphinx --- dmipy/core/modeling_framework.py | 180 +- doc/Makefile | 179 - doc/_static/.!84647!git.png | 0 doc/_static/.!84648!RTD-advanced-conf.png | 0 doc/_static/.!85069!git.png | 0 doc/_static/.!85070!RTD-advanced-conf.png | 0 doc/_static/RTD-advanced-conf.png | Bin 1438173 -> 0 bytes doc/_static/git.png | Bin 13076 -> 0 bytes doc/conf.py | 307 - doc/index.rst | 26 - doc/push.sh | 33 - doc/reference/.gitignore | 1 - doc/sphinxext/docscrape.py | 570 - doc/sphinxext/docscrape_sphinx.py | 227 - doc/sphinxext/github.py | 155 - doc/sphinxext/math_dollar.py | 63 - doc/sphinxext/numpydoc.py | 203 - doc/theory.rst | 17 - doc/tools/LICENSE.txt | 7 - doc/tools/apigen.py | 509 - doc/tools/buildmodref.py | 64 - docs/Makefile | 19 + docs/build/doctrees/dmipy.core.doctree | Bin 0 -> 516852 bytes .../doctrees/dmipy.custom_optimizers.doctree | Bin 0 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create mode 100644 docs/source/modules.rst diff --git a/dmipy/core/modeling_framework.py b/dmipy/core/modeling_framework.py index 9f901c4d..e4be0f49 100644 --- a/dmipy/core/modeling_framework.py +++ b/dmipy/core/modeling_framework.py @@ -3,34 +3,26 @@ Document Module ''' from __future__ import division -import pkg_resources -from collections import OrderedDict +import collections +from dipy.utils import optpkg import numpy as np -from time import time - -from ..utils.spherical_mean import ( - estimate_spherical_mean_multi_shell) -from ..utils.utils import ( - T1_tortuosity, - parameter_equality, - fractional_parameter) -from .fitted_modeling_framework import ( - FittedMultiCompartmentModel, - FittedMultiCompartmentSphericalMeanModel, - FittedMultiCompartmentSphericalHarmonicsModel) -from ..optimizers.brute2fine import ( - GlobalBruteOptimizer, Brute2FineOptimizer) -from ..optimizers_fod.csd_tournier import CsdTournierOptimizer -from ..optimizers_fod.csd_cvxpy import CsdCvxpyOptimizer -from ..optimizers.mix import MixOptimizer -from ..optimizers.multi_tissue_convex_optimizer import ( - MultiTissueConvexOptimizer) -from dipy.utils.optpkg import optional_package -from uuid import uuid4 -pathos, have_pathos, _ = optional_package("pathos") -numba, have_numba, _ = optional_package("numba") -graphviz, have_graphviz, _ = optional_package("graphviz") +import pkg_resources +import time +import uuid + +from dmipy.utils import spherical_mean +from dmipy.utils import utils +from dmipy.core import fitted_modeling_framework +from dmipy.optimizers import brute2fine +from dmipy.optimizers_fod import csd_tournier +from dmipy.optimizers_fod import csd_cvxpy +from dmipy.optimizers import mix +from dmipy.optimizers import multi_tissue_convex_optimizer + +pathos, have_pathos, _ = optpkg.optional_package("pathos") +numba, have_numba, _ = optpkg.optional_package("numba") +graphviz, have_graphviz, _ = optpkg.optional_package("graphviz") if have_graphviz: from graphviz import Digraph @@ -67,7 +59,7 @@ def parameter_ranges(self): These ranges are given in O(1) scale so optimization algorithms don't suffer from large scale differences in optimization parameters. """ - return OrderedDict(self._parameter_ranges.copy()) + return collections.OrderedDict(self._parameter_ranges.copy()) @property def parameter_scales(self): @@ -75,7 +67,7 @@ def parameter_scales(self): The scales scale the parameter_ranges to their actual size inside optimization algorithms. """ - return OrderedDict(self._parameter_scales.copy()) + return collections.OrderedDict(self._parameter_scales.copy()) @property def parameter_types(self): @@ -83,7 +75,7 @@ def parameter_types(self): The scales scale the parameter_ranges to their actual size inside optimization algorithms. """ - return OrderedDict(self._parameter_types.copy()) + return collections.OrderedDict(self._parameter_types.copy()) @property def parameter_names(self): @@ -93,7 +85,7 @@ def parameter_names(self): @property def parameter_cardinality(self): "Returns the cardinality of model parameters" - return OrderedDict([ + return collections.OrderedDict([ (k, len(np.atleast_2d(self.parameter_ranges[k]))) for k in self.parameter_ranges ]) @@ -254,19 +246,19 @@ def _prepare_parameters(self): ) ) - self.parameter_ranges = OrderedDict({ + self.parameter_ranges = collections.OrderedDict({ model_name + k: v for model, model_name in zip(self.models, self.model_names) for k, v in model.parameter_ranges.items() }) - self.parameter_scales = OrderedDict({ + self.parameter_scales = collections.OrderedDict({ model_name + k: v for model, model_name in zip(self.models, self.model_names) for k, v in model.parameter_scales.items() }) - self.parameter_types = OrderedDict({ + self.parameter_types = collections.OrderedDict({ model_name + k: v for model, model_name in zip(self.models, self.model_names) for k, v in model.parameter_types.items() @@ -282,7 +274,7 @@ def _prepare_parameters(self): v: k for k, v in self._parameter_map.items() } - self.parameter_cardinality = OrderedDict([ + self.parameter_cardinality = collections.OrderedDict([ (k, len(np.atleast_2d(self.parameter_ranges[k]))) for k in self.parameter_ranges ]) @@ -397,7 +389,7 @@ def _check_if_volume_fractions_are_fixed(self): def _prepare_parameters_to_optimize(self): "Sets up which parmameters to optimize." - self.parameter_optimization_flags = OrderedDict({ + self.parameter_optimization_flags = collections.OrderedDict({ k: True for k, v in self.parameter_cardinality.items() }) @@ -436,7 +428,7 @@ def scales_for_optimization(self): def _check_for_tortuosity_constraint(self): for link in self.parameter_links: - if link[2] is T1_tortuosity: + if link[2] is utils.T1_tortuosity: msg = "Cannot use MIX optimization when the Tortuosity " msg += "constraint is set in the MultiCompartmentModel. To " msg += "use MIX while imposing Tortuosity, set the constraint " @@ -595,7 +587,7 @@ def set_tortuous_parameter(self, lambda_perp_parameter_name, raise ValueError(msg) model, name = self._parameter_map[lambda_perp_parameter_name] - self.parameter_links.append([model, name, T1_tortuosity, [ + self.parameter_links.append([model, name, utils.T1_tortuosity, [ self._parameter_map[lambda_par_parameter_name], self._parameter_map[volume_fraction_intra_parameter_name], self._parameter_map[volume_fraction_extra_parameter_name]] @@ -632,7 +624,7 @@ def set_equal_parameter(self, parameter_name_in, parameter_name_out): param) raise ValueError(msg) model, name = self._parameter_map[parameter_name_out] - self.parameter_links.append([model, name, parameter_equality, [ + self.parameter_links.append([model, name, utils.parameter_equality, [ self._parameter_map[parameter_name_in]]]) del self.parameter_ranges[parameter_name_out] del self.parameter_cardinality[parameter_name_out] @@ -670,7 +662,7 @@ def set_fractional_parameter(self, self._add_optimization_parameter( new_parameter_name, [0., 1.], 1., 1, 'normal', True) model, name = self._parameter_map[parameter1_smaller_equal_than] - self.parameter_links.append([model, name, fractional_parameter, [ + self.parameter_links.append([model, name, utils.fractional_parameter, [ self._parameter_map[new_parameter_name], self._parameter_map[parameter2]]]) @@ -699,12 +691,15 @@ def _add_optimization_parameter( old_parameter_types = self.parameter_types old_optimization_flags = self.parameter_optimization_flags - self.parameter_ranges = OrderedDict({parameter_name: parameter_range}) - self.parameter_scales = OrderedDict({parameter_name: parameter_scale}) - self.parameter_cardinality = OrderedDict( + self.parameter_ranges = collections.OrderedDict( + {parameter_name: parameter_range}) + self.parameter_scales = collections.OrderedDict( + {parameter_name: parameter_scale}) + self.parameter_cardinality = collections.OrderedDict( {parameter_name: parameter_card}) - self.parameter_types = OrderedDict({parameter_name: parameter_type}) - self.parameter_optimization_flags = OrderedDict( + self.parameter_types = collections.OrderedDict( + {parameter_name: parameter_type}) + self.parameter_optimization_flags = collections.OrderedDict( {parameter_name: parameter_flag}) for name, _ in old_parameter_ranges.items(): @@ -760,7 +755,7 @@ def visualize_model_setup( raise ImportError('graphviz package not installed.') dot = Digraph('Model Setup', format=im_format) base_model = self.__class__.__name__ - base_uuid = str(uuid4()) + base_uuid = str(uuid.uuid4()) dot.node(base_uuid, base_model) self._add_recursive_graph_node(dot, base_uuid, self, with_parameters) dot.render('Model Setup', view=view, cleanup=cleanup) @@ -785,7 +780,7 @@ def _add_recursive_graph_node( """ for sub_model in entry_model.models: model_name = sub_model.__class__.__name__ - model_uuid = str(uuid4()) + model_uuid = str(uuid.uuid4()) graph_model.node(model_uuid, model_name) graph_model.edge(model_uuid, entry_uuid) if (sub_model._model_type == 'SphericalDistributedModel' or @@ -797,7 +792,7 @@ def _add_recursive_graph_node( self._add_parameter_nodes(graph_model, model_uuid, sub_model) if hasattr(entry_model, 'distribution'): dist_name = entry_model.distribution.__class__.__name__ - dist_uuid = str(uuid4()) + dist_uuid = str(uuid.uuid4()) graph_model.node(dist_uuid, dist_name) graph_model.edge(dist_uuid, entry_uuid) if with_parameters: @@ -819,7 +814,7 @@ def _add_parameter_nodes(self, graph_model, entry_uuid, entry_model): Entry dmipy model from which to keep growing the graph. """ for parameter_name in entry_model.parameter_names: - parameter_uuid = str(uuid4()) + parameter_uuid = str(uuid.uuid4()) graph_model.node(parameter_uuid, parameter_name) graph_model.edge(parameter_uuid, entry_uuid) @@ -1168,24 +1163,24 @@ def fit(self, acquisition_scheme, data, fitted_parameters_lin = np.empty( np.r_[N_voxels, N_parameters], dtype=float) - start = time() + start = time.time() if solver == 'brute2fine': - global_brute = GlobalBruteOptimizer( + global_brute = brute2fine.GlobalBruteOptimizer( self, self.scheme, x0_, Ns, N_sphere_samples) - fit_func = Brute2FineOptimizer(self, self.scheme, Ns) + fit_func = brute2fine.Brute2FineOptimizer(self, self.scheme, Ns) print('Setup brute2fine optimizer in {} seconds'.format( - time() - start)) + time.time() - start)) elif solver == 'mix': self._check_for_tortuosity_constraint() - fit_func = MixOptimizer(self, self.scheme, maxiter) + fit_func = mix.MixOptimizer(self, self.scheme, maxiter) print('Setup MIX optimizer in {} seconds'.format( - time() - start)) + time.time() - start)) else: msg = "Unknown solver name {}".format(solver) raise ValueError(msg) self.optimizer = fit_func - start = time() + start = time.time() for idx, pos in enumerate(zip(*mask_pos)): voxel_E = data_[pos] / S0[pos] voxel_x0_vector = x0_[pos] @@ -1205,7 +1200,7 @@ def fit(self, acquisition_scheme, data, pool.join() pool.clear() - fitting_time = time() - start + fitting_time = time.time() - start print('Fitting of {} voxels complete in {} seconds.'.format( len(fitted_parameters_lin), fitting_time)) print('Average of {} seconds per voxel.'.format( @@ -1215,16 +1210,17 @@ def fit(self, acquisition_scheme, data, if self.S0_tissue_responses: # secondary fitting including S0 responses print('Starting secondary multi-tissue optimization.') - start = time() + start = time.time() mt_fractions = np.empty( np.r_[N_voxels, self.N_models], dtype=float) - fit_func = MultiTissueConvexOptimizer( - acquisition_scheme, self, self.S0_tissue_responses) + fit_func = multi_tissue_convex_optimizer.\ + MultiTissueConvexOptimizer( + acquisition_scheme, self, self.S0_tissue_responses) for idx, pos in enumerate(zip(*mask_pos)): voxel_S = data_[pos] parameters = fitted_parameters_lin[idx] mt_fractions[idx] = fit_func(voxel_S, parameters) - fitting_time = time() - start + fitting_time = time.time() - start msg = 'Multi-tissue fitting of {} voxels complete in {} seconds.' print(msg.format(len(mt_fractions), fitting_time)) fitted_mt_fractions = np.zeros(np.r_[mask.shape, self.N_models]) @@ -1234,7 +1230,7 @@ def fit(self, acquisition_scheme, data, fitted_parameters[mask_pos] = ( fitted_parameters_lin * self.scales_for_optimization) - return FittedMultiCompartmentModel( + return fitted_modeling_framework.FittedMultiCompartmentModel( self, S0, mask, fitted_parameters, fitted_mt_fractions) def simulate_signal(self, acquisition_scheme, parameters_array_or_dict): @@ -1566,28 +1562,29 @@ def fit(self, acquisition_scheme, data, # estimate the spherical mean of the data. data_to_fit = np.zeros(np.r_[data_.shape[:-1], self.scheme.N_shells]) for pos in zip(*mask_pos): - data_to_fit[pos] = estimate_spherical_mean_multi_shell( - data_[pos], self.scheme) + data_to_fit[pos] = \ + spherical_mean.estimate_spherical_mean_multi_shell( + data_[pos], self.scheme) - start = time() + start = time.time() if solver == 'brute2fine': - global_brute = GlobalBruteOptimizer( + global_brute = brute2fine.GlobalBruteOptimizer( self, self.scheme, x0_, Ns, N_sphere_samples) - fit_func = Brute2FineOptimizer(self, self.scheme, Ns) + fit_func = brute2fine.Brute2FineOptimizer(self, self.scheme, Ns) print('Setup brute2fine optimizer in {} seconds'.format( - time() - start)) + time.time() - start)) elif solver == 'mix': self._check_for_tortuosity_constraint() - fit_func = MixOptimizer(self, self.scheme, maxiter) + fit_func = mix.MixOptimizer(self, self.scheme, maxiter) print('Setup MIX optimizer in {} seconds'.format( - time() - start)) + time.time() - start)) else: msg = "Unknown solver name {}".format(solver) raise ValueError(msg) self.optimizer = fit_func - start = time() + start = time.time() for idx, pos in enumerate(zip(*mask_pos)): voxel_E = data_to_fit[pos] / S0[pos] voxel_x0_vector = x0_[pos] @@ -1607,7 +1604,7 @@ def fit(self, acquisition_scheme, data, pool.join() pool.clear() - fitting_time = time() - start + fitting_time = time.time() - start print('Fitting of {} voxels complete in {} seconds.'.format( len(fitted_parameters_lin), fitting_time)) print('Average of {} seconds per voxel.'.format( @@ -1617,16 +1614,17 @@ def fit(self, acquisition_scheme, data, if self.S0_tissue_responses: # secondary fitting including S0 responses print('Starting secondary multi-tissue optimization.') - start = time() + start = time.time() mt_fractions = np.empty( np.r_[N_voxels, self.N_models], dtype=float) - fit_func = MultiTissueConvexOptimizer( - acquisition_scheme, self, self.S0_tissue_responses) + fit_func = multi_tissue_convex_optimizer.\ + MultiTissueConvexOptimizer( + acquisition_scheme, self, self.S0_tissue_responses) for idx, pos in enumerate(zip(*mask_pos)): voxel_S = data_to_fit[pos] parameters = fitted_parameters_lin[idx] mt_fractions[idx] = fit_func(voxel_S, parameters) - fitting_time = time() - start + fitting_time = time.time() - start msg = 'Multi-tissue fitting of {} voxels complete in {} seconds.' print(msg.format(len(mt_fractions), fitting_time)) fitted_mt_fractions = np.zeros(np.r_[mask.shape, self.N_models]) @@ -1636,8 +1634,9 @@ def fit(self, acquisition_scheme, data, fitted_parameters[mask_pos] = ( fitted_parameters_lin * self.scales_for_optimization) - return FittedMultiCompartmentSphericalMeanModel( - self, S0, mask, fitted_parameters, fitted_mt_fractions) + return fitted_modeling_framework.\ + FittedMultiCompartmentSphericalMeanModel( + self, S0, mask, fitted_parameters, fitted_mt_fractions) def simulate_signal(self, acquisition_scheme, parameters_array_or_dict): """ @@ -2006,10 +2005,10 @@ def fit(self, acquisition_scheme, data, mask=None, solver='csd', x0_ = homogenize_x0_to_data( data_, x0_) - start = time() + start = time.time() if solver == 'csd': if self.volume_fractions_fixed: - fit_func = CsdTournierOptimizer( + fit_func = csd_tournier.CsdTournierOptimizer( acquisition_scheme, self, x0_, self.sh_order, unity_constraint=self.unity_constraint, lambda_lb=lambda_lb) @@ -2023,17 +2022,17 @@ def fit(self, acquisition_scheme, data, mask=None, solver='csd', if verbose: print( 'Setup Tournier07 FOD optimizer in {} seconds'.format( - time() - start)) + time.time() - start)) else: - fit_func = CsdCvxpyOptimizer( + fit_func = csd_cvxpy.CsdCvxpyOptimizer( acquisition_scheme, self, x0_, self.sh_order, unity_constraint=self.unity_constraint, lambda_lb=lambda_lb) if verbose: print('Setup CVXPY FOD optimizer in {} seconds'.format( - time() - start)) + time.time() - start)) elif solver == 'csd_tournier07': - fit_func = CsdTournierOptimizer( + fit_func = csd_tournier.CsdTournierOptimizer( acquisition_scheme, self, x0_, self.sh_order, unity_constraint=self.unity_constraint, lambda_lb=lambda_lb) if use_parallel_processing: @@ -2044,14 +2043,14 @@ def fit(self, acquisition_scheme, data, mask=None, solver='csd', use_parallel_processing = False if verbose: print('Setup Tournier07 FOD optimizer in {} seconds'.format( - time() - start)) + time.time() - start)) elif solver == 'csd_cvxpy': - fit_func = CsdCvxpyOptimizer( + fit_func = csd_cvxpy.CsdCvxpyOptimizer( acquisition_scheme, self, x0_, self.sh_order, unity_constraint=self.unity_constraint, lambda_lb=lambda_lb) if verbose: print('Setup CVXPY FOD optimizer in {} seconds'.format( - time() - start)) + time.time() - start)) else: msg = "Unknown solver name {}".format(solver) raise ValueError(msg) @@ -2073,7 +2072,7 @@ def fit(self, acquisition_scheme, data, mask=None, solver='csd', fitted_parameters_lin = np.empty( np.r_[N_voxels, N_parameters], dtype=float) - start = time() + start = time.time() for idx, pos in enumerate(zip(*mask_pos)): if fit_S0_response: data_to_fit = data_[pos] / self.max_S0_response @@ -2093,7 +2092,7 @@ def fit(self, acquisition_scheme, data, mask=None, solver='csd', pool.join() pool.clear() - fitting_time = time() - start + fitting_time = time.time() - start if verbose: print('Fitting of {} voxels complete in {} seconds.'.format( len(fitted_parameters_lin), fitting_time)) @@ -2102,8 +2101,9 @@ def fit(self, acquisition_scheme, data, mask=None, solver='csd', fitted_parameters = np.zeros_like(x0_, dtype=float) fitted_parameters[mask_pos] = fitted_parameters_lin - return FittedMultiCompartmentSphericalHarmonicsModel( - self, S0, mask, fitted_parameters) + return fitted_modeling_framework.\ + FittedMultiCompartmentSphericalHarmonicsModel( + self, S0, mask, fitted_parameters) def simulate_signal(self, acquisition_scheme, parameters_array_or_dict): """ diff --git a/doc/Makefile b/doc/Makefile deleted file mode 100644 index 02359892..00000000 --- a/doc/Makefile +++ /dev/null @@ -1,179 +0,0 @@ -# Makefile for Sphinx documentation -# - -# You can set these variables from the command line. -SPHINXOPTS = -SPHINXBUILD = sphinx-build -PAPER = -BUILDDIR = _build - -# User-friendly check for sphinx-build -ifeq ($(shell which $(SPHINXBUILD) >/dev/null 2>&1; echo $$?), 1) -$(error The '$(SPHINXBUILD)' command was not found. Make sure you have Sphinx installed, then set the SPHINXBUILD environment variable to point to the full path of the '$(SPHINXBUILD)' executable. Alternatively you can add the directory with the executable to your PATH. If you don't have Sphinx installed, grab it from http://sphinx-doc.org/) -endif - -# Internal variables. -PAPEROPT_a4 = -D latex_paper_size=a4 -PAPEROPT_letter = -D latex_paper_size=letter -ALLSPHINXOPTS = -d $(BUILDDIR)/doctrees $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) . -# the i18n builder cannot share the environment and doctrees with the others -I18NSPHINXOPTS = $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) . - -.PHONY: help clean html dirhtml singlehtml pickle json htmlhelp qthelp devhelp epub latex latexpdf text man changes linkcheck doctest gettext - -help: - @echo "Please use \`make ' where is one of" - @echo " html to make standalone HTML files" - @echo " dirhtml to make HTML files named index.html in directories" - @echo " singlehtml to make a single large HTML file" - @echo " pickle to make pickle files" - @echo " json to make JSON files" - @echo " htmlhelp to make HTML files and a HTML help project" - @echo " qthelp to make HTML files and a qthelp project" - @echo " devhelp to make HTML files and a Devhelp project" - @echo " epub to make an epub" - @echo " latex to make LaTeX files, you can set PAPER=a4 or PAPER=letter" - @echo " latexpdf to make LaTeX files and run them through pdflatex" - @echo " latexpdfja to make LaTeX files and run them through platex/dvipdfmx" - @echo " text to make text files" - @echo " man to make manual pages" - @echo " texinfo to make Texinfo files" - @echo " info to make Texinfo files and run them through makeinfo" - @echo " gettext to make PO message catalogs" - @echo " changes to make an overview of all changed/added/deprecated items" - @echo " xml to make Docutils-native XML files" - @echo " pseudoxml to make pseudoxml-XML files for display purposes" - @echo " linkcheck to check all external links for integrity" - @echo " doctest to run all doctests embedded in the documentation (if enabled)" - - -clean: - rm -rf $(BUILDDIR)/* - rm -rf reference/* - -html: - $(SPHINXBUILD) -b html $(ALLSPHINXOPTS) $(BUILDDIR)/html - @echo - @echo "Build finished. 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The epub file is in $(BUILDDIR)/epub." - -latex: - $(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex - @echo - @echo "Build finished; the LaTeX files are in $(BUILDDIR)/latex." - @echo "Run \`make' in that directory to run these through (pdf)latex" \ - "(use \`make latexpdf' here to do that automatically)." - -latexpdf: - $(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex - @echo "Running LaTeX files through pdflatex..." - $(MAKE) -C $(BUILDDIR)/latex all-pdf - @echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex." - -latexpdfja: - $(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex - @echo "Running LaTeX files through platex and dvipdfmx..." - $(MAKE) -C $(BUILDDIR)/latex all-pdf-ja - @echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex." - -text: - $(SPHINXBUILD) -b text $(ALLSPHINXOPTS) $(BUILDDIR)/text - @echo - @echo "Build finished. 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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' # numpydoc requires sphinc >= 1.0 - -# Add any Sphinx extension module names here, as strings. They can be -# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom -# ones. -sys.path.append(os.path.abspath('sphinxext')) - -extensions = [ - 'sphinx.ext.autodoc', - #'sphinx.ext.doctest', - #'sphinx.ext.intersphinx', - #'sphinx.ext.todo', - #'sphinx.ext.coverage', - #'sphinx.ext.ifconfig', - #'sphinx.ext.autosummary', - 'sphinx.ext.mathjax', - 'math_dollar', # has to go before numpydoc - 'numpydoc', - #'github', - # 'sphinx_gallery.gen_gallery' - ] - -# Add any paths that contain templates here, relative to this directory. -templates_path = ['_templates'] - -# The suffix of source filenames. -source_suffix = '.rst' - -# The encoding of source files. -# source_encoding = 'utf-8-sig' - -# The master toctree document. -master_doc = 'index' - -# --- Sphinx Gallery --- -sphinx_gallery_conf = { - # path to your examples scripts - 'examples_dirs': '../examples', - # path where to save gallery generated examples - 'gallery_dirs': 'auto_examples'} - - -# 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' -# The full version, including alpha/beta/rc tags. -release = '0.1' - -# The language for content autogenerated by Sphinx. Refer to documentation -# for a list of supported languages. -#language = None - -# There are two options for replacing |today|: either, you set today to some -# non-false value, then it is used: -#today = '' -# Else, today_fmt is used as the format for a strftime call. -#today_fmt = '%B %d, %Y' - -# List of patterns, relative to source directory, that match files and -# directories to ignore when looking for source files. -exclude_patterns = ['_build'] - -# The reST default role (used for this markup: `text`) to use for all -# documents. -#default_role = None - -# If true, '()' will be appended to :func: etc. cross-reference text. -#add_function_parentheses = True - -# If true, the current module name will be prepended to all description -# unit titles (such as .. function::). -#add_module_names = True - -# If true, sectionauthor and moduleauthor directives will be shown in the -# output. They are ignored by default. -#show_authors = False - -# The name of the Pygments (syntax highlighting) style to use. -pygments_style = 'sphinx' - -# A list of ignored prefixes for module index sorting. -#modindex_common_prefix = [] - -# If true, keep warnings as "system message" paragraphs in the built documents. -#keep_warnings = False - - -# -- Options for HTML output ---------------------------------------------- - -# The theme to use for HTML and HTML Help pages. See the documentation for -# a list of builtin themes. -html_theme = 'sphinxdoc' - -# 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 -# documentation. -#html_theme_options = {} - -# Add any paths that contain custom themes here, relative to this directory. -#html_theme_path = [] - -# The name for this set of Sphinx documents. If None, it defaults to -# " v documentation". -#html_title = None - -# A shorter title for the navigation bar. Default is the same as html_title. -#html_short_title = None - -# The name of an image file (relative to this directory) to place at the top -# of the sidebar. -#html_logo = None - -# 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 = None - -# 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'] - -# Add any extra paths that contain custom files (such as robots.txt or -# .htaccess) here, relative to this directory. These files are copied -# directly to the root of the documentation. -#html_extra_path = [] - -# If not '', a 'Last updated on:' timestamp is inserted at every page bottom, -# using the given strftime format. -#html_last_updated_fmt = '%b %d, %Y' - -# If true, SmartyPants will be used to convert quotes and dashes to -# typographically correct entities. -#html_use_smartypants = True - -# Custom sidebar templates, maps document names to template names. -#html_sidebars = {} - -# Additional templates that should be rendered to pages, maps page names to -# template names. -#html_additional_pages = {} - -# If false, no module index is generated. -#html_domain_indices = True -html_domain_indices = False - -# If false, no index is generated. -#html_use_index = True - -# If true, the index is split into individual pages for each letter. -#html_split_index = False - -# If true, links to the reST sources are added to the pages. -#html_show_sourcelink = True - -# If true, "Created using Sphinx" is shown in the HTML footer. Default is True. -#html_show_sphinx = True - -# If true, "(C) Copyright ..." is shown in the HTML footer. Default is True. -#html_show_copyright = True - -# If true, an OpenSearch description file will be output, and all pages will -# contain a tag referring to it. The value of this option must be the -# base URL from which the finished HTML is served. -#html_use_opensearch = '' - -# This is the file name suffix for HTML files (e.g. ".xhtml"). -#html_file_suffix = None - -# Output file base name for HTML help builder. -htmlhelp_basename = 'dmipydoc' - - -# -- Options for LaTeX output --------------------------------------------- - -latex_elements = { -# The paper size ('letterpaper' or 'a4paper'). -#'papersize': 'letterpaper', - -# The font size ('10pt', '11pt' or '12pt'). -#'pointsize': '10pt', - -# Additional stuff for the LaTeX preamble. -#'preamble': '', -} - -# 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 = [ - ('index', 'dmipy.tex', 'dmipy Documentation', - 'Rutger Fick, Demian Wassermann', 'manual'), -] - -# The name of an image file (relative to this directory) to place at the top of -# the title page. -#latex_logo = None - -# 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 - -# Documents to append as an appendix to all manuals. -#latex_appendices = [] - -# If false, no module index is generated. -#latex_domain_indices = True - - -# -- Options for manual page output --------------------------------------- - -# One entry per manual page. List of tuples -# (source start file, name, description, authors, manual section). -man_pages = [ - ('index', 'dmipy', 'dmipy Documentation', - ['Rutger Fick, Demian Wassermann'], 1) -] - -# If true, show URL addresses after external links. -#man_show_urls = False - - -# -- 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 = [ - ('index', 'dmipy', 'dmipy Documentation', - 'Rutger Fick, Demian Wassermann', 'dmipy', 'One line description of project.', - 'Miscellaneous'), -] - -# Documents to append as an appendix to all manuals. -#texinfo_appendices = [] - -# If false, no module index is generated. -texinfo_domain_indices = False - -# How to display URL addresses: 'footnote', 'no', or 'inline'. -#texinfo_show_urls = 'footnote' - -# If true, do not generate a @detailmenu in the "Top" node's menu. -#texinfo_no_detailmenu = False - -# Example configuration for intersphinx: refer to the Python standard library. -intersphinx_mapping = {'http://docs.python.org/': None} - -autodoc_default_flags = ['members', 'undoc-members'] diff --git a/doc/index.rst b/doc/index.rst deleted file mode 100644 index 7cf5b262..00000000 --- a/doc/index.rst +++ /dev/null @@ -1,26 +0,0 @@ -.. microstruktur documentation master file, created by sphinx-quickstart on Tue Apr 14 10:29:06 2015. You can adapt this file completely to your liking, but it should at least contain the root `toctree` directive. - -Welcome to dmipy's documentation! -==================================== - -The dmipy software package facilitates state-of-the-art diffusion MRI Microstructure Imaging using a "Building Block" philosophy. In this philosophy, any combination of biophysical models, typically representing intra- and/or extra-axonal tissue compartments, can be easy combined into a multi-compartment Microstructure Model in just a few lines of code. - -To see how to use it, please refer to the `README file -`_ in the Github repository. - - -Contents: - -.. toctree:: - :maxdepth: 2 - - auto_examples/index - reference/index - -Indices and tables -================== - -* :ref:`genindex` -* :ref:`modindex` -* :ref:`search` - diff --git a/doc/push.sh b/doc/push.sh deleted file mode 100755 index cd990b00..00000000 --- a/doc/push.sh +++ /dev/null @@ -1,33 +0,0 @@ -#!/usr/bin/env bash -# Push HTML files to gh-pages automatically. - -# Fill this out with the correct org/repo -ORG=AthenaEPI -REPO=dmipy -# This probably should match an email for one of your users. -EMAIL=demian.wassermann@inria.fr - -set -e - -# Clone the gh-pages branch outside of the repo and cd into it. -cd .. -git clone -b gh-pages "https://$GH_TOKEN@github.com/$ORG/$REPO.git" gh-pages -cd gh-pages - -# Update git configuration so I can push. -if [ "$1" != "dry" ]; then - # Update git config. - git config user.name "Travis Builder" - git config user.email "$EMAIL" -fi - -# Copy in the HTML. You may want to change this with your documentation path. -cp -R ../$REPO/_build/html/* ./ - -# Add and commit changes. -git add -A . -git commit -m "[ci skip] Autodoc commit for $COMMIT." -if [ "$1" != "dry" ]; then - # -q is very important, otherwise you leak your GH_TOKEN - git push -q origin gh-pages -fi diff --git a/doc/reference/.gitignore b/doc/reference/.gitignore deleted file mode 100644 index 30d85567..00000000 --- a/doc/reference/.gitignore +++ /dev/null @@ -1 +0,0 @@ -*.rst diff --git a/doc/sphinxext/docscrape.py b/doc/sphinxext/docscrape.py deleted file mode 100644 index 470badd3..00000000 --- a/doc/sphinxext/docscrape.py +++ /dev/null @@ -1,570 +0,0 @@ -"""Extract reference documentation from the NumPy source tree. - -""" -from __future__ import division, absolute_import, print_function - -import inspect -import textwrap -import re -import pydoc -from warnings import warn -import collections -import sys - - -class Reader(object): - """A line-based string reader. - - """ - def __init__(self, data): - """ - Parameters - ---------- - data : str - String with lines separated by '\n'. - - """ - if isinstance(data, list): - self._str = data - else: - self._str = data.split('\n') # store string as list of lines - - self.reset() - - def __getitem__(self, n): - return self._str[n] - - def reset(self): - self._l = 0 # current line nr - - def read(self): - if not self.eof(): - out = self[self._l] - self._l += 1 - return out - else: - return '' - - def seek_next_non_empty_line(self): - for l in self[self._l:]: - if l.strip(): - break - else: - self._l += 1 - - def eof(self): - return self._l >= len(self._str) - - def read_to_condition(self, condition_func): - start = self._l - for line in self[start:]: - if condition_func(line): - return self[start:self._l] - self._l += 1 - if self.eof(): - return self[start:self._l+1] - return [] - - def read_to_next_empty_line(self): - self.seek_next_non_empty_line() - - def is_empty(line): - return not line.strip() - - return self.read_to_condition(is_empty) - - def read_to_next_unindented_line(self): - def is_unindented(line): - return (line.strip() and (len(line.lstrip()) == len(line))) - return self.read_to_condition(is_unindented) - - def peek(self, n=0): - if self._l + n < len(self._str): - return self[self._l + n] - else: - return '' - - def is_empty(self): - return not ''.join(self._str).strip() - - -class NumpyDocString(collections.Mapping): - def __init__(self, docstring, config={}): - docstring = textwrap.dedent(docstring).split('\n') - - self._doc = Reader(docstring) - self._parsed_data = { - 'Signature': '', - 'Summary': [''], - 'Extended Summary': [], - 'Parameters': [], - 'Returns': [], - 'Yields': [], - 'Raises': [], - 'Warns': [], - 'Other Parameters': [], - 'Attributes': [], - 'Methods': [], - 'See Also': [], - 'Notes': [], - 'Warnings': [], - 'References': '', - 'Examples': '', - 'index': {} - } - - self._parse() - - def __getitem__(self, key): - return self._parsed_data[key] - - def __setitem__(self, key, val): - if key not in self._parsed_data: - warn("Unknown section %s" % key) - else: - self._parsed_data[key] = val - - def __iter__(self): - return iter(self._parsed_data) - - def __len__(self): - return len(self._parsed_data) - - def _is_at_section(self): - self._doc.seek_next_non_empty_line() - - if self._doc.eof(): - return False - - l1 = self._doc.peek().strip() # e.g. Parameters - - if l1.startswith('.. index::'): - return True - - l2 = self._doc.peek(1).strip() # ---------- or ========== - return l2.startswith('-'*len(l1)) or l2.startswith('='*len(l1)) - - def _strip(self, doc): - i = 0 - j = 0 - for i, line in enumerate(doc): - if line.strip(): - break - - for j, line in enumerate(doc[::-1]): - if line.strip(): - break - - return doc[i:len(doc)-j] - - def _read_to_next_section(self): - section = self._doc.read_to_next_empty_line() - - while not self._is_at_section() and not self._doc.eof(): - if not self._doc.peek(-1).strip(): # previous line was empty - section += [''] - - section += self._doc.read_to_next_empty_line() - - return section - - def _read_sections(self): - while not self._doc.eof(): - data = self._read_to_next_section() - name = data[0].strip() - - if name.startswith('..'): # index section - yield name, data[1:] - elif len(data) < 2: - yield StopIteration - else: - yield name, self._strip(data[2:]) - - def _parse_param_list(self, content): - r = Reader(content) - params = [] - while not r.eof(): - header = r.read().strip() - if ' : ' in header: - arg_name, arg_type = header.split(' : ')[:2] - else: - arg_name, arg_type = header, '' - - desc = r.read_to_next_unindented_line() - desc = dedent_lines(desc) - - params.append((arg_name, arg_type, desc)) - - return params - - _name_rgx = re.compile(r"^\s*(:(?P\w+):`(?P[a-zA-Z0-9_.-]+)`|" - r" (?P[a-zA-Z0-9_.-]+))\s*", re.X) - - def _parse_see_also(self, content): - """ - func_name : Descriptive text - continued text - another_func_name : Descriptive text - func_name1, func_name2, :meth:`func_name`, func_name3 - - """ - items = [] - - def parse_item_name(text): - """Match ':role:`name`' or 'name'""" - m = self._name_rgx.match(text) - if m: - g = m.groups() - if g[1] is None: - return g[3], None - else: - return g[2], g[1] - raise ValueError("%s is not a item name" % text) - - def push_item(name, rest): - if not name: - return - name, role = parse_item_name(name) - items.append((name, list(rest), role)) - del rest[:] - - current_func = None - rest = [] - - for line in content: - if not line.strip(): - continue - - m = self._name_rgx.match(line) - if m and line[m.end():].strip().startswith(':'): - push_item(current_func, rest) - current_func, line = line[:m.end()], line[m.end():] - rest = [line.split(':', 1)[1].strip()] - if not rest[0]: - rest = [] - elif not line.startswith(' '): - push_item(current_func, rest) - current_func = None - if ',' in line: - for func in line.split(','): - if func.strip(): - push_item(func, []) - elif line.strip(): - current_func = line - elif current_func is not None: - rest.append(line.strip()) - push_item(current_func, rest) - return items - - def _parse_index(self, section, content): - """ - .. index: default - :refguide: something, else, and more - - """ - def strip_each_in(lst): - return [s.strip() for s in lst] - - out = {} - section = section.split('::') - if len(section) > 1: - out['default'] = strip_each_in(section[1].split(','))[0] - for line in content: - line = line.split(':') - if len(line) > 2: - out[line[1]] = strip_each_in(line[2].split(',')) - return out - - def _parse_summary(self): - """Grab signature (if given) and summary""" - if self._is_at_section(): - return - - # If several signatures present, take the last one - while True: - summary = self._doc.read_to_next_empty_line() - summary_str = " ".join([s.strip() for s in summary]).strip() - if re.compile('^([\w., ]+=)?\s*[\w\.]+\(.*\)$').match(summary_str): - self['Signature'] = summary_str - if not self._is_at_section(): - continue - break - - if summary is not None: - self['Summary'] = summary - - if not self._is_at_section(): - self['Extended Summary'] = self._read_to_next_section() - - def _parse(self): - self._doc.reset() - self._parse_summary() - - sections = list(self._read_sections()) - section_names = set([section for section, content in sections]) - - has_returns = 'Returns' in section_names - has_yields = 'Yields' in section_names - # We could do more tests, but we are not. Arbitrarily. - if has_returns and has_yields: - msg = 'Docstring contains both a Returns and Yields section.' - raise ValueError(msg) - - for (section, content) in sections: - if not section.startswith('..'): - section = (s.capitalize() for s in section.split(' ')) - section = ' '.join(section) - if section in ('Parameters', 'Returns', 'Yields', 'Raises', - 'Warns', 'Other Parameters', 'Attributes', - 'Methods'): - self[section] = self._parse_param_list(content) - elif section.startswith('.. index::'): - self['index'] = self._parse_index(section, content) - elif section == 'See Also': - self['See Also'] = self._parse_see_also(content) - else: - self[section] = content - - # string conversion routines - - def _str_header(self, name, symbol='-'): - return [name, len(name)*symbol] - - def _str_indent(self, doc, indent=4): - out = [] - for line in doc: - out += [' '*indent + line] - return out - - def _str_signature(self): - if self['Signature']: - return [self['Signature'].replace('*', '\*')] + [''] - else: - return [''] - - def _str_summary(self): - if self['Summary']: - return self['Summary'] + [''] - else: - return [] - - def _str_extended_summary(self): - if self['Extended Summary']: - return self['Extended Summary'] + [''] - else: - return [] - - def _str_param_list(self, name): - out = [] - if self[name]: - out += self._str_header(name) - for param, param_type, desc in self[name]: - if param_type: - out += ['%s : %s' % (param, param_type)] - else: - out += [param] - out += self._str_indent(desc) - out += [''] - return out - - def _str_section(self, name): - out = [] - if self[name]: - out += self._str_header(name) - out += self[name] - out += [''] - return out - - def _str_see_also(self, func_role): - if not self['See Also']: - return [] - out = [] - out += self._str_header("See Also") - last_had_desc = True - for func, desc, role in self['See Also']: - if role: - link = ':%s:`%s`' % (role, func) - elif func_role: - link = ':%s:`%s`' % (func_role, func) - else: - link = "`%s`_" % func - if desc or last_had_desc: - out += [''] - out += [link] - else: - out[-1] += ", %s" % link - if desc: - out += self._str_indent([' '.join(desc)]) - last_had_desc = True - else: - last_had_desc = False - out += [''] - return out - - def _str_index(self): - idx = self['index'] - out = [] - out += ['.. index:: %s' % idx.get('default', '')] - for section, references in idx.items(): - if section == 'default': - continue - out += [' :%s: %s' % (section, ', '.join(references))] - return out - - def __str__(self, func_role=''): - out = [] - out += self._str_signature() - out += self._str_summary() - out += self._str_extended_summary() - for param_list in ('Parameters', 'Returns', 'Yields', - 'Other Parameters', 'Raises', 'Warns'): - out += self._str_param_list(param_list) - out += self._str_section('Warnings') - out += self._str_see_also(func_role) - for s in ('Notes', 'References', 'Examples'): - out += self._str_section(s) - for param_list in ('Attributes', 'Methods'): - out += self._str_param_list(param_list) - out += self._str_index() - return '\n'.join(out) - - -def indent(str, indent=4): - indent_str = ' '*indent - if str is None: - return indent_str - lines = str.split('\n') - return '\n'.join(indent_str + l for l in lines) - - -def dedent_lines(lines): - """Deindent a list of lines maximally""" - return textwrap.dedent("\n".join(lines)).split("\n") - - -def header(text, style='-'): - return text + '\n' + style*len(text) + '\n' - - -class FunctionDoc(NumpyDocString): - def __init__(self, func, role='func', doc=None, config={}): - self._f = func - self._role = role # e.g. "func" or "meth" - - if doc is None: - if func is None: - raise ValueError("No function or docstring given") - doc = inspect.getdoc(func) or '' - NumpyDocString.__init__(self, doc) - - if not self['Signature'] and func is not None: - func, func_name = self.get_func() - try: - # try to read signature - if sys.version_info[0] >= 3: - argspec = inspect.getfullargspec(func) - else: - argspec = inspect.getargspec(func) - argspec = inspect.formatargspec(*argspec) - argspec = argspec.replace('*', '\*') - signature = '%s%s' % (func_name, argspec) - except TypeError as e: - signature = '%s()' % func_name - self['Signature'] = signature - - def get_func(self): - func_name = getattr(self._f, '__name__', self.__class__.__name__) - if inspect.isclass(self._f): - func = getattr(self._f, '__call__', self._f.__init__) - else: - func = self._f - return func, func_name - - def __str__(self): - out = '' - - func, func_name = self.get_func() - signature = self['Signature'].replace('*', '\*') - - roles = {'func': 'function', - 'meth': 'method'} - - if self._role: - if self._role not in roles: - print("Warning: invalid role %s" % self._role) - out += '.. %s:: %s\n \n\n' % (roles.get(self._role, ''), - func_name) - - out += super(FunctionDoc, self).__str__(func_role=self._role) - return out - - -class ClassDoc(NumpyDocString): - - extra_public_methods = ['__call__'] - - def __init__(self, cls, doc=None, modulename='', func_doc=FunctionDoc, - config={}): - if not inspect.isclass(cls) and cls is not None: - raise ValueError("Expected a class or None, but got %r" % cls) - self._cls = cls - - self.show_inherited_members = config.get( - 'show_inherited_class_members', True) - - if modulename and not modulename.endswith('.'): - modulename += '.' - self._mod = modulename - - if doc is None: - if cls is None: - raise ValueError("No class or documentation string given") - doc = pydoc.getdoc(cls) - - NumpyDocString.__init__(self, doc) - - if config.get('show_class_members', True): - def splitlines_x(s): - if not s: - return [] - else: - return s.splitlines() - - for field, items in [('Methods', self.methods), - ('Attributes', self.properties)]: - if not self[field]: - doc_list = [] - for name in sorted(items): - try: - doc_item = pydoc.getdoc(getattr(self._cls, name)) - doc_list.append((name, '', splitlines_x(doc_item))) - except AttributeError: - pass # method doesn't exist - self[field] = doc_list - - @property - def methods(self): - if self._cls is None: - return [] - return [name for name, func in inspect.getmembers(self._cls) - if ((not name.startswith('_') - or name in self.extra_public_methods) - and isinstance(func, collections.Callable) - and self._is_show_member(name))] - - @property - def properties(self): - if self._cls is None: - return [] - return [name for name, func in inspect.getmembers(self._cls) - if (not name.startswith('_') and - (func is None or isinstance(func, property) or - inspect.isgetsetdescriptor(func)) - and self._is_show_member(name))] - - def _is_show_member(self, name): - if self.show_inherited_members: - return True # show all class members - if name not in self._cls.__dict__: - return False # class member is inherited, we do not show it - return True diff --git a/doc/sphinxext/docscrape_sphinx.py b/doc/sphinxext/docscrape_sphinx.py deleted file mode 100644 index e44e770e..00000000 --- a/doc/sphinxext/docscrape_sphinx.py +++ /dev/null @@ -1,227 +0,0 @@ -import re, inspect, textwrap, pydoc -import sphinx -from docscrape import NumpyDocString, FunctionDoc, ClassDoc - -class SphinxDocString(NumpyDocString): - def __init__(self, docstring, config={}): - self.use_plots = config.get('use_plots', False) - NumpyDocString.__init__(self, docstring, config=config) - - # string conversion routines - def _str_header(self, name, symbol='`'): - return ['.. rubric:: ' + name, ''] - - def _str_field_list(self, name): - return [':' + name + ':'] - - def _str_indent(self, doc, indent=4): - out = [] - for line in doc: - out += [' '*indent + line] - return out - - def _str_signature(self): - return [''] - if self['Signature']: - return ['``%s``' % self['Signature']] + [''] - else: - return [''] - - def _str_summary(self): - return self['Summary'] + [''] - - def _str_extended_summary(self): - return self['Extended Summary'] + [''] - - def _str_param_list(self, name): - out = [] - if self[name]: - out += self._str_field_list(name) - out += [''] - for param,param_type,desc in self[name]: - out += self._str_indent(['**%s** : %s' % (param.strip(), - param_type)]) - out += [''] - out += self._str_indent(desc,8) - out += [''] - return out - - @property - def _obj(self): - if hasattr(self, '_cls'): - return self._cls - elif hasattr(self, '_f'): - return self._f - return None - - def _str_member_list(self, name): - """ - Generate a member listing, autosummary:: table where possible, - and a table where not. - - """ - out = [] - if self[name]: - out += ['.. rubric:: %s' % name, ''] - prefix = getattr(self, '_name', '') - - if prefix: - prefix = '~%s.' % prefix - - autosum = [] - others = [] - for param, param_type, desc in self[name]: - param = param.strip() - if not self._obj or hasattr(self._obj, param): - autosum += [" %s%s" % (prefix, param)] - else: - others.append((param, param_type, desc)) - - if autosum: - out += ['.. autosummary::', ' :toctree:', ''] - out += autosum - - if others: - maxlen_0 = max([len(x[0]) for x in others]) - maxlen_1 = max([len(x[1]) for x in others]) - hdr = "="*maxlen_0 + " " + "="*maxlen_1 + " " + "="*10 - fmt = '%%%ds %%%ds ' % (maxlen_0, maxlen_1) - n_indent = maxlen_0 + maxlen_1 + 4 - out += [hdr] - for param, param_type, desc in others: - out += [fmt % (param.strip(), param_type)] - out += self._str_indent(desc, n_indent) - out += [hdr] - out += [''] - return out - - def _str_section(self, name): - out = [] - if self[name]: - out += self._str_header(name) - out += [''] - content = textwrap.dedent("\n".join(self[name])).split("\n") - out += content - out += [''] - return out - - def _str_see_also(self, func_role): - out = [] - if self['See Also']: - see_also = super(SphinxDocString, self)._str_see_also(func_role) - out = ['.. seealso::', ''] - out += self._str_indent(see_also[2:]) - return out - - def _str_warnings(self): - out = [] - if self['Warnings']: - out = ['.. warning::', ''] - out += self._str_indent(self['Warnings']) - return out - - def _str_index(self): - idx = self['index'] - out = [] - if len(idx) == 0: - return out - - out += ['.. index:: %s' % idx.get('default','')] - for section, references in idx.iteritems(): - if section == 'default': - continue - elif section == 'refguide': - out += [' single: %s' % (', '.join(references))] - else: - out += [' %s: %s' % (section, ','.join(references))] - return out - - def _str_references(self): - out = [] - if self['References']: - out += self._str_header('References') - if isinstance(self['References'], str): - self['References'] = [self['References']] - out.extend(self['References']) - out += [''] - # Latex collects all references to a separate bibliography, - # so we need to insert links to it - if sphinx.__version__ >= "0.6": - out += ['.. only:: latex',''] - else: - out += ['.. latexonly::',''] - items = [] - for line in self['References']: - m = re.match(r'.. \[([a-z0-9._-]+)\]', line, re.I) - if m: - items.append(m.group(1)) - out += [' ' + ", ".join(["[%s]_" % item for item in items]), ''] - return out - - def _str_examples(self): - examples_str = "\n".join(self['Examples']) - - if (self.use_plots and 'import matplotlib' in examples_str - and 'plot::' not in examples_str): - out = [] - out += self._str_header('Examples') - out += ['.. plot::', ''] - out += self._str_indent(self['Examples']) - out += [''] - return out - else: - return self._str_section('Examples') - - def __str__(self, indent=0, func_role="obj"): - out = [] - out += self._str_signature() - out += self._str_index() + [''] - out += self._str_summary() - out += self._str_extended_summary() - for param_list in ('Parameters', 'Returns', 'Other Parameters', - 'Raises', 'Warns'): - out += self._str_param_list(param_list) - out += self._str_warnings() - out += self._str_see_also(func_role) - out += self._str_section('Notes') - out += self._str_references() - out += self._str_examples() - for param_list in ('Attributes', 'Methods'): - out += self._str_member_list(param_list) - out = self._str_indent(out,indent) - return '\n'.join(out) - -class SphinxFunctionDoc(SphinxDocString, FunctionDoc): - def __init__(self, obj, doc=None, config={}): - self.use_plots = config.get('use_plots', False) - FunctionDoc.__init__(self, obj, doc=doc, config=config) - -class SphinxClassDoc(SphinxDocString, ClassDoc): - def __init__(self, obj, doc=None, func_doc=None, config={}): - self.use_plots = config.get('use_plots', False) - ClassDoc.__init__(self, obj, doc=doc, func_doc=None, config=config) - -class SphinxObjDoc(SphinxDocString): - def __init__(self, obj, doc=None, config={}): - self._f = obj - SphinxDocString.__init__(self, doc, config=config) - -def get_doc_object(obj, what=None, doc=None, config={}): - if what is None: - if inspect.isclass(obj): - what = 'class' - elif inspect.ismodule(obj): - what = 'module' - elif callable(obj): - what = 'function' - else: - what = 'object' - if what == 'class': - return SphinxClassDoc(obj, func_doc=SphinxFunctionDoc, doc=doc, - config=config) - elif what in ('function', 'method'): - return SphinxFunctionDoc(obj, doc=doc, config=config) - else: - if doc is None: - doc = pydoc.getdoc(obj) - return SphinxObjDoc(obj, doc, config=config) diff --git a/doc/sphinxext/github.py b/doc/sphinxext/github.py deleted file mode 100644 index 519e146d..00000000 --- a/doc/sphinxext/github.py +++ /dev/null @@ -1,155 +0,0 @@ -"""Define text roles for GitHub - -* ghissue - Issue -* ghpull - Pull Request -* ghuser - User - -Adapted from bitbucket example here: -https://bitbucket.org/birkenfeld/sphinx-contrib/src/tip/bitbucket/sphinxcontrib/bitbucket.py - -Authors -------- - -* Doug Hellmann -* Min RK -""" -# -# Original Copyright (c) 2010 Doug Hellmann. All rights reserved. -# - -from docutils import nodes, utils -from docutils.parsers.rst.roles import set_classes - -def make_link_node(rawtext, app, type, slug, options): - """Create a link to a github resource. - - :param rawtext: Text being replaced with link node. - :param app: Sphinx application context - :param type: Link type (issues, changeset, etc.) - :param slug: ID of the thing to link to - :param options: Options dictionary passed to role func. - """ - - try: - base = app.config.github_project_url - if not base: - raise AttributeError - if not base.endswith('/'): - base += '/' - except AttributeError as err: - raise ValueError('github_project_url configuration value is not set (%s)' % str(err)) - - ref = base + type + '/' + slug + '/' - set_classes(options) - prefix = "#" - if type == 'pull': - prefix = "PR " + prefix - node = nodes.reference(rawtext, prefix + utils.unescape(slug), refuri=ref, - **options) - return node - -def ghissue_role(name, rawtext, text, lineno, inliner, options={}, content=[]): - """Link to a GitHub issue. - - Returns 2 part tuple containing list of nodes to insert into the - document and a list of system messages. Both are allowed to be - empty. - - :param name: The role name used in the document. - :param rawtext: The entire markup snippet, with role. - :param text: The text marked with the role. - :param lineno: The line number where rawtext appears in the input. - :param inliner: The inliner instance that called us. - :param options: Directive options for customization. - :param content: The directive content for customization. - """ - - try: - issue_num = int(text) - if issue_num <= 0: - raise ValueError - except ValueError: - msg = inliner.reporter.error( - 'GitHub issue number must be a number greater than or equal to 1; ' - '"%s" is invalid.' % text, line=lineno) - prb = inliner.problematic(rawtext, rawtext, msg) - return [prb], [msg] - app = inliner.document.settings.env.app - #app.info('issue %r' % text) - if 'pull' in name.lower(): - category = 'pull' - elif 'issue' in name.lower(): - category = 'issues' - else: - msg = inliner.reporter.error( - 'GitHub roles include "ghpull" and "ghissue", ' - '"%s" is invalid.' % name, line=lineno) - prb = inliner.problematic(rawtext, rawtext, msg) - return [prb], [msg] - node = make_link_node(rawtext, app, category, str(issue_num), options) - return [node], [] - -def ghuser_role(name, rawtext, text, lineno, inliner, options={}, content=[]): - """Link to a GitHub user. - - Returns 2 part tuple containing list of nodes to insert into the - document and a list of system messages. Both are allowed to be - empty. - - :param name: The role name used in the document. - :param rawtext: The entire markup snippet, with role. - :param text: The text marked with the role. - :param lineno: The line number where rawtext appears in the input. - :param inliner: The inliner instance that called us. - :param options: Directive options for customization. - :param content: The directive content for customization. - """ - app = inliner.document.settings.env.app - #app.info('user link %r' % text) - ref = 'https://www.github.com/' + text - node = nodes.reference(rawtext, text, refuri=ref, **options) - return [node], [] - -def ghcommit_role(name, rawtext, text, lineno, inliner, options={}, content=[]): - """Link to a GitHub commit. - - Returns 2 part tuple containing list of nodes to insert into the - document and a list of system messages. Both are allowed to be - empty. - - :param name: The role name used in the document. - :param rawtext: The entire markup snippet, with role. - :param text: The text marked with the role. - :param lineno: The line number where rawtext appears in the input. - :param inliner: The inliner instance that called us. - :param options: Directive options for customization. - :param content: The directive content for customization. - """ - app = inliner.document.settings.env.app - #app.info('user link %r' % text) - try: - base = app.config.github_project_url - if not base: - raise AttributeError - if not base.endswith('/'): - base += '/' - except AttributeError as err: - raise ValueError('github_project_url configuration value is not set (%s)' % str(err)) - - ref = base + text - node = nodes.reference(rawtext, text[:6], refuri=ref, **options) - return [node], [] - - -def setup(app): - """Install the plugin. - - :param app: Sphinx application context. - """ - app.info('Initializing GitHub plugin') - app.add_role('ghissue', ghissue_role) - app.add_role('ghpull', ghissue_role) - app.add_role('ghuser', ghuser_role) - app.add_role('ghcommit', ghcommit_role) - app.add_config_value('github_project_url', None, 'env') - return diff --git a/doc/sphinxext/math_dollar.py b/doc/sphinxext/math_dollar.py deleted file mode 100644 index ad415deb..00000000 --- a/doc/sphinxext/math_dollar.py +++ /dev/null @@ -1,63 +0,0 @@ -import re - -def dollars_to_math(source): - r""" - Replace dollar signs with backticks. - - More precisely, do a regular expression search. Replace a plain - dollar sign ($) by a backtick (`). Replace an escaped dollar sign - (\$) by a dollar sign ($). Don't change a dollar sign preceded or - followed by a backtick (`$ or $`), because of strings like - "``$HOME``". Don't make any changes on lines starting with - spaces, because those are indented and hence part of a block of - code or examples. - - This also doesn't replaces dollar signs enclosed in curly braces, - to avoid nested math environments, such as :: - - $f(n) = 0 \text{ if $n$ is prime}$ - - Thus the above line would get changed to - - `f(n) = 0 \text{ if $n$ is prime}` - """ - s = "\n".join(source) - if s.find("$") == -1: - return - # This searches for "$blah$" inside a pair of curly braces -- - # don't change these, since they're probably coming from a nested - # math environment. So for each match, we replace it with a temporary - # string, and later on we substitute the original back. - global _data - _data = {} - def repl(matchobj): - global _data - s = matchobj.group(0) - t = "___XXX_REPL_%d___" % len(_data) - _data[t] = s - return t - s = re.sub(r"({[^{}$]*\$[^{}$]*\$[^{}]*})", repl, s) - # matches $...$ - dollars = re.compile(r"(?= 3: - sixu = lambda s: s -else: - sixu = lambda s: unicode(s, 'unicode_escape') - - -def mangle_docstrings(app, what, name, obj, options, lines, - reference_offset=[0]): - - cfg = {'use_plots': app.config.numpydoc_use_plots, - 'show_class_members': app.config.numpydoc_show_class_members, - 'show_inherited_class_members': - app.config.numpydoc_show_inherited_class_members, - 'class_members_toctree': app.config.numpydoc_class_members_toctree} - - u_NL = sixu('\n') - if what == 'module': - # Strip top title - pattern = '^\\s*[#*=]{4,}\\n[a-z0-9 -]+\\n[#*=]{4,}\\s*' - title_re = re.compile(sixu(pattern), re.I | re.S) - lines[:] = title_re.sub(sixu(''), u_NL.join(lines)).split(u_NL) - else: - doc = get_doc_object(obj, what, u_NL.join(lines), config=cfg) - if sys.version_info[0] >= 3: - doc = str(doc) - else: - doc = unicode(doc) - lines[:] = doc.split(u_NL) - - if (app.config.numpydoc_edit_link and hasattr(obj, '__name__') and - obj.__name__): - if hasattr(obj, '__module__'): - v = dict(full_name=sixu("%s.%s") % (obj.__module__, obj.__name__)) - else: - v = dict(full_name=obj.__name__) - lines += [sixu(''), sixu('.. htmlonly::'), sixu('')] - lines += [sixu(' %s') % x for x in - (app.config.numpydoc_edit_link % v).split("\n")] - - # replace reference numbers so that there are no duplicates - references = [] - for line in lines: - line = line.strip() - m = re.match(sixu('^.. \\[([a-z0-9_.-])\\]'), line, re.I) - if m: - references.append(m.group(1)) - - # start renaming from the longest string, to avoid overwriting parts - references.sort(key=lambda x: -len(x)) - if references: - for i, line in enumerate(lines): - for r in references: - if re.match(sixu('^\\d+$'), r): - new_r = sixu("R%d") % (reference_offset[0] + int(r)) - else: - new_r = sixu("%s%d") % (r, reference_offset[0]) - lines[i] = lines[i].replace(sixu('[%s]_') % r, - sixu('[%s]_') % new_r) - lines[i] = lines[i].replace(sixu('.. [%s]') % r, - sixu('.. [%s]') % new_r) - - reference_offset[0] += len(references) - - -def mangle_signature(app, what, name, obj, options, sig, retann): - # Do not try to inspect classes that don't define `__init__` - if (inspect.isclass(obj) and - (not hasattr(obj, '__init__') or - 'initializes x; see ' in pydoc.getdoc(obj.__init__))): - return '', '' - - if not (isinstance(obj, collections.Callable) or - hasattr(obj, '__argspec_is_invalid_')): - return - - if not hasattr(obj, '__doc__'): - return - - doc = SphinxDocString(pydoc.getdoc(obj)) - if doc['Signature']: - sig = re.sub(sixu("^[^(]*"), sixu(""), doc['Signature']) - return sig, sixu('') - - -def setup(app, get_doc_object_=get_doc_object): - if not hasattr(app, 'add_config_value'): - return # probably called by nose, better bail out - - global get_doc_object - get_doc_object = get_doc_object_ - - app.connect('autodoc-process-docstring', mangle_docstrings) - app.connect('autodoc-process-signature', mangle_signature) - app.add_config_value('numpydoc_edit_link', None, False) - app.add_config_value('numpydoc_use_plots', None, False) - app.add_config_value('numpydoc_show_class_members', True, True) - app.add_config_value('numpydoc_show_inherited_class_members', True, True) - app.add_config_value('numpydoc_class_members_toctree', True, True) - - # Extra mangling domains - app.add_domain(NumpyPythonDomain) - app.add_domain(NumpyCDomain) - -# ------------------------------------------------------------------------------ -# Docstring-mangling domains -# ------------------------------------------------------------------------------ - -from docutils.statemachine import ViewList -from sphinx.domains.c import CDomain -from sphinx.domains.python import PythonDomain - - -class ManglingDomainBase(object): - directive_mangling_map = {} - - def __init__(self, *a, **kw): - super(ManglingDomainBase, self).__init__(*a, **kw) - self.wrap_mangling_directives() - - def wrap_mangling_directives(self): - for name, objtype in list(self.directive_mangling_map.items()): - self.directives[name] = wrap_mangling_directive( - self.directives[name], objtype) - - -class NumpyPythonDomain(ManglingDomainBase, PythonDomain): - name = 'np' - directive_mangling_map = { - 'function': 'function', - 'class': 'class', - 'exception': 'class', - 'method': 'function', - 'classmethod': 'function', - 'staticmethod': 'function', - 'attribute': 'attribute', - } - indices = [] - - -class NumpyCDomain(ManglingDomainBase, CDomain): - name = 'np-c' - directive_mangling_map = { - 'function': 'function', - 'member': 'attribute', - 'macro': 'function', - 'type': 'class', - 'var': 'object', - } - - -def wrap_mangling_directive(base_directive, objtype): - class directive(base_directive): - def run(self): - env = self.state.document.settings.env - - name = None - if self.arguments: - m = re.match(r'^(.*\s+)?(.*?)(\(.*)?', self.arguments[0]) - name = m.group(2).strip() - - if not name: - name = self.arguments[0] - - lines = list(self.content) - mangle_docstrings(env.app, objtype, name, None, None, lines) - self.content = ViewList(lines, self.content.parent) - - return base_directive.run(self) - - return directive diff --git a/doc/theory.rst b/doc/theory.rst deleted file mode 100644 index a3fc9f87..00000000 --- a/doc/theory.rst +++ /dev/null @@ -1,17 +0,0 @@ - -This is a theory section -======================== - -I might want to describe some equations: - -.. math:: - - \int_0^\infty e^{-x^2} dx=\frac{\sqrt{\pi}}{2} - - -And refer to a paper [author2015]_. - - -.. [author2015] first a., second a., cheese b. (2015). The title of their - paper. Journal of papers, *15*: 1023-1049. - diff --git a/doc/tools/LICENSE.txt b/doc/tools/LICENSE.txt deleted file mode 100644 index 9e1d415a..00000000 --- a/doc/tools/LICENSE.txt +++ /dev/null @@ -1,7 +0,0 @@ -These files were obtained from - -https://www.mail-archive.com/sphinx-dev@googlegroups.com/msg02472.html - -and were released under a BSD/MIT license by Fernando Perez, Matthew Brett and -the PyMVPA folks. Further cleanups by the scikit-image crew. - diff --git a/doc/tools/apigen.py b/doc/tools/apigen.py deleted file mode 100644 index 758671fa..00000000 --- a/doc/tools/apigen.py +++ /dev/null @@ -1,509 +0,0 @@ -""" -Attempt to generate templates for module reference with Sphinx - -To include extension modules, first identify them as valid in the -``_uri2path`` method, then handle them in the ``_parse_module_with_import`` -script. - -Notes ------ -This parsing is based on import and introspection of modules. -Previously functions and classes were found by parsing the text of .py files. - -Extension modules should be discovered and included as well. - -This is a modified version of a script originally shipped with the PyMVPA -project, then adapted for use first in NIPY and then in skimage. PyMVPA -is an MIT-licensed project. -""" - -# Stdlib imports -import os -import re -from inspect import getmodule - -from types import BuiltinFunctionType, FunctionType - -# suppress print statements (warnings for empty files) -DEBUG = True - -class ApiDocWriter(object): - ''' Class for automatic detection and parsing of API docs - to Sphinx-parsable reST format''' - - # only separating first two levels - rst_section_levels = ['*', '=', '-', '~', '^'] - - def __init__(self, - package_name, - rst_extension='.txt', - package_skip_patterns=None, - module_skip_patterns=None, - other_defines = True - ): - ''' Initialize package for parsing - - Parameters - ---------- - package_name : string - Name of the top-level package. *package_name* must be the - name of an importable package - rst_extension : string, optional - Extension for reST files, default '.rst' - package_skip_patterns : None or sequence of {strings, regexps} - Sequence of strings giving URIs of packages to be excluded - Operates on the package path, starting at (including) the - first dot in the package path, after *package_name* - so, - if *package_name* is ``sphinx``, then ``sphinx.util`` will - result in ``.util`` being passed for searching by these - regexps. If is None, gives default. Default is: - ['\.tests$'] - module_skip_patterns : None or sequence - Sequence of strings giving URIs of modules to be excluded - Operates on the module name including preceding URI path, - back to the first dot after *package_name*. For example - ``sphinx.util.console`` results in the string to search of - ``.util.console`` - If is None, gives default. Default is: - ['\.setup$', '\._'] - other_defines : {True, False}, optional - Whether to include classes and functions that are imported in a - particular module but not defined there. - ''' - if package_skip_patterns is None: - package_skip_patterns = ['\\.tests$'] - if module_skip_patterns is None: - module_skip_patterns = ['\\.setup$', '\\._'] - self.package_name = package_name - self.rst_extension = rst_extension - self.package_skip_patterns = package_skip_patterns - self.module_skip_patterns = module_skip_patterns - self.other_defines = other_defines - - def get_package_name(self): - return self._package_name - - def set_package_name(self, package_name): - ''' Set package_name - - >>> docwriter = ApiDocWriter('sphinx') - >>> import sphinx - >>> docwriter.root_path == sphinx.__path__[0] - True - >>> docwriter.package_name = 'docutils' - >>> import docutils - >>> docwriter.root_path == docutils.__path__[0] - True - ''' - # It's also possible to imagine caching the module parsing here - self._package_name = package_name - root_module = self._import(package_name) - self.root_path = root_module.__path__[-1] - self.written_modules = None - - package_name = property(get_package_name, set_package_name, None, - 'get/set package_name') - - def _import(self, name): - ''' Import namespace package ''' - mod = __import__(name) - components = name.split('.') - for comp in components[1:]: - mod = getattr(mod, comp) - return mod - - def _get_object_name(self, line): - ''' Get second token in line - >>> docwriter = ApiDocWriter('sphinx') - >>> docwriter._get_object_name(" def func(): ") - 'func' - >>> docwriter._get_object_name(" class Klass(object): ") - 'Klass' - >>> docwriter._get_object_name(" class Klass: ") - 'Klass' - ''' - name = line.split()[1].split('(')[0].strip() - # in case we have classes which are not derived from object - # ie. old style classes - return name.rstrip(':') - - def _uri2path(self, uri): - ''' Convert uri to absolute filepath - - Parameters - ---------- - uri : string - URI of python module to return path for - - Returns - ------- - path : None or string - Returns None if there is no valid path for this URI - Otherwise returns absolute file system path for URI - - Examples - -------- - >>> docwriter = ApiDocWriter('sphinx') - >>> import sphinx - >>> modpath = sphinx.__path__[0] - >>> res = docwriter._uri2path('sphinx.builder') - >>> res == os.path.join(modpath, 'builder.py') - True - >>> res = docwriter._uri2path('sphinx') - >>> res == os.path.join(modpath, '__init__.py') - True - >>> docwriter._uri2path('sphinx.does_not_exist') - - ''' - if uri == self.package_name: - return os.path.join(self.root_path, '__init__.py') - path = uri.replace(self.package_name + '.', '') - path = path.replace('.', os.path.sep) - path = os.path.join(self.root_path, path) - # XXX maybe check for extensions as well? - if os.path.exists(path + '.py'): # file - path += '.py' - elif os.path.exists(os.path.join(path, '__init__.py')): - path = os.path.join(path, '__init__.py') - else: - return None - return path - - def _path2uri(self, dirpath): - ''' Convert directory path to uri ''' - package_dir = self.package_name.replace('.', os.path.sep) - relpath = dirpath.replace(self.root_path, package_dir) - if relpath.startswith(os.path.sep): - relpath = relpath[1:] - return relpath.replace(os.path.sep, '.') - - def _parse_module(self, uri): - ''' Parse module defined in *uri* ''' - filename = self._uri2path(uri) - if filename is None: - print(filename, 'erk') - # nothing that we could handle here. - return ([],[]) - - f = open(filename, 'rt') - functions, classes = self._parse_lines(f) - f.close() - return functions, classes - - def _parse_module_with_import(self, uri): - """Look for functions and classes in an importable module. - - Parameters - ---------- - uri : str - The name of the module to be parsed. This module needs to be - importable. - - Returns - ------- - functions : list of str - A list of (public) function names in the module. - classes : list of str - A list of (public) class names in the module. - """ - mod = __import__(uri, fromlist=[uri]) - # find all public objects in the module. - obj_strs = [obj for obj in dir(mod) if not obj.startswith('_')] - functions = [] - classes = [] - for obj_str in obj_strs: - # find the actual object from its string representation - if obj_str not in mod.__dict__: - continue - obj = mod.__dict__[obj_str] - # Check if function / class defined in module - if not self.other_defines and not getmodule(obj) == mod: - continue - # figure out if obj is a function or class - if hasattr(obj, 'func_name') or \ - isinstance(obj, BuiltinFunctionType) or \ - isinstance(obj, FunctionType): - functions.append(obj_str) - else: - try: - issubclass(obj, object) - classes.append(obj_str) - except TypeError: - # not a function or class - pass - return functions, classes - - def _parse_lines(self, linesource): - ''' Parse lines of text for functions and classes ''' - functions = [] - classes = [] - for line in linesource: - if line.startswith('def ') and line.count('('): - # exclude private stuff - name = self._get_object_name(line) - if not name.startswith('_'): - functions.append(name) - elif line.startswith('class '): - # exclude private stuff - name = self._get_object_name(line) - if not name.startswith('_'): - classes.append(name) - else: - pass - functions.sort() - classes.sort() - return functions, classes - - def generate_api_doc(self, uri): - '''Make autodoc documentation template string for a module - - Parameters - ---------- - uri : string - python location of module - e.g 'sphinx.builder' - - Returns - ------- - head : string - Module name, table of contents. - body : string - Function and class docstrings. - ''' - # get the names of all classes and functions - functions, classes = self._parse_module_with_import(uri) - if not len(functions) and not len(classes) and DEBUG: - print('WARNING: Empty -', uri) # dbg - - # Make a shorter version of the uri that omits the package name for - # titles - uri_short = re.sub(r'^%s\.' % self.package_name,'',uri) - - head = '.. AUTO-GENERATED FILE -- DO NOT EDIT!\n\n' - body = '' - - # Set the chapter title to read 'module' for all modules except for the - # main packages - if '.' in uri_short: - title = 'Module: :mod:`' + uri_short + '`' - head += title + '\n' + self.rst_section_levels[2] * len(title) - else: - title = ':mod:`' + uri_short + '`' - head += title + '\n' + self.rst_section_levels[1] * len(title) - - head += '\n.. automodule:: ' + uri + '\n' - head += '\n.. currentmodule:: ' + uri + '\n' - body += '\n.. currentmodule:: ' + uri + '\n\n' - for c in classes: - body += '\n:class:`' + c + '`\n' \ - + self.rst_section_levels[3] * \ - (len(c)+9) + '\n\n' - body += '\n.. autoclass:: ' + c + '\n' - # must NOT exclude from index to keep cross-refs working - body += ' :members:\n' \ - ' :undoc-members:\n' \ - ' :show-inheritance:\n' \ - '\n' \ - ' .. automethod:: __init__\n\n' - head += '.. autosummary::\n\n' - for f in classes + functions: - head += ' ' + f + '\n' - head += '\n' - - for f in functions: - # must NOT exclude from index to keep cross-refs working - body += f + '\n' - body += self.rst_section_levels[3] * len(f) + '\n' - body += '\n.. autofunction:: ' + f + '\n\n' - - return head, body - - def _survives_exclude(self, matchstr, match_type): - ''' Returns True if *matchstr* does not match patterns - - ``self.package_name`` removed from front of string if present - - Examples - -------- - >>> dw = ApiDocWriter('sphinx') - >>> dw._survives_exclude('sphinx.okpkg', 'package') - True - >>> dw.package_skip_patterns.append('^\\.badpkg$') - >>> dw._survives_exclude('sphinx.badpkg', 'package') - False - >>> dw._survives_exclude('sphinx.badpkg', 'module') - True - >>> dw._survives_exclude('sphinx.badmod', 'module') - True - >>> dw.module_skip_patterns.append('^\\.badmod$') - >>> dw._survives_exclude('sphinx.badmod', 'module') - False - ''' - if match_type == 'module': - patterns = self.module_skip_patterns - elif match_type == 'package': - patterns = self.package_skip_patterns - else: - raise ValueError('Cannot interpret match type "%s"' - % match_type) - # Match to URI without package name - L = len(self.package_name) - if matchstr[:L] == self.package_name: - matchstr = matchstr[L:] - for pat in patterns: - try: - pat.search - except AttributeError: - pat = re.compile(pat) - if pat.search(matchstr): - return False - - return True - - def discover_modules(self): - ''' Return module sequence discovered from ``self.package_name`` - - - Parameters - ---------- - None - - Returns - ------- - mods : sequence - Sequence of module names within ``self.package_name`` - - Examples - -------- - >>> dw = ApiDocWriter('sphinx') - >>> mods = dw.discover_modules() - >>> 'sphinx.util' in mods - True - >>> dw.package_skip_patterns.append('\.util$') - >>> 'sphinx.util' in dw.discover_modules() - False - >>> - ''' - modules = [self.package_name] - # raw directory parsing - for dirpath, dirnames, filenames in os.walk(self.root_path): - # Check directory names for packages - root_uri = self._path2uri(os.path.join(self.root_path, - dirpath)) - - # Normally, we'd only iterate over dirnames, but since - # dipy does not import a whole bunch of modules we'll - # include those here as well (the *.py filenames). - filenames = [f[:-3] for f in filenames if - f.endswith('.py') and not f.startswith('__init__')] - for filename in filenames: - package_uri = '/'.join((dirpath, filename)) - - for subpkg_name in dirnames + filenames: - package_uri = '.'.join((root_uri, subpkg_name)) - package_path = self._uri2path(package_uri) - if (package_path and - self._survives_exclude(package_uri, 'package')): - modules.append(package_uri) - - return sorted(modules) - - def write_modules_api(self, modules, outdir): - # upper-level modules - main_module = modules[0].split('.')[0] - ulms = ['.'.join(m.split('.')[:2]) if m.count('.') >= 1 - else m.split('.')[0] for m in modules] - - from collections import OrderedDict - module_by_ulm = OrderedDict() - - for v, k in zip(modules, ulms): - if k in module_by_ulm: - module_by_ulm[k].append(v) - else: - module_by_ulm[k] = [v] - - written_modules = [] - - for ulm, mods in module_by_ulm.items(): - print("Generating docs for %s:" % ulm) - document_head = [] - document_body = [] - - for m in mods: - print(" -> " + m) - head, body = self.generate_api_doc(m) - - document_head.append(head) - document_body.append(body) - - out_module = ulm + self.rst_extension - outfile = os.path.join(outdir, out_module) - fileobj = open(outfile, 'wt') - - fileobj.writelines(document_head + document_body) - fileobj.close() - written_modules.append(out_module) - - self.written_modules = written_modules - - def write_api_docs(self, outdir): - """Generate API reST files. - - Parameters - ---------- - outdir : string - Directory name in which to store files - We create automatic filenames for each module - - Returns - ------- - None - - Notes - ----- - Sets self.written_modules to list of written modules - """ - if not os.path.exists(outdir): - os.mkdir(outdir) - # compose list of modules - modules = self.discover_modules() - self.write_modules_api(modules,outdir) - - def write_index(self, outdir, froot='gen', relative_to=None): - """Make a reST API index file from written files - - Parameters - ---------- - path : string - Filename to write index to - outdir : string - Directory to which to write generated index file - froot : string, optional - root (filename without extension) of filename to write to - Defaults to 'gen'. We add ``self.rst_extension``. - relative_to : string - path to which written filenames are relative. This - component of the written file path will be removed from - outdir, in the generated index. Default is None, meaning, - leave path as it is. - """ - if self.written_modules is None: - raise ValueError('No modules written') - # Get full filename path - path = os.path.join(outdir, froot+self.rst_extension) - # Path written into index is relative to rootpath - if relative_to is not None: - relpath = (outdir + os.path.sep).replace(relative_to + os.path.sep, '') - else: - relpath = outdir - idx = open(path,'wt') - w = idx.write - w('.. AUTO-GENERATED FILE -- DO NOT EDIT!\n\n') - - title = "API Reference" - w(title + "\n") - w("=" * len(title) + "\n\n") - w('.. toctree::\n\n') - for f in self.written_modules: - w(' %s\n' % os.path.join(relpath,f)) - idx.close() diff --git a/doc/tools/buildmodref.py b/doc/tools/buildmodref.py deleted file mode 100755 index e2a7b9f6..00000000 --- a/doc/tools/buildmodref.py +++ /dev/null @@ -1,64 +0,0 @@ -#!/usr/bin/env python -"""Script to auto-generate API docs. -""" -from __future__ import print_function, division - -# stdlib imports -import sys -import re - -# local imports -from apigen import ApiDocWriter - -# version comparison -from distutils.version import LooseVersion as V - -#***************************************************************************** - -def abort(error): - print('*WARNING* API documentation not generated: %s' % error) - exit() - - -def writeapi(package, outdir, source_version, other_defines=True): - # Check that the package is available. If not, the API documentation is not - # (re)generated and existing API documentation sources will be used. - - try: - __import__(package) - except ImportError: - abort("Can not import " + package) - - module = sys.modules[package] - - # Check that the source version is equal to the installed - # version. If the versions mismatch the API documentation sources - # are not (re)generated. This avoids automatic generation of documentation - # for older or newer versions if such versions are installed on the system. - - installed_version = V(module.__version__) - if source_version != installed_version: - abort("Installed version does not match source version") - - docwriter = ApiDocWriter(package, rst_extension='.rst', - other_defines=other_defines) - - docwriter.package_skip_patterns += [r'\.%s$' % package, - r'.*test.*$', - r'\.version.*$'] - docwriter.write_api_docs(outdir) - docwriter.write_index(outdir, 'index', relative_to=outdir) - print('%d files written' % len(docwriter.written_modules)) - - -if __name__ == '__main__': - package = sys.argv[1] - outdir = sys.argv[2] - try: - other_defines = sys.argv[3] - except IndexError: - other_defines = True - else: - other_defines = other_defines in ('True', 'true', '1') - - writeapi(package, outdir, other_defines=other_defines) diff --git a/docs/Makefile b/docs/Makefile new file mode 100644 index 00000000..69fe55ec --- 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When it is not found, a full rebuild will be done. +config: 50d27b470506f5116a2d5c0a027211e6 +tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/docs/build/html/_modules/index.html b/docs/build/html/_modules/index.html new file mode 100644 index 00000000..279a092e --- /dev/null +++ b/docs/build/html/_modules/index.html @@ -0,0 +1,133 @@ + + + + + + + + Overview: module code — dmipy 1.0.3 documentation + + + + + + + + + + + + + + + + + + +

+
+
+ + +
+ +

All modules for which code is available

+ + +
+ +
+
+ +
+
+
+ ©2020, Rutger Fick. + + | + Powered by Sphinx 1.8.2 + & Alabaster 0.7.12 + +
+ + + + + + \ No newline at end of file diff --git a/docs/build/html/_sources/dmipy.core.rst.txt b/docs/build/html/_sources/dmipy.core.rst.txt new file mode 100644 index 00000000..b535789b --- /dev/null +++ b/docs/build/html/_sources/dmipy.core.rst.txt @@ -0,0 +1,62 @@ +dmipy.core package +================== + +Submodules +---------- + +dmipy.core.acquisition\_scheme module +------------------------------------- + +.. automodule:: dmipy.core.acquisition_scheme + :members: + :undoc-members: + :show-inheritance: + +dmipy.core.constants module +--------------------------- + +.. automodule:: dmipy.core.constants + :members: + :undoc-members: + :show-inheritance: + +dmipy.core.fitted\_modeling\_framework module +--------------------------------------------- + +.. automodule:: dmipy.core.fitted_modeling_framework + :members: + :undoc-members: + :show-inheritance: + +dmipy.core.gradient\_conversions module +--------------------------------------- + +.. automodule:: dmipy.core.gradient_conversions + :members: + :undoc-members: + :show-inheritance: + +dmipy.core.modeling\_framework module +------------------------------------- + +.. automodule:: dmipy.core.modeling_framework + :members: + :undoc-members: + :show-inheritance: + +dmipy.core.signal\_model\_properties module +------------------------------------------- + +.. automodule:: dmipy.core.signal_model_properties + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.core + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/build/html/_sources/dmipy.custom_optimizers.rst.txt b/docs/build/html/_sources/dmipy.custom_optimizers.rst.txt new file mode 100644 index 00000000..909aaf9b --- /dev/null +++ b/docs/build/html/_sources/dmipy.custom_optimizers.rst.txt @@ -0,0 +1,30 @@ +dmipy.custom\_optimizers package +================================ + +Submodules +---------- + +dmipy.custom\_optimizers.intra\_voxel\_incoherent\_motion module +---------------------------------------------------------------- + +.. automodule:: dmipy.custom_optimizers.intra_voxel_incoherent_motion + :members: + :undoc-members: + :show-inheritance: + +dmipy.custom\_optimizers.single\_shell\_three\_tissue\_csd module +----------------------------------------------------------------- + +.. automodule:: dmipy.custom_optimizers.single_shell_three_tissue_csd + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.custom_optimizers + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/build/html/_sources/dmipy.data.rst.txt b/docs/build/html/_sources/dmipy.data.rst.txt new file mode 100644 index 00000000..5bba1e83 --- /dev/null +++ b/docs/build/html/_sources/dmipy.data.rst.txt @@ -0,0 +1,30 @@ +dmipy.data package +================== + +Submodules +---------- + +dmipy.data.saved\_acquisition\_schemes module +--------------------------------------------- + +.. automodule:: dmipy.data.saved_acquisition_schemes + :members: + :undoc-members: + :show-inheritance: + +dmipy.data.saved\_data module +----------------------------- + +.. automodule:: dmipy.data.saved_data + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.data + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/build/html/_sources/dmipy.distributions.rst.txt b/docs/build/html/_sources/dmipy.distributions.rst.txt new file mode 100644 index 00000000..b953d079 --- /dev/null +++ b/docs/build/html/_sources/dmipy.distributions.rst.txt @@ -0,0 +1,30 @@ +dmipy.distributions package +=========================== + +Submodules +---------- + +dmipy.distributions.distribute\_models module +--------------------------------------------- + +.. automodule:: dmipy.distributions.distribute_models + :members: + :undoc-members: + :show-inheritance: + +dmipy.distributions.distributions module +---------------------------------------- + +.. automodule:: dmipy.distributions.distributions + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.distributions + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/build/html/_sources/dmipy.hcp_interface.rst.txt b/docs/build/html/_sources/dmipy.hcp_interface.rst.txt new file mode 100644 index 00000000..7d86f1b8 --- /dev/null +++ b/docs/build/html/_sources/dmipy.hcp_interface.rst.txt @@ -0,0 +1,22 @@ +dmipy.hcp\_interface package +============================ + +Submodules +---------- + +dmipy.hcp\_interface.downloader\_aws module +------------------------------------------- + +.. automodule:: dmipy.hcp_interface.downloader_aws + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.hcp_interface + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/build/html/_sources/dmipy.optimizers.rst.txt b/docs/build/html/_sources/dmipy.optimizers.rst.txt new file mode 100644 index 00000000..d2704a2f --- /dev/null +++ b/docs/build/html/_sources/dmipy.optimizers.rst.txt @@ -0,0 +1,46 @@ +dmipy.optimizers package +======================== + +Submodules +---------- + +dmipy.optimizers.amico\_cvxpy module +------------------------------------ + +.. automodule:: dmipy.optimizers.amico_cvxpy + :members: + :undoc-members: + :show-inheritance: + +dmipy.optimizers.brute2fine module +---------------------------------- + +.. automodule:: dmipy.optimizers.brute2fine + :members: + :undoc-members: + :show-inheritance: + +dmipy.optimizers.mix module +--------------------------- + +.. automodule:: dmipy.optimizers.mix + :members: + :undoc-members: + :show-inheritance: + +dmipy.optimizers.multi\_tissue\_convex\_optimizer module +-------------------------------------------------------- + +.. automodule:: dmipy.optimizers.multi_tissue_convex_optimizer + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.optimizers + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/build/html/_sources/dmipy.optimizers_fod.rst.txt b/docs/build/html/_sources/dmipy.optimizers_fod.rst.txt new file mode 100644 index 00000000..6e72ad46 --- /dev/null +++ b/docs/build/html/_sources/dmipy.optimizers_fod.rst.txt @@ -0,0 +1,30 @@ +dmipy.optimizers\_fod package +============================= + +Submodules +---------- + +dmipy.optimizers\_fod.csd\_cvxpy module +--------------------------------------- + +.. automodule:: dmipy.optimizers_fod.csd_cvxpy + :members: + :undoc-members: + :show-inheritance: + +dmipy.optimizers\_fod.csd\_tournier module +------------------------------------------ + +.. automodule:: dmipy.optimizers_fod.csd_tournier + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.optimizers_fod + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/build/html/_sources/dmipy.rst.txt b/docs/build/html/_sources/dmipy.rst.txt new file mode 100644 index 00000000..7386f354 --- /dev/null +++ b/docs/build/html/_sources/dmipy.rst.txt @@ -0,0 +1,38 @@ +dmipy package +============= + +Subpackages +----------- + +.. toctree:: + + dmipy.core + dmipy.custom_optimizers + dmipy.data + dmipy.distributions + dmipy.hcp_interface + dmipy.optimizers + dmipy.optimizers_fod + dmipy.signal_models + dmipy.tissue_response + dmipy.utils + +Submodules +---------- + +dmipy.version module +-------------------- + +.. automodule:: dmipy.version + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/build/html/_sources/dmipy.signal_models.rst.txt b/docs/build/html/_sources/dmipy.signal_models.rst.txt new file mode 100644 index 00000000..18eaaa2f --- /dev/null +++ b/docs/build/html/_sources/dmipy.signal_models.rst.txt @@ -0,0 +1,62 @@ +dmipy.signal\_models package +============================ + +Submodules +---------- + +dmipy.signal\_models.capped\_cylinder\_models module +---------------------------------------------------- + +.. automodule:: dmipy.signal_models.capped_cylinder_models + :members: + :undoc-members: + :show-inheritance: + +dmipy.signal\_models.cylinder\_models module +-------------------------------------------- + +.. automodule:: dmipy.signal_models.cylinder_models + :members: + :undoc-members: + :show-inheritance: + +dmipy.signal\_models.gaussian\_models module +-------------------------------------------- + +.. automodule:: dmipy.signal_models.gaussian_models + :members: + :undoc-members: + :show-inheritance: + +dmipy.signal\_models.plane\_models module +----------------------------------------- + +.. automodule:: dmipy.signal_models.plane_models + :members: + :undoc-members: + :show-inheritance: + +dmipy.signal\_models.sphere\_models module +------------------------------------------ + +.. automodule:: dmipy.signal_models.sphere_models + :members: + :undoc-members: + :show-inheritance: + +dmipy.signal\_models.tissue\_response\_models module +---------------------------------------------------- + +.. automodule:: dmipy.signal_models.tissue_response_models + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.signal_models + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/build/html/_sources/dmipy.tissue_response.rst.txt b/docs/build/html/_sources/dmipy.tissue_response.rst.txt new file mode 100644 index 00000000..1a651ddb --- /dev/null +++ b/docs/build/html/_sources/dmipy.tissue_response.rst.txt @@ -0,0 +1,30 @@ +dmipy.tissue\_response package +============================== + +Submodules +---------- + +dmipy.tissue\_response.three\_tissue\_response module +----------------------------------------------------- + +.. automodule:: dmipy.tissue_response.three_tissue_response + :members: + :undoc-members: + :show-inheritance: + +dmipy.tissue\_response.white\_matter\_response module +----------------------------------------------------- + +.. automodule:: dmipy.tissue_response.white_matter_response + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.tissue_response + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/build/html/_sources/dmipy.utils.rst.txt b/docs/build/html/_sources/dmipy.utils.rst.txt new file mode 100644 index 00000000..6cf4034d --- /dev/null +++ b/docs/build/html/_sources/dmipy.utils.rst.txt @@ -0,0 +1,54 @@ +dmipy.utils package +=================== + +Submodules +---------- + +dmipy.utils.construct\_observation\_matrix module +------------------------------------------------- + +.. automodule:: dmipy.utils.construct_observation_matrix + :members: + :undoc-members: + :show-inheritance: + +dmipy.utils.spherical\_convolution module +----------------------------------------- + +.. automodule:: dmipy.utils.spherical_convolution + :members: + :undoc-members: + :show-inheritance: + +dmipy.utils.spherical\_mean module +---------------------------------- + +.. automodule:: dmipy.utils.spherical_mean + :members: + :undoc-members: + :show-inheritance: + +dmipy.utils.utils module +------------------------ + +.. automodule:: dmipy.utils.utils + :members: + :undoc-members: + :show-inheritance: + +dmipy.utils.viz module +---------------------- + +.. automodule:: dmipy.utils.viz + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.utils + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/build/html/_sources/index.rst.txt b/docs/build/html/_sources/index.rst.txt new file mode 100644 index 00000000..683ea026 --- /dev/null +++ b/docs/build/html/_sources/index.rst.txt @@ -0,0 +1,15 @@ +Dmipy: Diffusion MRI-based Microstructure Imaging in Python +=========================================================== + +.. toctree:: + :maxdepth: 2 + :caption: Contents: + + modules + +Indices and tables +================== + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` diff --git a/docs/build/html/_sources/modules.rst.txt b/docs/build/html/_sources/modules.rst.txt new file mode 100644 index 00000000..7d706a81 --- /dev/null +++ b/docs/build/html/_sources/modules.rst.txt @@ -0,0 +1,7 @@ +dmipy +===== + +.. toctree:: + :maxdepth: 4 + + dmipy diff --git a/docs/build/html/_static/ajax-loader.gif b/docs/build/html/_static/ajax-loader.gif new file mode 100644 index 0000000000000000000000000000000000000000..61faf8cab23993bd3e1560bff0668bd628642330 GIT binary patch literal 673 zcmZ?wbhEHb6krfw_{6~Q|Nno%(3)e{?)x>&1u}A`t?OF7Z|1gRivOgXi&7IyQd1Pl zGfOfQ60;I3a`F>X^fL3(@);C=vM_KlFfb_o=k{|A33hf2a5d61U}gjg=>Rd%XaNQW 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+ overflow-y: hidden; /* fixes display issues on Chrome browsers */ +} + +span.pre { + -moz-hyphens: none; + -ms-hyphens: none; + -webkit-hyphens: none; + hyphens: none; +} + +td.linenos pre { + padding: 5px 0px; + border: 0; + background-color: transparent; + color: #aaa; +} + +table.highlighttable { + margin-left: 0.5em; +} + +table.highlighttable td { + padding: 0 0.5em 0 0.5em; +} + +div.code-block-caption { + padding: 2px 5px; + font-size: small; +} + +div.code-block-caption code { + background-color: transparent; +} + +div.code-block-caption + div > div.highlight > pre { + margin-top: 0; +} + +div.code-block-caption span.caption-number { + padding: 0.1em 0.3em; + font-style: italic; +} + +div.code-block-caption span.caption-text { +} + +div.literal-block-wrapper { + padding: 1em 1em 0; +} + +div.literal-block-wrapper div.highlight { + margin: 0; +} + +code.descname { + background-color: transparent; + font-weight: bold; + font-size: 1.2em; +} + +code.descclassname { + background-color: transparent; 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+ +/** + * make the code below compatible with browsers without + * an installed firebug like debugger +if (!window.console || !console.firebug) { + var names = ["log", "debug", "info", "warn", "error", "assert", "dir", + "dirxml", "group", "groupEnd", "time", "timeEnd", "count", "trace", + "profile", "profileEnd"]; + window.console = {}; + for (var i = 0; i < names.length; ++i) + window.console[names[i]] = function() {}; +} + */ + +/** + * small helper function to urldecode strings + */ +jQuery.urldecode = function(x) { + return decodeURIComponent(x).replace(/\+/g, ' '); +}; + +/** + * small helper function to urlencode strings + */ +jQuery.urlencode = encodeURIComponent; + +/** + * This function returns the parsed url parameters of the + * current request. Multiple values per key are supported, + * it will always return arrays of strings for the value parts. + */ +jQuery.getQueryParameters = function(s) { + if (typeof s === 'undefined') + s = document.location.search; + var parts = s.substr(s.indexOf('?') + 1).split('&'); + var result = {}; + for (var i = 0; i < parts.length; i++) { + var tmp = parts[i].split('=', 2); + var key = jQuery.urldecode(tmp[0]); + var value = jQuery.urldecode(tmp[1]); + if (key in result) + result[key].push(value); + else + result[key] = [value]; + } + return result; +}; + +/** + * highlight a given string on a jquery object by wrapping it in + * span elements with the given class name. + */ +jQuery.fn.highlightText = function(text, className) { + function highlight(node, addItems) { + if (node.nodeType === 3) { + var val = node.nodeValue; + var pos = val.toLowerCase().indexOf(text); + if (pos >= 0 && + !jQuery(node.parentNode).hasClass(className) && + !jQuery(node.parentNode).hasClass("nohighlight")) { + var span; + var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg"); + if (isInSVG) { + span = document.createElementNS("http://www.w3.org/2000/svg", "tspan"); + } else { + span = document.createElement("span"); + span.className = className; + } + span.appendChild(document.createTextNode(val.substr(pos, text.length))); + node.parentNode.insertBefore(span, node.parentNode.insertBefore( + document.createTextNode(val.substr(pos + text.length)), + node.nextSibling)); + node.nodeValue = val.substr(0, pos); + if (isInSVG) { + var bbox = span.getBBox(); + var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect"); + rect.x.baseVal.value = bbox.x; + rect.y.baseVal.value = bbox.y; + rect.width.baseVal.value = bbox.width; + rect.height.baseVal.value = bbox.height; + rect.setAttribute('class', className); + var parentOfText = node.parentNode.parentNode; + addItems.push({ + "parent": node.parentNode, + "target": rect}); + } + } + } + else if (!jQuery(node).is("button, select, textarea")) { + jQuery.each(node.childNodes, function() { + highlight(this, addItems); + }); + } + } + var addItems = []; + var result = this.each(function() { + highlight(this, addItems); + }); + for (var i = 0; i < addItems.length; ++i) { + jQuery(addItems[i].parent).before(addItems[i].target); + } + return result; +}; + +/* + * backward compatibility for jQuery.browser + * This will be supported until firefox bug is fixed. + */ +if (!jQuery.browser) { + jQuery.uaMatch = function(ua) { + ua = ua.toLowerCase(); + + var match = /(chrome)[ \/]([\w.]+)/.exec(ua) || + /(webkit)[ \/]([\w.]+)/.exec(ua) || + /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) || + /(msie) ([\w.]+)/.exec(ua) || + ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) || + []; + + return { + browser: match[ 1 ] || "", + version: match[ 2 ] || "0" + }; + }; + jQuery.browser = {}; + jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true; +} + +/** + * Small JavaScript module for the documentation. + */ +var Documentation = { + + init : function() { + this.fixFirefoxAnchorBug(); + this.highlightSearchWords(); + this.initIndexTable(); + if (DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) { + this.initOnKeyListeners(); + } + }, + + /** + * i18n support + */ + TRANSLATIONS : {}, + PLURAL_EXPR : function(n) { return n === 1 ? 0 : 1; }, + LOCALE : 'unknown', + + // gettext and ngettext don't access this so that the functions + // can safely bound to a different name (_ = Documentation.gettext) + gettext : function(string) { + var translated = Documentation.TRANSLATIONS[string]; + if (typeof translated === 'undefined') + return string; + return (typeof translated === 'string') ? translated : translated[0]; + }, + + ngettext : function(singular, plural, n) { + var translated = Documentation.TRANSLATIONS[singular]; + if (typeof translated === 'undefined') + return (n == 1) ? singular : plural; + return translated[Documentation.PLURALEXPR(n)]; + }, + + addTranslations : function(catalog) { + for (var key in catalog.messages) + this.TRANSLATIONS[key] = catalog.messages[key]; + this.PLURAL_EXPR = new Function('n', 'return +(' + catalog.plural_expr + ')'); + this.LOCALE = catalog.locale; + }, + + /** + * add context elements like header anchor links + */ + addContextElements : function() { + $('div[id] > :header:first').each(function() { + $('\u00B6'). + attr('href', '#' + this.id). + attr('title', _('Permalink to this headline')). + appendTo(this); + }); + $('dt[id]').each(function() { + $('\u00B6'). + attr('href', '#' + this.id). + attr('title', _('Permalink to this definition')). + appendTo(this); + }); + }, + + /** + * workaround a firefox stupidity + * see: https://bugzilla.mozilla.org/show_bug.cgi?id=645075 + */ + fixFirefoxAnchorBug : function() { + if (document.location.hash && $.browser.mozilla) + window.setTimeout(function() { + document.location.href += ''; + }, 10); + }, + + /** + * highlight the search words provided in the url in the text + */ + highlightSearchWords : function() { + var params = $.getQueryParameters(); + var terms = (params.highlight) ? params.highlight[0].split(/\s+/) : []; + if (terms.length) { + var body = $('div.body'); + if (!body.length) { + body = $('body'); + } + window.setTimeout(function() { + $.each(terms, function() { + body.highlightText(this.toLowerCase(), 'highlighted'); + }); + }, 10); + $('

' + _('Hide Search Matches') + '

') + .appendTo($('#searchbox')); + } + }, + + /** + * init the domain index toggle buttons + */ + initIndexTable : function() { + var togglers = $('img.toggler').click(function() { + var src = $(this).attr('src'); + var idnum = $(this).attr('id').substr(7); + $('tr.cg-' + idnum).toggle(); + if (src.substr(-9) === 'minus.png') + $(this).attr('src', src.substr(0, src.length-9) + 'plus.png'); + else + $(this).attr('src', src.substr(0, src.length-8) + 'minus.png'); + }).css('display', ''); + if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) { + togglers.click(); + } + }, + + /** + * helper function to hide the search marks again + */ + hideSearchWords : function() { + $('#searchbox .highlight-link').fadeOut(300); + $('span.highlighted').removeClass('highlighted'); + }, + + /** + * make the url absolute + */ + makeURL : function(relativeURL) { + return DOCUMENTATION_OPTIONS.URL_ROOT + '/' + relativeURL; + }, + + /** + * get the current relative url + */ + getCurrentURL : function() { + var path = document.location.pathname; + var parts = path.split(/\//); + $.each(DOCUMENTATION_OPTIONS.URL_ROOT.split(/\//), function() { + if (this === '..') + parts.pop(); + }); + var url = parts.join('/'); + return path.substring(url.lastIndexOf('/') + 1, path.length - 1); + }, + + initOnKeyListeners: function() { + $(document).keyup(function(event) { + var activeElementType = document.activeElement.tagName; + // don't navigate when in search box or textarea + if (activeElementType !== 'TEXTAREA' && activeElementType !== 'INPUT' && activeElementType !== 'SELECT') { + switch (event.keyCode) { + case 37: // left + var prevHref = $('link[rel="prev"]').prop('href'); + if (prevHref) { + window.location.href = prevHref; + return false; + } + case 39: // right + var nextHref = $('link[rel="next"]').prop('href'); + if (nextHref) { + window.location.href = nextHref; + return false; + } + } + } + }); + } +}; + +// quick alias for translations +_ = Documentation.gettext; + +$(document).ready(function() { + Documentation.init(); +}); diff --git a/docs/build/html/_static/documentation_options.js b/docs/build/html/_static/documentation_options.js new file mode 100644 index 00000000..7d8dc9a8 --- /dev/null +++ b/docs/build/html/_static/documentation_options.js @@ -0,0 +1,296 @@ +var DOCUMENTATION_OPTIONS = { + URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'), + VERSION: '1.0.3', + LANGUAGE: 'None', + COLLAPSE_INDEX: false, + FILE_SUFFIX: '.html', + HAS_SOURCE: true, + SOURCELINK_SUFFIX: '.txt', + NAVIGATION_WITH_KEYS: false, + SEARCH_LANGUAGE_STOP_WORDS: ["a","and","are","as","at","be","but","by","for","if","in","into","is","it","near","no","not","of","on","or","such","that","the","their","then","there","these","they","this","to","was","will","with"] +}; + + + +/* Non-minified version JS is _stemmer.js if file is provided */ +/** + * Porter Stemmer + */ +var Stemmer = function() { + + var step2list = { + ational: 'ate', + tional: 'tion', + enci: 'ence', + anci: 'ance', + izer: 'ize', + bli: 'ble', + alli: 'al', + entli: 'ent', + eli: 'e', + ousli: 'ous', + ization: 'ize', + ation: 'ate', + ator: 'ate', + alism: 'al', + iveness: 'ive', + fulness: 'ful', + ousness: 'ous', + aliti: 'al', + iviti: 'ive', + biliti: 'ble', + logi: 'log' + }; + + var step3list = { + icate: 'ic', + ative: '', + alize: 'al', + iciti: 'ic', + ical: 'ic', + ful: '', + ness: '' + }; + + var c = "[^aeiou]"; // consonant + var v = "[aeiouy]"; // vowel + var C = c + "[^aeiouy]*"; // consonant sequence + var V = v + "[aeiou]*"; // vowel sequence + + var mgr0 = "^(" + C + ")?" + V + C; // [C]VC... is m>0 + var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$"; // [C]VC[V] is m=1 + var mgr1 = "^(" + C + ")?" + V + C + V + C; // [C]VCVC... is m>1 + var s_v = "^(" + C + ")?" + v; // vowel in stem + + this.stemWord = function (w) { + var stem; + var suffix; + var firstch; + var origword = w; + + if (w.length < 3) + return w; + + var re; + var re2; + var re3; + var re4; + + firstch = w.substr(0,1); + if (firstch == "y") + w = firstch.toUpperCase() + w.substr(1); + + // Step 1a + re = /^(.+?)(ss|i)es$/; + re2 = /^(.+?)([^s])s$/; + + if (re.test(w)) + w = w.replace(re,"$1$2"); + else if (re2.test(w)) + w = w.replace(re2,"$1$2"); + + // Step 1b + re = /^(.+?)eed$/; + re2 = /^(.+?)(ed|ing)$/; + if (re.test(w)) { + var fp = re.exec(w); + re = new RegExp(mgr0); + if (re.test(fp[1])) { + re = /.$/; + w = w.replace(re,""); + } + } + else if (re2.test(w)) { + var fp = re2.exec(w); + stem = fp[1]; + re2 = new RegExp(s_v); + if (re2.test(stem)) { + w = stem; + re2 = /(at|bl|iz)$/; + re3 = new RegExp("([^aeiouylsz])\\1$"); + re4 = new RegExp("^" + C + v + "[^aeiouwxy]$"); + if (re2.test(w)) + w = w + "e"; + else if (re3.test(w)) { + re = /.$/; + w = w.replace(re,""); + } + else if (re4.test(w)) + w = w + "e"; + } + } + + // Step 1c + re = /^(.+?)y$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + re = new RegExp(s_v); + if (re.test(stem)) + w = stem + "i"; + } + + // Step 2 + re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + suffix = fp[2]; + re = new RegExp(mgr0); + if (re.test(stem)) + w = stem + step2list[suffix]; + } + + // Step 3 + re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + suffix = fp[2]; + re = new RegExp(mgr0); + if (re.test(stem)) + w = stem + step3list[suffix]; + } + + // Step 4 + re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/; + re2 = /^(.+?)(s|t)(ion)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + re = new RegExp(mgr1); + if (re.test(stem)) + w = stem; + } + else if (re2.test(w)) { + var fp = re2.exec(w); + stem = fp[1] + fp[2]; + re2 = new RegExp(mgr1); + if (re2.test(stem)) + w = stem; + } + + // Step 5 + re = /^(.+?)e$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + re = new RegExp(mgr1); + re2 = new RegExp(meq1); + re3 = new RegExp("^" + C + v + "[^aeiouwxy]$"); + if (re.test(stem) || (re2.test(stem) && !(re3.test(stem)))) + w = stem; + } + re = /ll$/; + re2 = new RegExp(mgr1); + if (re.test(w) && re2.test(w)) { + re = /.$/; + w = w.replace(re,""); + } + + // and turn initial Y back to y + if (firstch == "y") + w = firstch.toLowerCase() + w.substr(1); + return w; + } +} + + + + + +var splitChars = (function() { + var result = {}; + var singles = [96, 180, 187, 191, 215, 247, 749, 885, 903, 907, 909, 930, 1014, 1648, + 1748, 1809, 2416, 2473, 2481, 2526, 2601, 2609, 2612, 2615, 2653, 2702, + 2706, 2729, 2737, 2740, 2857, 2865, 2868, 2910, 2928, 2948, 2961, 2971, + 2973, 3085, 3089, 3113, 3124, 3213, 3217, 3241, 3252, 3295, 3341, 3345, + 3369, 3506, 3516, 3633, 3715, 3721, 3736, 3744, 3748, 3750, 3756, 3761, + 3781, 3912, 4239, 4347, 4681, 4695, 4697, 4745, 4785, 4799, 4801, 4823, + 4881, 5760, 5901, 5997, 6313, 7405, 8024, 8026, 8028, 8030, 8117, 8125, + 8133, 8181, 8468, 8485, 8487, 8489, 8494, 8527, 11311, 11359, 11687, 11695, + 11703, 11711, 11719, 11727, 11735, 12448, 12539, 43010, 43014, 43019, 43587, + 43696, 43713, 64286, 64297, 64311, 64317, 64319, 64322, 64325, 65141]; + var i, j, start, end; + for (i = 0; i < singles.length; i++) { + result[singles[i]] = true; + } + var ranges = [[0, 47], [58, 64], [91, 94], [123, 169], [171, 177], [182, 184], [706, 709], + [722, 735], [741, 747], [751, 879], [888, 889], [894, 901], [1154, 1161], + [1318, 1328], [1367, 1368], [1370, 1376], [1416, 1487], [1515, 1519], [1523, 1568], + [1611, 1631], [1642, 1645], [1750, 1764], [1767, 1773], [1789, 1790], [1792, 1807], + [1840, 1868], [1958, 1968], [1970, 1983], [2027, 2035], [2038, 2041], [2043, 2047], + [2070, 2073], [2075, 2083], [2085, 2087], [2089, 2307], [2362, 2364], [2366, 2383], + [2385, 2391], [2402, 2405], [2419, 2424], [2432, 2436], [2445, 2446], [2449, 2450], + [2483, 2485], [2490, 2492], [2494, 2509], [2511, 2523], [2530, 2533], [2546, 2547], + [2554, 2564], [2571, 2574], [2577, 2578], [2618, 2648], [2655, 2661], [2672, 2673], + [2677, 2692], [2746, 2748], [2750, 2767], [2769, 2783], [2786, 2789], [2800, 2820], + [2829, 2830], [2833, 2834], [2874, 2876], [2878, 2907], [2914, 2917], [2930, 2946], + [2955, 2957], [2966, 2968], [2976, 2978], [2981, 2983], [2987, 2989], [3002, 3023], + [3025, 3045], [3059, 3076], [3130, 3132], [3134, 3159], [3162, 3167], [3170, 3173], + [3184, 3191], [3199, 3204], [3258, 3260], [3262, 3293], [3298, 3301], [3312, 3332], + [3386, 3388], [3390, 3423], [3426, 3429], [3446, 3449], [3456, 3460], [3479, 3481], + [3518, 3519], [3527, 3584], [3636, 3647], [3655, 3663], [3674, 3712], [3717, 3718], + [3723, 3724], [3726, 3731], [3752, 3753], [3764, 3772], [3774, 3775], [3783, 3791], + [3802, 3803], [3806, 3839], [3841, 3871], [3892, 3903], [3949, 3975], [3980, 4095], + [4139, 4158], [4170, 4175], [4182, 4185], [4190, 4192], [4194, 4196], [4199, 4205], + [4209, 4212], [4226, 4237], [4250, 4255], [4294, 4303], [4349, 4351], [4686, 4687], + [4702, 4703], [4750, 4751], [4790, 4791], [4806, 4807], [4886, 4887], [4955, 4968], + [4989, 4991], [5008, 5023], [5109, 5120], [5741, 5742], [5787, 5791], [5867, 5869], + [5873, 5887], [5906, 5919], [5938, 5951], [5970, 5983], [6001, 6015], [6068, 6102], + [6104, 6107], [6109, 6111], [6122, 6127], [6138, 6159], [6170, 6175], [6264, 6271], + [6315, 6319], [6390, 6399], [6429, 6469], [6510, 6511], [6517, 6527], [6572, 6592], + [6600, 6607], [6619, 6655], [6679, 6687], [6741, 6783], [6794, 6799], [6810, 6822], + [6824, 6916], [6964, 6980], [6988, 6991], [7002, 7042], [7073, 7085], [7098, 7167], + [7204, 7231], [7242, 7244], [7294, 7400], [7410, 7423], [7616, 7679], [7958, 7959], + [7966, 7967], [8006, 8007], [8014, 8015], [8062, 8063], [8127, 8129], [8141, 8143], + [8148, 8149], [8156, 8159], [8173, 8177], [8189, 8303], [8306, 8307], [8314, 8318], + [8330, 8335], [8341, 8449], [8451, 8454], [8456, 8457], [8470, 8472], [8478, 8483], + [8506, 8507], [8512, 8516], [8522, 8525], [8586, 9311], [9372, 9449], [9472, 10101], + [10132, 11263], [11493, 11498], [11503, 11516], [11518, 11519], [11558, 11567], + [11622, 11630], [11632, 11647], [11671, 11679], [11743, 11822], [11824, 12292], + [12296, 12320], [12330, 12336], [12342, 12343], [12349, 12352], [12439, 12444], + [12544, 12548], [12590, 12592], [12687, 12689], [12694, 12703], [12728, 12783], + [12800, 12831], [12842, 12880], [12896, 12927], [12938, 12976], [12992, 13311], + [19894, 19967], [40908, 40959], [42125, 42191], [42238, 42239], [42509, 42511], + [42540, 42559], [42592, 42593], [42607, 42622], [42648, 42655], [42736, 42774], + [42784, 42785], [42889, 42890], [42893, 43002], [43043, 43055], [43062, 43071], + [43124, 43137], [43188, 43215], [43226, 43249], [43256, 43258], [43260, 43263], + [43302, 43311], [43335, 43359], [43389, 43395], [43443, 43470], [43482, 43519], + [43561, 43583], [43596, 43599], [43610, 43615], [43639, 43641], [43643, 43647], + [43698, 43700], [43703, 43704], [43710, 43711], [43715, 43738], [43742, 43967], + [44003, 44015], [44026, 44031], [55204, 55215], [55239, 55242], [55292, 55295], + [57344, 63743], [64046, 64047], [64110, 64111], [64218, 64255], [64263, 64274], + [64280, 64284], [64434, 64466], [64830, 64847], [64912, 64913], [64968, 65007], + [65020, 65135], [65277, 65295], [65306, 65312], [65339, 65344], [65371, 65381], + [65471, 65473], [65480, 65481], [65488, 65489], [65496, 65497]]; + for (i = 0; i < ranges.length; i++) { + start = ranges[i][0]; + end = ranges[i][1]; + for (j = start; j <= end; j++) { + result[j] = true; + } + } + return result; +})(); + +function splitQuery(query) { + var result = []; + var start = -1; + for (var i = 0; i < query.length; i++) { + if (splitChars[query.charCodeAt(i)]) { + if (start !== -1) { + result.push(query.slice(start, i)); + start = -1; + } + } else if (start === -1) { + start = i; + } + } + if (start !== -1) { + result.push(query.slice(start)); + } + return result; +} + + diff --git a/docs/build/html/_static/down-pressed.png b/docs/build/html/_static/down-pressed.png new file mode 100644 index 0000000000000000000000000000000000000000..5756c8cad8854722893dc70b9eb4bb0400343a39 GIT binary patch literal 222 zcmeAS@N?(olHy`uVBq!ia0vp^0wB!61|;P_|4#%`OFdm2Ln;`PZ^+1>KjR?B@S0W7 z%OS_REiHONoJ6{+Ks@6k3590|7k9F+ddB6!zw3#&!aw#S`x}3V3&=A(a#84O-&F7T z^k3tZB;&iR9siw0|F|E|DAL<8r-F4!1H-;1{e*~yAKZN5f0|Ei6yUmR#Is)EM(Po_ zi`qJR6|P<~+)N+kSDgL7AjdIC_!O7Q?eGb+L+qOjm{~LLinM4NHn7U%HcK%uoMYO5 VJ~8zD2B3o(JYD@<);T3K0RV0%P>BEl literal 0 HcmV?d00001 diff --git a/docs/build/html/_static/down.png b/docs/build/html/_static/down.png new file mode 100644 index 0000000000000000000000000000000000000000..1b3bdad2ceffae91cee61b32f3295f9bbe646e48 GIT binary patch literal 202 zcmeAS@N?(olHy`uVBq!ia0vp^0wB!60wlNoGJgf6CVIL!hEy=F?b*7pIY7kW{q%Rg zx!yQ<9v8bmJwa`TQk7YSw}WVQ()mRdQ;TC;* literal 0 HcmV?d00001 diff --git a/docs/build/html/_static/file.png b/docs/build/html/_static/file.png new file mode 100644 index 0000000000000000000000000000000000000000..a858a410e4faa62ce324d814e4b816fff83a6fb3 GIT binary patch literal 286 zcmV+(0pb3MP)s`hMrGg#P~ix$^RISR_I47Y|r1 z_CyJOe}D1){SET-^Amu_i71Lt6eYfZjRyw@I6OQAIXXHDfiX^GbOlHe=Ae4>0m)d(f|Me07*qoM6N<$f}vM^LjV8( literal 0 HcmV?d00001 diff --git a/docs/build/html/_static/jquery-3.2.1.js b/docs/build/html/_static/jquery-3.2.1.js new file mode 100644 index 00000000..d2d8ca47 --- /dev/null +++ b/docs/build/html/_static/jquery-3.2.1.js @@ -0,0 +1,10253 @@ +/*! + * jQuery JavaScript Library v3.2.1 + * https://jquery.com/ + * + * Includes Sizzle.js + * https://sizzlejs.com/ + * + * Copyright JS Foundation and other contributors + * Released under the MIT license + * https://jquery.org/license + * + * Date: 2017-03-20T18:59Z + */ +( function( global, factory ) { + + "use strict"; + + if ( typeof module === "object" && typeof module.exports === "object" ) { + + // For CommonJS and CommonJS-like environments where a proper `window` + // is present, execute the factory and get jQuery. + // For environments that do not have a `window` with a `document` + // (such as Node.js), expose a factory as module.exports. + // This accentuates the need for the creation of a real `window`. + // e.g. var jQuery = require("jquery")(window); + // See ticket #14549 for more info. + module.exports = global.document ? + factory( global, true ) : + function( w ) { + if ( !w.document ) { + throw new Error( "jQuery requires a window with a document" ); + } + return factory( w ); + }; + } else { + factory( global ); + } + +// Pass this if window is not defined yet +} )( typeof window !== "undefined" ? window : this, function( window, noGlobal ) { + +// Edge <= 12 - 13+, Firefox <=18 - 45+, IE 10 - 11, Safari 5.1 - 9+, iOS 6 - 9.1 +// throw exceptions when non-strict code (e.g., ASP.NET 4.5) accesses strict mode +// arguments.callee.caller (trac-13335). But as of jQuery 3.0 (2016), strict mode should be common +// enough that all such attempts are guarded in a try block. +"use strict"; + +var arr = []; + +var document = window.document; + +var getProto = Object.getPrototypeOf; + +var slice = arr.slice; + +var concat = arr.concat; + +var push = arr.push; + +var indexOf = arr.indexOf; + +var class2type = {}; + +var toString = class2type.toString; + +var hasOwn = class2type.hasOwnProperty; + +var fnToString = hasOwn.toString; + +var ObjectFunctionString = fnToString.call( Object ); + +var support = {}; + + + + function DOMEval( code, doc ) { + doc = doc || document; + + var script = doc.createElement( "script" ); + + script.text = code; + doc.head.appendChild( script ).parentNode.removeChild( script ); + } +/* global Symbol */ +// Defining this global in .eslintrc.json would create a danger of using the global +// unguarded in another place, it seems safer to define global only for this module + + + +var + version = "3.2.1", + + // Define a local copy of jQuery + jQuery = function( selector, context ) { + + // The jQuery object is actually just the init constructor 'enhanced' + // Need init if jQuery is called (just allow error to be thrown if not included) + return new jQuery.fn.init( selector, context ); + }, + + // Support: Android <=4.0 only + // Make sure we trim BOM and NBSP + rtrim = /^[\s\uFEFF\xA0]+|[\s\uFEFF\xA0]+$/g, + + // Matches dashed string for camelizing + rmsPrefix = /^-ms-/, + rdashAlpha = /-([a-z])/g, + + // Used by jQuery.camelCase as callback to replace() + fcamelCase = function( all, letter ) { + return letter.toUpperCase(); + }; + +jQuery.fn = jQuery.prototype = { + + // The current version of jQuery being used + jquery: version, + + constructor: jQuery, + + // The default length of a jQuery object is 0 + length: 0, + + toArray: function() { + return slice.call( this ); + }, + + // Get the Nth element in the matched element set OR + // Get the whole matched element set as a clean array + get: function( num ) { + + // Return all the elements in a clean array + if ( num == null ) { + return slice.call( this ); + } + + // Return just the one element from the set + return num < 0 ? this[ num + this.length ] : this[ num ]; + }, + + // Take an array of elements and push it onto the stack + // (returning the new matched element set) + pushStack: function( elems ) { + + // Build a new jQuery matched element set + var ret = jQuery.merge( this.constructor(), elems ); + + // Add the old object onto the stack (as a reference) + ret.prevObject = this; + + // Return the newly-formed element set + return ret; + }, + + // Execute a callback for every element in the matched set. + each: function( callback ) { + return jQuery.each( this, callback ); + }, + + map: function( callback ) { + return this.pushStack( jQuery.map( this, function( elem, i ) { + return callback.call( elem, i, elem ); + } ) ); + }, + + slice: function() { + return this.pushStack( slice.apply( this, arguments ) ); + }, + + first: function() { + return this.eq( 0 ); + }, + + last: function() { + return this.eq( -1 ); + }, + + eq: function( i ) { + var len = this.length, + j = +i + ( i < 0 ? len : 0 ); + return this.pushStack( j >= 0 && j < len ? [ this[ j ] ] : [] ); + }, + + end: function() { + return this.prevObject || this.constructor(); + }, + + // For internal use only. + // Behaves like an Array's method, not like a jQuery method. + push: push, + sort: arr.sort, + splice: arr.splice +}; + +jQuery.extend = jQuery.fn.extend = function() { + var options, name, src, copy, copyIsArray, clone, + target = arguments[ 0 ] || {}, + i = 1, + length = arguments.length, + deep = false; + + // Handle a deep copy situation + if ( typeof target === "boolean" ) { + deep = target; + + // Skip the boolean and the target + target = arguments[ i ] || {}; + i++; + } + + // Handle case when target is a string or something (possible in deep copy) + if ( typeof target !== "object" && !jQuery.isFunction( target ) ) { + target = {}; + } + + // Extend jQuery itself if only one argument is passed + if ( i === length ) { + target = this; + i--; + } + + for ( ; i < length; i++ ) { + + // Only deal with non-null/undefined values + if ( ( options = arguments[ i ] ) != null ) { + + // Extend the base object + for ( name in options ) { + src = target[ name ]; + copy = options[ name ]; + + // Prevent never-ending loop + if ( target === copy ) { + continue; + } + + // Recurse if we're merging plain objects or arrays + if ( deep && copy && ( jQuery.isPlainObject( copy ) || + ( copyIsArray = Array.isArray( copy ) ) ) ) { + + if ( copyIsArray ) { + copyIsArray = false; + clone = src && Array.isArray( src ) ? src : []; + + } else { + clone = src && jQuery.isPlainObject( src ) ? src : {}; + } + + // Never move original objects, clone them + target[ name ] = jQuery.extend( deep, clone, copy ); + + // Don't bring in undefined values + } else if ( copy !== undefined ) { + target[ name ] = copy; + } + } + } + } + + // Return the modified object + return target; +}; + +jQuery.extend( { + + // Unique for each copy of jQuery on the page + expando: "jQuery" + ( version + Math.random() ).replace( /\D/g, "" ), + + // Assume jQuery is ready without the ready module + isReady: true, + + error: function( msg ) { + throw new Error( msg ); + }, + + noop: function() {}, + + isFunction: function( obj ) { + return jQuery.type( obj ) === "function"; + }, + + isWindow: function( obj ) { + return obj != null && obj === obj.window; + }, + + isNumeric: function( obj ) { + + // As of jQuery 3.0, isNumeric is limited to + // strings and numbers (primitives or objects) + // that can be coerced to finite numbers (gh-2662) + var type = jQuery.type( obj ); + return ( type === "number" || type === "string" ) && + + // parseFloat NaNs numeric-cast false positives ("") + // ...but misinterprets leading-number strings, particularly hex literals ("0x...") + // subtraction forces infinities to NaN + !isNaN( obj - parseFloat( obj ) ); + }, + + isPlainObject: function( obj ) { + var proto, Ctor; + + // Detect obvious negatives + // Use toString instead of jQuery.type to catch host objects + if ( !obj || toString.call( obj ) !== "[object Object]" ) { + return false; + } + + proto = getProto( obj ); + + // Objects with no prototype (e.g., `Object.create( null )`) are plain + if ( !proto ) { + return true; + } + + // Objects with prototype are plain iff they were constructed by a global Object function + Ctor = hasOwn.call( proto, "constructor" ) && proto.constructor; + return typeof Ctor === "function" && fnToString.call( Ctor ) === ObjectFunctionString; + }, + + isEmptyObject: function( obj ) { + + /* eslint-disable no-unused-vars */ + // See https://github.com/eslint/eslint/issues/6125 + var name; + + for ( name in obj ) { + return false; + } + return true; + }, + + type: function( obj ) { + if ( obj == null ) { + return obj + ""; + } + + // Support: Android <=2.3 only (functionish RegExp) + return typeof obj === "object" || typeof obj === "function" ? + class2type[ toString.call( obj ) ] || "object" : + typeof obj; + }, + + // Evaluates a script in a global context + globalEval: function( code ) { + DOMEval( code ); + }, + + // Convert dashed to camelCase; used by the css and data modules + // Support: IE <=9 - 11, Edge 12 - 13 + // Microsoft forgot to hump their vendor prefix (#9572) + camelCase: function( string ) { + return string.replace( rmsPrefix, "ms-" ).replace( rdashAlpha, fcamelCase ); + }, + + each: function( obj, callback ) { + var length, i = 0; + + if ( isArrayLike( obj ) ) { + length = obj.length; + for ( ; i < length; i++ ) { + if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) { + break; + } + } + } else { + for ( i in obj ) { + if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) { + break; + } + } + } + + return obj; + }, + + // Support: Android <=4.0 only + trim: function( text ) { + return text == null ? + "" : + ( text + "" ).replace( rtrim, "" ); + }, + + // results is for internal usage only + makeArray: function( arr, results ) { + var ret = results || []; + + if ( arr != null ) { + if ( isArrayLike( Object( arr ) ) ) { + jQuery.merge( ret, + typeof arr === "string" ? + [ arr ] : arr + ); + } else { + push.call( ret, arr ); + } + } + + return ret; + }, + + inArray: function( elem, arr, i ) { + return arr == null ? -1 : indexOf.call( arr, elem, i ); + }, + + // Support: Android <=4.0 only, PhantomJS 1 only + // push.apply(_, arraylike) throws on ancient WebKit + merge: function( first, second ) { + var len = +second.length, + j = 0, + i = first.length; + + for ( ; j < len; j++ ) { + first[ i++ ] = second[ j ]; + } + + first.length = i; + + return first; + }, + + grep: function( elems, callback, invert ) { + var callbackInverse, + matches = [], + i = 0, + length = elems.length, + callbackExpect = !invert; + + // Go through the array, only saving the items + // that pass the validator function + for ( ; i < length; i++ ) { + callbackInverse = !callback( elems[ i ], i ); + if ( callbackInverse !== callbackExpect ) { + matches.push( elems[ i ] ); + } + } + + return matches; + }, + + // arg is for internal usage only + map: function( elems, callback, arg ) { + var length, value, + i = 0, + ret = []; + + // Go through the array, translating each of the items to their new values + if ( isArrayLike( elems ) ) { + length = elems.length; + for ( ; i < length; i++ ) { + value = callback( elems[ i ], i, arg ); + + if ( value != null ) { + ret.push( value ); + } + } + + // Go through every key on the object, + } else { + for ( i in elems ) { + value = callback( elems[ i ], i, arg ); + + if ( value != null ) { + ret.push( value ); + } + } + } + + // Flatten any nested arrays + return concat.apply( [], ret ); + }, + + // A global GUID counter for objects + guid: 1, + + // Bind a function to a context, optionally partially applying any + // arguments. + proxy: function( fn, context ) { + var tmp, args, proxy; + + if ( typeof context === "string" ) { + tmp = fn[ context ]; + context = fn; + fn = tmp; + } + + // Quick check to determine if target is callable, in the spec + // this throws a TypeError, but we will just return undefined. + if ( !jQuery.isFunction( fn ) ) { + return undefined; + } + + // Simulated bind + args = slice.call( arguments, 2 ); + proxy = function() { + return fn.apply( context || this, args.concat( slice.call( arguments ) ) ); + }; + + // Set the guid of unique handler to the same of original handler, so it can be removed + proxy.guid = fn.guid = fn.guid || jQuery.guid++; + + return proxy; + }, + + now: Date.now, + + // jQuery.support is not used in Core but other projects attach their + // properties to it so it needs to exist. + support: support +} ); + +if ( typeof Symbol === "function" ) { + jQuery.fn[ Symbol.iterator ] = arr[ Symbol.iterator ]; +} + +// Populate the class2type map +jQuery.each( "Boolean Number String Function Array Date RegExp Object Error Symbol".split( " " ), +function( i, name ) { + class2type[ "[object " + name + "]" ] = name.toLowerCase(); +} ); + +function isArrayLike( obj ) { + + // Support: real iOS 8.2 only (not reproducible in simulator) + // `in` check used to prevent JIT error (gh-2145) + // hasOwn isn't used here due to false negatives + // regarding Nodelist length in IE + var length = !!obj && "length" in obj && obj.length, + type = jQuery.type( obj ); + + if ( type === "function" || jQuery.isWindow( obj ) ) { + return false; + } + + return type === "array" || length === 0 || + typeof length === "number" && length > 0 && ( length - 1 ) in obj; +} +var Sizzle = +/*! + * Sizzle CSS Selector Engine v2.3.3 + * https://sizzlejs.com/ + * + * Copyright jQuery Foundation and other contributors + * Released under the MIT license + * http://jquery.org/license + * + * Date: 2016-08-08 + */ +(function( window ) { + +var i, + support, + Expr, + getText, + isXML, + tokenize, + compile, + select, + outermostContext, + sortInput, + hasDuplicate, + + // Local document vars + setDocument, + document, + docElem, + documentIsHTML, + rbuggyQSA, + rbuggyMatches, + matches, + contains, + + // Instance-specific data + expando = "sizzle" + 1 * new Date(), + preferredDoc = window.document, + dirruns = 0, + done = 0, + classCache = createCache(), + tokenCache = createCache(), + compilerCache = createCache(), + sortOrder = function( a, b ) { + if ( a === b ) { + hasDuplicate = true; + } + return 0; + }, + + // Instance methods + hasOwn = ({}).hasOwnProperty, + arr = [], + pop = arr.pop, + push_native = arr.push, + push = arr.push, + slice = arr.slice, + // Use a stripped-down indexOf as it's faster than native + // https://jsperf.com/thor-indexof-vs-for/5 + indexOf = function( list, elem ) { + var i = 0, + len = list.length; + for ( ; i < len; i++ ) { + if ( list[i] === elem ) { + return i; + } + } + return -1; + }, + + booleans = "checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|ismap|loop|multiple|open|readonly|required|scoped", + + // Regular expressions + + // http://www.w3.org/TR/css3-selectors/#whitespace + whitespace = "[\\x20\\t\\r\\n\\f]", + + // http://www.w3.org/TR/CSS21/syndata.html#value-def-identifier + identifier = "(?:\\\\.|[\\w-]|[^\0-\\xa0])+", + + // Attribute selectors: http://www.w3.org/TR/selectors/#attribute-selectors + attributes = "\\[" + whitespace + "*(" + identifier + ")(?:" + whitespace + + // Operator (capture 2) + "*([*^$|!~]?=)" + whitespace + + // "Attribute values must be CSS identifiers [capture 5] or strings [capture 3 or capture 4]" + "*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|(" + identifier + "))|)" + whitespace + + "*\\]", + + pseudos = ":(" + identifier + ")(?:\\((" + + // To reduce the number of selectors needing tokenize in the preFilter, prefer arguments: + // 1. quoted (capture 3; capture 4 or capture 5) + "('((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\")|" + + // 2. simple (capture 6) + "((?:\\\\.|[^\\\\()[\\]]|" + attributes + ")*)|" + + // 3. anything else (capture 2) + ".*" + + ")\\)|)", + + // Leading and non-escaped trailing whitespace, capturing some non-whitespace characters preceding the latter + rwhitespace = new RegExp( whitespace + "+", "g" ), + rtrim = new RegExp( "^" + whitespace + "+|((?:^|[^\\\\])(?:\\\\.)*)" + whitespace + "+$", "g" ), + + rcomma = new RegExp( "^" + whitespace + "*," + whitespace + "*" ), + rcombinators = new RegExp( "^" + whitespace + "*([>+~]|" + whitespace + ")" + whitespace + "*" ), + + rattributeQuotes = new RegExp( "=" + whitespace + "*([^\\]'\"]*?)" + whitespace + "*\\]", "g" ), + + rpseudo = new RegExp( pseudos ), + ridentifier = new RegExp( "^" + identifier + "$" ), + + matchExpr = { + "ID": new RegExp( "^#(" + identifier + ")" ), + "CLASS": new RegExp( "^\\.(" + identifier + ")" ), + "TAG": new RegExp( "^(" + identifier + "|[*])" ), + "ATTR": new RegExp( "^" + attributes ), + "PSEUDO": new RegExp( "^" + pseudos ), + "CHILD": new RegExp( "^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\(" + whitespace + + "*(even|odd|(([+-]|)(\\d*)n|)" + whitespace + "*(?:([+-]|)" + whitespace + + "*(\\d+)|))" + whitespace + "*\\)|)", "i" ), + "bool": new RegExp( "^(?:" + booleans + ")$", "i" ), + // For use in libraries implementing .is() + // We use this for POS matching in `select` + "needsContext": new RegExp( "^" + whitespace + "*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\(" + + whitespace + "*((?:-\\d)?\\d*)" + whitespace + "*\\)|)(?=[^-]|$)", "i" ) + }, + + rinputs = /^(?:input|select|textarea|button)$/i, + rheader = /^h\d$/i, + + rnative = /^[^{]+\{\s*\[native \w/, + + // Easily-parseable/retrievable ID or TAG or CLASS selectors + rquickExpr = /^(?:#([\w-]+)|(\w+)|\.([\w-]+))$/, + + rsibling = /[+~]/, + + // CSS escapes + // http://www.w3.org/TR/CSS21/syndata.html#escaped-characters + runescape = new RegExp( "\\\\([\\da-f]{1,6}" + whitespace + "?|(" + whitespace + ")|.)", "ig" ), + funescape = function( _, escaped, escapedWhitespace ) { + var high = "0x" + escaped - 0x10000; + // NaN means non-codepoint + // Support: Firefox<24 + // Workaround erroneous numeric interpretation of +"0x" + return high !== high || escapedWhitespace ? + escaped : + high < 0 ? + // BMP codepoint + String.fromCharCode( high + 0x10000 ) : + // Supplemental Plane codepoint (surrogate pair) + String.fromCharCode( high >> 10 | 0xD800, high & 0x3FF | 0xDC00 ); + }, + + // CSS string/identifier serialization + // https://drafts.csswg.org/cssom/#common-serializing-idioms + rcssescape = /([\0-\x1f\x7f]|^-?\d)|^-$|[^\0-\x1f\x7f-\uFFFF\w-]/g, + fcssescape = function( ch, asCodePoint ) { + if ( asCodePoint ) { + + // U+0000 NULL becomes U+FFFD REPLACEMENT CHARACTER + if ( ch === "\0" ) { + return "\uFFFD"; + } + + // Control characters and (dependent upon position) numbers get escaped as code points + return ch.slice( 0, -1 ) + "\\" + ch.charCodeAt( ch.length - 1 ).toString( 16 ) + " "; + } + + // Other potentially-special ASCII characters get backslash-escaped + return "\\" + ch; + }, + + // Used for iframes + // See setDocument() + // Removing the function wrapper causes a "Permission Denied" + // error in IE + unloadHandler = function() { + setDocument(); + }, + + disabledAncestor = addCombinator( + function( elem ) { + return elem.disabled === true && ("form" in elem || "label" in elem); + }, + { dir: "parentNode", next: "legend" } + ); + +// Optimize for push.apply( _, NodeList ) +try { + push.apply( + (arr = slice.call( preferredDoc.childNodes )), + preferredDoc.childNodes + ); + // Support: Android<4.0 + // Detect silently failing push.apply + arr[ preferredDoc.childNodes.length ].nodeType; +} catch ( e ) { + push = { apply: arr.length ? + + // Leverage slice if possible + function( target, els ) { + push_native.apply( target, slice.call(els) ); + } : + + // Support: IE<9 + // Otherwise append directly + function( target, els ) { + var j = target.length, + i = 0; + // Can't trust NodeList.length + while ( (target[j++] = els[i++]) ) {} + target.length = j - 1; + } + }; +} + +function Sizzle( selector, context, results, seed ) { + var m, i, elem, nid, match, groups, newSelector, + newContext = context && context.ownerDocument, + + // nodeType defaults to 9, since context defaults to document + nodeType = context ? context.nodeType : 9; + + results = results || []; + + // Return early from calls with invalid selector or context + if ( typeof selector !== "string" || !selector || + nodeType !== 1 && nodeType !== 9 && nodeType !== 11 ) { + + return results; + } + + // Try to shortcut find operations (as opposed to filters) in HTML documents + if ( !seed ) { + + if ( ( context ? context.ownerDocument || context : preferredDoc ) !== document ) { + setDocument( context ); + } + context = context || document; + + if ( documentIsHTML ) { + + // If the selector is sufficiently simple, try using a "get*By*" DOM method + // (excepting DocumentFragment context, where the methods don't exist) + if ( nodeType !== 11 && (match = rquickExpr.exec( selector )) ) { + + // ID selector + if ( (m = match[1]) ) { + + // Document context + if ( nodeType === 9 ) { + if ( (elem = context.getElementById( m )) ) { + + // Support: IE, Opera, Webkit + // TODO: identify versions + // getElementById can match elements by name instead of ID + if ( elem.id === m ) { + results.push( elem ); + return results; + } + } else { + return results; + } + + // Element context + } else { + + // Support: IE, Opera, Webkit + // TODO: identify versions + // getElementById can match elements by name instead of ID + if ( newContext && (elem = newContext.getElementById( m )) && + contains( context, elem ) && + elem.id === m ) { + + results.push( elem ); + return results; + } + } + + // Type selector + } else if ( match[2] ) { + push.apply( results, context.getElementsByTagName( selector ) ); + return results; + + // Class selector + } else if ( (m = match[3]) && support.getElementsByClassName && + context.getElementsByClassName ) { + + push.apply( results, context.getElementsByClassName( m ) ); + return results; + } + } + + // Take advantage of querySelectorAll + if ( support.qsa && + !compilerCache[ selector + " " ] && + (!rbuggyQSA || !rbuggyQSA.test( selector )) ) { + + if ( nodeType !== 1 ) { + newContext = context; + newSelector = selector; + + // qSA looks outside Element context, which is not what we want + // Thanks to Andrew Dupont for this workaround technique + // Support: IE <=8 + // Exclude object elements + } else if ( context.nodeName.toLowerCase() !== "object" ) { + + // Capture the context ID, setting it first if necessary + if ( (nid = context.getAttribute( "id" )) ) { + nid = nid.replace( rcssescape, fcssescape ); + } else { + context.setAttribute( "id", (nid = expando) ); + } + + // Prefix every selector in the list + groups = tokenize( selector ); + i = groups.length; + while ( i-- ) { + groups[i] = "#" + nid + " " + toSelector( groups[i] ); + } + newSelector = groups.join( "," ); + + // Expand context for sibling selectors + newContext = rsibling.test( selector ) && testContext( context.parentNode ) || + context; + } + + if ( newSelector ) { + try { + push.apply( results, + newContext.querySelectorAll( newSelector ) + ); + return results; + } catch ( qsaError ) { + } finally { + if ( nid === expando ) { + context.removeAttribute( "id" ); + } + } + } + } + } + } + + // All others + return select( selector.replace( rtrim, "$1" ), context, results, seed ); +} + +/** + * Create key-value caches of limited size + * @returns {function(string, object)} Returns the Object data after storing it on itself with + * property name the (space-suffixed) string and (if the cache is larger than Expr.cacheLength) + * deleting the oldest entry + */ +function createCache() { + var keys = []; + + function cache( key, value ) { + // Use (key + " ") to avoid collision with native prototype properties (see Issue #157) + if ( keys.push( key + " " ) > Expr.cacheLength ) { + // Only keep the most recent entries + delete cache[ keys.shift() ]; + } + return (cache[ key + " " ] = value); + } + return cache; +} + +/** + * Mark a function for special use by Sizzle + * @param {Function} fn The function to mark + */ +function markFunction( fn ) { + fn[ expando ] = true; + return fn; +} + +/** + * Support testing using an element + * @param {Function} fn Passed the created element and returns a boolean result + */ +function assert( fn ) { + var el = document.createElement("fieldset"); + + try { + return !!fn( el ); + } catch (e) { + return false; + } finally { + // Remove from its parent by default + if ( el.parentNode ) { + el.parentNode.removeChild( el ); + } + // release memory in IE + el = null; + } +} + +/** + * Adds the same handler for all of the specified attrs + * @param {String} attrs Pipe-separated list of attributes + * @param {Function} handler The method that will be applied + */ +function addHandle( attrs, handler ) { + var arr = attrs.split("|"), + i = arr.length; + + while ( i-- ) { + Expr.attrHandle[ arr[i] ] = handler; + } +} + +/** + * Checks document order of two siblings + * @param {Element} a + * @param {Element} b + * @returns {Number} Returns less than 0 if a precedes b, greater than 0 if a follows b + */ +function siblingCheck( a, b ) { + var cur = b && a, + diff = cur && a.nodeType === 1 && b.nodeType === 1 && + a.sourceIndex - b.sourceIndex; + + // Use IE sourceIndex if available on both nodes + if ( diff ) { + return diff; + } + + // Check if b follows a + if ( cur ) { + while ( (cur = cur.nextSibling) ) { + if ( cur === b ) { + return -1; + } + } + } + + return a ? 1 : -1; +} + +/** + * Returns a function to use in pseudos for input types + * @param {String} type + */ +function createInputPseudo( type ) { + return function( elem ) { + var name = elem.nodeName.toLowerCase(); + return name === "input" && elem.type === type; + }; +} + +/** + * Returns a function to use in pseudos for buttons + * @param {String} type + */ +function createButtonPseudo( type ) { + return function( elem ) { + var name = elem.nodeName.toLowerCase(); + return (name === "input" || name === "button") && elem.type === type; + }; +} + +/** + * Returns a function to use in pseudos for :enabled/:disabled + * @param {Boolean} disabled true for :disabled; false for :enabled + */ +function createDisabledPseudo( disabled ) { + + // Known :disabled false positives: fieldset[disabled] > legend:nth-of-type(n+2) :can-disable + return function( elem ) { + + // Only certain elements can match :enabled or :disabled + // https://html.spec.whatwg.org/multipage/scripting.html#selector-enabled + // https://html.spec.whatwg.org/multipage/scripting.html#selector-disabled + if ( "form" in elem ) { + + // Check for inherited disabledness on relevant non-disabled elements: + // * listed form-associated elements in a disabled fieldset + // https://html.spec.whatwg.org/multipage/forms.html#category-listed + // https://html.spec.whatwg.org/multipage/forms.html#concept-fe-disabled + // * option elements in a disabled optgroup + // https://html.spec.whatwg.org/multipage/forms.html#concept-option-disabled + // All such elements have a "form" property. + if ( elem.parentNode && elem.disabled === false ) { + + // Option elements defer to a parent optgroup if present + if ( "label" in elem ) { + if ( "label" in elem.parentNode ) { + return elem.parentNode.disabled === disabled; + } else { + return elem.disabled === disabled; + } + } + + // Support: IE 6 - 11 + // Use the isDisabled shortcut property to check for disabled fieldset ancestors + return elem.isDisabled === disabled || + + // Where there is no isDisabled, check manually + /* jshint -W018 */ + elem.isDisabled !== !disabled && + disabledAncestor( elem ) === disabled; + } + + return elem.disabled === disabled; + + // Try to winnow out elements that can't be disabled before trusting the disabled property. + // Some victims get caught in our net (label, legend, menu, track), but it shouldn't + // even exist on them, let alone have a boolean value. + } else if ( "label" in elem ) { + return elem.disabled === disabled; + } + + // Remaining elements are neither :enabled nor :disabled + return false; + }; +} + +/** + * Returns a function to use in pseudos for positionals + * @param {Function} fn + */ +function createPositionalPseudo( fn ) { + return markFunction(function( argument ) { + argument = +argument; + return markFunction(function( seed, matches ) { + var j, + matchIndexes = fn( [], seed.length, argument ), + i = matchIndexes.length; + + // Match elements found at the specified indexes + while ( i-- ) { + if ( seed[ (j = matchIndexes[i]) ] ) { + seed[j] = !(matches[j] = seed[j]); + } + } + }); + }); +} + +/** + * Checks a node for validity as a Sizzle context + * @param {Element|Object=} context + * @returns {Element|Object|Boolean} The input node if acceptable, otherwise a falsy value + */ +function testContext( context ) { + return context && typeof context.getElementsByTagName !== "undefined" && context; +} + +// Expose support vars for convenience +support = Sizzle.support = {}; + +/** + * Detects XML nodes + * @param {Element|Object} elem An element or a document + * @returns {Boolean} True iff elem is a non-HTML XML node + */ +isXML = Sizzle.isXML = function( elem ) { + // documentElement is verified for cases where it doesn't yet exist + // (such as loading iframes in IE - #4833) + var documentElement = elem && (elem.ownerDocument || elem).documentElement; + return documentElement ? documentElement.nodeName !== "HTML" : false; +}; + +/** + * Sets document-related variables once based on the current document + * @param {Element|Object} [doc] An element or document object to use to set the document + * @returns {Object} Returns the current document + */ +setDocument = Sizzle.setDocument = function( node ) { + var hasCompare, subWindow, + doc = node ? node.ownerDocument || node : preferredDoc; + + // Return early if doc is invalid or already selected + if ( doc === document || doc.nodeType !== 9 || !doc.documentElement ) { + return document; + } + + // Update global variables + document = doc; + docElem = document.documentElement; + documentIsHTML = !isXML( document ); + + // Support: IE 9-11, Edge + // Accessing iframe documents after unload throws "permission denied" errors (jQuery #13936) + if ( preferredDoc !== document && + (subWindow = document.defaultView) && subWindow.top !== subWindow ) { + + // Support: IE 11, Edge + if ( subWindow.addEventListener ) { + subWindow.addEventListener( "unload", unloadHandler, false ); + + // Support: IE 9 - 10 only + } else if ( subWindow.attachEvent ) { + subWindow.attachEvent( "onunload", unloadHandler ); + } + } + + /* Attributes + ---------------------------------------------------------------------- */ + + // Support: IE<8 + // Verify that getAttribute really returns attributes and not properties + // (excepting IE8 booleans) + support.attributes = assert(function( el ) { + el.className = "i"; + return !el.getAttribute("className"); + }); + + /* getElement(s)By* + ---------------------------------------------------------------------- */ + + // Check if getElementsByTagName("*") returns only elements + support.getElementsByTagName = assert(function( el ) { + el.appendChild( document.createComment("") ); + return !el.getElementsByTagName("*").length; + }); + + // Support: IE<9 + support.getElementsByClassName = rnative.test( document.getElementsByClassName ); + + // Support: IE<10 + // Check if getElementById returns elements by name + // The broken getElementById methods don't pick up programmatically-set names, + // so use a roundabout getElementsByName test + support.getById = assert(function( el ) { + docElem.appendChild( el ).id = expando; + return !document.getElementsByName || !document.getElementsByName( expando ).length; + }); + + // ID filter and find + if ( support.getById ) { + Expr.filter["ID"] = function( id ) { + var attrId = id.replace( runescape, funescape ); + return function( elem ) { + return elem.getAttribute("id") === attrId; + }; + }; + Expr.find["ID"] = function( id, context ) { + if ( typeof context.getElementById !== "undefined" && documentIsHTML ) { + var elem = context.getElementById( id ); + return elem ? [ elem ] : []; + } + }; + } else { + Expr.filter["ID"] = function( id ) { + var attrId = id.replace( runescape, funescape ); + return function( elem ) { + var node = typeof elem.getAttributeNode !== "undefined" && + elem.getAttributeNode("id"); + return node && node.value === attrId; + }; + }; + + // Support: IE 6 - 7 only + // getElementById is not reliable as a find shortcut + Expr.find["ID"] = function( id, context ) { + if ( typeof context.getElementById !== "undefined" && documentIsHTML ) { + var node, i, elems, + elem = context.getElementById( id ); + + if ( elem ) { + + // Verify the id attribute + node = elem.getAttributeNode("id"); + if ( node && node.value === id ) { + return [ elem ]; + } + + // Fall back on getElementsByName + elems = context.getElementsByName( id ); + i = 0; + while ( (elem = elems[i++]) ) { + node = elem.getAttributeNode("id"); + if ( node && node.value === id ) { + return [ elem ]; + } + } + } + + return []; + } + }; + } + + // Tag + Expr.find["TAG"] = support.getElementsByTagName ? + function( tag, context ) { + if ( typeof context.getElementsByTagName !== "undefined" ) { + return context.getElementsByTagName( tag ); + + // DocumentFragment nodes don't have gEBTN + } else if ( support.qsa ) { + return context.querySelectorAll( tag ); + } + } : + + function( tag, context ) { + var elem, + tmp = [], + i = 0, + // By happy coincidence, a (broken) gEBTN appears on DocumentFragment nodes too + results = context.getElementsByTagName( tag ); + + // Filter out possible comments + if ( tag === "*" ) { + while ( (elem = results[i++]) ) { + if ( elem.nodeType === 1 ) { + tmp.push( elem ); + } + } + + return tmp; + } + return results; + }; + + // Class + Expr.find["CLASS"] = support.getElementsByClassName && function( className, context ) { + if ( typeof context.getElementsByClassName !== "undefined" && documentIsHTML ) { + return context.getElementsByClassName( className ); + } + }; + + /* QSA/matchesSelector + ---------------------------------------------------------------------- */ + + // QSA and matchesSelector support + + // matchesSelector(:active) reports false when true (IE9/Opera 11.5) + rbuggyMatches = []; + + // qSa(:focus) reports false when true (Chrome 21) + // We allow this because of a bug in IE8/9 that throws an error + // whenever `document.activeElement` is accessed on an iframe + // So, we allow :focus to pass through QSA all the time to avoid the IE error + // See https://bugs.jquery.com/ticket/13378 + rbuggyQSA = []; + + if ( (support.qsa = rnative.test( document.querySelectorAll )) ) { + // Build QSA regex + // Regex strategy adopted from Diego Perini + assert(function( el ) { + // Select is set to empty string on purpose + // This is to test IE's treatment of not explicitly + // setting a boolean content attribute, + // since its presence should be enough + // https://bugs.jquery.com/ticket/12359 + docElem.appendChild( el ).innerHTML = "" + + ""; + + // Support: IE8, Opera 11-12.16 + // Nothing should be selected when empty strings follow ^= or $= or *= + // The test attribute must be unknown in Opera but "safe" for WinRT + // https://msdn.microsoft.com/en-us/library/ie/hh465388.aspx#attribute_section + if ( el.querySelectorAll("[msallowcapture^='']").length ) { + rbuggyQSA.push( "[*^$]=" + whitespace + "*(?:''|\"\")" ); + } + + // Support: IE8 + // Boolean attributes and "value" are not treated correctly + if ( !el.querySelectorAll("[selected]").length ) { + rbuggyQSA.push( "\\[" + whitespace + "*(?:value|" + booleans + ")" ); + } + + // Support: Chrome<29, Android<4.4, Safari<7.0+, iOS<7.0+, PhantomJS<1.9.8+ + if ( !el.querySelectorAll( "[id~=" + expando + "-]" ).length ) { + rbuggyQSA.push("~="); + } + + // Webkit/Opera - :checked should return selected option elements + // http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked + // IE8 throws error here and will not see later tests + if ( !el.querySelectorAll(":checked").length ) { + rbuggyQSA.push(":checked"); + } + + // Support: Safari 8+, iOS 8+ + // https://bugs.webkit.org/show_bug.cgi?id=136851 + // In-page `selector#id sibling-combinator selector` fails + if ( !el.querySelectorAll( "a#" + expando + "+*" ).length ) { + rbuggyQSA.push(".#.+[+~]"); + } + }); + + assert(function( el ) { + el.innerHTML = "" + + ""; + + // Support: Windows 8 Native Apps + // The type and name attributes are restricted during .innerHTML assignment + var input = document.createElement("input"); + input.setAttribute( "type", "hidden" ); + el.appendChild( input ).setAttribute( "name", "D" ); + + // Support: IE8 + // Enforce case-sensitivity of name attribute + if ( el.querySelectorAll("[name=d]").length ) { + rbuggyQSA.push( "name" + whitespace + "*[*^$|!~]?=" ); + } + + // FF 3.5 - :enabled/:disabled and hidden elements (hidden elements are still enabled) + // IE8 throws error here and will not see later tests + if ( el.querySelectorAll(":enabled").length !== 2 ) { + rbuggyQSA.push( ":enabled", ":disabled" ); + } + + // Support: IE9-11+ + // IE's :disabled selector does not pick up the children of disabled fieldsets + docElem.appendChild( el ).disabled = true; + if ( el.querySelectorAll(":disabled").length !== 2 ) { + rbuggyQSA.push( ":enabled", ":disabled" ); + } + + // Opera 10-11 does not throw on post-comma invalid pseudos + el.querySelectorAll("*,:x"); + rbuggyQSA.push(",.*:"); + }); + } + + if ( (support.matchesSelector = rnative.test( (matches = docElem.matches || + docElem.webkitMatchesSelector || + docElem.mozMatchesSelector || + docElem.oMatchesSelector || + docElem.msMatchesSelector) )) ) { + + assert(function( el ) { + // Check to see if it's possible to do matchesSelector + // on a disconnected node (IE 9) + support.disconnectedMatch = matches.call( el, "*" ); + + // This should fail with an exception + // Gecko does not error, returns false instead + matches.call( el, "[s!='']:x" ); + rbuggyMatches.push( "!=", pseudos ); + }); + } + + rbuggyQSA = rbuggyQSA.length && new RegExp( rbuggyQSA.join("|") ); + rbuggyMatches = rbuggyMatches.length && new RegExp( rbuggyMatches.join("|") ); + + /* Contains + ---------------------------------------------------------------------- */ + hasCompare = rnative.test( docElem.compareDocumentPosition ); + + // Element contains another + // Purposefully self-exclusive + // As in, an element does not contain itself + contains = hasCompare || rnative.test( docElem.contains ) ? + function( a, b ) { + var adown = a.nodeType === 9 ? a.documentElement : a, + bup = b && b.parentNode; + return a === bup || !!( bup && bup.nodeType === 1 && ( + adown.contains ? + adown.contains( bup ) : + a.compareDocumentPosition && a.compareDocumentPosition( bup ) & 16 + )); + } : + function( a, b ) { + if ( b ) { + while ( (b = b.parentNode) ) { + if ( b === a ) { + return true; + } + } + } + return false; + }; + + /* Sorting + ---------------------------------------------------------------------- */ + + // Document order sorting + sortOrder = hasCompare ? + function( a, b ) { + + // Flag for duplicate removal + if ( a === b ) { + hasDuplicate = true; + return 0; + } + + // Sort on method existence if only one input has compareDocumentPosition + var compare = !a.compareDocumentPosition - !b.compareDocumentPosition; + if ( compare ) { + return compare; + } + + // Calculate position if both inputs belong to the same document + compare = ( a.ownerDocument || a ) === ( b.ownerDocument || b ) ? + a.compareDocumentPosition( b ) : + + // Otherwise we know they are disconnected + 1; + + // Disconnected nodes + if ( compare & 1 || + (!support.sortDetached && b.compareDocumentPosition( a ) === compare) ) { + + // Choose the first element that is related to our preferred document + if ( a === document || a.ownerDocument === preferredDoc && contains(preferredDoc, a) ) { + return -1; + } + if ( b === document || b.ownerDocument === preferredDoc && contains(preferredDoc, b) ) { + return 1; + } + + // Maintain original order + return sortInput ? + ( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) : + 0; + } + + return compare & 4 ? -1 : 1; + } : + function( a, b ) { + // Exit early if the nodes are identical + if ( a === b ) { + hasDuplicate = true; + return 0; + } + + var cur, + i = 0, + aup = a.parentNode, + bup = b.parentNode, + ap = [ a ], + bp = [ b ]; + + // Parentless nodes are either documents or disconnected + if ( !aup || !bup ) { + return a === document ? -1 : + b === document ? 1 : + aup ? -1 : + bup ? 1 : + sortInput ? + ( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) : + 0; + + // If the nodes are siblings, we can do a quick check + } else if ( aup === bup ) { + return siblingCheck( a, b ); + } + + // Otherwise we need full lists of their ancestors for comparison + cur = a; + while ( (cur = cur.parentNode) ) { + ap.unshift( cur ); + } + cur = b; + while ( (cur = cur.parentNode) ) { + bp.unshift( cur ); + } + + // Walk down the tree looking for a discrepancy + while ( ap[i] === bp[i] ) { + i++; + } + + return i ? + // Do a sibling check if the nodes have a common ancestor + siblingCheck( ap[i], bp[i] ) : + + // Otherwise nodes in our document sort first + ap[i] === preferredDoc ? -1 : + bp[i] === preferredDoc ? 1 : + 0; + }; + + return document; +}; + +Sizzle.matches = function( expr, elements ) { + return Sizzle( expr, null, null, elements ); +}; + +Sizzle.matchesSelector = function( elem, expr ) { + // Set document vars if needed + if ( ( elem.ownerDocument || elem ) !== document ) { + setDocument( elem ); + } + + // Make sure that attribute selectors are quoted + expr = expr.replace( rattributeQuotes, "='$1']" ); + + if ( support.matchesSelector && documentIsHTML && + !compilerCache[ expr + " " ] && + ( !rbuggyMatches || !rbuggyMatches.test( expr ) ) && + ( !rbuggyQSA || !rbuggyQSA.test( expr ) ) ) { + + try { + var ret = matches.call( elem, expr ); + + // IE 9's matchesSelector returns false on disconnected nodes + if ( ret || support.disconnectedMatch || + // As well, disconnected nodes are said to be in a document + // fragment in IE 9 + elem.document && elem.document.nodeType !== 11 ) { + return ret; + } + } catch (e) {} + } + + return Sizzle( expr, document, null, [ elem ] ).length > 0; +}; + +Sizzle.contains = function( context, elem ) { + // Set document vars if needed + if ( ( context.ownerDocument || context ) !== document ) { + setDocument( context ); + } + return contains( context, elem ); +}; + +Sizzle.attr = function( elem, name ) { + // Set document vars if needed + if ( ( elem.ownerDocument || elem ) !== document ) { + setDocument( elem ); + } + + var fn = Expr.attrHandle[ name.toLowerCase() ], + // Don't get fooled by Object.prototype properties (jQuery #13807) + val = fn && hasOwn.call( Expr.attrHandle, name.toLowerCase() ) ? + fn( elem, name, !documentIsHTML ) : + undefined; + + return val !== undefined ? + val : + support.attributes || !documentIsHTML ? + elem.getAttribute( name ) : + (val = elem.getAttributeNode(name)) && val.specified ? + val.value : + null; +}; + +Sizzle.escape = function( sel ) { + return (sel + "").replace( rcssescape, fcssescape ); +}; + +Sizzle.error = function( msg ) { + throw new Error( "Syntax error, unrecognized expression: " + msg ); +}; + +/** + * Document sorting and removing duplicates + * @param {ArrayLike} results + */ +Sizzle.uniqueSort = function( results ) { + var elem, + duplicates = [], + j = 0, + i = 0; + + // Unless we *know* we can detect duplicates, assume their presence + hasDuplicate = !support.detectDuplicates; + sortInput = !support.sortStable && results.slice( 0 ); + results.sort( sortOrder ); + + if ( hasDuplicate ) { + while ( (elem = results[i++]) ) { + if ( elem === results[ i ] ) { + j = duplicates.push( i ); + } + } + while ( j-- ) { + results.splice( duplicates[ j ], 1 ); + } + } + + // Clear input after sorting to release objects + // See https://github.com/jquery/sizzle/pull/225 + sortInput = null; + + return results; +}; + +/** + * Utility function for retrieving the text value of an array of DOM nodes + * @param {Array|Element} elem + */ +getText = Sizzle.getText = function( elem ) { + var node, + ret = "", + i = 0, + nodeType = elem.nodeType; + + if ( !nodeType ) { + // If no nodeType, this is expected to be an array + while ( (node = elem[i++]) ) { + // Do not traverse comment nodes + ret += getText( node ); + } + } else if ( nodeType === 1 || nodeType === 9 || nodeType === 11 ) { + // Use textContent for elements + // innerText usage removed for consistency of new lines (jQuery #11153) + if ( typeof elem.textContent === "string" ) { + return elem.textContent; + } else { + // Traverse its children + for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) { + ret += getText( elem ); + } + } + } else if ( nodeType === 3 || nodeType === 4 ) { + return elem.nodeValue; + } + // Do not include comment or processing instruction nodes + + return ret; +}; + +Expr = Sizzle.selectors = { + + // Can be adjusted by the user + cacheLength: 50, + + createPseudo: markFunction, + + match: matchExpr, + + attrHandle: {}, + + find: {}, + + relative: { + ">": { dir: "parentNode", first: true }, + " ": { dir: "parentNode" }, + "+": { dir: "previousSibling", first: true }, + "~": { dir: "previousSibling" } + }, + + preFilter: { + "ATTR": function( match ) { + match[1] = match[1].replace( runescape, funescape ); + + // Move the given value to match[3] whether quoted or unquoted + match[3] = ( match[3] || match[4] || match[5] || "" ).replace( runescape, funescape ); + + if ( match[2] === "~=" ) { + match[3] = " " + match[3] + " "; + } + + return match.slice( 0, 4 ); + }, + + "CHILD": function( match ) { + /* matches from matchExpr["CHILD"] + 1 type (only|nth|...) + 2 what (child|of-type) + 3 argument (even|odd|\d*|\d*n([+-]\d+)?|...) + 4 xn-component of xn+y argument ([+-]?\d*n|) + 5 sign of xn-component + 6 x of xn-component + 7 sign of y-component + 8 y of y-component + */ + match[1] = match[1].toLowerCase(); + + if ( match[1].slice( 0, 3 ) === "nth" ) { + // nth-* requires argument + if ( !match[3] ) { + Sizzle.error( match[0] ); + } + + // numeric x and y parameters for Expr.filter.CHILD + // remember that false/true cast respectively to 0/1 + match[4] = +( match[4] ? match[5] + (match[6] || 1) : 2 * ( match[3] === "even" || match[3] === "odd" ) ); + match[5] = +( ( match[7] + match[8] ) || match[3] === "odd" ); + + // other types prohibit arguments + } else if ( match[3] ) { + Sizzle.error( match[0] ); + } + + return match; + }, + + "PSEUDO": function( match ) { + var excess, + unquoted = !match[6] && match[2]; + + if ( matchExpr["CHILD"].test( match[0] ) ) { + return null; + } + + // Accept quoted arguments as-is + if ( match[3] ) { + match[2] = match[4] || match[5] || ""; + + // Strip excess characters from unquoted arguments + } else if ( unquoted && rpseudo.test( unquoted ) && + // Get excess from tokenize (recursively) + (excess = tokenize( unquoted, true )) && + // advance to the next closing parenthesis + (excess = unquoted.indexOf( ")", unquoted.length - excess ) - unquoted.length) ) { + + // excess is a negative index + match[0] = match[0].slice( 0, excess ); + match[2] = unquoted.slice( 0, excess ); + } + + // Return only captures needed by the pseudo filter method (type and argument) + return match.slice( 0, 3 ); + } + }, + + filter: { + + "TAG": function( nodeNameSelector ) { + var nodeName = nodeNameSelector.replace( runescape, funescape ).toLowerCase(); + return nodeNameSelector === "*" ? + function() { return true; } : + function( elem ) { + return elem.nodeName && elem.nodeName.toLowerCase() === nodeName; + }; + }, + + "CLASS": function( className ) { + var pattern = classCache[ className + " " ]; + + return pattern || + (pattern = new RegExp( "(^|" + whitespace + ")" + className + "(" + whitespace + "|$)" )) && + classCache( className, function( elem ) { + return pattern.test( typeof elem.className === "string" && elem.className || typeof elem.getAttribute !== "undefined" && elem.getAttribute("class") || "" ); + }); + }, + + "ATTR": function( name, operator, check ) { + return function( elem ) { + var result = Sizzle.attr( elem, name ); + + if ( result == null ) { + return operator === "!="; + } + if ( !operator ) { + return true; + } + + result += ""; + + return operator === "=" ? result === check : + operator === "!=" ? result !== check : + operator === "^=" ? check && result.indexOf( check ) === 0 : + operator === "*=" ? check && result.indexOf( check ) > -1 : + operator === "$=" ? check && result.slice( -check.length ) === check : + operator === "~=" ? ( " " + result.replace( rwhitespace, " " ) + " " ).indexOf( check ) > -1 : + operator === "|=" ? result === check || result.slice( 0, check.length + 1 ) === check + "-" : + false; + }; + }, + + "CHILD": function( type, what, argument, first, last ) { + var simple = type.slice( 0, 3 ) !== "nth", + forward = type.slice( -4 ) !== "last", + ofType = what === "of-type"; + + return first === 1 && last === 0 ? + + // Shortcut for :nth-*(n) + function( elem ) { + return !!elem.parentNode; + } : + + function( elem, context, xml ) { + var cache, uniqueCache, outerCache, node, nodeIndex, start, + dir = simple !== forward ? "nextSibling" : "previousSibling", + parent = elem.parentNode, + name = ofType && elem.nodeName.toLowerCase(), + useCache = !xml && !ofType, + diff = false; + + if ( parent ) { + + // :(first|last|only)-(child|of-type) + if ( simple ) { + while ( dir ) { + node = elem; + while ( (node = node[ dir ]) ) { + if ( ofType ? + node.nodeName.toLowerCase() === name : + node.nodeType === 1 ) { + + return false; + } + } + // Reverse direction for :only-* (if we haven't yet done so) + start = dir = type === "only" && !start && "nextSibling"; + } + return true; + } + + start = [ forward ? parent.firstChild : parent.lastChild ]; + + // non-xml :nth-child(...) stores cache data on `parent` + if ( forward && useCache ) { + + // Seek `elem` from a previously-cached index + + // ...in a gzip-friendly way + node = parent; + outerCache = node[ expando ] || (node[ expando ] = {}); + + // Support: IE <9 only + // Defend against cloned attroperties (jQuery gh-1709) + uniqueCache = outerCache[ node.uniqueID ] || + (outerCache[ node.uniqueID ] = {}); + + cache = uniqueCache[ type ] || []; + nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ]; + diff = nodeIndex && cache[ 2 ]; + node = nodeIndex && parent.childNodes[ nodeIndex ]; + + while ( (node = ++nodeIndex && node && node[ dir ] || + + // Fallback to seeking `elem` from the start + (diff = nodeIndex = 0) || start.pop()) ) { + + // When found, cache indexes on `parent` and break + if ( node.nodeType === 1 && ++diff && node === elem ) { + uniqueCache[ type ] = [ dirruns, nodeIndex, diff ]; + break; + } + } + + } else { + // Use previously-cached element index if available + if ( useCache ) { + // ...in a gzip-friendly way + node = elem; + outerCache = node[ expando ] || (node[ expando ] = {}); + + // Support: IE <9 only + // Defend against cloned attroperties (jQuery gh-1709) + uniqueCache = outerCache[ node.uniqueID ] || + (outerCache[ node.uniqueID ] = {}); + + cache = uniqueCache[ type ] || []; + nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ]; + diff = nodeIndex; + } + + // xml :nth-child(...) + // or :nth-last-child(...) or :nth(-last)?-of-type(...) + if ( diff === false ) { + // Use the same loop as above to seek `elem` from the start + while ( (node = ++nodeIndex && node && node[ dir ] || + (diff = nodeIndex = 0) || start.pop()) ) { + + if ( ( ofType ? + node.nodeName.toLowerCase() === name : + node.nodeType === 1 ) && + ++diff ) { + + // Cache the index of each encountered element + if ( useCache ) { + outerCache = node[ expando ] || (node[ expando ] = {}); + + // Support: IE <9 only + // Defend against cloned attroperties (jQuery gh-1709) + uniqueCache = outerCache[ node.uniqueID ] || + (outerCache[ node.uniqueID ] = {}); + + uniqueCache[ type ] = [ dirruns, diff ]; + } + + if ( node === elem ) { + break; + } + } + } + } + } + + // Incorporate the offset, then check against cycle size + diff -= last; + return diff === first || ( diff % first === 0 && diff / first >= 0 ); + } + }; + }, + + "PSEUDO": function( pseudo, argument ) { + // pseudo-class names are case-insensitive + // http://www.w3.org/TR/selectors/#pseudo-classes + // Prioritize by case sensitivity in case custom pseudos are added with uppercase letters + // Remember that setFilters inherits from pseudos + var args, + fn = Expr.pseudos[ pseudo ] || Expr.setFilters[ pseudo.toLowerCase() ] || + Sizzle.error( "unsupported pseudo: " + pseudo ); + + // The user may use createPseudo to indicate that + // arguments are needed to create the filter function + // just as Sizzle does + if ( fn[ expando ] ) { + return fn( argument ); + } + + // But maintain support for old signatures + if ( fn.length > 1 ) { + args = [ pseudo, pseudo, "", argument ]; + return Expr.setFilters.hasOwnProperty( pseudo.toLowerCase() ) ? + markFunction(function( seed, matches ) { + var idx, + matched = fn( seed, argument ), + i = matched.length; + while ( i-- ) { + idx = indexOf( seed, matched[i] ); + seed[ idx ] = !( matches[ idx ] = matched[i] ); + } + }) : + function( elem ) { + return fn( elem, 0, args ); + }; + } + + return fn; + } + }, + + pseudos: { + // Potentially complex pseudos + "not": markFunction(function( selector ) { + // Trim the selector passed to compile + // to avoid treating leading and trailing + // spaces as combinators + var input = [], + results = [], + matcher = compile( selector.replace( rtrim, "$1" ) ); + + return matcher[ expando ] ? + markFunction(function( seed, matches, context, xml ) { + var elem, + unmatched = matcher( seed, null, xml, [] ), + i = seed.length; + + // Match elements unmatched by `matcher` + while ( i-- ) { + if ( (elem = unmatched[i]) ) { + seed[i] = !(matches[i] = elem); + } + } + }) : + function( elem, context, xml ) { + input[0] = elem; + matcher( input, null, xml, results ); + // Don't keep the element (issue #299) + input[0] = null; + return !results.pop(); + }; + }), + + "has": markFunction(function( selector ) { + return function( elem ) { + return Sizzle( selector, elem ).length > 0; + }; + }), + + "contains": markFunction(function( text ) { + text = text.replace( runescape, funescape ); + return function( elem ) { + return ( elem.textContent || elem.innerText || getText( elem ) ).indexOf( text ) > -1; + }; + }), + + // "Whether an element is represented by a :lang() selector + // is based solely on the element's language value + // being equal to the identifier C, + // or beginning with the identifier C immediately followed by "-". + // The matching of C against the element's language value is performed case-insensitively. + // The identifier C does not have to be a valid language name." + // http://www.w3.org/TR/selectors/#lang-pseudo + "lang": markFunction( function( lang ) { + // lang value must be a valid identifier + if ( !ridentifier.test(lang || "") ) { + Sizzle.error( "unsupported lang: " + lang ); + } + lang = lang.replace( runescape, funescape ).toLowerCase(); + return function( elem ) { + var elemLang; + do { + if ( (elemLang = documentIsHTML ? + elem.lang : + elem.getAttribute("xml:lang") || elem.getAttribute("lang")) ) { + + elemLang = elemLang.toLowerCase(); + return elemLang === lang || elemLang.indexOf( lang + "-" ) === 0; + } + } while ( (elem = elem.parentNode) && elem.nodeType === 1 ); + return false; + }; + }), + + // Miscellaneous + "target": function( elem ) { + var hash = window.location && window.location.hash; + return hash && hash.slice( 1 ) === elem.id; + }, + + "root": function( elem ) { + return elem === docElem; + }, + + "focus": function( elem ) { + return elem === document.activeElement && (!document.hasFocus || document.hasFocus()) && !!(elem.type || elem.href || ~elem.tabIndex); + }, + + // Boolean properties + "enabled": createDisabledPseudo( false ), + "disabled": createDisabledPseudo( true ), + + "checked": function( elem ) { + // In CSS3, :checked should return both checked and selected elements + // http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked + var nodeName = elem.nodeName.toLowerCase(); + return (nodeName === "input" && !!elem.checked) || (nodeName === "option" && !!elem.selected); + }, + + "selected": function( elem ) { + // Accessing this property makes selected-by-default + // options in Safari work properly + if ( elem.parentNode ) { + elem.parentNode.selectedIndex; + } + + return elem.selected === true; + }, + + // Contents + "empty": function( elem ) { + // http://www.w3.org/TR/selectors/#empty-pseudo + // :empty is negated by element (1) or content nodes (text: 3; cdata: 4; entity ref: 5), + // but not by others (comment: 8; processing instruction: 7; etc.) + // nodeType < 6 works because attributes (2) do not appear as children + for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) { + if ( elem.nodeType < 6 ) { + return false; + } + } + return true; + }, + + "parent": function( elem ) { + return !Expr.pseudos["empty"]( elem ); + }, + + // Element/input types + "header": function( elem ) { + return rheader.test( elem.nodeName ); + }, + + "input": function( elem ) { + return rinputs.test( elem.nodeName ); + }, + + "button": function( elem ) { + var name = elem.nodeName.toLowerCase(); + return name === "input" && elem.type === "button" || name === "button"; + }, + + "text": function( elem ) { + var attr; + return elem.nodeName.toLowerCase() === "input" && + elem.type === "text" && + + // Support: IE<8 + // New HTML5 attribute values (e.g., "search") appear with elem.type === "text" + ( (attr = elem.getAttribute("type")) == null || attr.toLowerCase() === "text" ); + }, + + // Position-in-collection + "first": createPositionalPseudo(function() { + return [ 0 ]; + }), + + "last": createPositionalPseudo(function( matchIndexes, length ) { + return [ length - 1 ]; + }), + + "eq": createPositionalPseudo(function( matchIndexes, length, argument ) { + return [ argument < 0 ? argument + length : argument ]; + }), + + "even": createPositionalPseudo(function( matchIndexes, length ) { + var i = 0; + for ( ; i < length; i += 2 ) { + matchIndexes.push( i ); + } + return matchIndexes; + }), + + "odd": createPositionalPseudo(function( matchIndexes, length ) { + var i = 1; + for ( ; i < length; i += 2 ) { + matchIndexes.push( i ); + } + return matchIndexes; + }), + + "lt": createPositionalPseudo(function( matchIndexes, length, argument ) { + var i = argument < 0 ? argument + length : argument; + for ( ; --i >= 0; ) { + matchIndexes.push( i ); + } + return matchIndexes; + }), + + "gt": createPositionalPseudo(function( matchIndexes, length, argument ) { + var i = argument < 0 ? argument + length : argument; + for ( ; ++i < length; ) { + matchIndexes.push( i ); + } + return matchIndexes; + }) + } +}; + +Expr.pseudos["nth"] = Expr.pseudos["eq"]; + +// Add button/input type pseudos +for ( i in { radio: true, checkbox: true, file: true, password: true, image: true } ) { + Expr.pseudos[ i ] = createInputPseudo( i ); +} +for ( i in { submit: true, reset: true } ) { + Expr.pseudos[ i ] = createButtonPseudo( i ); +} + +// Easy API for creating new setFilters +function setFilters() {} +setFilters.prototype = Expr.filters = Expr.pseudos; +Expr.setFilters = new setFilters(); + +tokenize = Sizzle.tokenize = function( selector, parseOnly ) { + var matched, match, tokens, type, + soFar, groups, preFilters, + cached = tokenCache[ selector + " " ]; + + if ( cached ) { + return parseOnly ? 0 : cached.slice( 0 ); + } + + soFar = selector; + groups = []; + preFilters = Expr.preFilter; + + while ( soFar ) { + + // Comma and first run + if ( !matched || (match = rcomma.exec( soFar )) ) { + if ( match ) { + // Don't consume trailing commas as valid + soFar = soFar.slice( match[0].length ) || soFar; + } + groups.push( (tokens = []) ); + } + + matched = false; + + // Combinators + if ( (match = rcombinators.exec( soFar )) ) { + matched = match.shift(); + tokens.push({ + value: matched, + // Cast descendant combinators to space + type: match[0].replace( rtrim, " " ) + }); + soFar = soFar.slice( matched.length ); + } + + // Filters + for ( type in Expr.filter ) { + if ( (match = matchExpr[ type ].exec( soFar )) && (!preFilters[ type ] || + (match = preFilters[ type ]( match ))) ) { + matched = match.shift(); + tokens.push({ + value: matched, + type: type, + matches: match + }); + soFar = soFar.slice( matched.length ); + } + } + + if ( !matched ) { + break; + } + } + + // Return the length of the invalid excess + // if we're just parsing + // Otherwise, throw an error or return tokens + return parseOnly ? + soFar.length : + soFar ? + Sizzle.error( selector ) : + // Cache the tokens + tokenCache( selector, groups ).slice( 0 ); +}; + +function toSelector( tokens ) { + var i = 0, + len = tokens.length, + selector = ""; + for ( ; i < len; i++ ) { + selector += tokens[i].value; + } + return selector; +} + +function addCombinator( matcher, combinator, base ) { + var dir = combinator.dir, + skip = combinator.next, + key = skip || dir, + checkNonElements = base && key === "parentNode", + doneName = done++; + + return combinator.first ? + // Check against closest ancestor/preceding element + function( elem, context, xml ) { + while ( (elem = elem[ dir ]) ) { + if ( elem.nodeType === 1 || checkNonElements ) { + return matcher( elem, context, xml ); + } + } + return false; + } : + + // Check against all ancestor/preceding elements + function( elem, context, xml ) { + var oldCache, uniqueCache, outerCache, + newCache = [ dirruns, doneName ]; + + // We can't set arbitrary data on XML nodes, so they don't benefit from combinator caching + if ( xml ) { + while ( (elem = elem[ dir ]) ) { + if ( elem.nodeType === 1 || checkNonElements ) { + if ( matcher( elem, context, xml ) ) { + return true; + } + } + } + } else { + while ( (elem = elem[ dir ]) ) { + if ( elem.nodeType === 1 || checkNonElements ) { + outerCache = elem[ expando ] || (elem[ expando ] = {}); + + // Support: IE <9 only + // Defend against cloned attroperties (jQuery gh-1709) + uniqueCache = outerCache[ elem.uniqueID ] || (outerCache[ elem.uniqueID ] = {}); + + if ( skip && skip === elem.nodeName.toLowerCase() ) { + elem = elem[ dir ] || elem; + } else if ( (oldCache = uniqueCache[ key ]) && + oldCache[ 0 ] === dirruns && oldCache[ 1 ] === doneName ) { + + // Assign to newCache so results back-propagate to previous elements + return (newCache[ 2 ] = oldCache[ 2 ]); + } else { + // Reuse newcache so results back-propagate to previous elements + uniqueCache[ key ] = newCache; + + // A match means we're done; a fail means we have to keep checking + if ( (newCache[ 2 ] = matcher( elem, context, xml )) ) { + return true; + } + } + } + } + } + return false; + }; +} + +function elementMatcher( matchers ) { + return matchers.length > 1 ? + function( elem, context, xml ) { + var i = matchers.length; + while ( i-- ) { + if ( !matchers[i]( elem, context, xml ) ) { + return false; + } + } + return true; + } : + matchers[0]; +} + +function multipleContexts( selector, contexts, results ) { + var i = 0, + len = contexts.length; + for ( ; i < len; i++ ) { + Sizzle( selector, contexts[i], results ); + } + return results; +} + +function condense( unmatched, map, filter, context, xml ) { + var elem, + newUnmatched = [], + i = 0, + len = unmatched.length, + mapped = map != null; + + for ( ; i < len; i++ ) { + if ( (elem = unmatched[i]) ) { + if ( !filter || filter( elem, context, xml ) ) { + newUnmatched.push( elem ); + if ( mapped ) { + map.push( i ); + } + } + } + } + + return newUnmatched; +} + +function setMatcher( preFilter, selector, matcher, postFilter, postFinder, postSelector ) { + if ( postFilter && !postFilter[ expando ] ) { + postFilter = setMatcher( postFilter ); + } + if ( postFinder && !postFinder[ expando ] ) { + postFinder = setMatcher( postFinder, postSelector ); + } + return markFunction(function( seed, results, context, xml ) { + var temp, i, elem, + preMap = [], + postMap = [], + preexisting = results.length, + + // Get initial elements from seed or context + elems = seed || multipleContexts( selector || "*", context.nodeType ? [ context ] : context, [] ), + + // Prefilter to get matcher input, preserving a map for seed-results synchronization + matcherIn = preFilter && ( seed || !selector ) ? + condense( elems, preMap, preFilter, context, xml ) : + elems, + + matcherOut = matcher ? + // If we have a postFinder, or filtered seed, or non-seed postFilter or preexisting results, + postFinder || ( seed ? preFilter : preexisting || postFilter ) ? + + // ...intermediate processing is necessary + [] : + + // ...otherwise use results directly + results : + matcherIn; + + // Find primary matches + if ( matcher ) { + matcher( matcherIn, matcherOut, context, xml ); + } + + // Apply postFilter + if ( postFilter ) { + temp = condense( matcherOut, postMap ); + postFilter( temp, [], context, xml ); + + // Un-match failing elements by moving them back to matcherIn + i = temp.length; + while ( i-- ) { + if ( (elem = temp[i]) ) { + matcherOut[ postMap[i] ] = !(matcherIn[ postMap[i] ] = elem); + } + } + } + + if ( seed ) { + if ( postFinder || preFilter ) { + if ( postFinder ) { + // Get the final matcherOut by condensing this intermediate into postFinder contexts + temp = []; + i = matcherOut.length; + while ( i-- ) { + if ( (elem = matcherOut[i]) ) { + // Restore matcherIn since elem is not yet a final match + temp.push( (matcherIn[i] = elem) ); + } + } + postFinder( null, (matcherOut = []), temp, xml ); + } + + // Move matched elements from seed to results to keep them synchronized + i = matcherOut.length; + while ( i-- ) { + if ( (elem = matcherOut[i]) && + (temp = postFinder ? indexOf( seed, elem ) : preMap[i]) > -1 ) { + + seed[temp] = !(results[temp] = elem); + } + } + } + + // Add elements to results, through postFinder if defined + } else { + matcherOut = condense( + matcherOut === results ? + matcherOut.splice( preexisting, matcherOut.length ) : + matcherOut + ); + if ( postFinder ) { + postFinder( null, results, matcherOut, xml ); + } else { + push.apply( results, matcherOut ); + } + } + }); +} + +function matcherFromTokens( tokens ) { + var checkContext, matcher, j, + len = tokens.length, + leadingRelative = Expr.relative[ tokens[0].type ], + implicitRelative = leadingRelative || Expr.relative[" "], + i = leadingRelative ? 1 : 0, + + // The foundational matcher ensures that elements are reachable from top-level context(s) + matchContext = addCombinator( function( elem ) { + return elem === checkContext; + }, implicitRelative, true ), + matchAnyContext = addCombinator( function( elem ) { + return indexOf( checkContext, elem ) > -1; + }, implicitRelative, true ), + matchers = [ function( elem, context, xml ) { + var ret = ( !leadingRelative && ( xml || context !== outermostContext ) ) || ( + (checkContext = context).nodeType ? + matchContext( elem, context, xml ) : + matchAnyContext( elem, context, xml ) ); + // Avoid hanging onto element (issue #299) + checkContext = null; + return ret; + } ]; + + for ( ; i < len; i++ ) { + if ( (matcher = Expr.relative[ tokens[i].type ]) ) { + matchers = [ addCombinator(elementMatcher( matchers ), matcher) ]; + } else { + matcher = Expr.filter[ tokens[i].type ].apply( null, tokens[i].matches ); + + // Return special upon seeing a positional matcher + if ( matcher[ expando ] ) { + // Find the next relative operator (if any) for proper handling + j = ++i; + for ( ; j < len; j++ ) { + if ( Expr.relative[ tokens[j].type ] ) { + break; + } + } + return setMatcher( + i > 1 && elementMatcher( matchers ), + i > 1 && toSelector( + // If the preceding token was a descendant combinator, insert an implicit any-element `*` + tokens.slice( 0, i - 1 ).concat({ value: tokens[ i - 2 ].type === " " ? "*" : "" }) + ).replace( rtrim, "$1" ), + matcher, + i < j && matcherFromTokens( tokens.slice( i, j ) ), + j < len && matcherFromTokens( (tokens = tokens.slice( j )) ), + j < len && toSelector( tokens ) + ); + } + matchers.push( matcher ); + } + } + + return elementMatcher( matchers ); +} + +function matcherFromGroupMatchers( elementMatchers, setMatchers ) { + var bySet = setMatchers.length > 0, + byElement = elementMatchers.length > 0, + superMatcher = function( seed, context, xml, results, outermost ) { + var elem, j, matcher, + matchedCount = 0, + i = "0", + unmatched = seed && [], + setMatched = [], + contextBackup = outermostContext, + // We must always have either seed elements or outermost context + elems = seed || byElement && Expr.find["TAG"]( "*", outermost ), + // Use integer dirruns iff this is the outermost matcher + dirrunsUnique = (dirruns += contextBackup == null ? 1 : Math.random() || 0.1), + len = elems.length; + + if ( outermost ) { + outermostContext = context === document || context || outermost; + } + + // Add elements passing elementMatchers directly to results + // Support: IE<9, Safari + // Tolerate NodeList properties (IE: "length"; Safari: ) matching elements by id + for ( ; i !== len && (elem = elems[i]) != null; i++ ) { + if ( byElement && elem ) { + j = 0; + if ( !context && elem.ownerDocument !== document ) { + setDocument( elem ); + xml = !documentIsHTML; + } + while ( (matcher = elementMatchers[j++]) ) { + if ( matcher( elem, context || document, xml) ) { + results.push( elem ); + break; + } + } + if ( outermost ) { + dirruns = dirrunsUnique; + } + } + + // Track unmatched elements for set filters + if ( bySet ) { + // They will have gone through all possible matchers + if ( (elem = !matcher && elem) ) { + matchedCount--; + } + + // Lengthen the array for every element, matched or not + if ( seed ) { + unmatched.push( elem ); + } + } + } + + // `i` is now the count of elements visited above, and adding it to `matchedCount` + // makes the latter nonnegative. + matchedCount += i; + + // Apply set filters to unmatched elements + // NOTE: This can be skipped if there are no unmatched elements (i.e., `matchedCount` + // equals `i`), unless we didn't visit _any_ elements in the above loop because we have + // no element matchers and no seed. + // Incrementing an initially-string "0" `i` allows `i` to remain a string only in that + // case, which will result in a "00" `matchedCount` that differs from `i` but is also + // numerically zero. + if ( bySet && i !== matchedCount ) { + j = 0; + while ( (matcher = setMatchers[j++]) ) { + matcher( unmatched, setMatched, context, xml ); + } + + if ( seed ) { + // Reintegrate element matches to eliminate the need for sorting + if ( matchedCount > 0 ) { + while ( i-- ) { + if ( !(unmatched[i] || setMatched[i]) ) { + setMatched[i] = pop.call( results ); + } + } + } + + // Discard index placeholder values to get only actual matches + setMatched = condense( setMatched ); + } + + // Add matches to results + push.apply( results, setMatched ); + + // Seedless set matches succeeding multiple successful matchers stipulate sorting + if ( outermost && !seed && setMatched.length > 0 && + ( matchedCount + setMatchers.length ) > 1 ) { + + Sizzle.uniqueSort( results ); + } + } + + // Override manipulation of globals by nested matchers + if ( outermost ) { + dirruns = dirrunsUnique; + outermostContext = contextBackup; + } + + return unmatched; + }; + + return bySet ? + markFunction( superMatcher ) : + superMatcher; +} + +compile = Sizzle.compile = function( selector, match /* Internal Use Only */ ) { + var i, + setMatchers = [], + elementMatchers = [], + cached = compilerCache[ selector + " " ]; + + if ( !cached ) { + // Generate a function of recursive functions that can be used to check each element + if ( !match ) { + match = tokenize( selector ); + } + i = match.length; + while ( i-- ) { + cached = matcherFromTokens( match[i] ); + if ( cached[ expando ] ) { + setMatchers.push( cached ); + } else { + elementMatchers.push( cached ); + } + } + + // Cache the compiled function + cached = compilerCache( selector, matcherFromGroupMatchers( elementMatchers, setMatchers ) ); + + // Save selector and tokenization + cached.selector = selector; + } + return cached; +}; + +/** + * A low-level selection function that works with Sizzle's compiled + * selector functions + * @param {String|Function} selector A selector or a pre-compiled + * selector function built with Sizzle.compile + * @param {Element} context + * @param {Array} [results] + * @param {Array} [seed] A set of elements to match against + */ +select = Sizzle.select = function( selector, context, results, seed ) { + var i, tokens, token, type, find, + compiled = typeof selector === "function" && selector, + match = !seed && tokenize( (selector = compiled.selector || selector) ); + + results = results || []; + + // Try to minimize operations if there is only one selector in the list and no seed + // (the latter of which guarantees us context) + if ( match.length === 1 ) { + + // Reduce context if the leading compound selector is an ID + tokens = match[0] = match[0].slice( 0 ); + if ( tokens.length > 2 && (token = tokens[0]).type === "ID" && + context.nodeType === 9 && documentIsHTML && Expr.relative[ tokens[1].type ] ) { + + context = ( Expr.find["ID"]( token.matches[0].replace(runescape, funescape), context ) || [] )[0]; + if ( !context ) { + return results; + + // Precompiled matchers will still verify ancestry, so step up a level + } else if ( compiled ) { + context = context.parentNode; + } + + selector = selector.slice( tokens.shift().value.length ); + } + + // Fetch a seed set for right-to-left matching + i = matchExpr["needsContext"].test( selector ) ? 0 : tokens.length; + while ( i-- ) { + token = tokens[i]; + + // Abort if we hit a combinator + if ( Expr.relative[ (type = token.type) ] ) { + break; + } + if ( (find = Expr.find[ type ]) ) { + // Search, expanding context for leading sibling combinators + if ( (seed = find( + token.matches[0].replace( runescape, funescape ), + rsibling.test( tokens[0].type ) && testContext( context.parentNode ) || context + )) ) { + + // If seed is empty or no tokens remain, we can return early + tokens.splice( i, 1 ); + selector = seed.length && toSelector( tokens ); + if ( !selector ) { + push.apply( results, seed ); + return results; + } + + break; + } + } + } + } + + // Compile and execute a filtering function if one is not provided + // Provide `match` to avoid retokenization if we modified the selector above + ( compiled || compile( selector, match ) )( + seed, + context, + !documentIsHTML, + results, + !context || rsibling.test( selector ) && testContext( context.parentNode ) || context + ); + return results; +}; + +// One-time assignments + +// Sort stability +support.sortStable = expando.split("").sort( sortOrder ).join("") === expando; + +// Support: Chrome 14-35+ +// Always assume duplicates if they aren't passed to the comparison function +support.detectDuplicates = !!hasDuplicate; + +// Initialize against the default document +setDocument(); + +// Support: Webkit<537.32 - Safari 6.0.3/Chrome 25 (fixed in Chrome 27) +// Detached nodes confoundingly follow *each other* +support.sortDetached = assert(function( el ) { + // Should return 1, but returns 4 (following) + return el.compareDocumentPosition( document.createElement("fieldset") ) & 1; +}); + +// Support: IE<8 +// Prevent attribute/property "interpolation" +// https://msdn.microsoft.com/en-us/library/ms536429%28VS.85%29.aspx +if ( !assert(function( el ) { + el.innerHTML = ""; + return el.firstChild.getAttribute("href") === "#" ; +}) ) { + addHandle( "type|href|height|width", function( elem, name, isXML ) { + if ( !isXML ) { + return elem.getAttribute( name, name.toLowerCase() === "type" ? 1 : 2 ); + } + }); +} + +// Support: IE<9 +// Use defaultValue in place of getAttribute("value") +if ( !support.attributes || !assert(function( el ) { + el.innerHTML = ""; + el.firstChild.setAttribute( "value", "" ); + return el.firstChild.getAttribute( "value" ) === ""; +}) ) { + addHandle( "value", function( elem, name, isXML ) { + if ( !isXML && elem.nodeName.toLowerCase() === "input" ) { + return elem.defaultValue; + } + }); +} + +// Support: IE<9 +// Use getAttributeNode to fetch booleans when getAttribute lies +if ( !assert(function( el ) { + return el.getAttribute("disabled") == null; +}) ) { + addHandle( booleans, function( elem, name, isXML ) { + var val; + if ( !isXML ) { + return elem[ name ] === true ? name.toLowerCase() : + (val = elem.getAttributeNode( name )) && val.specified ? + val.value : + null; + } + }); +} + +return Sizzle; + +})( window ); + + + +jQuery.find = Sizzle; +jQuery.expr = Sizzle.selectors; + +// Deprecated +jQuery.expr[ ":" ] = jQuery.expr.pseudos; +jQuery.uniqueSort = jQuery.unique = Sizzle.uniqueSort; +jQuery.text = Sizzle.getText; +jQuery.isXMLDoc = Sizzle.isXML; +jQuery.contains = Sizzle.contains; +jQuery.escapeSelector = Sizzle.escape; + + + + +var dir = function( elem, dir, until ) { + var matched = [], + truncate = until !== undefined; + + while ( ( elem = elem[ dir ] ) && elem.nodeType !== 9 ) { + if ( elem.nodeType === 1 ) { + if ( truncate && jQuery( elem ).is( until ) ) { + break; + } + matched.push( elem ); + } + } + return matched; +}; + + +var siblings = function( n, elem ) { + var matched = []; + + for ( ; n; n = n.nextSibling ) { + if ( n.nodeType === 1 && n !== elem ) { + matched.push( n ); + } + } + + return matched; +}; + + +var rneedsContext = jQuery.expr.match.needsContext; + + + +function nodeName( elem, name ) { + + return elem.nodeName && elem.nodeName.toLowerCase() === name.toLowerCase(); + +}; +var rsingleTag = ( /^<([a-z][^\/\0>:\x20\t\r\n\f]*)[\x20\t\r\n\f]*\/?>(?:<\/\1>|)$/i ); + + + +var risSimple = /^.[^:#\[\.,]*$/; + +// Implement the identical functionality for filter and not +function winnow( elements, qualifier, not ) { + if ( jQuery.isFunction( qualifier ) ) { + return jQuery.grep( elements, function( elem, i ) { + return !!qualifier.call( elem, i, elem ) !== not; + } ); + } + + // Single element + if ( qualifier.nodeType ) { + return jQuery.grep( elements, function( elem ) { + return ( elem === qualifier ) !== not; + } ); + } + + // Arraylike of elements (jQuery, arguments, Array) + if ( typeof qualifier !== "string" ) { + return jQuery.grep( elements, function( elem ) { + return ( indexOf.call( qualifier, elem ) > -1 ) !== not; + } ); + } + + // Simple selector that can be filtered directly, removing non-Elements + if ( risSimple.test( qualifier ) ) { + return jQuery.filter( qualifier, elements, not ); + } + + // Complex selector, compare the two sets, removing non-Elements + qualifier = jQuery.filter( qualifier, elements ); + return jQuery.grep( elements, function( elem ) { + return ( indexOf.call( qualifier, elem ) > -1 ) !== not && elem.nodeType === 1; + } ); +} + +jQuery.filter = function( expr, elems, not ) { + var elem = elems[ 0 ]; + + if ( not ) { + expr = ":not(" + expr + ")"; + } + + if ( elems.length === 1 && elem.nodeType === 1 ) { + return jQuery.find.matchesSelector( elem, expr ) ? [ elem ] : []; + } + + return jQuery.find.matches( expr, jQuery.grep( elems, function( elem ) { + return elem.nodeType === 1; + } ) ); +}; + +jQuery.fn.extend( { + find: function( selector ) { + var i, ret, + len = this.length, + self = this; + + if ( typeof selector !== "string" ) { + return this.pushStack( jQuery( selector ).filter( function() { + for ( i = 0; i < len; i++ ) { + if ( jQuery.contains( self[ i ], this ) ) { + return true; + } + } + } ) ); + } + + ret = this.pushStack( [] ); + + for ( i = 0; i < len; i++ ) { + jQuery.find( selector, self[ i ], ret ); + } + + return len > 1 ? jQuery.uniqueSort( ret ) : ret; + }, + filter: function( selector ) { + return this.pushStack( winnow( this, selector || [], false ) ); + }, + not: function( selector ) { + return this.pushStack( winnow( this, selector || [], true ) ); + }, + is: function( selector ) { + return !!winnow( + this, + + // If this is a positional/relative selector, check membership in the returned set + // so $("p:first").is("p:last") won't return true for a doc with two "p". + typeof selector === "string" && rneedsContext.test( selector ) ? + jQuery( selector ) : + selector || [], + false + ).length; + } +} ); + + +// Initialize a jQuery object + + +// A central reference to the root jQuery(document) +var rootjQuery, + + // A simple way to check for HTML strings + // Prioritize #id over to avoid XSS via location.hash (#9521) + // Strict HTML recognition (#11290: must start with <) + // Shortcut simple #id case for speed + rquickExpr = /^(?:\s*(<[\w\W]+>)[^>]*|#([\w-]+))$/, + + init = jQuery.fn.init = function( selector, context, root ) { + var match, elem; + + // HANDLE: $(""), $(null), $(undefined), $(false) + if ( !selector ) { + return this; + } + + // Method init() accepts an alternate rootjQuery + // so migrate can support jQuery.sub (gh-2101) + root = root || rootjQuery; + + // Handle HTML strings + if ( typeof selector === "string" ) { + if ( selector[ 0 ] === "<" && + selector[ selector.length - 1 ] === ">" && + selector.length >= 3 ) { + + // Assume that strings that start and end with <> are HTML and skip the regex check + match = [ null, selector, null ]; + + } else { + match = rquickExpr.exec( selector ); + } + + // Match html or make sure no context is specified for #id + if ( match && ( match[ 1 ] || !context ) ) { + + // HANDLE: $(html) -> $(array) + if ( match[ 1 ] ) { + context = context instanceof jQuery ? context[ 0 ] : context; + + // Option to run scripts is true for back-compat + // Intentionally let the error be thrown if parseHTML is not present + jQuery.merge( this, jQuery.parseHTML( + match[ 1 ], + context && context.nodeType ? context.ownerDocument || context : document, + true + ) ); + + // HANDLE: $(html, props) + if ( rsingleTag.test( match[ 1 ] ) && jQuery.isPlainObject( context ) ) { + for ( match in context ) { + + // Properties of context are called as methods if possible + if ( jQuery.isFunction( this[ match ] ) ) { + this[ match ]( context[ match ] ); + + // ...and otherwise set as attributes + } else { + this.attr( match, context[ match ] ); + } + } + } + + return this; + + // HANDLE: $(#id) + } else { + elem = document.getElementById( match[ 2 ] ); + + if ( elem ) { + + // Inject the element directly into the jQuery object + this[ 0 ] = elem; + this.length = 1; + } + return this; + } + + // HANDLE: $(expr, $(...)) + } else if ( !context || context.jquery ) { + return ( context || root ).find( selector ); + + // HANDLE: $(expr, context) + // (which is just equivalent to: $(context).find(expr) + } else { + return this.constructor( context ).find( selector ); + } + + // HANDLE: $(DOMElement) + } else if ( selector.nodeType ) { + this[ 0 ] = selector; + this.length = 1; + return this; + + // HANDLE: $(function) + // Shortcut for document ready + } else if ( jQuery.isFunction( selector ) ) { + return root.ready !== undefined ? + root.ready( selector ) : + + // Execute immediately if ready is not present + selector( jQuery ); + } + + return jQuery.makeArray( selector, this ); + }; + +// Give the init function the jQuery prototype for later instantiation +init.prototype = jQuery.fn; + +// Initialize central reference +rootjQuery = jQuery( document ); + + +var rparentsprev = /^(?:parents|prev(?:Until|All))/, + + // Methods guaranteed to produce a unique set when starting from a unique set + guaranteedUnique = { + children: true, + contents: true, + next: true, + prev: true + }; + +jQuery.fn.extend( { + has: function( target ) { + var targets = jQuery( target, this ), + l = targets.length; + + return this.filter( function() { + var i = 0; + for ( ; i < l; i++ ) { + if ( jQuery.contains( this, targets[ i ] ) ) { + return true; + } + } + } ); + }, + + closest: function( selectors, context ) { + var cur, + i = 0, + l = this.length, + matched = [], + targets = typeof selectors !== "string" && jQuery( selectors ); + + // Positional selectors never match, since there's no _selection_ context + if ( !rneedsContext.test( selectors ) ) { + for ( ; i < l; i++ ) { + for ( cur = this[ i ]; cur && cur !== context; cur = cur.parentNode ) { + + // Always skip document fragments + if ( cur.nodeType < 11 && ( targets ? + targets.index( cur ) > -1 : + + // Don't pass non-elements to Sizzle + cur.nodeType === 1 && + jQuery.find.matchesSelector( cur, selectors ) ) ) { + + matched.push( cur ); + break; + } + } + } + } + + return this.pushStack( matched.length > 1 ? jQuery.uniqueSort( matched ) : matched ); + }, + + // Determine the position of an element within the set + index: function( elem ) { + + // No argument, return index in parent + if ( !elem ) { + return ( this[ 0 ] && this[ 0 ].parentNode ) ? this.first().prevAll().length : -1; + } + + // Index in selector + if ( typeof elem === "string" ) { + return indexOf.call( jQuery( elem ), this[ 0 ] ); + } + + // Locate the position of the desired element + return indexOf.call( this, + + // If it receives a jQuery object, the first element is used + elem.jquery ? elem[ 0 ] : elem + ); + }, + + add: function( selector, context ) { + return this.pushStack( + jQuery.uniqueSort( + jQuery.merge( this.get(), jQuery( selector, context ) ) + ) + ); + }, + + addBack: function( selector ) { + return this.add( selector == null ? + this.prevObject : this.prevObject.filter( selector ) + ); + } +} ); + +function sibling( cur, dir ) { + while ( ( cur = cur[ dir ] ) && cur.nodeType !== 1 ) {} + return cur; +} + +jQuery.each( { + parent: function( elem ) { + var parent = elem.parentNode; + return parent && parent.nodeType !== 11 ? parent : null; + }, + parents: function( elem ) { + return dir( elem, "parentNode" ); + }, + parentsUntil: function( elem, i, until ) { + return dir( elem, "parentNode", until ); + }, + next: function( elem ) { + return sibling( elem, "nextSibling" ); + }, + prev: function( elem ) { + return sibling( elem, "previousSibling" ); + }, + nextAll: function( elem ) { + return dir( elem, "nextSibling" ); + }, + prevAll: function( elem ) { + return dir( elem, "previousSibling" ); + }, + nextUntil: function( elem, i, until ) { + return dir( elem, "nextSibling", until ); + }, + prevUntil: function( elem, i, until ) { + return dir( elem, "previousSibling", until ); + }, + siblings: function( elem ) { + return siblings( ( elem.parentNode || {} ).firstChild, elem ); + }, + children: function( elem ) { + return siblings( elem.firstChild ); + }, + contents: function( elem ) { + if ( nodeName( elem, "iframe" ) ) { + return elem.contentDocument; + } + + // Support: IE 9 - 11 only, iOS 7 only, Android Browser <=4.3 only + // Treat the template element as a regular one in browsers that + // don't support it. + if ( nodeName( elem, "template" ) ) { + elem = elem.content || elem; + } + + return jQuery.merge( [], elem.childNodes ); + } +}, function( name, fn ) { + jQuery.fn[ name ] = function( until, selector ) { + var matched = jQuery.map( this, fn, until ); + + if ( name.slice( -5 ) !== "Until" ) { + selector = until; + } + + if ( selector && typeof selector === "string" ) { + matched = jQuery.filter( selector, matched ); + } + + if ( this.length > 1 ) { + + // Remove duplicates + if ( !guaranteedUnique[ name ] ) { + jQuery.uniqueSort( matched ); + } + + // Reverse order for parents* and prev-derivatives + if ( rparentsprev.test( name ) ) { + matched.reverse(); + } + } + + return this.pushStack( matched ); + }; +} ); +var rnothtmlwhite = ( /[^\x20\t\r\n\f]+/g ); + + + +// Convert String-formatted options into Object-formatted ones +function createOptions( options ) { + var object = {}; + jQuery.each( options.match( rnothtmlwhite ) || [], function( _, flag ) { + object[ flag ] = true; + } ); + return object; +} + +/* + * Create a callback list using the following parameters: + * + * options: an optional list of space-separated options that will change how + * the callback list behaves or a more traditional option object + * + * By default a callback list will act like an event callback list and can be + * "fired" multiple times. + * + * Possible options: + * + * once: will ensure the callback list can only be fired once (like a Deferred) + * + * memory: will keep track of previous values and will call any callback added + * after the list has been fired right away with the latest "memorized" + * values (like a Deferred) + * + * unique: will ensure a callback can only be added once (no duplicate in the list) + * + * stopOnFalse: interrupt callings when a callback returns false + * + */ +jQuery.Callbacks = function( options ) { + + // Convert options from String-formatted to Object-formatted if needed + // (we check in cache first) + options = typeof options === "string" ? + createOptions( options ) : + jQuery.extend( {}, options ); + + var // Flag to know if list is currently firing + firing, + + // Last fire value for non-forgettable lists + memory, + + // Flag to know if list was already fired + fired, + + // Flag to prevent firing + locked, + + // Actual callback list + list = [], + + // Queue of execution data for repeatable lists + queue = [], + + // Index of currently firing callback (modified by add/remove as needed) + firingIndex = -1, + + // Fire callbacks + fire = function() { + + // Enforce single-firing + locked = locked || options.once; + + // Execute callbacks for all pending executions, + // respecting firingIndex overrides and runtime changes + fired = firing = true; + for ( ; queue.length; firingIndex = -1 ) { + memory = queue.shift(); + while ( ++firingIndex < list.length ) { + + // Run callback and check for early termination + if ( list[ firingIndex ].apply( memory[ 0 ], memory[ 1 ] ) === false && + options.stopOnFalse ) { + + // Jump to end and forget the data so .add doesn't re-fire + firingIndex = list.length; + memory = false; + } + } + } + + // Forget the data if we're done with it + if ( !options.memory ) { + memory = false; + } + + firing = false; + + // Clean up if we're done firing for good + if ( locked ) { + + // Keep an empty list if we have data for future add calls + if ( memory ) { + list = []; + + // Otherwise, this object is spent + } else { + list = ""; + } + } + }, + + // Actual Callbacks object + self = { + + // Add a callback or a collection of callbacks to the list + add: function() { + if ( list ) { + + // If we have memory from a past run, we should fire after adding + if ( memory && !firing ) { + firingIndex = list.length - 1; + queue.push( memory ); + } + + ( function add( args ) { + jQuery.each( args, function( _, arg ) { + if ( jQuery.isFunction( arg ) ) { + if ( !options.unique || !self.has( arg ) ) { + list.push( arg ); + } + } else if ( arg && arg.length && jQuery.type( arg ) !== "string" ) { + + // Inspect recursively + add( arg ); + } + } ); + } )( arguments ); + + if ( memory && !firing ) { + fire(); + } + } + return this; + }, + + // Remove a callback from the list + remove: function() { + jQuery.each( arguments, function( _, arg ) { + var index; + while ( ( index = jQuery.inArray( arg, list, index ) ) > -1 ) { + list.splice( index, 1 ); + + // Handle firing indexes + if ( index <= firingIndex ) { + firingIndex--; + } + } + } ); + return this; + }, + + // Check if a given callback is in the list. + // If no argument is given, return whether or not list has callbacks attached. + has: function( fn ) { + return fn ? + jQuery.inArray( fn, list ) > -1 : + list.length > 0; + }, + + // Remove all callbacks from the list + empty: function() { + if ( list ) { + list = []; + } + return this; + }, + + // Disable .fire and .add + // Abort any current/pending executions + // Clear all callbacks and values + disable: function() { + locked = queue = []; + list = memory = ""; + return this; + }, + disabled: function() { + return !list; + }, + + // Disable .fire + // Also disable .add unless we have memory (since it would have no effect) + // Abort any pending executions + lock: function() { + locked = queue = []; + if ( !memory && !firing ) { + list = memory = ""; + } + return this; + }, + locked: function() { + return !!locked; + }, + + // Call all callbacks with the given context and arguments + fireWith: function( context, args ) { + if ( !locked ) { + args = args || []; + args = [ context, args.slice ? args.slice() : args ]; + queue.push( args ); + if ( !firing ) { + fire(); + } + } + return this; + }, + + // Call all the callbacks with the given arguments + fire: function() { + self.fireWith( this, arguments ); + return this; + }, + + // To know if the callbacks have already been called at least once + fired: function() { + return !!fired; + } + }; + + return self; +}; + + +function Identity( v ) { + return v; +} +function Thrower( ex ) { + throw ex; +} + +function adoptValue( value, resolve, reject, noValue ) { + var method; + + try { + + // Check for promise aspect first to privilege synchronous behavior + if ( value && jQuery.isFunction( ( method = value.promise ) ) ) { + method.call( value ).done( resolve ).fail( reject ); + + // Other thenables + } else if ( value && jQuery.isFunction( ( method = value.then ) ) ) { + method.call( value, resolve, reject ); + + // Other non-thenables + } else { + + // Control `resolve` arguments by letting Array#slice cast boolean `noValue` to integer: + // * false: [ value ].slice( 0 ) => resolve( value ) + // * true: [ value ].slice( 1 ) => resolve() + resolve.apply( undefined, [ value ].slice( noValue ) ); + } + + // For Promises/A+, convert exceptions into rejections + // Since jQuery.when doesn't unwrap thenables, we can skip the extra checks appearing in + // Deferred#then to conditionally suppress rejection. + } catch ( value ) { + + // Support: Android 4.0 only + // Strict mode functions invoked without .call/.apply get global-object context + reject.apply( undefined, [ value ] ); + } +} + +jQuery.extend( { + + Deferred: function( func ) { + var tuples = [ + + // action, add listener, callbacks, + // ... .then handlers, argument index, [final state] + [ "notify", "progress", jQuery.Callbacks( "memory" ), + jQuery.Callbacks( "memory" ), 2 ], + [ "resolve", "done", jQuery.Callbacks( "once memory" ), + jQuery.Callbacks( "once memory" ), 0, "resolved" ], + [ "reject", "fail", jQuery.Callbacks( "once memory" ), + jQuery.Callbacks( "once memory" ), 1, "rejected" ] + ], + state = "pending", + promise = { + state: function() { + return state; + }, + always: function() { + deferred.done( arguments ).fail( arguments ); + return this; + }, + "catch": function( fn ) { + return promise.then( null, fn ); + }, + + // Keep pipe for back-compat + pipe: function( /* fnDone, fnFail, fnProgress */ ) { + var fns = arguments; + + return jQuery.Deferred( function( newDefer ) { + jQuery.each( tuples, function( i, tuple ) { + + // Map tuples (progress, done, fail) to arguments (done, fail, progress) + var fn = jQuery.isFunction( fns[ tuple[ 4 ] ] ) && fns[ tuple[ 4 ] ]; + + // deferred.progress(function() { bind to newDefer or newDefer.notify }) + // deferred.done(function() { bind to newDefer or newDefer.resolve }) + // deferred.fail(function() { bind to newDefer or newDefer.reject }) + deferred[ tuple[ 1 ] ]( function() { + var returned = fn && fn.apply( this, arguments ); + if ( returned && jQuery.isFunction( returned.promise ) ) { + returned.promise() + .progress( newDefer.notify ) + .done( newDefer.resolve ) + .fail( newDefer.reject ); + } else { + newDefer[ tuple[ 0 ] + "With" ]( + this, + fn ? [ returned ] : arguments + ); + } + } ); + } ); + fns = null; + } ).promise(); + }, + then: function( onFulfilled, onRejected, onProgress ) { + var maxDepth = 0; + function resolve( depth, deferred, handler, special ) { + return function() { + var that = this, + args = arguments, + mightThrow = function() { + var returned, then; + + // Support: Promises/A+ section 2.3.3.3.3 + // https://promisesaplus.com/#point-59 + // Ignore double-resolution attempts + if ( depth < maxDepth ) { + return; + } + + returned = handler.apply( that, args ); + + // Support: Promises/A+ section 2.3.1 + // https://promisesaplus.com/#point-48 + if ( returned === deferred.promise() ) { + throw new TypeError( "Thenable self-resolution" ); + } + + // Support: Promises/A+ sections 2.3.3.1, 3.5 + // https://promisesaplus.com/#point-54 + // https://promisesaplus.com/#point-75 + // Retrieve `then` only once + then = returned && + + // Support: Promises/A+ section 2.3.4 + // https://promisesaplus.com/#point-64 + // Only check objects and functions for thenability + ( typeof returned === "object" || + typeof returned === "function" ) && + returned.then; + + // Handle a returned thenable + if ( jQuery.isFunction( then ) ) { + + // Special processors (notify) just wait for resolution + if ( special ) { + then.call( + returned, + resolve( maxDepth, deferred, Identity, special ), + resolve( maxDepth, deferred, Thrower, special ) + ); + + // Normal processors (resolve) also hook into progress + } else { + + // ...and disregard older resolution values + maxDepth++; + + then.call( + returned, + resolve( maxDepth, deferred, Identity, special ), + resolve( maxDepth, deferred, Thrower, special ), + resolve( maxDepth, deferred, Identity, + deferred.notifyWith ) + ); + } + + // Handle all other returned values + } else { + + // Only substitute handlers pass on context + // and multiple values (non-spec behavior) + if ( handler !== Identity ) { + that = undefined; + args = [ returned ]; + } + + // Process the value(s) + // Default process is resolve + ( special || deferred.resolveWith )( that, args ); + } + }, + + // Only normal processors (resolve) catch and reject exceptions + process = special ? + mightThrow : + function() { + try { + mightThrow(); + } catch ( e ) { + + if ( jQuery.Deferred.exceptionHook ) { + jQuery.Deferred.exceptionHook( e, + process.stackTrace ); + } + + // Support: Promises/A+ section 2.3.3.3.4.1 + // https://promisesaplus.com/#point-61 + // Ignore post-resolution exceptions + if ( depth + 1 >= maxDepth ) { + + // Only substitute handlers pass on context + // and multiple values (non-spec behavior) + if ( handler !== Thrower ) { + that = undefined; + args = [ e ]; + } + + deferred.rejectWith( that, args ); + } + } + }; + + // Support: Promises/A+ section 2.3.3.3.1 + // https://promisesaplus.com/#point-57 + // Re-resolve promises immediately to dodge false rejection from + // subsequent errors + if ( depth ) { + process(); + } else { + + // Call an optional hook to record the stack, in case of exception + // since it's otherwise lost when execution goes async + if ( jQuery.Deferred.getStackHook ) { + process.stackTrace = jQuery.Deferred.getStackHook(); + } + window.setTimeout( process ); + } + }; + } + + return jQuery.Deferred( function( newDefer ) { + + // progress_handlers.add( ... ) + tuples[ 0 ][ 3 ].add( + resolve( + 0, + newDefer, + jQuery.isFunction( onProgress ) ? + onProgress : + Identity, + newDefer.notifyWith + ) + ); + + // fulfilled_handlers.add( ... ) + tuples[ 1 ][ 3 ].add( + resolve( + 0, + newDefer, + jQuery.isFunction( onFulfilled ) ? + onFulfilled : + Identity + ) + ); + + // rejected_handlers.add( ... ) + tuples[ 2 ][ 3 ].add( + resolve( + 0, + newDefer, + jQuery.isFunction( onRejected ) ? + onRejected : + Thrower + ) + ); + } ).promise(); + }, + + // Get a promise for this deferred + // If obj is provided, the promise aspect is added to the object + promise: function( obj ) { + return obj != null ? jQuery.extend( obj, promise ) : promise; + } + }, + deferred = {}; + + // Add list-specific methods + jQuery.each( tuples, function( i, tuple ) { + var list = tuple[ 2 ], + stateString = tuple[ 5 ]; + + // promise.progress = list.add + // promise.done = list.add + // promise.fail = list.add + promise[ tuple[ 1 ] ] = list.add; + + // Handle state + if ( stateString ) { + list.add( + function() { + + // state = "resolved" (i.e., fulfilled) + // state = "rejected" + state = stateString; + }, + + // rejected_callbacks.disable + // fulfilled_callbacks.disable + tuples[ 3 - i ][ 2 ].disable, + + // progress_callbacks.lock + tuples[ 0 ][ 2 ].lock + ); + } + + // progress_handlers.fire + // fulfilled_handlers.fire + // rejected_handlers.fire + list.add( tuple[ 3 ].fire ); + + // deferred.notify = function() { deferred.notifyWith(...) } + // deferred.resolve = function() { deferred.resolveWith(...) } + // deferred.reject = function() { deferred.rejectWith(...) } + deferred[ tuple[ 0 ] ] = function() { + deferred[ tuple[ 0 ] + "With" ]( this === deferred ? undefined : this, arguments ); + return this; + }; + + // deferred.notifyWith = list.fireWith + // deferred.resolveWith = list.fireWith + // deferred.rejectWith = list.fireWith + deferred[ tuple[ 0 ] + "With" ] = list.fireWith; + } ); + + // Make the deferred a promise + promise.promise( deferred ); + + // Call given func if any + if ( func ) { + func.call( deferred, deferred ); + } + + // All done! + return deferred; + }, + + // Deferred helper + when: function( singleValue ) { + var + + // count of uncompleted subordinates + remaining = arguments.length, + + // count of unprocessed arguments + i = remaining, + + // subordinate fulfillment data + resolveContexts = Array( i ), + resolveValues = slice.call( arguments ), + + // the master Deferred + master = jQuery.Deferred(), + + // subordinate callback factory + updateFunc = function( i ) { + return function( value ) { + resolveContexts[ i ] = this; + resolveValues[ i ] = arguments.length > 1 ? slice.call( arguments ) : value; + if ( !( --remaining ) ) { + master.resolveWith( resolveContexts, resolveValues ); + } + }; + }; + + // Single- and empty arguments are adopted like Promise.resolve + if ( remaining <= 1 ) { + adoptValue( singleValue, master.done( updateFunc( i ) ).resolve, master.reject, + !remaining ); + + // Use .then() to unwrap secondary thenables (cf. gh-3000) + if ( master.state() === "pending" || + jQuery.isFunction( resolveValues[ i ] && resolveValues[ i ].then ) ) { + + return master.then(); + } + } + + // Multiple arguments are aggregated like Promise.all array elements + while ( i-- ) { + adoptValue( resolveValues[ i ], updateFunc( i ), master.reject ); + } + + return master.promise(); + } +} ); + + +// These usually indicate a programmer mistake during development, +// warn about them ASAP rather than swallowing them by default. +var rerrorNames = /^(Eval|Internal|Range|Reference|Syntax|Type|URI)Error$/; + +jQuery.Deferred.exceptionHook = function( error, stack ) { + + // Support: IE 8 - 9 only + // Console exists when dev tools are open, which can happen at any time + if ( window.console && window.console.warn && error && rerrorNames.test( error.name ) ) { + window.console.warn( "jQuery.Deferred exception: " + error.message, error.stack, stack ); + } +}; + + + + +jQuery.readyException = function( error ) { + window.setTimeout( function() { + throw error; + } ); +}; + + + + +// The deferred used on DOM ready +var readyList = jQuery.Deferred(); + +jQuery.fn.ready = function( fn ) { + + readyList + .then( fn ) + + // Wrap jQuery.readyException in a function so that the lookup + // happens at the time of error handling instead of callback + // registration. + .catch( function( error ) { + jQuery.readyException( error ); + } ); + + return this; +}; + +jQuery.extend( { + + // Is the DOM ready to be used? Set to true once it occurs. + isReady: false, + + // A counter to track how many items to wait for before + // the ready event fires. See #6781 + readyWait: 1, + + // Handle when the DOM is ready + ready: function( wait ) { + + // Abort if there are pending holds or we're already ready + if ( wait === true ? --jQuery.readyWait : jQuery.isReady ) { + return; + } + + // Remember that the DOM is ready + jQuery.isReady = true; + + // If a normal DOM Ready event fired, decrement, and wait if need be + if ( wait !== true && --jQuery.readyWait > 0 ) { + return; + } + + // If there are functions bound, to execute + readyList.resolveWith( document, [ jQuery ] ); + } +} ); + +jQuery.ready.then = readyList.then; + +// The ready event handler and self cleanup method +function completed() { + document.removeEventListener( "DOMContentLoaded", completed ); + window.removeEventListener( "load", completed ); + jQuery.ready(); +} + +// Catch cases where $(document).ready() is called +// after the browser event has already occurred. +// Support: IE <=9 - 10 only +// Older IE sometimes signals "interactive" too soon +if ( document.readyState === "complete" || + ( document.readyState !== "loading" && !document.documentElement.doScroll ) ) { + + // Handle it asynchronously to allow scripts the opportunity to delay ready + window.setTimeout( jQuery.ready ); + +} else { + + // Use the handy event callback + document.addEventListener( "DOMContentLoaded", completed ); + + // A fallback to window.onload, that will always work + window.addEventListener( "load", completed ); +} + + + + +// Multifunctional method to get and set values of a collection +// The value/s can optionally be executed if it's a function +var access = function( elems, fn, key, value, chainable, emptyGet, raw ) { + var i = 0, + len = elems.length, + bulk = key == null; + + // Sets many values + if ( jQuery.type( key ) === "object" ) { + chainable = true; + for ( i in key ) { + access( elems, fn, i, key[ i ], true, emptyGet, raw ); + } + + // Sets one value + } else if ( value !== undefined ) { + chainable = true; + + if ( !jQuery.isFunction( value ) ) { + raw = true; + } + + if ( bulk ) { + + // Bulk operations run against the entire set + if ( raw ) { + fn.call( elems, value ); + fn = null; + + // ...except when executing function values + } else { + bulk = fn; + fn = function( elem, key, value ) { + return bulk.call( jQuery( elem ), value ); + }; + } + } + + if ( fn ) { + for ( ; i < len; i++ ) { + fn( + elems[ i ], key, raw ? + value : + value.call( elems[ i ], i, fn( elems[ i ], key ) ) + ); + } + } + } + + if ( chainable ) { + return elems; + } + + // Gets + if ( bulk ) { + return fn.call( elems ); + } + + return len ? fn( elems[ 0 ], key ) : emptyGet; +}; +var acceptData = function( owner ) { + + // Accepts only: + // - Node + // - Node.ELEMENT_NODE + // - Node.DOCUMENT_NODE + // - Object + // - Any + return owner.nodeType === 1 || owner.nodeType === 9 || !( +owner.nodeType ); +}; + + + + +function Data() { + this.expando = jQuery.expando + Data.uid++; +} + +Data.uid = 1; + +Data.prototype = { + + cache: function( owner ) { + + // Check if the owner object already has a cache + var value = owner[ this.expando ]; + + // If not, create one + if ( !value ) { + value = {}; + + // We can accept data for non-element nodes in modern browsers, + // but we should not, see #8335. + // Always return an empty object. + if ( acceptData( owner ) ) { + + // If it is a node unlikely to be stringify-ed or looped over + // use plain assignment + if ( owner.nodeType ) { + owner[ this.expando ] = value; + + // Otherwise secure it in a non-enumerable property + // configurable must be true to allow the property to be + // deleted when data is removed + } else { + Object.defineProperty( owner, this.expando, { + value: value, + configurable: true + } ); + } + } + } + + return value; + }, + set: function( owner, data, value ) { + var prop, + cache = this.cache( owner ); + + // Handle: [ owner, key, value ] args + // Always use camelCase key (gh-2257) + if ( typeof data === "string" ) { + cache[ jQuery.camelCase( data ) ] = value; + + // Handle: [ owner, { properties } ] args + } else { + + // Copy the properties one-by-one to the cache object + for ( prop in data ) { + cache[ jQuery.camelCase( prop ) ] = data[ prop ]; + } + } + return cache; + }, + get: function( owner, key ) { + return key === undefined ? + this.cache( owner ) : + + // Always use camelCase key (gh-2257) + owner[ this.expando ] && owner[ this.expando ][ jQuery.camelCase( key ) ]; + }, + access: function( owner, key, value ) { + + // In cases where either: + // + // 1. No key was specified + // 2. A string key was specified, but no value provided + // + // Take the "read" path and allow the get method to determine + // which value to return, respectively either: + // + // 1. The entire cache object + // 2. The data stored at the key + // + if ( key === undefined || + ( ( key && typeof key === "string" ) && value === undefined ) ) { + + return this.get( owner, key ); + } + + // When the key is not a string, or both a key and value + // are specified, set or extend (existing objects) with either: + // + // 1. An object of properties + // 2. A key and value + // + this.set( owner, key, value ); + + // Since the "set" path can have two possible entry points + // return the expected data based on which path was taken[*] + return value !== undefined ? value : key; + }, + remove: function( owner, key ) { + var i, + cache = owner[ this.expando ]; + + if ( cache === undefined ) { + return; + } + + if ( key !== undefined ) { + + // Support array or space separated string of keys + if ( Array.isArray( key ) ) { + + // If key is an array of keys... + // We always set camelCase keys, so remove that. + key = key.map( jQuery.camelCase ); + } else { + key = jQuery.camelCase( key ); + + // If a key with the spaces exists, use it. + // Otherwise, create an array by matching non-whitespace + key = key in cache ? + [ key ] : + ( key.match( rnothtmlwhite ) || [] ); + } + + i = key.length; + + while ( i-- ) { + delete cache[ key[ i ] ]; + } + } + + // Remove the expando if there's no more data + if ( key === undefined || jQuery.isEmptyObject( cache ) ) { + + // Support: Chrome <=35 - 45 + // Webkit & Blink performance suffers when deleting properties + // from DOM nodes, so set to undefined instead + // https://bugs.chromium.org/p/chromium/issues/detail?id=378607 (bug restricted) + if ( owner.nodeType ) { + owner[ this.expando ] = undefined; + } else { + delete owner[ this.expando ]; + } + } + }, + hasData: function( owner ) { + var cache = owner[ this.expando ]; + return cache !== undefined && !jQuery.isEmptyObject( cache ); + } +}; +var dataPriv = new Data(); + +var dataUser = new Data(); + + + +// Implementation Summary +// +// 1. Enforce API surface and semantic compatibility with 1.9.x branch +// 2. Improve the module's maintainability by reducing the storage +// paths to a single mechanism. +// 3. Use the same single mechanism to support "private" and "user" data. +// 4. _Never_ expose "private" data to user code (TODO: Drop _data, _removeData) +// 5. Avoid exposing implementation details on user objects (eg. expando properties) +// 6. Provide a clear path for implementation upgrade to WeakMap in 2014 + +var rbrace = /^(?:\{[\w\W]*\}|\[[\w\W]*\])$/, + rmultiDash = /[A-Z]/g; + +function getData( data ) { + if ( data === "true" ) { + return true; + } + + if ( data === "false" ) { + return false; + } + + if ( data === "null" ) { + return null; + } + + // Only convert to a number if it doesn't change the string + if ( data === +data + "" ) { + return +data; + } + + if ( rbrace.test( data ) ) { + return JSON.parse( data ); + } + + return data; +} + +function dataAttr( elem, key, data ) { + var name; + + // If nothing was found internally, try to fetch any + // data from the HTML5 data-* attribute + if ( data === undefined && elem.nodeType === 1 ) { + name = "data-" + key.replace( rmultiDash, "-$&" ).toLowerCase(); + data = elem.getAttribute( name ); + + if ( typeof data === "string" ) { + try { + data = getData( data ); + } catch ( e ) {} + + // Make sure we set the data so it isn't changed later + dataUser.set( elem, key, data ); + } else { + data = undefined; + } + } + return data; +} + +jQuery.extend( { + hasData: function( elem ) { + return dataUser.hasData( elem ) || dataPriv.hasData( elem ); + }, + + data: function( elem, name, data ) { + return dataUser.access( elem, name, data ); + }, + + removeData: function( elem, name ) { + dataUser.remove( elem, name ); + }, + + // TODO: Now that all calls to _data and _removeData have been replaced + // with direct calls to dataPriv methods, these can be deprecated. + _data: function( elem, name, data ) { + return dataPriv.access( elem, name, data ); + }, + + _removeData: function( elem, name ) { + dataPriv.remove( elem, name ); + } +} ); + +jQuery.fn.extend( { + data: function( key, value ) { + var i, name, data, + elem = this[ 0 ], + attrs = elem && elem.attributes; + + // Gets all values + if ( key === undefined ) { + if ( this.length ) { + data = dataUser.get( elem ); + + if ( elem.nodeType === 1 && !dataPriv.get( elem, "hasDataAttrs" ) ) { + i = attrs.length; + while ( i-- ) { + + // Support: IE 11 only + // The attrs elements can be null (#14894) + if ( attrs[ i ] ) { + name = attrs[ i ].name; + if ( name.indexOf( "data-" ) === 0 ) { + name = jQuery.camelCase( name.slice( 5 ) ); + dataAttr( elem, name, data[ name ] ); + } + } + } + dataPriv.set( elem, "hasDataAttrs", true ); + } + } + + return data; + } + + // Sets multiple values + if ( typeof key === "object" ) { + return this.each( function() { + dataUser.set( this, key ); + } ); + } + + return access( this, function( value ) { + var data; + + // The calling jQuery object (element matches) is not empty + // (and therefore has an element appears at this[ 0 ]) and the + // `value` parameter was not undefined. An empty jQuery object + // will result in `undefined` for elem = this[ 0 ] which will + // throw an exception if an attempt to read a data cache is made. + if ( elem && value === undefined ) { + + // Attempt to get data from the cache + // The key will always be camelCased in Data + data = dataUser.get( elem, key ); + if ( data !== undefined ) { + return data; + } + + // Attempt to "discover" the data in + // HTML5 custom data-* attrs + data = dataAttr( elem, key ); + if ( data !== undefined ) { + return data; + } + + // We tried really hard, but the data doesn't exist. + return; + } + + // Set the data... + this.each( function() { + + // We always store the camelCased key + dataUser.set( this, key, value ); + } ); + }, null, value, arguments.length > 1, null, true ); + }, + + removeData: function( key ) { + return this.each( function() { + dataUser.remove( this, key ); + } ); + } +} ); + + +jQuery.extend( { + queue: function( elem, type, data ) { + var queue; + + if ( elem ) { + type = ( type || "fx" ) + "queue"; + queue = dataPriv.get( elem, type ); + + // Speed up dequeue by getting out quickly if this is just a lookup + if ( data ) { + if ( !queue || Array.isArray( data ) ) { + queue = dataPriv.access( elem, type, jQuery.makeArray( data ) ); + } else { + queue.push( data ); + } + } + return queue || []; + } + }, + + dequeue: function( elem, type ) { + type = type || "fx"; + + var queue = jQuery.queue( elem, type ), + startLength = queue.length, + fn = queue.shift(), + hooks = jQuery._queueHooks( elem, type ), + next = function() { + jQuery.dequeue( elem, type ); + }; + + // If the fx queue is dequeued, always remove the progress sentinel + if ( fn === "inprogress" ) { + fn = queue.shift(); + startLength--; + } + + if ( fn ) { + + // Add a progress sentinel to prevent the fx queue from being + // automatically dequeued + if ( type === "fx" ) { + queue.unshift( "inprogress" ); + } + + // Clear up the last queue stop function + delete hooks.stop; + fn.call( elem, next, hooks ); + } + + if ( !startLength && hooks ) { + hooks.empty.fire(); + } + }, + + // Not public - generate a queueHooks object, or return the current one + _queueHooks: function( elem, type ) { + var key = type + "queueHooks"; + return dataPriv.get( elem, key ) || dataPriv.access( elem, key, { + empty: jQuery.Callbacks( "once memory" ).add( function() { + dataPriv.remove( elem, [ type + "queue", key ] ); + } ) + } ); + } +} ); + +jQuery.fn.extend( { + queue: function( type, data ) { + var setter = 2; + + if ( typeof type !== "string" ) { + data = type; + type = "fx"; + setter--; + } + + if ( arguments.length < setter ) { + return jQuery.queue( this[ 0 ], type ); + } + + return data === undefined ? + this : + this.each( function() { + var queue = jQuery.queue( this, type, data ); + + // Ensure a hooks for this queue + jQuery._queueHooks( this, type ); + + if ( type === "fx" && queue[ 0 ] !== "inprogress" ) { + jQuery.dequeue( this, type ); + } + } ); + }, + dequeue: function( type ) { + return this.each( function() { + jQuery.dequeue( this, type ); + } ); + }, + clearQueue: function( type ) { + return this.queue( type || "fx", [] ); + }, + + // Get a promise resolved when queues of a certain type + // are emptied (fx is the type by default) + promise: function( type, obj ) { + var tmp, + count = 1, + defer = jQuery.Deferred(), + elements = this, + i = this.length, + resolve = function() { + if ( !( --count ) ) { + defer.resolveWith( elements, [ elements ] ); + } + }; + + if ( typeof type !== "string" ) { + obj = type; + type = undefined; + } + type = type || "fx"; + + while ( i-- ) { + tmp = dataPriv.get( elements[ i ], type + "queueHooks" ); + if ( tmp && tmp.empty ) { + count++; + tmp.empty.add( resolve ); + } + } + resolve(); + return defer.promise( obj ); + } +} ); +var pnum = ( /[+-]?(?:\d*\.|)\d+(?:[eE][+-]?\d+|)/ ).source; + +var rcssNum = new RegExp( "^(?:([+-])=|)(" + pnum + ")([a-z%]*)$", "i" ); + + +var cssExpand = [ "Top", "Right", "Bottom", "Left" ]; + +var isHiddenWithinTree = function( elem, el ) { + + // isHiddenWithinTree might be called from jQuery#filter function; + // in that case, element will be second argument + elem = el || elem; + + // Inline style trumps all + return elem.style.display === "none" || + elem.style.display === "" && + + // Otherwise, check computed style + // Support: Firefox <=43 - 45 + // Disconnected elements can have computed display: none, so first confirm that elem is + // in the document. + jQuery.contains( elem.ownerDocument, elem ) && + + jQuery.css( elem, "display" ) === "none"; + }; + +var swap = function( elem, options, callback, args ) { + var ret, name, + old = {}; + + // Remember the old values, and insert the new ones + for ( name in options ) { + old[ name ] = elem.style[ name ]; + elem.style[ name ] = options[ name ]; + } + + ret = callback.apply( elem, args || [] ); + + // Revert the old values + for ( name in options ) { + elem.style[ name ] = old[ name ]; + } + + return ret; +}; + + + + +function adjustCSS( elem, prop, valueParts, tween ) { + var adjusted, + scale = 1, + maxIterations = 20, + currentValue = tween ? + function() { + return tween.cur(); + } : + function() { + return jQuery.css( elem, prop, "" ); + }, + initial = currentValue(), + unit = valueParts && valueParts[ 3 ] || ( jQuery.cssNumber[ prop ] ? "" : "px" ), + + // Starting value computation is required for potential unit mismatches + initialInUnit = ( jQuery.cssNumber[ prop ] || unit !== "px" && +initial ) && + rcssNum.exec( jQuery.css( elem, prop ) ); + + if ( initialInUnit && initialInUnit[ 3 ] !== unit ) { + + // Trust units reported by jQuery.css + unit = unit || initialInUnit[ 3 ]; + + // Make sure we update the tween properties later on + valueParts = valueParts || []; + + // Iteratively approximate from a nonzero starting point + initialInUnit = +initial || 1; + + do { + + // If previous iteration zeroed out, double until we get *something*. + // Use string for doubling so we don't accidentally see scale as unchanged below + scale = scale || ".5"; + + // Adjust and apply + initialInUnit = initialInUnit / scale; + jQuery.style( elem, prop, initialInUnit + unit ); + + // Update scale, tolerating zero or NaN from tween.cur() + // Break the loop if scale is unchanged or perfect, or if we've just had enough. + } while ( + scale !== ( scale = currentValue() / initial ) && scale !== 1 && --maxIterations + ); + } + + if ( valueParts ) { + initialInUnit = +initialInUnit || +initial || 0; + + // Apply relative offset (+=/-=) if specified + adjusted = valueParts[ 1 ] ? + initialInUnit + ( valueParts[ 1 ] + 1 ) * valueParts[ 2 ] : + +valueParts[ 2 ]; + if ( tween ) { + tween.unit = unit; + tween.start = initialInUnit; + tween.end = adjusted; + } + } + return adjusted; +} + + +var defaultDisplayMap = {}; + +function getDefaultDisplay( elem ) { + var temp, + doc = elem.ownerDocument, + nodeName = elem.nodeName, + display = defaultDisplayMap[ nodeName ]; + + if ( display ) { + return display; + } + + temp = doc.body.appendChild( doc.createElement( nodeName ) ); + display = jQuery.css( temp, "display" ); + + temp.parentNode.removeChild( temp ); + + if ( display === "none" ) { + display = "block"; + } + defaultDisplayMap[ nodeName ] = display; + + return display; +} + +function showHide( elements, show ) { + var display, elem, + values = [], + index = 0, + length = elements.length; + + // Determine new display value for elements that need to change + for ( ; index < length; index++ ) { + elem = elements[ index ]; + if ( !elem.style ) { + continue; + } + + display = elem.style.display; + if ( show ) { + + // Since we force visibility upon cascade-hidden elements, an immediate (and slow) + // check is required in this first loop unless we have a nonempty display value (either + // inline or about-to-be-restored) + if ( display === "none" ) { + values[ index ] = dataPriv.get( elem, "display" ) || null; + if ( !values[ index ] ) { + elem.style.display = ""; + } + } + if ( elem.style.display === "" && isHiddenWithinTree( elem ) ) { + values[ index ] = getDefaultDisplay( elem ); + } + } else { + if ( display !== "none" ) { + values[ index ] = "none"; + + // Remember what we're overwriting + dataPriv.set( elem, "display", display ); + } + } + } + + // Set the display of the elements in a second loop to avoid constant reflow + for ( index = 0; index < length; index++ ) { + if ( values[ index ] != null ) { + elements[ index ].style.display = values[ index ]; + } + } + + return elements; +} + +jQuery.fn.extend( { + show: function() { + return showHide( this, true ); + }, + hide: function() { + return showHide( this ); + }, + toggle: function( state ) { + if ( typeof state === "boolean" ) { + return state ? this.show() : this.hide(); + } + + return this.each( function() { + if ( isHiddenWithinTree( this ) ) { + jQuery( this ).show(); + } else { + jQuery( this ).hide(); + } + } ); + } +} ); +var rcheckableType = ( /^(?:checkbox|radio)$/i ); + +var rtagName = ( /<([a-z][^\/\0>\x20\t\r\n\f]+)/i ); + +var rscriptType = ( /^$|\/(?:java|ecma)script/i ); + + + +// We have to close these tags to support XHTML (#13200) +var wrapMap = { + + // Support: IE <=9 only + option: [ 1, "" ], + + // XHTML parsers do not magically insert elements in the + // same way that tag soup parsers do. So we cannot shorten + // this by omitting or other required elements. + thead: [ 1, "", "
" ], + col: [ 2, "", "
" ], + tr: [ 2, "", "
" ], + td: [ 3, "", "
" ], + + _default: [ 0, "", "" ] +}; + +// Support: IE <=9 only +wrapMap.optgroup = wrapMap.option; + +wrapMap.tbody = wrapMap.tfoot = wrapMap.colgroup = wrapMap.caption = wrapMap.thead; +wrapMap.th = wrapMap.td; + + +function getAll( context, tag ) { + + // Support: IE <=9 - 11 only + // Use typeof to avoid zero-argument method invocation on host objects (#15151) + var ret; + + if ( typeof context.getElementsByTagName !== "undefined" ) { + ret = context.getElementsByTagName( tag || "*" ); + + } else if ( typeof context.querySelectorAll !== "undefined" ) { + ret = context.querySelectorAll( tag || "*" ); + + } else { + ret = []; + } + + if ( tag === undefined || tag && nodeName( context, tag ) ) { + return jQuery.merge( [ context ], ret ); + } + + return ret; +} + + +// Mark scripts as having already been evaluated +function setGlobalEval( elems, refElements ) { + var i = 0, + l = elems.length; + + for ( ; i < l; i++ ) { + dataPriv.set( + elems[ i ], + "globalEval", + !refElements || dataPriv.get( refElements[ i ], "globalEval" ) + ); + } +} + + +var rhtml = /<|&#?\w+;/; + +function buildFragment( elems, context, scripts, selection, ignored ) { + var elem, tmp, tag, wrap, contains, j, + fragment = context.createDocumentFragment(), + nodes = [], + i = 0, + l = elems.length; + + for ( ; i < l; i++ ) { + elem = elems[ i ]; + + if ( elem || elem === 0 ) { + + // Add nodes directly + if ( jQuery.type( elem ) === "object" ) { + + // Support: Android <=4.0 only, PhantomJS 1 only + // push.apply(_, arraylike) throws on ancient WebKit + jQuery.merge( nodes, elem.nodeType ? [ elem ] : elem ); + + // Convert non-html into a text node + } else if ( !rhtml.test( elem ) ) { + nodes.push( context.createTextNode( elem ) ); + + // Convert html into DOM nodes + } else { + tmp = tmp || fragment.appendChild( context.createElement( "div" ) ); + + // Deserialize a standard representation + tag = ( rtagName.exec( elem ) || [ "", "" ] )[ 1 ].toLowerCase(); + wrap = wrapMap[ tag ] || wrapMap._default; + tmp.innerHTML = wrap[ 1 ] + jQuery.htmlPrefilter( elem ) + wrap[ 2 ]; + + // Descend through wrappers to the right content + j = wrap[ 0 ]; + while ( j-- ) { + tmp = tmp.lastChild; + } + + // Support: Android <=4.0 only, PhantomJS 1 only + // push.apply(_, arraylike) throws on ancient WebKit + jQuery.merge( nodes, tmp.childNodes ); + + // Remember the top-level container + tmp = fragment.firstChild; + + // Ensure the created nodes are orphaned (#12392) + tmp.textContent = ""; + } + } + } + + // Remove wrapper from fragment + fragment.textContent = ""; + + i = 0; + while ( ( elem = nodes[ i++ ] ) ) { + + // Skip elements already in the context collection (trac-4087) + if ( selection && jQuery.inArray( elem, selection ) > -1 ) { + if ( ignored ) { + ignored.push( elem ); + } + continue; + } + + contains = jQuery.contains( elem.ownerDocument, elem ); + + // Append to fragment + tmp = getAll( fragment.appendChild( elem ), "script" ); + + // Preserve script evaluation history + if ( contains ) { + setGlobalEval( tmp ); + } + + // Capture executables + if ( scripts ) { + j = 0; + while ( ( elem = tmp[ j++ ] ) ) { + if ( rscriptType.test( elem.type || "" ) ) { + scripts.push( elem ); + } + } + } + } + + return fragment; +} + + +( function() { + var fragment = document.createDocumentFragment(), + div = fragment.appendChild( document.createElement( "div" ) ), + input = document.createElement( "input" ); + + // Support: Android 4.0 - 4.3 only + // Check state lost if the name is set (#11217) + // Support: Windows Web Apps (WWA) + // `name` and `type` must use .setAttribute for WWA (#14901) + input.setAttribute( "type", "radio" ); + input.setAttribute( "checked", "checked" ); + input.setAttribute( "name", "t" ); + + div.appendChild( input ); + + // Support: Android <=4.1 only + // Older WebKit doesn't clone checked state correctly in fragments + support.checkClone = div.cloneNode( true ).cloneNode( true ).lastChild.checked; + + // Support: IE <=11 only + // Make sure textarea (and checkbox) defaultValue is properly cloned + div.innerHTML = ""; + support.noCloneChecked = !!div.cloneNode( true ).lastChild.defaultValue; +} )(); +var documentElement = document.documentElement; + + + +var + rkeyEvent = /^key/, + rmouseEvent = /^(?:mouse|pointer|contextmenu|drag|drop)|click/, + rtypenamespace = /^([^.]*)(?:\.(.+)|)/; + +function returnTrue() { + return true; +} + +function returnFalse() { + return false; +} + +// Support: IE <=9 only +// See #13393 for more info +function safeActiveElement() { + try { + return document.activeElement; + } catch ( err ) { } +} + +function on( elem, types, selector, data, fn, one ) { + var origFn, type; + + // Types can be a map of types/handlers + if ( typeof types === "object" ) { + + // ( types-Object, selector, data ) + if ( typeof selector !== "string" ) { + + // ( types-Object, data ) + data = data || selector; + selector = undefined; + } + for ( type in types ) { + on( elem, type, selector, data, types[ type ], one ); + } + return elem; + } + + if ( data == null && fn == null ) { + + // ( types, fn ) + fn = selector; + data = selector = undefined; + } else if ( fn == null ) { + if ( typeof selector === "string" ) { + + // ( types, selector, fn ) + fn = data; + data = undefined; + } else { + + // ( types, data, fn ) + fn = data; + data = selector; + selector = undefined; + } + } + if ( fn === false ) { + fn = returnFalse; + } else if ( !fn ) { + return elem; + } + + if ( one === 1 ) { + origFn = fn; + fn = function( event ) { + + // Can use an empty set, since event contains the info + jQuery().off( event ); + return origFn.apply( this, arguments ); + }; + + // Use same guid so caller can remove using origFn + fn.guid = origFn.guid || ( origFn.guid = jQuery.guid++ ); + } + return elem.each( function() { + jQuery.event.add( this, types, fn, data, selector ); + } ); +} + +/* + * Helper functions for managing events -- not part of the public interface. + * Props to Dean Edwards' addEvent library for many of the ideas. + */ +jQuery.event = { + + global: {}, + + add: function( elem, types, handler, data, selector ) { + + var handleObjIn, eventHandle, tmp, + events, t, handleObj, + special, handlers, type, namespaces, origType, + elemData = dataPriv.get( elem ); + + // Don't attach events to noData or text/comment nodes (but allow plain objects) + if ( !elemData ) { + return; + } + + // Caller can pass in an object of custom data in lieu of the handler + if ( handler.handler ) { + handleObjIn = handler; + handler = handleObjIn.handler; + selector = handleObjIn.selector; + } + + // Ensure that invalid selectors throw exceptions at attach time + // Evaluate against documentElement in case elem is a non-element node (e.g., document) + if ( selector ) { + jQuery.find.matchesSelector( documentElement, selector ); + } + + // Make sure that the handler has a unique ID, used to find/remove it later + if ( !handler.guid ) { + handler.guid = jQuery.guid++; + } + + // Init the element's event structure and main handler, if this is the first + if ( !( events = elemData.events ) ) { + events = elemData.events = {}; + } + if ( !( eventHandle = elemData.handle ) ) { + eventHandle = elemData.handle = function( e ) { + + // Discard the second event of a jQuery.event.trigger() and + // when an event is called after a page has unloaded + return typeof jQuery !== "undefined" && jQuery.event.triggered !== e.type ? + jQuery.event.dispatch.apply( elem, arguments ) : undefined; + }; + } + + // Handle multiple events separated by a space + types = ( types || "" ).match( rnothtmlwhite ) || [ "" ]; + t = types.length; + while ( t-- ) { + tmp = rtypenamespace.exec( types[ t ] ) || []; + type = origType = tmp[ 1 ]; + namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort(); + + // There *must* be a type, no attaching namespace-only handlers + if ( !type ) { + continue; + } + + // If event changes its type, use the special event handlers for the changed type + special = jQuery.event.special[ type ] || {}; + + // If selector defined, determine special event api type, otherwise given type + type = ( selector ? special.delegateType : special.bindType ) || type; + + // Update special based on newly reset type + special = jQuery.event.special[ type ] || {}; + + // handleObj is passed to all event handlers + handleObj = jQuery.extend( { + type: type, + origType: origType, + data: data, + handler: handler, + guid: handler.guid, + selector: selector, + needsContext: selector && jQuery.expr.match.needsContext.test( selector ), + namespace: namespaces.join( "." ) + }, handleObjIn ); + + // Init the event handler queue if we're the first + if ( !( handlers = events[ type ] ) ) { + handlers = events[ type ] = []; + handlers.delegateCount = 0; + + // Only use addEventListener if the special events handler returns false + if ( !special.setup || + special.setup.call( elem, data, namespaces, eventHandle ) === false ) { + + if ( elem.addEventListener ) { + elem.addEventListener( type, eventHandle ); + } + } + } + + if ( special.add ) { + special.add.call( elem, handleObj ); + + if ( !handleObj.handler.guid ) { + handleObj.handler.guid = handler.guid; + } + } + + // Add to the element's handler list, delegates in front + if ( selector ) { + handlers.splice( handlers.delegateCount++, 0, handleObj ); + } else { + handlers.push( handleObj ); + } + + // Keep track of which events have ever been used, for event optimization + jQuery.event.global[ type ] = true; + } + + }, + + // Detach an event or set of events from an element + remove: function( elem, types, handler, selector, mappedTypes ) { + + var j, origCount, tmp, + events, t, handleObj, + special, handlers, type, namespaces, origType, + elemData = dataPriv.hasData( elem ) && dataPriv.get( elem ); + + if ( !elemData || !( events = elemData.events ) ) { + return; + } + + // Once for each type.namespace in types; type may be omitted + types = ( types || "" ).match( rnothtmlwhite ) || [ "" ]; + t = types.length; + while ( t-- ) { + tmp = rtypenamespace.exec( types[ t ] ) || []; + type = origType = tmp[ 1 ]; + namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort(); + + // Unbind all events (on this namespace, if provided) for the element + if ( !type ) { + for ( type in events ) { + jQuery.event.remove( elem, type + types[ t ], handler, selector, true ); + } + continue; + } + + special = jQuery.event.special[ type ] || {}; + type = ( selector ? special.delegateType : special.bindType ) || type; + handlers = events[ type ] || []; + tmp = tmp[ 2 ] && + new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" ); + + // Remove matching events + origCount = j = handlers.length; + while ( j-- ) { + handleObj = handlers[ j ]; + + if ( ( mappedTypes || origType === handleObj.origType ) && + ( !handler || handler.guid === handleObj.guid ) && + ( !tmp || tmp.test( handleObj.namespace ) ) && + ( !selector || selector === handleObj.selector || + selector === "**" && handleObj.selector ) ) { + handlers.splice( j, 1 ); + + if ( handleObj.selector ) { + handlers.delegateCount--; + } + if ( special.remove ) { + special.remove.call( elem, handleObj ); + } + } + } + + // Remove generic event handler if we removed something and no more handlers exist + // (avoids potential for endless recursion during removal of special event handlers) + if ( origCount && !handlers.length ) { + if ( !special.teardown || + special.teardown.call( elem, namespaces, elemData.handle ) === false ) { + + jQuery.removeEvent( elem, type, elemData.handle ); + } + + delete events[ type ]; + } + } + + // Remove data and the expando if it's no longer used + if ( jQuery.isEmptyObject( events ) ) { + dataPriv.remove( elem, "handle events" ); + } + }, + + dispatch: function( nativeEvent ) { + + // Make a writable jQuery.Event from the native event object + var event = jQuery.event.fix( nativeEvent ); + + var i, j, ret, matched, handleObj, handlerQueue, + args = new Array( arguments.length ), + handlers = ( dataPriv.get( this, "events" ) || {} )[ event.type ] || [], + special = jQuery.event.special[ event.type ] || {}; + + // Use the fix-ed jQuery.Event rather than the (read-only) native event + args[ 0 ] = event; + + for ( i = 1; i < arguments.length; i++ ) { + args[ i ] = arguments[ i ]; + } + + event.delegateTarget = this; + + // Call the preDispatch hook for the mapped type, and let it bail if desired + if ( special.preDispatch && special.preDispatch.call( this, event ) === false ) { + return; + } + + // Determine handlers + handlerQueue = jQuery.event.handlers.call( this, event, handlers ); + + // Run delegates first; they may want to stop propagation beneath us + i = 0; + while ( ( matched = handlerQueue[ i++ ] ) && !event.isPropagationStopped() ) { + event.currentTarget = matched.elem; + + j = 0; + while ( ( handleObj = matched.handlers[ j++ ] ) && + !event.isImmediatePropagationStopped() ) { + + // Triggered event must either 1) have no namespace, or 2) have namespace(s) + // a subset or equal to those in the bound event (both can have no namespace). + if ( !event.rnamespace || event.rnamespace.test( handleObj.namespace ) ) { + + event.handleObj = handleObj; + event.data = handleObj.data; + + ret = ( ( jQuery.event.special[ handleObj.origType ] || {} ).handle || + handleObj.handler ).apply( matched.elem, args ); + + if ( ret !== undefined ) { + if ( ( event.result = ret ) === false ) { + event.preventDefault(); + event.stopPropagation(); + } + } + } + } + } + + // Call the postDispatch hook for the mapped type + if ( special.postDispatch ) { + special.postDispatch.call( this, event ); + } + + return event.result; + }, + + handlers: function( event, handlers ) { + var i, handleObj, sel, matchedHandlers, matchedSelectors, + handlerQueue = [], + delegateCount = handlers.delegateCount, + cur = event.target; + + // Find delegate handlers + if ( delegateCount && + + // Support: IE <=9 + // Black-hole SVG instance trees (trac-13180) + cur.nodeType && + + // Support: Firefox <=42 + // Suppress spec-violating clicks indicating a non-primary pointer button (trac-3861) + // https://www.w3.org/TR/DOM-Level-3-Events/#event-type-click + // Support: IE 11 only + // ...but not arrow key "clicks" of radio inputs, which can have `button` -1 (gh-2343) + !( event.type === "click" && event.button >= 1 ) ) { + + for ( ; cur !== this; cur = cur.parentNode || this ) { + + // Don't check non-elements (#13208) + // Don't process clicks on disabled elements (#6911, #8165, #11382, #11764) + if ( cur.nodeType === 1 && !( event.type === "click" && cur.disabled === true ) ) { + matchedHandlers = []; + matchedSelectors = {}; + for ( i = 0; i < delegateCount; i++ ) { + handleObj = handlers[ i ]; + + // Don't conflict with Object.prototype properties (#13203) + sel = handleObj.selector + " "; + + if ( matchedSelectors[ sel ] === undefined ) { + matchedSelectors[ sel ] = handleObj.needsContext ? + jQuery( sel, this ).index( cur ) > -1 : + jQuery.find( sel, this, null, [ cur ] ).length; + } + if ( matchedSelectors[ sel ] ) { + matchedHandlers.push( handleObj ); + } + } + if ( matchedHandlers.length ) { + handlerQueue.push( { elem: cur, handlers: matchedHandlers } ); + } + } + } + } + + // Add the remaining (directly-bound) handlers + cur = this; + if ( delegateCount < handlers.length ) { + handlerQueue.push( { elem: cur, handlers: handlers.slice( delegateCount ) } ); + } + + return handlerQueue; + }, + + addProp: function( name, hook ) { + Object.defineProperty( jQuery.Event.prototype, name, { + enumerable: true, + configurable: true, + + get: jQuery.isFunction( hook ) ? + function() { + if ( this.originalEvent ) { + return hook( this.originalEvent ); + } + } : + function() { + if ( this.originalEvent ) { + return this.originalEvent[ name ]; + } + }, + + set: function( value ) { + Object.defineProperty( this, name, { + enumerable: true, + configurable: true, + writable: true, + value: value + } ); + } + } ); + }, + + fix: function( originalEvent ) { + return originalEvent[ jQuery.expando ] ? + originalEvent : + new jQuery.Event( originalEvent ); + }, + + special: { + load: { + + // Prevent triggered image.load events from bubbling to window.load + noBubble: true + }, + focus: { + + // Fire native event if possible so blur/focus sequence is correct + trigger: function() { + if ( this !== safeActiveElement() && this.focus ) { + this.focus(); + return false; + } + }, + delegateType: "focusin" + }, + blur: { + trigger: function() { + if ( this === safeActiveElement() && this.blur ) { + this.blur(); + return false; + } + }, + delegateType: "focusout" + }, + click: { + + // For checkbox, fire native event so checked state will be right + trigger: function() { + if ( this.type === "checkbox" && this.click && nodeName( this, "input" ) ) { + this.click(); + return false; + } + }, + + // For cross-browser consistency, don't fire native .click() on links + _default: function( event ) { + return nodeName( event.target, "a" ); + } + }, + + beforeunload: { + postDispatch: function( event ) { + + // Support: Firefox 20+ + // Firefox doesn't alert if the returnValue field is not set. + if ( event.result !== undefined && event.originalEvent ) { + event.originalEvent.returnValue = event.result; + } + } + } + } +}; + +jQuery.removeEvent = function( elem, type, handle ) { + + // This "if" is needed for plain objects + if ( elem.removeEventListener ) { + elem.removeEventListener( type, handle ); + } +}; + +jQuery.Event = function( src, props ) { + + // Allow instantiation without the 'new' keyword + if ( !( this instanceof jQuery.Event ) ) { + return new jQuery.Event( src, props ); + } + + // Event object + if ( src && src.type ) { + this.originalEvent = src; + this.type = src.type; + + // Events bubbling up the document may have been marked as prevented + // by a handler lower down the tree; reflect the correct value. + this.isDefaultPrevented = src.defaultPrevented || + src.defaultPrevented === undefined && + + // Support: Android <=2.3 only + src.returnValue === false ? + returnTrue : + returnFalse; + + // Create target properties + // Support: Safari <=6 - 7 only + // Target should not be a text node (#504, #13143) + this.target = ( src.target && src.target.nodeType === 3 ) ? + src.target.parentNode : + src.target; + + this.currentTarget = src.currentTarget; + this.relatedTarget = src.relatedTarget; + + // Event type + } else { + this.type = src; + } + + // Put explicitly provided properties onto the event object + if ( props ) { + jQuery.extend( this, props ); + } + + // Create a timestamp if incoming event doesn't have one + this.timeStamp = src && src.timeStamp || jQuery.now(); + + // Mark it as fixed + this[ jQuery.expando ] = true; +}; + +// jQuery.Event is based on DOM3 Events as specified by the ECMAScript Language Binding +// https://www.w3.org/TR/2003/WD-DOM-Level-3-Events-20030331/ecma-script-binding.html +jQuery.Event.prototype = { + constructor: jQuery.Event, + isDefaultPrevented: returnFalse, + isPropagationStopped: returnFalse, + isImmediatePropagationStopped: returnFalse, + isSimulated: false, + + preventDefault: function() { + var e = this.originalEvent; + + this.isDefaultPrevented = returnTrue; + + if ( e && !this.isSimulated ) { + e.preventDefault(); + } + }, + stopPropagation: function() { + var e = this.originalEvent; + + this.isPropagationStopped = returnTrue; + + if ( e && !this.isSimulated ) { + e.stopPropagation(); + } + }, + stopImmediatePropagation: function() { + var e = this.originalEvent; + + this.isImmediatePropagationStopped = returnTrue; + + if ( e && !this.isSimulated ) { + e.stopImmediatePropagation(); + } + + this.stopPropagation(); + } +}; + +// Includes all common event props including KeyEvent and MouseEvent specific props +jQuery.each( { + altKey: true, + bubbles: true, + cancelable: true, + changedTouches: true, + ctrlKey: true, + detail: true, + eventPhase: true, + metaKey: true, + pageX: true, + pageY: true, + shiftKey: true, + view: true, + "char": true, + charCode: true, + key: true, + keyCode: true, + button: true, + buttons: true, + clientX: true, + clientY: true, + offsetX: true, + offsetY: true, + pointerId: true, + pointerType: true, + screenX: true, + screenY: true, + targetTouches: true, + toElement: true, + touches: true, + + which: function( event ) { + var button = event.button; + + // Add which for key events + if ( event.which == null && rkeyEvent.test( event.type ) ) { + return event.charCode != null ? event.charCode : event.keyCode; + } + + // Add which for click: 1 === left; 2 === middle; 3 === right + if ( !event.which && button !== undefined && rmouseEvent.test( event.type ) ) { + if ( button & 1 ) { + return 1; + } + + if ( button & 2 ) { + return 3; + } + + if ( button & 4 ) { + return 2; + } + + return 0; + } + + return event.which; + } +}, jQuery.event.addProp ); + +// Create mouseenter/leave events using mouseover/out and event-time checks +// so that event delegation works in jQuery. +// Do the same for pointerenter/pointerleave and pointerover/pointerout +// +// Support: Safari 7 only +// Safari sends mouseenter too often; see: +// https://bugs.chromium.org/p/chromium/issues/detail?id=470258 +// for the description of the bug (it existed in older Chrome versions as well). +jQuery.each( { + mouseenter: "mouseover", + mouseleave: "mouseout", + pointerenter: "pointerover", + pointerleave: "pointerout" +}, function( orig, fix ) { + jQuery.event.special[ orig ] = { + delegateType: fix, + bindType: fix, + + handle: function( event ) { + var ret, + target = this, + related = event.relatedTarget, + handleObj = event.handleObj; + + // For mouseenter/leave call the handler if related is outside the target. + // NB: No relatedTarget if the mouse left/entered the browser window + if ( !related || ( related !== target && !jQuery.contains( target, related ) ) ) { + event.type = handleObj.origType; + ret = handleObj.handler.apply( this, arguments ); + event.type = fix; + } + return ret; + } + }; +} ); + +jQuery.fn.extend( { + + on: function( types, selector, data, fn ) { + return on( this, types, selector, data, fn ); + }, + one: function( types, selector, data, fn ) { + return on( this, types, selector, data, fn, 1 ); + }, + off: function( types, selector, fn ) { + var handleObj, type; + if ( types && types.preventDefault && types.handleObj ) { + + // ( event ) dispatched jQuery.Event + handleObj = types.handleObj; + jQuery( types.delegateTarget ).off( + handleObj.namespace ? + handleObj.origType + "." + handleObj.namespace : + handleObj.origType, + handleObj.selector, + handleObj.handler + ); + return this; + } + if ( typeof types === "object" ) { + + // ( types-object [, selector] ) + for ( type in types ) { + this.off( type, selector, types[ type ] ); + } + return this; + } + if ( selector === false || typeof selector === "function" ) { + + // ( types [, fn] ) + fn = selector; + selector = undefined; + } + if ( fn === false ) { + fn = returnFalse; + } + return this.each( function() { + jQuery.event.remove( this, types, fn, selector ); + } ); + } +} ); + + +var + + /* eslint-disable max-len */ + + // See https://github.com/eslint/eslint/issues/3229 + rxhtmlTag = /<(?!area|br|col|embed|hr|img|input|link|meta|param)(([a-z][^\/\0>\x20\t\r\n\f]*)[^>]*)\/>/gi, + + /* eslint-enable */ + + // Support: IE <=10 - 11, Edge 12 - 13 + // In IE/Edge using regex groups here causes severe slowdowns. + // See https://connect.microsoft.com/IE/feedback/details/1736512/ + rnoInnerhtml = /\s*$/g; + +// Prefer a tbody over its parent table for containing new rows +function manipulationTarget( elem, content ) { + if ( nodeName( elem, "table" ) && + nodeName( content.nodeType !== 11 ? content : content.firstChild, "tr" ) ) { + + return jQuery( ">tbody", elem )[ 0 ] || elem; + } + + return elem; +} + +// Replace/restore the type attribute of script elements for safe DOM manipulation +function disableScript( elem ) { + elem.type = ( elem.getAttribute( "type" ) !== null ) + "/" + elem.type; + return elem; +} +function restoreScript( elem ) { + var match = rscriptTypeMasked.exec( elem.type ); + + if ( match ) { + elem.type = match[ 1 ]; + } else { + elem.removeAttribute( "type" ); + } + + return elem; +} + +function cloneCopyEvent( src, dest ) { + var i, l, type, pdataOld, pdataCur, udataOld, udataCur, events; + + if ( dest.nodeType !== 1 ) { + return; + } + + // 1. Copy private data: events, handlers, etc. + if ( dataPriv.hasData( src ) ) { + pdataOld = dataPriv.access( src ); + pdataCur = dataPriv.set( dest, pdataOld ); + events = pdataOld.events; + + if ( events ) { + delete pdataCur.handle; + pdataCur.events = {}; + + for ( type in events ) { + for ( i = 0, l = events[ type ].length; i < l; i++ ) { + jQuery.event.add( dest, type, events[ type ][ i ] ); + } + } + } + } + + // 2. Copy user data + if ( dataUser.hasData( src ) ) { + udataOld = dataUser.access( src ); + udataCur = jQuery.extend( {}, udataOld ); + + dataUser.set( dest, udataCur ); + } +} + +// Fix IE bugs, see support tests +function fixInput( src, dest ) { + var nodeName = dest.nodeName.toLowerCase(); + + // Fails to persist the checked state of a cloned checkbox or radio button. + if ( nodeName === "input" && rcheckableType.test( src.type ) ) { + dest.checked = src.checked; + + // Fails to return the selected option to the default selected state when cloning options + } else if ( nodeName === "input" || nodeName === "textarea" ) { + dest.defaultValue = src.defaultValue; + } +} + +function domManip( collection, args, callback, ignored ) { + + // Flatten any nested arrays + args = concat.apply( [], args ); + + var fragment, first, scripts, hasScripts, node, doc, + i = 0, + l = collection.length, + iNoClone = l - 1, + value = args[ 0 ], + isFunction = jQuery.isFunction( value ); + + // We can't cloneNode fragments that contain checked, in WebKit + if ( isFunction || + ( l > 1 && typeof value === "string" && + !support.checkClone && rchecked.test( value ) ) ) { + return collection.each( function( index ) { + var self = collection.eq( index ); + if ( isFunction ) { + args[ 0 ] = value.call( this, index, self.html() ); + } + domManip( self, args, callback, ignored ); + } ); + } + + if ( l ) { + fragment = buildFragment( args, collection[ 0 ].ownerDocument, false, collection, ignored ); + first = fragment.firstChild; + + if ( fragment.childNodes.length === 1 ) { + fragment = first; + } + + // Require either new content or an interest in ignored elements to invoke the callback + if ( first || ignored ) { + scripts = jQuery.map( getAll( fragment, "script" ), disableScript ); + hasScripts = scripts.length; + + // Use the original fragment for the last item + // instead of the first because it can end up + // being emptied incorrectly in certain situations (#8070). + for ( ; i < l; i++ ) { + node = fragment; + + if ( i !== iNoClone ) { + node = jQuery.clone( node, true, true ); + + // Keep references to cloned scripts for later restoration + if ( hasScripts ) { + + // Support: Android <=4.0 only, PhantomJS 1 only + // push.apply(_, arraylike) throws on ancient WebKit + jQuery.merge( scripts, getAll( node, "script" ) ); + } + } + + callback.call( collection[ i ], node, i ); + } + + if ( hasScripts ) { + doc = scripts[ scripts.length - 1 ].ownerDocument; + + // Reenable scripts + jQuery.map( scripts, restoreScript ); + + // Evaluate executable scripts on first document insertion + for ( i = 0; i < hasScripts; i++ ) { + node = scripts[ i ]; + if ( rscriptType.test( node.type || "" ) && + !dataPriv.access( node, "globalEval" ) && + jQuery.contains( doc, node ) ) { + + if ( node.src ) { + + // Optional AJAX dependency, but won't run scripts if not present + if ( jQuery._evalUrl ) { + jQuery._evalUrl( node.src ); + } + } else { + DOMEval( node.textContent.replace( rcleanScript, "" ), doc ); + } + } + } + } + } + } + + return collection; +} + +function remove( elem, selector, keepData ) { + var node, + nodes = selector ? jQuery.filter( selector, elem ) : elem, + i = 0; + + for ( ; ( node = nodes[ i ] ) != null; i++ ) { + if ( !keepData && node.nodeType === 1 ) { + jQuery.cleanData( getAll( node ) ); + } + + if ( node.parentNode ) { + if ( keepData && jQuery.contains( node.ownerDocument, node ) ) { + setGlobalEval( getAll( node, "script" ) ); + } + node.parentNode.removeChild( node ); + } + } + + return elem; +} + +jQuery.extend( { + htmlPrefilter: function( html ) { + return html.replace( rxhtmlTag, "<$1>" ); + }, + + clone: function( elem, dataAndEvents, deepDataAndEvents ) { + var i, l, srcElements, destElements, + clone = elem.cloneNode( true ), + inPage = jQuery.contains( elem.ownerDocument, elem ); + + // Fix IE cloning issues + if ( !support.noCloneChecked && ( elem.nodeType === 1 || elem.nodeType === 11 ) && + !jQuery.isXMLDoc( elem ) ) { + + // We eschew Sizzle here for performance reasons: https://jsperf.com/getall-vs-sizzle/2 + destElements = getAll( clone ); + srcElements = getAll( elem ); + + for ( i = 0, l = srcElements.length; i < l; i++ ) { + fixInput( srcElements[ i ], destElements[ i ] ); + } + } + + // Copy the events from the original to the clone + if ( dataAndEvents ) { + if ( deepDataAndEvents ) { + srcElements = srcElements || getAll( elem ); + destElements = destElements || getAll( clone ); + + for ( i = 0, l = srcElements.length; i < l; i++ ) { + cloneCopyEvent( srcElements[ i ], destElements[ i ] ); + } + } else { + cloneCopyEvent( elem, clone ); + } + } + + // Preserve script evaluation history + destElements = getAll( clone, "script" ); + if ( destElements.length > 0 ) { + setGlobalEval( destElements, !inPage && getAll( elem, "script" ) ); + } + + // Return the cloned set + return clone; + }, + + cleanData: function( elems ) { + var data, elem, type, + special = jQuery.event.special, + i = 0; + + for ( ; ( elem = elems[ i ] ) !== undefined; i++ ) { + if ( acceptData( elem ) ) { + if ( ( data = elem[ dataPriv.expando ] ) ) { + if ( data.events ) { + for ( type in data.events ) { + if ( special[ type ] ) { + jQuery.event.remove( elem, type ); + + // This is a shortcut to avoid jQuery.event.remove's overhead + } else { + jQuery.removeEvent( elem, type, data.handle ); + } + } + } + + // Support: Chrome <=35 - 45+ + // Assign undefined instead of using delete, see Data#remove + elem[ dataPriv.expando ] = undefined; + } + if ( elem[ dataUser.expando ] ) { + + // Support: Chrome <=35 - 45+ + // Assign undefined instead of using delete, see Data#remove + elem[ dataUser.expando ] = undefined; + } + } + } + } +} ); + +jQuery.fn.extend( { + detach: function( selector ) { + return remove( this, selector, true ); + }, + + remove: function( selector ) { + return remove( this, selector ); + }, + + text: function( value ) { + return access( this, function( value ) { + return value === undefined ? + jQuery.text( this ) : + this.empty().each( function() { + if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) { + this.textContent = value; + } + } ); + }, null, value, arguments.length ); + }, + + append: function() { + return domManip( this, arguments, function( elem ) { + if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) { + var target = manipulationTarget( this, elem ); + target.appendChild( elem ); + } + } ); + }, + + prepend: function() { + return domManip( this, arguments, function( elem ) { + if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) { + var target = manipulationTarget( this, elem ); + target.insertBefore( elem, target.firstChild ); + } + } ); + }, + + before: function() { + return domManip( this, arguments, function( elem ) { + if ( this.parentNode ) { + this.parentNode.insertBefore( elem, this ); + } + } ); + }, + + after: function() { + return domManip( this, arguments, function( elem ) { + if ( this.parentNode ) { + this.parentNode.insertBefore( elem, this.nextSibling ); + } + } ); + }, + + empty: function() { + var elem, + i = 0; + + for ( ; ( elem = this[ i ] ) != null; i++ ) { + if ( elem.nodeType === 1 ) { + + // Prevent memory leaks + jQuery.cleanData( getAll( elem, false ) ); + + // Remove any remaining nodes + elem.textContent = ""; + } + } + + return this; + }, + + clone: function( dataAndEvents, deepDataAndEvents ) { + dataAndEvents = dataAndEvents == null ? false : dataAndEvents; + deepDataAndEvents = deepDataAndEvents == null ? dataAndEvents : deepDataAndEvents; + + return this.map( function() { + return jQuery.clone( this, dataAndEvents, deepDataAndEvents ); + } ); + }, + + html: function( value ) { + return access( this, function( value ) { + var elem = this[ 0 ] || {}, + i = 0, + l = this.length; + + if ( value === undefined && elem.nodeType === 1 ) { + return elem.innerHTML; + } + + // See if we can take a shortcut and just use innerHTML + if ( typeof value === "string" && !rnoInnerhtml.test( value ) && + !wrapMap[ ( rtagName.exec( value ) || [ "", "" ] )[ 1 ].toLowerCase() ] ) { + + value = jQuery.htmlPrefilter( value ); + + try { + for ( ; i < l; i++ ) { + elem = this[ i ] || {}; + + // Remove element nodes and prevent memory leaks + if ( elem.nodeType === 1 ) { + jQuery.cleanData( getAll( elem, false ) ); + elem.innerHTML = value; + } + } + + elem = 0; + + // If using innerHTML throws an exception, use the fallback method + } catch ( e ) {} + } + + if ( elem ) { + this.empty().append( value ); + } + }, null, value, arguments.length ); + }, + + replaceWith: function() { + var ignored = []; + + // Make the changes, replacing each non-ignored context element with the new content + return domManip( this, arguments, function( elem ) { + var parent = this.parentNode; + + if ( jQuery.inArray( this, ignored ) < 0 ) { + jQuery.cleanData( getAll( this ) ); + if ( parent ) { + parent.replaceChild( elem, this ); + } + } + + // Force callback invocation + }, ignored ); + } +} ); + +jQuery.each( { + appendTo: "append", + prependTo: "prepend", + insertBefore: "before", + insertAfter: "after", + replaceAll: "replaceWith" +}, function( name, original ) { + jQuery.fn[ name ] = function( selector ) { + var elems, + ret = [], + insert = jQuery( selector ), + last = insert.length - 1, + i = 0; + + for ( ; i <= last; i++ ) { + elems = i === last ? this : this.clone( true ); + jQuery( insert[ i ] )[ original ]( elems ); + + // Support: Android <=4.0 only, PhantomJS 1 only + // .get() because push.apply(_, arraylike) throws on ancient WebKit + push.apply( ret, elems.get() ); + } + + return this.pushStack( ret ); + }; +} ); +var rmargin = ( /^margin/ ); + +var rnumnonpx = new RegExp( "^(" + pnum + ")(?!px)[a-z%]+$", "i" ); + +var getStyles = function( elem ) { + + // Support: IE <=11 only, Firefox <=30 (#15098, #14150) + // IE throws on elements created in popups + // FF meanwhile throws on frame elements through "defaultView.getComputedStyle" + var view = elem.ownerDocument.defaultView; + + if ( !view || !view.opener ) { + view = window; + } + + return view.getComputedStyle( elem ); + }; + + + +( function() { + + // Executing both pixelPosition & boxSizingReliable tests require only one layout + // so they're executed at the same time to save the second computation. + function computeStyleTests() { + + // This is a singleton, we need to execute it only once + if ( !div ) { + return; + } + + div.style.cssText = + "box-sizing:border-box;" + + "position:relative;display:block;" + + "margin:auto;border:1px;padding:1px;" + + "top:1%;width:50%"; + div.innerHTML = ""; + documentElement.appendChild( container ); + + var divStyle = window.getComputedStyle( div ); + pixelPositionVal = divStyle.top !== "1%"; + + // Support: Android 4.0 - 4.3 only, Firefox <=3 - 44 + reliableMarginLeftVal = divStyle.marginLeft === "2px"; + boxSizingReliableVal = divStyle.width === "4px"; + + // Support: Android 4.0 - 4.3 only + // Some styles come back with percentage values, even though they shouldn't + div.style.marginRight = "50%"; + pixelMarginRightVal = divStyle.marginRight === "4px"; + + documentElement.removeChild( container ); + + // Nullify the div so it wouldn't be stored in the memory and + // it will also be a sign that checks already performed + div = null; + } + + var pixelPositionVal, boxSizingReliableVal, pixelMarginRightVal, reliableMarginLeftVal, + container = document.createElement( "div" ), + div = document.createElement( "div" ); + + // Finish early in limited (non-browser) environments + if ( !div.style ) { + return; + } + + // Support: IE <=9 - 11 only + // Style of cloned element affects source element cloned (#8908) + div.style.backgroundClip = "content-box"; + div.cloneNode( true ).style.backgroundClip = ""; + support.clearCloneStyle = div.style.backgroundClip === "content-box"; + + container.style.cssText = "border:0;width:8px;height:0;top:0;left:-9999px;" + + "padding:0;margin-top:1px;position:absolute"; + container.appendChild( div ); + + jQuery.extend( support, { + pixelPosition: function() { + computeStyleTests(); + return pixelPositionVal; + }, + boxSizingReliable: function() { + computeStyleTests(); + return boxSizingReliableVal; + }, + pixelMarginRight: function() { + computeStyleTests(); + return pixelMarginRightVal; + }, + reliableMarginLeft: function() { + computeStyleTests(); + return reliableMarginLeftVal; + } + } ); +} )(); + + +function curCSS( elem, name, computed ) { + var width, minWidth, maxWidth, ret, + + // Support: Firefox 51+ + // Retrieving style before computed somehow + // fixes an issue with getting wrong values + // on detached elements + style = elem.style; + + computed = computed || getStyles( elem ); + + // getPropertyValue is needed for: + // .css('filter') (IE 9 only, #12537) + // .css('--customProperty) (#3144) + if ( computed ) { + ret = computed.getPropertyValue( name ) || computed[ name ]; + + if ( ret === "" && !jQuery.contains( elem.ownerDocument, elem ) ) { + ret = jQuery.style( elem, name ); + } + + // A tribute to the "awesome hack by Dean Edwards" + // Android Browser returns percentage for some values, + // but width seems to be reliably pixels. + // This is against the CSSOM draft spec: + // https://drafts.csswg.org/cssom/#resolved-values + if ( !support.pixelMarginRight() && rnumnonpx.test( ret ) && rmargin.test( name ) ) { + + // Remember the original values + width = style.width; + minWidth = style.minWidth; + maxWidth = style.maxWidth; + + // Put in the new values to get a computed value out + style.minWidth = style.maxWidth = style.width = ret; + ret = computed.width; + + // Revert the changed values + style.width = width; + style.minWidth = minWidth; + style.maxWidth = maxWidth; + } + } + + return ret !== undefined ? + + // Support: IE <=9 - 11 only + // IE returns zIndex value as an integer. + ret + "" : + ret; +} + + +function addGetHookIf( conditionFn, hookFn ) { + + // Define the hook, we'll check on the first run if it's really needed. + return { + get: function() { + if ( conditionFn() ) { + + // Hook not needed (or it's not possible to use it due + // to missing dependency), remove it. + delete this.get; + return; + } + + // Hook needed; redefine it so that the support test is not executed again. + return ( this.get = hookFn ).apply( this, arguments ); + } + }; +} + + +var + + // Swappable if display is none or starts with table + // except "table", "table-cell", or "table-caption" + // See here for display values: https://developer.mozilla.org/en-US/docs/CSS/display + rdisplayswap = /^(none|table(?!-c[ea]).+)/, + rcustomProp = /^--/, + cssShow = { position: "absolute", visibility: "hidden", display: "block" }, + cssNormalTransform = { + letterSpacing: "0", + fontWeight: "400" + }, + + cssPrefixes = [ "Webkit", "Moz", "ms" ], + emptyStyle = document.createElement( "div" ).style; + +// Return a css property mapped to a potentially vendor prefixed property +function vendorPropName( name ) { + + // Shortcut for names that are not vendor prefixed + if ( name in emptyStyle ) { + return name; + } + + // Check for vendor prefixed names + var capName = name[ 0 ].toUpperCase() + name.slice( 1 ), + i = cssPrefixes.length; + + while ( i-- ) { + name = cssPrefixes[ i ] + capName; + if ( name in emptyStyle ) { + return name; + } + } +} + +// Return a property mapped along what jQuery.cssProps suggests or to +// a vendor prefixed property. +function finalPropName( name ) { + var ret = jQuery.cssProps[ name ]; + if ( !ret ) { + ret = jQuery.cssProps[ name ] = vendorPropName( name ) || name; + } + return ret; +} + +function setPositiveNumber( elem, value, subtract ) { + + // Any relative (+/-) values have already been + // normalized at this point + var matches = rcssNum.exec( value ); + return matches ? + + // Guard against undefined "subtract", e.g., when used as in cssHooks + Math.max( 0, matches[ 2 ] - ( subtract || 0 ) ) + ( matches[ 3 ] || "px" ) : + value; +} + +function augmentWidthOrHeight( elem, name, extra, isBorderBox, styles ) { + var i, + val = 0; + + // If we already have the right measurement, avoid augmentation + if ( extra === ( isBorderBox ? "border" : "content" ) ) { + i = 4; + + // Otherwise initialize for horizontal or vertical properties + } else { + i = name === "width" ? 1 : 0; + } + + for ( ; i < 4; i += 2 ) { + + // Both box models exclude margin, so add it if we want it + if ( extra === "margin" ) { + val += jQuery.css( elem, extra + cssExpand[ i ], true, styles ); + } + + if ( isBorderBox ) { + + // border-box includes padding, so remove it if we want content + if ( extra === "content" ) { + val -= jQuery.css( elem, "padding" + cssExpand[ i ], true, styles ); + } + + // At this point, extra isn't border nor margin, so remove border + if ( extra !== "margin" ) { + val -= jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles ); + } + } else { + + // At this point, extra isn't content, so add padding + val += jQuery.css( elem, "padding" + cssExpand[ i ], true, styles ); + + // At this point, extra isn't content nor padding, so add border + if ( extra !== "padding" ) { + val += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles ); + } + } + } + + return val; +} + +function getWidthOrHeight( elem, name, extra ) { + + // Start with computed style + var valueIsBorderBox, + styles = getStyles( elem ), + val = curCSS( elem, name, styles ), + isBorderBox = jQuery.css( elem, "boxSizing", false, styles ) === "border-box"; + + // Computed unit is not pixels. Stop here and return. + if ( rnumnonpx.test( val ) ) { + return val; + } + + // Check for style in case a browser which returns unreliable values + // for getComputedStyle silently falls back to the reliable elem.style + valueIsBorderBox = isBorderBox && + ( support.boxSizingReliable() || val === elem.style[ name ] ); + + // Fall back to offsetWidth/Height when value is "auto" + // This happens for inline elements with no explicit setting (gh-3571) + if ( val === "auto" ) { + val = elem[ "offset" + name[ 0 ].toUpperCase() + name.slice( 1 ) ]; + } + + // Normalize "", auto, and prepare for extra + val = parseFloat( val ) || 0; + + // Use the active box-sizing model to add/subtract irrelevant styles + return ( val + + augmentWidthOrHeight( + elem, + name, + extra || ( isBorderBox ? "border" : "content" ), + valueIsBorderBox, + styles + ) + ) + "px"; +} + +jQuery.extend( { + + // Add in style property hooks for overriding the default + // behavior of getting and setting a style property + cssHooks: { + opacity: { + get: function( elem, computed ) { + if ( computed ) { + + // We should always get a number back from opacity + var ret = curCSS( elem, "opacity" ); + return ret === "" ? "1" : ret; + } + } + } + }, + + // Don't automatically add "px" to these possibly-unitless properties + cssNumber: { + "animationIterationCount": true, + "columnCount": true, + "fillOpacity": true, + "flexGrow": true, + "flexShrink": true, + "fontWeight": true, + "lineHeight": true, + "opacity": true, + "order": true, + "orphans": true, + "widows": true, + "zIndex": true, + "zoom": true + }, + + // Add in properties whose names you wish to fix before + // setting or getting the value + cssProps: { + "float": "cssFloat" + }, + + // Get and set the style property on a DOM Node + style: function( elem, name, value, extra ) { + + // Don't set styles on text and comment nodes + if ( !elem || elem.nodeType === 3 || elem.nodeType === 8 || !elem.style ) { + return; + } + + // Make sure that we're working with the right name + var ret, type, hooks, + origName = jQuery.camelCase( name ), + isCustomProp = rcustomProp.test( name ), + style = elem.style; + + // Make sure that we're working with the right name. We don't + // want to query the value if it is a CSS custom property + // since they are user-defined. + if ( !isCustomProp ) { + name = finalPropName( origName ); + } + + // Gets hook for the prefixed version, then unprefixed version + hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ]; + + // Check if we're setting a value + if ( value !== undefined ) { + type = typeof value; + + // Convert "+=" or "-=" to relative numbers (#7345) + if ( type === "string" && ( ret = rcssNum.exec( value ) ) && ret[ 1 ] ) { + value = adjustCSS( elem, name, ret ); + + // Fixes bug #9237 + type = "number"; + } + + // Make sure that null and NaN values aren't set (#7116) + if ( value == null || value !== value ) { + return; + } + + // If a number was passed in, add the unit (except for certain CSS properties) + if ( type === "number" ) { + value += ret && ret[ 3 ] || ( jQuery.cssNumber[ origName ] ? "" : "px" ); + } + + // background-* props affect original clone's values + if ( !support.clearCloneStyle && value === "" && name.indexOf( "background" ) === 0 ) { + style[ name ] = "inherit"; + } + + // If a hook was provided, use that value, otherwise just set the specified value + if ( !hooks || !( "set" in hooks ) || + ( value = hooks.set( elem, value, extra ) ) !== undefined ) { + + if ( isCustomProp ) { + style.setProperty( name, value ); + } else { + style[ name ] = value; + } + } + + } else { + + // If a hook was provided get the non-computed value from there + if ( hooks && "get" in hooks && + ( ret = hooks.get( elem, false, extra ) ) !== undefined ) { + + return ret; + } + + // Otherwise just get the value from the style object + return style[ name ]; + } + }, + + css: function( elem, name, extra, styles ) { + var val, num, hooks, + origName = jQuery.camelCase( name ), + isCustomProp = rcustomProp.test( name ); + + // Make sure that we're working with the right name. We don't + // want to modify the value if it is a CSS custom property + // since they are user-defined. + if ( !isCustomProp ) { + name = finalPropName( origName ); + } + + // Try prefixed name followed by the unprefixed name + hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ]; + + // If a hook was provided get the computed value from there + if ( hooks && "get" in hooks ) { + val = hooks.get( elem, true, extra ); + } + + // Otherwise, if a way to get the computed value exists, use that + if ( val === undefined ) { + val = curCSS( elem, name, styles ); + } + + // Convert "normal" to computed value + if ( val === "normal" && name in cssNormalTransform ) { + val = cssNormalTransform[ name ]; + } + + // Make numeric if forced or a qualifier was provided and val looks numeric + if ( extra === "" || extra ) { + num = parseFloat( val ); + return extra === true || isFinite( num ) ? num || 0 : val; + } + + return val; + } +} ); + +jQuery.each( [ "height", "width" ], function( i, name ) { + jQuery.cssHooks[ name ] = { + get: function( elem, computed, extra ) { + if ( computed ) { + + // Certain elements can have dimension info if we invisibly show them + // but it must have a current display style that would benefit + return rdisplayswap.test( jQuery.css( elem, "display" ) ) && + + // Support: Safari 8+ + // Table columns in Safari have non-zero offsetWidth & zero + // getBoundingClientRect().width unless display is changed. + // Support: IE <=11 only + // Running getBoundingClientRect on a disconnected node + // in IE throws an error. + ( !elem.getClientRects().length || !elem.getBoundingClientRect().width ) ? + swap( elem, cssShow, function() { + return getWidthOrHeight( elem, name, extra ); + } ) : + getWidthOrHeight( elem, name, extra ); + } + }, + + set: function( elem, value, extra ) { + var matches, + styles = extra && getStyles( elem ), + subtract = extra && augmentWidthOrHeight( + elem, + name, + extra, + jQuery.css( elem, "boxSizing", false, styles ) === "border-box", + styles + ); + + // Convert to pixels if value adjustment is needed + if ( subtract && ( matches = rcssNum.exec( value ) ) && + ( matches[ 3 ] || "px" ) !== "px" ) { + + elem.style[ name ] = value; + value = jQuery.css( elem, name ); + } + + return setPositiveNumber( elem, value, subtract ); + } + }; +} ); + +jQuery.cssHooks.marginLeft = addGetHookIf( support.reliableMarginLeft, + function( elem, computed ) { + if ( computed ) { + return ( parseFloat( curCSS( elem, "marginLeft" ) ) || + elem.getBoundingClientRect().left - + swap( elem, { marginLeft: 0 }, function() { + return elem.getBoundingClientRect().left; + } ) + ) + "px"; + } + } +); + +// These hooks are used by animate to expand properties +jQuery.each( { + margin: "", + padding: "", + border: "Width" +}, function( prefix, suffix ) { + jQuery.cssHooks[ prefix + suffix ] = { + expand: function( value ) { + var i = 0, + expanded = {}, + + // Assumes a single number if not a string + parts = typeof value === "string" ? value.split( " " ) : [ value ]; + + for ( ; i < 4; i++ ) { + expanded[ prefix + cssExpand[ i ] + suffix ] = + parts[ i ] || parts[ i - 2 ] || parts[ 0 ]; + } + + return expanded; + } + }; + + if ( !rmargin.test( prefix ) ) { + jQuery.cssHooks[ prefix + suffix ].set = setPositiveNumber; + } +} ); + +jQuery.fn.extend( { + css: function( name, value ) { + return access( this, function( elem, name, value ) { + var styles, len, + map = {}, + i = 0; + + if ( Array.isArray( name ) ) { + styles = getStyles( elem ); + len = name.length; + + for ( ; i < len; i++ ) { + map[ name[ i ] ] = jQuery.css( elem, name[ i ], false, styles ); + } + + return map; + } + + return value !== undefined ? + jQuery.style( elem, name, value ) : + jQuery.css( elem, name ); + }, name, value, arguments.length > 1 ); + } +} ); + + +function Tween( elem, options, prop, end, easing ) { + return new Tween.prototype.init( elem, options, prop, end, easing ); +} +jQuery.Tween = Tween; + +Tween.prototype = { + constructor: Tween, + init: function( elem, options, prop, end, easing, unit ) { + this.elem = elem; + this.prop = prop; + this.easing = easing || jQuery.easing._default; + this.options = options; + this.start = this.now = this.cur(); + this.end = end; + this.unit = unit || ( jQuery.cssNumber[ prop ] ? "" : "px" ); + }, + cur: function() { + var hooks = Tween.propHooks[ this.prop ]; + + return hooks && hooks.get ? + hooks.get( this ) : + Tween.propHooks._default.get( this ); + }, + run: function( percent ) { + var eased, + hooks = Tween.propHooks[ this.prop ]; + + if ( this.options.duration ) { + this.pos = eased = jQuery.easing[ this.easing ]( + percent, this.options.duration * percent, 0, 1, this.options.duration + ); + } else { + this.pos = eased = percent; + } + this.now = ( this.end - this.start ) * eased + this.start; + + if ( this.options.step ) { + this.options.step.call( this.elem, this.now, this ); + } + + if ( hooks && hooks.set ) { + hooks.set( this ); + } else { + Tween.propHooks._default.set( this ); + } + return this; + } +}; + +Tween.prototype.init.prototype = Tween.prototype; + +Tween.propHooks = { + _default: { + get: function( tween ) { + var result; + + // Use a property on the element directly when it is not a DOM element, + // or when there is no matching style property that exists. + if ( tween.elem.nodeType !== 1 || + tween.elem[ tween.prop ] != null && tween.elem.style[ tween.prop ] == null ) { + return tween.elem[ tween.prop ]; + } + + // Passing an empty string as a 3rd parameter to .css will automatically + // attempt a parseFloat and fallback to a string if the parse fails. + // Simple values such as "10px" are parsed to Float; + // complex values such as "rotate(1rad)" are returned as-is. + result = jQuery.css( tween.elem, tween.prop, "" ); + + // Empty strings, null, undefined and "auto" are converted to 0. + return !result || result === "auto" ? 0 : result; + }, + set: function( tween ) { + + // Use step hook for back compat. + // Use cssHook if its there. + // Use .style if available and use plain properties where available. + if ( jQuery.fx.step[ tween.prop ] ) { + jQuery.fx.step[ tween.prop ]( tween ); + } else if ( tween.elem.nodeType === 1 && + ( tween.elem.style[ jQuery.cssProps[ tween.prop ] ] != null || + jQuery.cssHooks[ tween.prop ] ) ) { + jQuery.style( tween.elem, tween.prop, tween.now + tween.unit ); + } else { + tween.elem[ tween.prop ] = tween.now; + } + } + } +}; + +// Support: IE <=9 only +// Panic based approach to setting things on disconnected nodes +Tween.propHooks.scrollTop = Tween.propHooks.scrollLeft = { + set: function( tween ) { + if ( tween.elem.nodeType && tween.elem.parentNode ) { + tween.elem[ tween.prop ] = tween.now; + } + } +}; + +jQuery.easing = { + linear: function( p ) { + return p; + }, + swing: function( p ) { + return 0.5 - Math.cos( p * Math.PI ) / 2; + }, + _default: "swing" +}; + +jQuery.fx = Tween.prototype.init; + +// Back compat <1.8 extension point +jQuery.fx.step = {}; + + + + +var + fxNow, inProgress, + rfxtypes = /^(?:toggle|show|hide)$/, + rrun = /queueHooks$/; + +function schedule() { + if ( inProgress ) { + if ( document.hidden === false && window.requestAnimationFrame ) { + window.requestAnimationFrame( schedule ); + } else { + window.setTimeout( schedule, jQuery.fx.interval ); + } + + jQuery.fx.tick(); + } +} + +// Animations created synchronously will run synchronously +function createFxNow() { + window.setTimeout( function() { + fxNow = undefined; + } ); + return ( fxNow = jQuery.now() ); +} + +// Generate parameters to create a standard animation +function genFx( type, includeWidth ) { + var which, + i = 0, + attrs = { height: type }; + + // If we include width, step value is 1 to do all cssExpand values, + // otherwise step value is 2 to skip over Left and Right + includeWidth = includeWidth ? 1 : 0; + for ( ; i < 4; i += 2 - includeWidth ) { + which = cssExpand[ i ]; + attrs[ "margin" + which ] = attrs[ "padding" + which ] = type; + } + + if ( includeWidth ) { + attrs.opacity = attrs.width = type; + } + + return attrs; +} + +function createTween( value, prop, animation ) { + var tween, + collection = ( Animation.tweeners[ prop ] || [] ).concat( Animation.tweeners[ "*" ] ), + index = 0, + length = collection.length; + for ( ; index < length; index++ ) { + if ( ( tween = collection[ index ].call( animation, prop, value ) ) ) { + + // We're done with this property + return tween; + } + } +} + +function defaultPrefilter( elem, props, opts ) { + var prop, value, toggle, hooks, oldfire, propTween, restoreDisplay, display, + isBox = "width" in props || "height" in props, + anim = this, + orig = {}, + style = elem.style, + hidden = elem.nodeType && isHiddenWithinTree( elem ), + dataShow = dataPriv.get( elem, "fxshow" ); + + // Queue-skipping animations hijack the fx hooks + if ( !opts.queue ) { + hooks = jQuery._queueHooks( elem, "fx" ); + if ( hooks.unqueued == null ) { + hooks.unqueued = 0; + oldfire = hooks.empty.fire; + hooks.empty.fire = function() { + if ( !hooks.unqueued ) { + oldfire(); + } + }; + } + hooks.unqueued++; + + anim.always( function() { + + // Ensure the complete handler is called before this completes + anim.always( function() { + hooks.unqueued--; + if ( !jQuery.queue( elem, "fx" ).length ) { + hooks.empty.fire(); + } + } ); + } ); + } + + // Detect show/hide animations + for ( prop in props ) { + value = props[ prop ]; + if ( rfxtypes.test( value ) ) { + delete props[ prop ]; + toggle = toggle || value === "toggle"; + if ( value === ( hidden ? "hide" : "show" ) ) { + + // Pretend to be hidden if this is a "show" and + // there is still data from a stopped show/hide + if ( value === "show" && dataShow && dataShow[ prop ] !== undefined ) { + hidden = true; + + // Ignore all other no-op show/hide data + } else { + continue; + } + } + orig[ prop ] = dataShow && dataShow[ prop ] || jQuery.style( elem, prop ); + } + } + + // Bail out if this is a no-op like .hide().hide() + propTween = !jQuery.isEmptyObject( props ); + if ( !propTween && jQuery.isEmptyObject( orig ) ) { + return; + } + + // Restrict "overflow" and "display" styles during box animations + if ( isBox && elem.nodeType === 1 ) { + + // Support: IE <=9 - 11, Edge 12 - 13 + // Record all 3 overflow attributes because IE does not infer the shorthand + // from identically-valued overflowX and overflowY + opts.overflow = [ style.overflow, style.overflowX, style.overflowY ]; + + // Identify a display type, preferring old show/hide data over the CSS cascade + restoreDisplay = dataShow && dataShow.display; + if ( restoreDisplay == null ) { + restoreDisplay = dataPriv.get( elem, "display" ); + } + display = jQuery.css( elem, "display" ); + if ( display === "none" ) { + if ( restoreDisplay ) { + display = restoreDisplay; + } else { + + // Get nonempty value(s) by temporarily forcing visibility + showHide( [ elem ], true ); + restoreDisplay = elem.style.display || restoreDisplay; + display = jQuery.css( elem, "display" ); + showHide( [ elem ] ); + } + } + + // Animate inline elements as inline-block + if ( display === "inline" || display === "inline-block" && restoreDisplay != null ) { + if ( jQuery.css( elem, "float" ) === "none" ) { + + // Restore the original display value at the end of pure show/hide animations + if ( !propTween ) { + anim.done( function() { + style.display = restoreDisplay; + } ); + if ( restoreDisplay == null ) { + display = style.display; + restoreDisplay = display === "none" ? "" : display; + } + } + style.display = "inline-block"; + } + } + } + + if ( opts.overflow ) { + style.overflow = "hidden"; + anim.always( function() { + style.overflow = opts.overflow[ 0 ]; + style.overflowX = opts.overflow[ 1 ]; + style.overflowY = opts.overflow[ 2 ]; + } ); + } + + // Implement show/hide animations + propTween = false; + for ( prop in orig ) { + + // General show/hide setup for this element animation + if ( !propTween ) { + if ( dataShow ) { + if ( "hidden" in dataShow ) { + hidden = dataShow.hidden; + } + } else { + dataShow = dataPriv.access( elem, "fxshow", { display: restoreDisplay } ); + } + + // Store hidden/visible for toggle so `.stop().toggle()` "reverses" + if ( toggle ) { + dataShow.hidden = !hidden; + } + + // Show elements before animating them + if ( hidden ) { + showHide( [ elem ], true ); + } + + /* eslint-disable no-loop-func */ + + anim.done( function() { + + /* eslint-enable no-loop-func */ + + // The final step of a "hide" animation is actually hiding the element + if ( !hidden ) { + showHide( [ elem ] ); + } + dataPriv.remove( elem, "fxshow" ); + for ( prop in orig ) { + jQuery.style( elem, prop, orig[ prop ] ); + } + } ); + } + + // Per-property setup + propTween = createTween( hidden ? dataShow[ prop ] : 0, prop, anim ); + if ( !( prop in dataShow ) ) { + dataShow[ prop ] = propTween.start; + if ( hidden ) { + propTween.end = propTween.start; + propTween.start = 0; + } + } + } +} + +function propFilter( props, specialEasing ) { + var index, name, easing, value, hooks; + + // camelCase, specialEasing and expand cssHook pass + for ( index in props ) { + name = jQuery.camelCase( index ); + easing = specialEasing[ name ]; + value = props[ index ]; + if ( Array.isArray( value ) ) { + easing = value[ 1 ]; + value = props[ index ] = value[ 0 ]; + } + + if ( index !== name ) { + props[ name ] = value; + delete props[ index ]; + } + + hooks = jQuery.cssHooks[ name ]; + if ( hooks && "expand" in hooks ) { + value = hooks.expand( value ); + delete props[ name ]; + + // Not quite $.extend, this won't overwrite existing keys. + // Reusing 'index' because we have the correct "name" + for ( index in value ) { + if ( !( index in props ) ) { + props[ index ] = value[ index ]; + specialEasing[ index ] = easing; + } + } + } else { + specialEasing[ name ] = easing; + } + } +} + +function Animation( elem, properties, options ) { + var result, + stopped, + index = 0, + length = Animation.prefilters.length, + deferred = jQuery.Deferred().always( function() { + + // Don't match elem in the :animated selector + delete tick.elem; + } ), + tick = function() { + if ( stopped ) { + return false; + } + var currentTime = fxNow || createFxNow(), + remaining = Math.max( 0, animation.startTime + animation.duration - currentTime ), + + // Support: Android 2.3 only + // Archaic crash bug won't allow us to use `1 - ( 0.5 || 0 )` (#12497) + temp = remaining / animation.duration || 0, + percent = 1 - temp, + index = 0, + length = animation.tweens.length; + + for ( ; index < length; index++ ) { + animation.tweens[ index ].run( percent ); + } + + deferred.notifyWith( elem, [ animation, percent, remaining ] ); + + // If there's more to do, yield + if ( percent < 1 && length ) { + return remaining; + } + + // If this was an empty animation, synthesize a final progress notification + if ( !length ) { + deferred.notifyWith( elem, [ animation, 1, 0 ] ); + } + + // Resolve the animation and report its conclusion + deferred.resolveWith( elem, [ animation ] ); + return false; + }, + animation = deferred.promise( { + elem: elem, + props: jQuery.extend( {}, properties ), + opts: jQuery.extend( true, { + specialEasing: {}, + easing: jQuery.easing._default + }, options ), + originalProperties: properties, + originalOptions: options, + startTime: fxNow || createFxNow(), + duration: options.duration, + tweens: [], + createTween: function( prop, end ) { + var tween = jQuery.Tween( elem, animation.opts, prop, end, + animation.opts.specialEasing[ prop ] || animation.opts.easing ); + animation.tweens.push( tween ); + return tween; + }, + stop: function( gotoEnd ) { + var index = 0, + + // If we are going to the end, we want to run all the tweens + // otherwise we skip this part + length = gotoEnd ? animation.tweens.length : 0; + if ( stopped ) { + return this; + } + stopped = true; + for ( ; index < length; index++ ) { + animation.tweens[ index ].run( 1 ); + } + + // Resolve when we played the last frame; otherwise, reject + if ( gotoEnd ) { + deferred.notifyWith( elem, [ animation, 1, 0 ] ); + deferred.resolveWith( elem, [ animation, gotoEnd ] ); + } else { + deferred.rejectWith( elem, [ animation, gotoEnd ] ); + } + return this; + } + } ), + props = animation.props; + + propFilter( props, animation.opts.specialEasing ); + + for ( ; index < length; index++ ) { + result = Animation.prefilters[ index ].call( animation, elem, props, animation.opts ); + if ( result ) { + if ( jQuery.isFunction( result.stop ) ) { + jQuery._queueHooks( animation.elem, animation.opts.queue ).stop = + jQuery.proxy( result.stop, result ); + } + return result; + } + } + + jQuery.map( props, createTween, animation ); + + if ( jQuery.isFunction( animation.opts.start ) ) { + animation.opts.start.call( elem, animation ); + } + + // Attach callbacks from options + animation + .progress( animation.opts.progress ) + .done( animation.opts.done, animation.opts.complete ) + .fail( animation.opts.fail ) + .always( animation.opts.always ); + + jQuery.fx.timer( + jQuery.extend( tick, { + elem: elem, + anim: animation, + queue: animation.opts.queue + } ) + ); + + return animation; +} + +jQuery.Animation = jQuery.extend( Animation, { + + tweeners: { + "*": [ function( prop, value ) { + var tween = this.createTween( prop, value ); + adjustCSS( tween.elem, prop, rcssNum.exec( value ), tween ); + return tween; + } ] + }, + + tweener: function( props, callback ) { + if ( jQuery.isFunction( props ) ) { + callback = props; + props = [ "*" ]; + } else { + props = props.match( rnothtmlwhite ); + } + + var prop, + index = 0, + length = props.length; + + for ( ; index < length; index++ ) { + prop = props[ index ]; + Animation.tweeners[ prop ] = Animation.tweeners[ prop ] || []; + Animation.tweeners[ prop ].unshift( callback ); + } + }, + + prefilters: [ defaultPrefilter ], + + prefilter: function( callback, prepend ) { + if ( prepend ) { + Animation.prefilters.unshift( callback ); + } else { + Animation.prefilters.push( callback ); + } + } +} ); + +jQuery.speed = function( speed, easing, fn ) { + var opt = speed && typeof speed === "object" ? jQuery.extend( {}, speed ) : { + complete: fn || !fn && easing || + jQuery.isFunction( speed ) && speed, + duration: speed, + easing: fn && easing || easing && !jQuery.isFunction( easing ) && easing + }; + + // Go to the end state if fx are off + if ( jQuery.fx.off ) { + opt.duration = 0; + + } else { + if ( typeof opt.duration !== "number" ) { + if ( opt.duration in jQuery.fx.speeds ) { + opt.duration = jQuery.fx.speeds[ opt.duration ]; + + } else { + opt.duration = jQuery.fx.speeds._default; + } + } + } + + // Normalize opt.queue - true/undefined/null -> "fx" + if ( opt.queue == null || opt.queue === true ) { + opt.queue = "fx"; + } + + // Queueing + opt.old = opt.complete; + + opt.complete = function() { + if ( jQuery.isFunction( opt.old ) ) { + opt.old.call( this ); + } + + if ( opt.queue ) { + jQuery.dequeue( this, opt.queue ); + } + }; + + return opt; +}; + +jQuery.fn.extend( { + fadeTo: function( speed, to, easing, callback ) { + + // Show any hidden elements after setting opacity to 0 + return this.filter( isHiddenWithinTree ).css( "opacity", 0 ).show() + + // Animate to the value specified + .end().animate( { opacity: to }, speed, easing, callback ); + }, + animate: function( prop, speed, easing, callback ) { + var empty = jQuery.isEmptyObject( prop ), + optall = jQuery.speed( speed, easing, callback ), + doAnimation = function() { + + // Operate on a copy of prop so per-property easing won't be lost + var anim = Animation( this, jQuery.extend( {}, prop ), optall ); + + // Empty animations, or finishing resolves immediately + if ( empty || dataPriv.get( this, "finish" ) ) { + anim.stop( true ); + } + }; + doAnimation.finish = doAnimation; + + return empty || optall.queue === false ? + this.each( doAnimation ) : + this.queue( optall.queue, doAnimation ); + }, + stop: function( type, clearQueue, gotoEnd ) { + var stopQueue = function( hooks ) { + var stop = hooks.stop; + delete hooks.stop; + stop( gotoEnd ); + }; + + if ( typeof type !== "string" ) { + gotoEnd = clearQueue; + clearQueue = type; + type = undefined; + } + if ( clearQueue && type !== false ) { + this.queue( type || "fx", [] ); + } + + return this.each( function() { + var dequeue = true, + index = type != null && type + "queueHooks", + timers = jQuery.timers, + data = dataPriv.get( this ); + + if ( index ) { + if ( data[ index ] && data[ index ].stop ) { + stopQueue( data[ index ] ); + } + } else { + for ( index in data ) { + if ( data[ index ] && data[ index ].stop && rrun.test( index ) ) { + stopQueue( data[ index ] ); + } + } + } + + for ( index = timers.length; index--; ) { + if ( timers[ index ].elem === this && + ( type == null || timers[ index ].queue === type ) ) { + + timers[ index ].anim.stop( gotoEnd ); + dequeue = false; + timers.splice( index, 1 ); + } + } + + // Start the next in the queue if the last step wasn't forced. + // Timers currently will call their complete callbacks, which + // will dequeue but only if they were gotoEnd. + if ( dequeue || !gotoEnd ) { + jQuery.dequeue( this, type ); + } + } ); + }, + finish: function( type ) { + if ( type !== false ) { + type = type || "fx"; + } + return this.each( function() { + var index, + data = dataPriv.get( this ), + queue = data[ type + "queue" ], + hooks = data[ type + "queueHooks" ], + timers = jQuery.timers, + length = queue ? queue.length : 0; + + // Enable finishing flag on private data + data.finish = true; + + // Empty the queue first + jQuery.queue( this, type, [] ); + + if ( hooks && hooks.stop ) { + hooks.stop.call( this, true ); + } + + // Look for any active animations, and finish them + for ( index = timers.length; index--; ) { + if ( timers[ index ].elem === this && timers[ index ].queue === type ) { + timers[ index ].anim.stop( true ); + timers.splice( index, 1 ); + } + } + + // Look for any animations in the old queue and finish them + for ( index = 0; index < length; index++ ) { + if ( queue[ index ] && queue[ index ].finish ) { + queue[ index ].finish.call( this ); + } + } + + // Turn off finishing flag + delete data.finish; + } ); + } +} ); + +jQuery.each( [ "toggle", "show", "hide" ], function( i, name ) { + var cssFn = jQuery.fn[ name ]; + jQuery.fn[ name ] = function( speed, easing, callback ) { + return speed == null || typeof speed === "boolean" ? + cssFn.apply( this, arguments ) : + this.animate( genFx( name, true ), speed, easing, callback ); + }; +} ); + +// Generate shortcuts for custom animations +jQuery.each( { + slideDown: genFx( "show" ), + slideUp: genFx( "hide" ), + slideToggle: genFx( "toggle" ), + fadeIn: { opacity: "show" }, + fadeOut: { opacity: "hide" }, + fadeToggle: { opacity: "toggle" } +}, function( name, props ) { + jQuery.fn[ name ] = function( speed, easing, callback ) { + return this.animate( props, speed, easing, callback ); + }; +} ); + +jQuery.timers = []; +jQuery.fx.tick = function() { + var timer, + i = 0, + timers = jQuery.timers; + + fxNow = jQuery.now(); + + for ( ; i < timers.length; i++ ) { + timer = timers[ i ]; + + // Run the timer and safely remove it when done (allowing for external removal) + if ( !timer() && timers[ i ] === timer ) { + timers.splice( i--, 1 ); + } + } + + if ( !timers.length ) { + jQuery.fx.stop(); + } + fxNow = undefined; +}; + +jQuery.fx.timer = function( timer ) { + jQuery.timers.push( timer ); + jQuery.fx.start(); +}; + +jQuery.fx.interval = 13; +jQuery.fx.start = function() { + if ( inProgress ) { + return; + } + + inProgress = true; + schedule(); +}; + +jQuery.fx.stop = function() { + inProgress = null; +}; + +jQuery.fx.speeds = { + slow: 600, + fast: 200, + + // Default speed + _default: 400 +}; + + +// Based off of the plugin by Clint Helfers, with permission. +// https://web.archive.org/web/20100324014747/http://blindsignals.com/index.php/2009/07/jquery-delay/ +jQuery.fn.delay = function( time, type ) { + time = jQuery.fx ? jQuery.fx.speeds[ time ] || time : time; + type = type || "fx"; + + return this.queue( type, function( next, hooks ) { + var timeout = window.setTimeout( next, time ); + hooks.stop = function() { + window.clearTimeout( timeout ); + }; + } ); +}; + + +( function() { + var input = document.createElement( "input" ), + select = document.createElement( "select" ), + opt = select.appendChild( document.createElement( "option" ) ); + + input.type = "checkbox"; + + // Support: Android <=4.3 only + // Default value for a checkbox should be "on" + support.checkOn = input.value !== ""; + + // Support: IE <=11 only + // Must access selectedIndex to make default options select + support.optSelected = opt.selected; + + // Support: IE <=11 only + // An input loses its value after becoming a radio + input = document.createElement( "input" ); + input.value = "t"; + input.type = "radio"; + support.radioValue = input.value === "t"; +} )(); + + +var boolHook, + attrHandle = jQuery.expr.attrHandle; + +jQuery.fn.extend( { + attr: function( name, value ) { + return access( this, jQuery.attr, name, value, arguments.length > 1 ); + }, + + removeAttr: function( name ) { + return this.each( function() { + jQuery.removeAttr( this, name ); + } ); + } +} ); + +jQuery.extend( { + attr: function( elem, name, value ) { + var ret, hooks, + nType = elem.nodeType; + + // Don't get/set attributes on text, comment and attribute nodes + if ( nType === 3 || nType === 8 || nType === 2 ) { + return; + } + + // Fallback to prop when attributes are not supported + if ( typeof elem.getAttribute === "undefined" ) { + return jQuery.prop( elem, name, value ); + } + + // Attribute hooks are determined by the lowercase version + // Grab necessary hook if one is defined + if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) { + hooks = jQuery.attrHooks[ name.toLowerCase() ] || + ( jQuery.expr.match.bool.test( name ) ? boolHook : undefined ); + } + + if ( value !== undefined ) { + if ( value === null ) { + jQuery.removeAttr( elem, name ); + return; + } + + if ( hooks && "set" in hooks && + ( ret = hooks.set( elem, value, name ) ) !== undefined ) { + return ret; + } + + elem.setAttribute( name, value + "" ); + return value; + } + + if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) { + return ret; + } + + ret = jQuery.find.attr( elem, name ); + + // Non-existent attributes return null, we normalize to undefined + return ret == null ? undefined : ret; + }, + + attrHooks: { + type: { + set: function( elem, value ) { + if ( !support.radioValue && value === "radio" && + nodeName( elem, "input" ) ) { + var val = elem.value; + elem.setAttribute( "type", value ); + if ( val ) { + elem.value = val; + } + return value; + } + } + } + }, + + removeAttr: function( elem, value ) { + var name, + i = 0, + + // Attribute names can contain non-HTML whitespace characters + // https://html.spec.whatwg.org/multipage/syntax.html#attributes-2 + attrNames = value && value.match( rnothtmlwhite ); + + if ( attrNames && elem.nodeType === 1 ) { + while ( ( name = attrNames[ i++ ] ) ) { + elem.removeAttribute( name ); + } + } + } +} ); + +// Hooks for boolean attributes +boolHook = { + set: function( elem, value, name ) { + if ( value === false ) { + + // Remove boolean attributes when set to false + jQuery.removeAttr( elem, name ); + } else { + elem.setAttribute( name, name ); + } + return name; + } +}; + +jQuery.each( jQuery.expr.match.bool.source.match( /\w+/g ), function( i, name ) { + var getter = attrHandle[ name ] || jQuery.find.attr; + + attrHandle[ name ] = function( elem, name, isXML ) { + var ret, handle, + lowercaseName = name.toLowerCase(); + + if ( !isXML ) { + + // Avoid an infinite loop by temporarily removing this function from the getter + handle = attrHandle[ lowercaseName ]; + attrHandle[ lowercaseName ] = ret; + ret = getter( elem, name, isXML ) != null ? + lowercaseName : + null; + attrHandle[ lowercaseName ] = handle; + } + return ret; + }; +} ); + + + + +var rfocusable = /^(?:input|select|textarea|button)$/i, + rclickable = /^(?:a|area)$/i; + +jQuery.fn.extend( { + prop: function( name, value ) { + return access( this, jQuery.prop, name, value, arguments.length > 1 ); + }, + + removeProp: function( name ) { + return this.each( function() { + delete this[ jQuery.propFix[ name ] || name ]; + } ); + } +} ); + +jQuery.extend( { + prop: function( elem, name, value ) { + var ret, hooks, + nType = elem.nodeType; + + // Don't get/set properties on text, comment and attribute nodes + if ( nType === 3 || nType === 8 || nType === 2 ) { + return; + } + + if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) { + + // Fix name and attach hooks + name = jQuery.propFix[ name ] || name; + hooks = jQuery.propHooks[ name ]; + } + + if ( value !== undefined ) { + if ( hooks && "set" in hooks && + ( ret = hooks.set( elem, value, name ) ) !== undefined ) { + return ret; + } + + return ( elem[ name ] = value ); + } + + if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) { + return ret; + } + + return elem[ name ]; + }, + + propHooks: { + tabIndex: { + get: function( elem ) { + + // Support: IE <=9 - 11 only + // elem.tabIndex doesn't always return the + // correct value when it hasn't been explicitly set + // https://web.archive.org/web/20141116233347/http://fluidproject.org/blog/2008/01/09/getting-setting-and-removing-tabindex-values-with-javascript/ + // Use proper attribute retrieval(#12072) + var tabindex = jQuery.find.attr( elem, "tabindex" ); + + if ( tabindex ) { + return parseInt( tabindex, 10 ); + } + + if ( + rfocusable.test( elem.nodeName ) || + rclickable.test( elem.nodeName ) && + elem.href + ) { + return 0; + } + + return -1; + } + } + }, + + propFix: { + "for": "htmlFor", + "class": "className" + } +} ); + +// Support: IE <=11 only +// Accessing the selectedIndex property +// forces the browser to respect setting selected +// on the option +// The getter ensures a default option is selected +// when in an optgroup +// eslint rule "no-unused-expressions" is disabled for this code +// since it considers such accessions noop +if ( !support.optSelected ) { + jQuery.propHooks.selected = { + get: function( elem ) { + + /* eslint no-unused-expressions: "off" */ + + var parent = elem.parentNode; + if ( parent && parent.parentNode ) { + parent.parentNode.selectedIndex; + } + return null; + }, + set: function( elem ) { + + /* eslint no-unused-expressions: "off" */ + + var parent = elem.parentNode; + if ( parent ) { + parent.selectedIndex; + + if ( parent.parentNode ) { + parent.parentNode.selectedIndex; + } + } + } + }; +} + +jQuery.each( [ + "tabIndex", + "readOnly", + "maxLength", + "cellSpacing", + "cellPadding", + "rowSpan", + "colSpan", + "useMap", + "frameBorder", + "contentEditable" +], function() { + jQuery.propFix[ this.toLowerCase() ] = this; +} ); + + + + + // Strip and collapse whitespace according to HTML spec + // https://html.spec.whatwg.org/multipage/infrastructure.html#strip-and-collapse-whitespace + function stripAndCollapse( value ) { + var tokens = value.match( rnothtmlwhite ) || []; + return tokens.join( " " ); + } + + +function getClass( elem ) { + return elem.getAttribute && elem.getAttribute( "class" ) || ""; +} + +jQuery.fn.extend( { + addClass: function( value ) { + var classes, elem, cur, curValue, clazz, j, finalValue, + i = 0; + + if ( jQuery.isFunction( value ) ) { + return this.each( function( j ) { + jQuery( this ).addClass( value.call( this, j, getClass( this ) ) ); + } ); + } + + if ( typeof value === "string" && value ) { + classes = value.match( rnothtmlwhite ) || []; + + while ( ( elem = this[ i++ ] ) ) { + curValue = getClass( elem ); + cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " ); + + if ( cur ) { + j = 0; + while ( ( clazz = classes[ j++ ] ) ) { + if ( cur.indexOf( " " + clazz + " " ) < 0 ) { + cur += clazz + " "; + } + } + + // Only assign if different to avoid unneeded rendering. + finalValue = stripAndCollapse( cur ); + if ( curValue !== finalValue ) { + elem.setAttribute( "class", finalValue ); + } + } + } + } + + return this; + }, + + removeClass: function( value ) { + var classes, elem, cur, curValue, clazz, j, finalValue, + i = 0; + + if ( jQuery.isFunction( value ) ) { + return this.each( function( j ) { + jQuery( this ).removeClass( value.call( this, j, getClass( this ) ) ); + } ); + } + + if ( !arguments.length ) { + return this.attr( "class", "" ); + } + + if ( typeof value === "string" && value ) { + classes = value.match( rnothtmlwhite ) || []; + + while ( ( elem = this[ i++ ] ) ) { + curValue = getClass( elem ); + + // This expression is here for better compressibility (see addClass) + cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " ); + + if ( cur ) { + j = 0; + while ( ( clazz = classes[ j++ ] ) ) { + + // Remove *all* instances + while ( cur.indexOf( " " + clazz + " " ) > -1 ) { + cur = cur.replace( " " + clazz + " ", " " ); + } + } + + // Only assign if different to avoid unneeded rendering. + finalValue = stripAndCollapse( cur ); + if ( curValue !== finalValue ) { + elem.setAttribute( "class", finalValue ); + } + } + } + } + + return this; + }, + + toggleClass: function( value, stateVal ) { + var type = typeof value; + + if ( typeof stateVal === "boolean" && type === "string" ) { + return stateVal ? this.addClass( value ) : this.removeClass( value ); + } + + if ( jQuery.isFunction( value ) ) { + return this.each( function( i ) { + jQuery( this ).toggleClass( + value.call( this, i, getClass( this ), stateVal ), + stateVal + ); + } ); + } + + return this.each( function() { + var className, i, self, classNames; + + if ( type === "string" ) { + + // Toggle individual class names + i = 0; + self = jQuery( this ); + classNames = value.match( rnothtmlwhite ) || []; + + while ( ( className = classNames[ i++ ] ) ) { + + // Check each className given, space separated list + if ( self.hasClass( className ) ) { + self.removeClass( className ); + } else { + self.addClass( className ); + } + } + + // Toggle whole class name + } else if ( value === undefined || type === "boolean" ) { + className = getClass( this ); + if ( className ) { + + // Store className if set + dataPriv.set( this, "__className__", className ); + } + + // If the element has a class name or if we're passed `false`, + // then remove the whole classname (if there was one, the above saved it). + // Otherwise bring back whatever was previously saved (if anything), + // falling back to the empty string if nothing was stored. + if ( this.setAttribute ) { + this.setAttribute( "class", + className || value === false ? + "" : + dataPriv.get( this, "__className__" ) || "" + ); + } + } + } ); + }, + + hasClass: function( selector ) { + var className, elem, + i = 0; + + className = " " + selector + " "; + while ( ( elem = this[ i++ ] ) ) { + if ( elem.nodeType === 1 && + ( " " + stripAndCollapse( getClass( elem ) ) + " " ).indexOf( className ) > -1 ) { + return true; + } + } + + return false; + } +} ); + + + + +var rreturn = /\r/g; + +jQuery.fn.extend( { + val: function( value ) { + var hooks, ret, isFunction, + elem = this[ 0 ]; + + if ( !arguments.length ) { + if ( elem ) { + hooks = jQuery.valHooks[ elem.type ] || + jQuery.valHooks[ elem.nodeName.toLowerCase() ]; + + if ( hooks && + "get" in hooks && + ( ret = hooks.get( elem, "value" ) ) !== undefined + ) { + return ret; + } + + ret = elem.value; + + // Handle most common string cases + if ( typeof ret === "string" ) { + return ret.replace( rreturn, "" ); + } + + // Handle cases where value is null/undef or number + return ret == null ? "" : ret; + } + + return; + } + + isFunction = jQuery.isFunction( value ); + + return this.each( function( i ) { + var val; + + if ( this.nodeType !== 1 ) { + return; + } + + if ( isFunction ) { + val = value.call( this, i, jQuery( this ).val() ); + } else { + val = value; + } + + // Treat null/undefined as ""; convert numbers to string + if ( val == null ) { + val = ""; + + } else if ( typeof val === "number" ) { + val += ""; + + } else if ( Array.isArray( val ) ) { + val = jQuery.map( val, function( value ) { + return value == null ? "" : value + ""; + } ); + } + + hooks = jQuery.valHooks[ this.type ] || jQuery.valHooks[ this.nodeName.toLowerCase() ]; + + // If set returns undefined, fall back to normal setting + if ( !hooks || !( "set" in hooks ) || hooks.set( this, val, "value" ) === undefined ) { + this.value = val; + } + } ); + } +} ); + +jQuery.extend( { + valHooks: { + option: { + get: function( elem ) { + + var val = jQuery.find.attr( elem, "value" ); + return val != null ? + val : + + // Support: IE <=10 - 11 only + // option.text throws exceptions (#14686, #14858) + // Strip and collapse whitespace + // https://html.spec.whatwg.org/#strip-and-collapse-whitespace + stripAndCollapse( jQuery.text( elem ) ); + } + }, + select: { + get: function( elem ) { + var value, option, i, + options = elem.options, + index = elem.selectedIndex, + one = elem.type === "select-one", + values = one ? null : [], + max = one ? index + 1 : options.length; + + if ( index < 0 ) { + i = max; + + } else { + i = one ? index : 0; + } + + // Loop through all the selected options + for ( ; i < max; i++ ) { + option = options[ i ]; + + // Support: IE <=9 only + // IE8-9 doesn't update selected after form reset (#2551) + if ( ( option.selected || i === index ) && + + // Don't return options that are disabled or in a disabled optgroup + !option.disabled && + ( !option.parentNode.disabled || + !nodeName( option.parentNode, "optgroup" ) ) ) { + + // Get the specific value for the option + value = jQuery( option ).val(); + + // We don't need an array for one selects + if ( one ) { + return value; + } + + // Multi-Selects return an array + values.push( value ); + } + } + + return values; + }, + + set: function( elem, value ) { + var optionSet, option, + options = elem.options, + values = jQuery.makeArray( value ), + i = options.length; + + while ( i-- ) { + option = options[ i ]; + + /* eslint-disable no-cond-assign */ + + if ( option.selected = + jQuery.inArray( jQuery.valHooks.option.get( option ), values ) > -1 + ) { + optionSet = true; + } + + /* eslint-enable no-cond-assign */ + } + + // Force browsers to behave consistently when non-matching value is set + if ( !optionSet ) { + elem.selectedIndex = -1; + } + return values; + } + } + } +} ); + +// Radios and checkboxes getter/setter +jQuery.each( [ "radio", "checkbox" ], function() { + jQuery.valHooks[ this ] = { + set: function( elem, value ) { + if ( Array.isArray( value ) ) { + return ( elem.checked = jQuery.inArray( jQuery( elem ).val(), value ) > -1 ); + } + } + }; + if ( !support.checkOn ) { + jQuery.valHooks[ this ].get = function( elem ) { + return elem.getAttribute( "value" ) === null ? "on" : elem.value; + }; + } +} ); + + + + +// Return jQuery for attributes-only inclusion + + +var rfocusMorph = /^(?:focusinfocus|focusoutblur)$/; + +jQuery.extend( jQuery.event, { + + trigger: function( event, data, elem, onlyHandlers ) { + + var i, cur, tmp, bubbleType, ontype, handle, special, + eventPath = [ elem || document ], + type = hasOwn.call( event, "type" ) ? event.type : event, + namespaces = hasOwn.call( event, "namespace" ) ? event.namespace.split( "." ) : []; + + cur = tmp = elem = elem || document; + + // Don't do events on text and comment nodes + if ( elem.nodeType === 3 || elem.nodeType === 8 ) { + return; + } + + // focus/blur morphs to focusin/out; ensure we're not firing them right now + if ( rfocusMorph.test( type + jQuery.event.triggered ) ) { + return; + } + + if ( type.indexOf( "." ) > -1 ) { + + // Namespaced trigger; create a regexp to match event type in handle() + namespaces = type.split( "." ); + type = namespaces.shift(); + namespaces.sort(); + } + ontype = type.indexOf( ":" ) < 0 && "on" + type; + + // Caller can pass in a jQuery.Event object, Object, or just an event type string + event = event[ jQuery.expando ] ? + event : + new jQuery.Event( type, typeof event === "object" && event ); + + // Trigger bitmask: & 1 for native handlers; & 2 for jQuery (always true) + event.isTrigger = onlyHandlers ? 2 : 3; + event.namespace = namespaces.join( "." ); + event.rnamespace = event.namespace ? + new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" ) : + null; + + // Clean up the event in case it is being reused + event.result = undefined; + if ( !event.target ) { + event.target = elem; + } + + // Clone any incoming data and prepend the event, creating the handler arg list + data = data == null ? + [ event ] : + jQuery.makeArray( data, [ event ] ); + + // Allow special events to draw outside the lines + special = jQuery.event.special[ type ] || {}; + if ( !onlyHandlers && special.trigger && special.trigger.apply( elem, data ) === false ) { + return; + } + + // Determine event propagation path in advance, per W3C events spec (#9951) + // Bubble up to document, then to window; watch for a global ownerDocument var (#9724) + if ( !onlyHandlers && !special.noBubble && !jQuery.isWindow( elem ) ) { + + bubbleType = special.delegateType || type; + if ( !rfocusMorph.test( bubbleType + type ) ) { + cur = cur.parentNode; + } + for ( ; cur; cur = cur.parentNode ) { + eventPath.push( cur ); + tmp = cur; + } + + // Only add window if we got to document (e.g., not plain obj or detached DOM) + if ( tmp === ( elem.ownerDocument || document ) ) { + eventPath.push( tmp.defaultView || tmp.parentWindow || window ); + } + } + + // Fire handlers on the event path + i = 0; + while ( ( cur = eventPath[ i++ ] ) && !event.isPropagationStopped() ) { + + event.type = i > 1 ? + bubbleType : + special.bindType || type; + + // jQuery handler + handle = ( dataPriv.get( cur, "events" ) || {} )[ event.type ] && + dataPriv.get( cur, "handle" ); + if ( handle ) { + handle.apply( cur, data ); + } + + // Native handler + handle = ontype && cur[ ontype ]; + if ( handle && handle.apply && acceptData( cur ) ) { + event.result = handle.apply( cur, data ); + if ( event.result === false ) { + event.preventDefault(); + } + } + } + event.type = type; + + // If nobody prevented the default action, do it now + if ( !onlyHandlers && !event.isDefaultPrevented() ) { + + if ( ( !special._default || + special._default.apply( eventPath.pop(), data ) === false ) && + acceptData( elem ) ) { + + // Call a native DOM method on the target with the same name as the event. + // Don't do default actions on window, that's where global variables be (#6170) + if ( ontype && jQuery.isFunction( elem[ type ] ) && !jQuery.isWindow( elem ) ) { + + // Don't re-trigger an onFOO event when we call its FOO() method + tmp = elem[ ontype ]; + + if ( tmp ) { + elem[ ontype ] = null; + } + + // Prevent re-triggering of the same event, since we already bubbled it above + jQuery.event.triggered = type; + elem[ type ](); + jQuery.event.triggered = undefined; + + if ( tmp ) { + elem[ ontype ] = tmp; + } + } + } + } + + return event.result; + }, + + // Piggyback on a donor event to simulate a different one + // Used only for `focus(in | out)` events + simulate: function( type, elem, event ) { + var e = jQuery.extend( + new jQuery.Event(), + event, + { + type: type, + isSimulated: true + } + ); + + jQuery.event.trigger( e, null, elem ); + } + +} ); + +jQuery.fn.extend( { + + trigger: function( type, data ) { + return this.each( function() { + jQuery.event.trigger( type, data, this ); + } ); + }, + triggerHandler: function( type, data ) { + var elem = this[ 0 ]; + if ( elem ) { + return jQuery.event.trigger( type, data, elem, true ); + } + } +} ); + + +jQuery.each( ( "blur focus focusin focusout resize scroll click dblclick " + + "mousedown mouseup mousemove mouseover mouseout mouseenter mouseleave " + + "change select submit keydown keypress keyup contextmenu" ).split( " " ), + function( i, name ) { + + // Handle event binding + jQuery.fn[ name ] = function( data, fn ) { + return arguments.length > 0 ? + this.on( name, null, data, fn ) : + this.trigger( name ); + }; +} ); + +jQuery.fn.extend( { + hover: function( fnOver, fnOut ) { + return this.mouseenter( fnOver ).mouseleave( fnOut || fnOver ); + } +} ); + + + + +support.focusin = "onfocusin" in window; + + +// Support: Firefox <=44 +// Firefox doesn't have focus(in | out) events +// Related ticket - https://bugzilla.mozilla.org/show_bug.cgi?id=687787 +// +// Support: Chrome <=48 - 49, Safari <=9.0 - 9.1 +// focus(in | out) events fire after focus & blur events, +// which is spec violation - http://www.w3.org/TR/DOM-Level-3-Events/#events-focusevent-event-order +// Related ticket - https://bugs.chromium.org/p/chromium/issues/detail?id=449857 +if ( !support.focusin ) { + jQuery.each( { focus: "focusin", blur: "focusout" }, function( orig, fix ) { + + // Attach a single capturing handler on the document while someone wants focusin/focusout + var handler = function( event ) { + jQuery.event.simulate( fix, event.target, jQuery.event.fix( event ) ); + }; + + jQuery.event.special[ fix ] = { + setup: function() { + var doc = this.ownerDocument || this, + attaches = dataPriv.access( doc, fix ); + + if ( !attaches ) { + doc.addEventListener( orig, handler, true ); + } + dataPriv.access( doc, fix, ( attaches || 0 ) + 1 ); + }, + teardown: function() { + var doc = this.ownerDocument || this, + attaches = dataPriv.access( doc, fix ) - 1; + + if ( !attaches ) { + doc.removeEventListener( orig, handler, true ); + dataPriv.remove( doc, fix ); + + } else { + dataPriv.access( doc, fix, attaches ); + } + } + }; + } ); +} +var location = window.location; + +var nonce = jQuery.now(); + +var rquery = ( /\?/ ); + + + +// Cross-browser xml parsing +jQuery.parseXML = function( data ) { + var xml; + if ( !data || typeof data !== "string" ) { + return null; + } + + // Support: IE 9 - 11 only + // IE throws on parseFromString with invalid input. + try { + xml = ( new window.DOMParser() ).parseFromString( data, "text/xml" ); + } catch ( e ) { + xml = undefined; + } + + if ( !xml || xml.getElementsByTagName( "parsererror" ).length ) { + jQuery.error( "Invalid XML: " + data ); + } + return xml; +}; + + +var + rbracket = /\[\]$/, + rCRLF = /\r?\n/g, + rsubmitterTypes = /^(?:submit|button|image|reset|file)$/i, + rsubmittable = /^(?:input|select|textarea|keygen)/i; + +function buildParams( prefix, obj, traditional, add ) { + var name; + + if ( Array.isArray( obj ) ) { + + // Serialize array item. + jQuery.each( obj, function( i, v ) { + if ( traditional || rbracket.test( prefix ) ) { + + // Treat each array item as a scalar. + add( prefix, v ); + + } else { + + // Item is non-scalar (array or object), encode its numeric index. + buildParams( + prefix + "[" + ( typeof v === "object" && v != null ? i : "" ) + "]", + v, + traditional, + add + ); + } + } ); + + } else if ( !traditional && jQuery.type( obj ) === "object" ) { + + // Serialize object item. + for ( name in obj ) { + buildParams( prefix + "[" + name + "]", obj[ name ], traditional, add ); + } + + } else { + + // Serialize scalar item. + add( prefix, obj ); + } +} + +// Serialize an array of form elements or a set of +// key/values into a query string +jQuery.param = function( a, traditional ) { + var prefix, + s = [], + add = function( key, valueOrFunction ) { + + // If value is a function, invoke it and use its return value + var value = jQuery.isFunction( valueOrFunction ) ? + valueOrFunction() : + valueOrFunction; + + s[ s.length ] = encodeURIComponent( key ) + "=" + + encodeURIComponent( value == null ? "" : value ); + }; + + // If an array was passed in, assume that it is an array of form elements. + if ( Array.isArray( a ) || ( a.jquery && !jQuery.isPlainObject( a ) ) ) { + + // Serialize the form elements + jQuery.each( a, function() { + add( this.name, this.value ); + } ); + + } else { + + // If traditional, encode the "old" way (the way 1.3.2 or older + // did it), otherwise encode params recursively. + for ( prefix in a ) { + buildParams( prefix, a[ prefix ], traditional, add ); + } + } + + // Return the resulting serialization + return s.join( "&" ); +}; + +jQuery.fn.extend( { + serialize: function() { + return jQuery.param( this.serializeArray() ); + }, + serializeArray: function() { + return this.map( function() { + + // Can add propHook for "elements" to filter or add form elements + var elements = jQuery.prop( this, "elements" ); + return elements ? jQuery.makeArray( elements ) : this; + } ) + .filter( function() { + var type = this.type; + + // Use .is( ":disabled" ) so that fieldset[disabled] works + return this.name && !jQuery( this ).is( ":disabled" ) && + rsubmittable.test( this.nodeName ) && !rsubmitterTypes.test( type ) && + ( this.checked || !rcheckableType.test( type ) ); + } ) + .map( function( i, elem ) { + var val = jQuery( this ).val(); + + if ( val == null ) { + return null; + } + + if ( Array.isArray( val ) ) { + return jQuery.map( val, function( val ) { + return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) }; + } ); + } + + return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) }; + } ).get(); + } +} ); + + +var + r20 = /%20/g, + rhash = /#.*$/, + rantiCache = /([?&])_=[^&]*/, + rheaders = /^(.*?):[ \t]*([^\r\n]*)$/mg, + + // #7653, #8125, #8152: local protocol detection + rlocalProtocol = /^(?:about|app|app-storage|.+-extension|file|res|widget):$/, + rnoContent = /^(?:GET|HEAD)$/, + rprotocol = /^\/\//, + + /* Prefilters + * 1) They are useful to introduce custom dataTypes (see ajax/jsonp.js for an example) + * 2) These are called: + * - BEFORE asking for a transport + * - AFTER param serialization (s.data is a string if s.processData is true) + * 3) key is the dataType + * 4) the catchall symbol "*" can be used + * 5) execution will start with transport dataType and THEN continue down to "*" if needed + */ + prefilters = {}, + + /* Transports bindings + * 1) key is the dataType + * 2) the catchall symbol "*" can be used + * 3) selection will start with transport dataType and THEN go to "*" if needed + */ + transports = {}, + + // Avoid comment-prolog char sequence (#10098); must appease lint and evade compression + allTypes = "*/".concat( "*" ), + + // Anchor tag for parsing the document origin + originAnchor = document.createElement( "a" ); + originAnchor.href = location.href; + +// Base "constructor" for jQuery.ajaxPrefilter and jQuery.ajaxTransport +function addToPrefiltersOrTransports( structure ) { + + // dataTypeExpression is optional and defaults to "*" + return function( dataTypeExpression, func ) { + + if ( typeof dataTypeExpression !== "string" ) { + func = dataTypeExpression; + dataTypeExpression = "*"; + } + + var dataType, + i = 0, + dataTypes = dataTypeExpression.toLowerCase().match( rnothtmlwhite ) || []; + + if ( jQuery.isFunction( func ) ) { + + // For each dataType in the dataTypeExpression + while ( ( dataType = dataTypes[ i++ ] ) ) { + + // Prepend if requested + if ( dataType[ 0 ] === "+" ) { + dataType = dataType.slice( 1 ) || "*"; + ( structure[ dataType ] = structure[ dataType ] || [] ).unshift( func ); + + // Otherwise append + } else { + ( structure[ dataType ] = structure[ dataType ] || [] ).push( func ); + } + } + } + }; +} + +// Base inspection function for prefilters and transports +function inspectPrefiltersOrTransports( structure, options, originalOptions, jqXHR ) { + + var inspected = {}, + seekingTransport = ( structure === transports ); + + function inspect( dataType ) { + var selected; + inspected[ dataType ] = true; + jQuery.each( structure[ dataType ] || [], function( _, prefilterOrFactory ) { + var dataTypeOrTransport = prefilterOrFactory( options, originalOptions, jqXHR ); + if ( typeof dataTypeOrTransport === "string" && + !seekingTransport && !inspected[ dataTypeOrTransport ] ) { + + options.dataTypes.unshift( dataTypeOrTransport ); + inspect( dataTypeOrTransport ); + return false; + } else if ( seekingTransport ) { + return !( selected = dataTypeOrTransport ); + } + } ); + return selected; + } + + return inspect( options.dataTypes[ 0 ] ) || !inspected[ "*" ] && inspect( "*" ); +} + +// A special extend for ajax options +// that takes "flat" options (not to be deep extended) +// Fixes #9887 +function ajaxExtend( target, src ) { + var key, deep, + flatOptions = jQuery.ajaxSettings.flatOptions || {}; + + for ( key in src ) { + if ( src[ key ] !== undefined ) { + ( flatOptions[ key ] ? target : ( deep || ( deep = {} ) ) )[ key ] = src[ key ]; + } + } + if ( deep ) { + jQuery.extend( true, target, deep ); + } + + return target; +} + +/* Handles responses to an ajax request: + * - finds the right dataType (mediates between content-type and expected dataType) + * - returns the corresponding response + */ +function ajaxHandleResponses( s, jqXHR, responses ) { + + var ct, type, finalDataType, firstDataType, + contents = s.contents, + dataTypes = s.dataTypes; + + // Remove auto dataType and get content-type in the process + while ( dataTypes[ 0 ] === "*" ) { + dataTypes.shift(); + if ( ct === undefined ) { + ct = s.mimeType || jqXHR.getResponseHeader( "Content-Type" ); + } + } + + // Check if we're dealing with a known content-type + if ( ct ) { + for ( type in contents ) { + if ( contents[ type ] && contents[ type ].test( ct ) ) { + dataTypes.unshift( type ); + break; + } + } + } + + // Check to see if we have a response for the expected dataType + if ( dataTypes[ 0 ] in responses ) { + finalDataType = dataTypes[ 0 ]; + } else { + + // Try convertible dataTypes + for ( type in responses ) { + if ( !dataTypes[ 0 ] || s.converters[ type + " " + dataTypes[ 0 ] ] ) { + finalDataType = type; + break; + } + if ( !firstDataType ) { + firstDataType = type; + } + } + + // Or just use first one + finalDataType = finalDataType || firstDataType; + } + + // If we found a dataType + // We add the dataType to the list if needed + // and return the corresponding response + if ( finalDataType ) { + if ( finalDataType !== dataTypes[ 0 ] ) { + dataTypes.unshift( finalDataType ); + } + return responses[ finalDataType ]; + } +} + +/* Chain conversions given the request and the original response + * Also sets the responseXXX fields on the jqXHR instance + */ +function ajaxConvert( s, response, jqXHR, isSuccess ) { + var conv2, current, conv, tmp, prev, + converters = {}, + + // Work with a copy of dataTypes in case we need to modify it for conversion + dataTypes = s.dataTypes.slice(); + + // Create converters map with lowercased keys + if ( dataTypes[ 1 ] ) { + for ( conv in s.converters ) { + converters[ conv.toLowerCase() ] = s.converters[ conv ]; + } + } + + current = dataTypes.shift(); + + // Convert to each sequential dataType + while ( current ) { + + if ( s.responseFields[ current ] ) { + jqXHR[ s.responseFields[ current ] ] = response; + } + + // Apply the dataFilter if provided + if ( !prev && isSuccess && s.dataFilter ) { + response = s.dataFilter( response, s.dataType ); + } + + prev = current; + current = dataTypes.shift(); + + if ( current ) { + + // There's only work to do if current dataType is non-auto + if ( current === "*" ) { + + current = prev; + + // Convert response if prev dataType is non-auto and differs from current + } else if ( prev !== "*" && prev !== current ) { + + // Seek a direct converter + conv = converters[ prev + " " + current ] || converters[ "* " + current ]; + + // If none found, seek a pair + if ( !conv ) { + for ( conv2 in converters ) { + + // If conv2 outputs current + tmp = conv2.split( " " ); + if ( tmp[ 1 ] === current ) { + + // If prev can be converted to accepted input + conv = converters[ prev + " " + tmp[ 0 ] ] || + converters[ "* " + tmp[ 0 ] ]; + if ( conv ) { + + // Condense equivalence converters + if ( conv === true ) { + conv = converters[ conv2 ]; + + // Otherwise, insert the intermediate dataType + } else if ( converters[ conv2 ] !== true ) { + current = tmp[ 0 ]; + dataTypes.unshift( tmp[ 1 ] ); + } + break; + } + } + } + } + + // Apply converter (if not an equivalence) + if ( conv !== true ) { + + // Unless errors are allowed to bubble, catch and return them + if ( conv && s.throws ) { + response = conv( response ); + } else { + try { + response = conv( response ); + } catch ( e ) { + return { + state: "parsererror", + error: conv ? e : "No conversion from " + prev + " to " + current + }; + } + } + } + } + } + } + + return { state: "success", data: response }; +} + +jQuery.extend( { + + // Counter for holding the number of active queries + active: 0, + + // Last-Modified header cache for next request + lastModified: {}, + etag: {}, + + ajaxSettings: { + url: location.href, + type: "GET", + isLocal: rlocalProtocol.test( location.protocol ), + global: true, + processData: true, + async: true, + contentType: "application/x-www-form-urlencoded; charset=UTF-8", + + /* + timeout: 0, + data: null, + dataType: null, + username: null, + password: null, + cache: null, + throws: false, + traditional: false, + headers: {}, + */ + + accepts: { + "*": allTypes, + text: "text/plain", + html: "text/html", + xml: "application/xml, text/xml", + json: "application/json, text/javascript" + }, + + contents: { + xml: /\bxml\b/, + html: /\bhtml/, + json: /\bjson\b/ + }, + + responseFields: { + xml: "responseXML", + text: "responseText", + json: "responseJSON" + }, + + // Data converters + // Keys separate source (or catchall "*") and destination types with a single space + converters: { + + // Convert anything to text + "* text": String, + + // Text to html (true = no transformation) + "text html": true, + + // Evaluate text as a json expression + "text json": JSON.parse, + + // Parse text as xml + "text xml": jQuery.parseXML + }, + + // For options that shouldn't be deep extended: + // you can add your own custom options here if + // and when you create one that shouldn't be + // deep extended (see ajaxExtend) + flatOptions: { + url: true, + context: true + } + }, + + // Creates a full fledged settings object into target + // with both ajaxSettings and settings fields. + // If target is omitted, writes into ajaxSettings. + ajaxSetup: function( target, settings ) { + return settings ? + + // Building a settings object + ajaxExtend( ajaxExtend( target, jQuery.ajaxSettings ), settings ) : + + // Extending ajaxSettings + ajaxExtend( jQuery.ajaxSettings, target ); + }, + + ajaxPrefilter: addToPrefiltersOrTransports( prefilters ), + ajaxTransport: addToPrefiltersOrTransports( transports ), + + // Main method + ajax: function( url, options ) { + + // If url is an object, simulate pre-1.5 signature + if ( typeof url === "object" ) { + options = url; + url = undefined; + } + + // Force options to be an object + options = options || {}; + + var transport, + + // URL without anti-cache param + cacheURL, + + // Response headers + responseHeadersString, + responseHeaders, + + // timeout handle + timeoutTimer, + + // Url cleanup var + urlAnchor, + + // Request state (becomes false upon send and true upon completion) + completed, + + // To know if global events are to be dispatched + fireGlobals, + + // Loop variable + i, + + // uncached part of the url + uncached, + + // Create the final options object + s = jQuery.ajaxSetup( {}, options ), + + // Callbacks context + callbackContext = s.context || s, + + // Context for global events is callbackContext if it is a DOM node or jQuery collection + globalEventContext = s.context && + ( callbackContext.nodeType || callbackContext.jquery ) ? + jQuery( callbackContext ) : + jQuery.event, + + // Deferreds + deferred = jQuery.Deferred(), + completeDeferred = jQuery.Callbacks( "once memory" ), + + // Status-dependent callbacks + statusCode = s.statusCode || {}, + + // Headers (they are sent all at once) + requestHeaders = {}, + requestHeadersNames = {}, + + // Default abort message + strAbort = "canceled", + + // Fake xhr + jqXHR = { + readyState: 0, + + // Builds headers hashtable if needed + getResponseHeader: function( key ) { + var match; + if ( completed ) { + if ( !responseHeaders ) { + responseHeaders = {}; + while ( ( match = rheaders.exec( responseHeadersString ) ) ) { + responseHeaders[ match[ 1 ].toLowerCase() ] = match[ 2 ]; + } + } + match = responseHeaders[ key.toLowerCase() ]; + } + return match == null ? null : match; + }, + + // Raw string + getAllResponseHeaders: function() { + return completed ? responseHeadersString : null; + }, + + // Caches the header + setRequestHeader: function( name, value ) { + if ( completed == null ) { + name = requestHeadersNames[ name.toLowerCase() ] = + requestHeadersNames[ name.toLowerCase() ] || name; + requestHeaders[ name ] = value; + } + return this; + }, + + // Overrides response content-type header + overrideMimeType: function( type ) { + if ( completed == null ) { + s.mimeType = type; + } + return this; + }, + + // Status-dependent callbacks + statusCode: function( map ) { + var code; + if ( map ) { + if ( completed ) { + + // Execute the appropriate callbacks + jqXHR.always( map[ jqXHR.status ] ); + } else { + + // Lazy-add the new callbacks in a way that preserves old ones + for ( code in map ) { + statusCode[ code ] = [ statusCode[ code ], map[ code ] ]; + } + } + } + return this; + }, + + // Cancel the request + abort: function( statusText ) { + var finalText = statusText || strAbort; + if ( transport ) { + transport.abort( finalText ); + } + done( 0, finalText ); + return this; + } + }; + + // Attach deferreds + deferred.promise( jqXHR ); + + // Add protocol if not provided (prefilters might expect it) + // Handle falsy url in the settings object (#10093: consistency with old signature) + // We also use the url parameter if available + s.url = ( ( url || s.url || location.href ) + "" ) + .replace( rprotocol, location.protocol + "//" ); + + // Alias method option to type as per ticket #12004 + s.type = options.method || options.type || s.method || s.type; + + // Extract dataTypes list + s.dataTypes = ( s.dataType || "*" ).toLowerCase().match( rnothtmlwhite ) || [ "" ]; + + // A cross-domain request is in order when the origin doesn't match the current origin. + if ( s.crossDomain == null ) { + urlAnchor = document.createElement( "a" ); + + // Support: IE <=8 - 11, Edge 12 - 13 + // IE throws exception on accessing the href property if url is malformed, + // e.g. http://example.com:80x/ + try { + urlAnchor.href = s.url; + + // Support: IE <=8 - 11 only + // Anchor's host property isn't correctly set when s.url is relative + urlAnchor.href = urlAnchor.href; + s.crossDomain = originAnchor.protocol + "//" + originAnchor.host !== + urlAnchor.protocol + "//" + urlAnchor.host; + } catch ( e ) { + + // If there is an error parsing the URL, assume it is crossDomain, + // it can be rejected by the transport if it is invalid + s.crossDomain = true; + } + } + + // Convert data if not already a string + if ( s.data && s.processData && typeof s.data !== "string" ) { + s.data = jQuery.param( s.data, s.traditional ); + } + + // Apply prefilters + inspectPrefiltersOrTransports( prefilters, s, options, jqXHR ); + + // If request was aborted inside a prefilter, stop there + if ( completed ) { + return jqXHR; + } + + // We can fire global events as of now if asked to + // Don't fire events if jQuery.event is undefined in an AMD-usage scenario (#15118) + fireGlobals = jQuery.event && s.global; + + // Watch for a new set of requests + if ( fireGlobals && jQuery.active++ === 0 ) { + jQuery.event.trigger( "ajaxStart" ); + } + + // Uppercase the type + s.type = s.type.toUpperCase(); + + // Determine if request has content + s.hasContent = !rnoContent.test( s.type ); + + // Save the URL in case we're toying with the If-Modified-Since + // and/or If-None-Match header later on + // Remove hash to simplify url manipulation + cacheURL = s.url.replace( rhash, "" ); + + // More options handling for requests with no content + if ( !s.hasContent ) { + + // Remember the hash so we can put it back + uncached = s.url.slice( cacheURL.length ); + + // If data is available, append data to url + if ( s.data ) { + cacheURL += ( rquery.test( cacheURL ) ? "&" : "?" ) + s.data; + + // #9682: remove data so that it's not used in an eventual retry + delete s.data; + } + + // Add or update anti-cache param if needed + if ( s.cache === false ) { + cacheURL = cacheURL.replace( rantiCache, "$1" ); + uncached = ( rquery.test( cacheURL ) ? "&" : "?" ) + "_=" + ( nonce++ ) + uncached; + } + + // Put hash and anti-cache on the URL that will be requested (gh-1732) + s.url = cacheURL + uncached; + + // Change '%20' to '+' if this is encoded form body content (gh-2658) + } else if ( s.data && s.processData && + ( s.contentType || "" ).indexOf( "application/x-www-form-urlencoded" ) === 0 ) { + s.data = s.data.replace( r20, "+" ); + } + + // Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode. + if ( s.ifModified ) { + if ( jQuery.lastModified[ cacheURL ] ) { + jqXHR.setRequestHeader( "If-Modified-Since", jQuery.lastModified[ cacheURL ] ); + } + if ( jQuery.etag[ cacheURL ] ) { + jqXHR.setRequestHeader( "If-None-Match", jQuery.etag[ cacheURL ] ); + } + } + + // Set the correct header, if data is being sent + if ( s.data && s.hasContent && s.contentType !== false || options.contentType ) { + jqXHR.setRequestHeader( "Content-Type", s.contentType ); + } + + // Set the Accepts header for the server, depending on the dataType + jqXHR.setRequestHeader( + "Accept", + s.dataTypes[ 0 ] && s.accepts[ s.dataTypes[ 0 ] ] ? + s.accepts[ s.dataTypes[ 0 ] ] + + ( s.dataTypes[ 0 ] !== "*" ? ", " + allTypes + "; q=0.01" : "" ) : + s.accepts[ "*" ] + ); + + // Check for headers option + for ( i in s.headers ) { + jqXHR.setRequestHeader( i, s.headers[ i ] ); + } + + // Allow custom headers/mimetypes and early abort + if ( s.beforeSend && + ( s.beforeSend.call( callbackContext, jqXHR, s ) === false || completed ) ) { + + // Abort if not done already and return + return jqXHR.abort(); + } + + // Aborting is no longer a cancellation + strAbort = "abort"; + + // Install callbacks on deferreds + completeDeferred.add( s.complete ); + jqXHR.done( s.success ); + jqXHR.fail( s.error ); + + // Get transport + transport = inspectPrefiltersOrTransports( transports, s, options, jqXHR ); + + // If no transport, we auto-abort + if ( !transport ) { + done( -1, "No Transport" ); + } else { + jqXHR.readyState = 1; + + // Send global event + if ( fireGlobals ) { + globalEventContext.trigger( "ajaxSend", [ jqXHR, s ] ); + } + + // If request was aborted inside ajaxSend, stop there + if ( completed ) { + return jqXHR; + } + + // Timeout + if ( s.async && s.timeout > 0 ) { + timeoutTimer = window.setTimeout( function() { + jqXHR.abort( "timeout" ); + }, s.timeout ); + } + + try { + completed = false; + transport.send( requestHeaders, done ); + } catch ( e ) { + + // Rethrow post-completion exceptions + if ( completed ) { + throw e; + } + + // Propagate others as results + done( -1, e ); + } + } + + // Callback for when everything is done + function done( status, nativeStatusText, responses, headers ) { + var isSuccess, success, error, response, modified, + statusText = nativeStatusText; + + // Ignore repeat invocations + if ( completed ) { + return; + } + + completed = true; + + // Clear timeout if it exists + if ( timeoutTimer ) { + window.clearTimeout( timeoutTimer ); + } + + // Dereference transport for early garbage collection + // (no matter how long the jqXHR object will be used) + transport = undefined; + + // Cache response headers + responseHeadersString = headers || ""; + + // Set readyState + jqXHR.readyState = status > 0 ? 4 : 0; + + // Determine if successful + isSuccess = status >= 200 && status < 300 || status === 304; + + // Get response data + if ( responses ) { + response = ajaxHandleResponses( s, jqXHR, responses ); + } + + // Convert no matter what (that way responseXXX fields are always set) + response = ajaxConvert( s, response, jqXHR, isSuccess ); + + // If successful, handle type chaining + if ( isSuccess ) { + + // Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode. + if ( s.ifModified ) { + modified = jqXHR.getResponseHeader( "Last-Modified" ); + if ( modified ) { + jQuery.lastModified[ cacheURL ] = modified; + } + modified = jqXHR.getResponseHeader( "etag" ); + if ( modified ) { + jQuery.etag[ cacheURL ] = modified; + } + } + + // if no content + if ( status === 204 || s.type === "HEAD" ) { + statusText = "nocontent"; + + // if not modified + } else if ( status === 304 ) { + statusText = "notmodified"; + + // If we have data, let's convert it + } else { + statusText = response.state; + success = response.data; + error = response.error; + isSuccess = !error; + } + } else { + + // Extract error from statusText and normalize for non-aborts + error = statusText; + if ( status || !statusText ) { + statusText = "error"; + if ( status < 0 ) { + status = 0; + } + } + } + + // Set data for the fake xhr object + jqXHR.status = status; + jqXHR.statusText = ( nativeStatusText || statusText ) + ""; + + // Success/Error + if ( isSuccess ) { + deferred.resolveWith( callbackContext, [ success, statusText, jqXHR ] ); + } else { + deferred.rejectWith( callbackContext, [ jqXHR, statusText, error ] ); + } + + // Status-dependent callbacks + jqXHR.statusCode( statusCode ); + statusCode = undefined; + + if ( fireGlobals ) { + globalEventContext.trigger( isSuccess ? "ajaxSuccess" : "ajaxError", + [ jqXHR, s, isSuccess ? success : error ] ); + } + + // Complete + completeDeferred.fireWith( callbackContext, [ jqXHR, statusText ] ); + + if ( fireGlobals ) { + globalEventContext.trigger( "ajaxComplete", [ jqXHR, s ] ); + + // Handle the global AJAX counter + if ( !( --jQuery.active ) ) { + jQuery.event.trigger( "ajaxStop" ); + } + } + } + + return jqXHR; + }, + + getJSON: function( url, data, callback ) { + return jQuery.get( url, data, callback, "json" ); + }, + + getScript: function( url, callback ) { + return jQuery.get( url, undefined, callback, "script" ); + } +} ); + +jQuery.each( [ "get", "post" ], function( i, method ) { + jQuery[ method ] = function( url, data, callback, type ) { + + // Shift arguments if data argument was omitted + if ( jQuery.isFunction( data ) ) { + type = type || callback; + callback = data; + data = undefined; + } + + // The url can be an options object (which then must have .url) + return jQuery.ajax( jQuery.extend( { + url: url, + type: method, + dataType: type, + data: data, + success: callback + }, jQuery.isPlainObject( url ) && url ) ); + }; +} ); + + +jQuery._evalUrl = function( url ) { + return jQuery.ajax( { + url: url, + + // Make this explicit, since user can override this through ajaxSetup (#11264) + type: "GET", + dataType: "script", + cache: true, + async: false, + global: false, + "throws": true + } ); +}; + + +jQuery.fn.extend( { + wrapAll: function( html ) { + var wrap; + + if ( this[ 0 ] ) { + if ( jQuery.isFunction( html ) ) { + html = html.call( this[ 0 ] ); + } + + // The elements to wrap the target around + wrap = jQuery( html, this[ 0 ].ownerDocument ).eq( 0 ).clone( true ); + + if ( this[ 0 ].parentNode ) { + wrap.insertBefore( this[ 0 ] ); + } + + wrap.map( function() { + var elem = this; + + while ( elem.firstElementChild ) { + elem = elem.firstElementChild; + } + + return elem; + } ).append( this ); + } + + return this; + }, + + wrapInner: function( html ) { + if ( jQuery.isFunction( html ) ) { + return this.each( function( i ) { + jQuery( this ).wrapInner( html.call( this, i ) ); + } ); + } + + return this.each( function() { + var self = jQuery( this ), + contents = self.contents(); + + if ( contents.length ) { + contents.wrapAll( html ); + + } else { + self.append( html ); + } + } ); + }, + + wrap: function( html ) { + var isFunction = jQuery.isFunction( html ); + + return this.each( function( i ) { + jQuery( this ).wrapAll( isFunction ? html.call( this, i ) : html ); + } ); + }, + + unwrap: function( selector ) { + this.parent( selector ).not( "body" ).each( function() { + jQuery( this ).replaceWith( this.childNodes ); + } ); + return this; + } +} ); + + +jQuery.expr.pseudos.hidden = function( elem ) { + return !jQuery.expr.pseudos.visible( elem ); +}; +jQuery.expr.pseudos.visible = function( elem ) { + return !!( elem.offsetWidth || elem.offsetHeight || elem.getClientRects().length ); +}; + + + + +jQuery.ajaxSettings.xhr = function() { + try { + return new window.XMLHttpRequest(); + } catch ( e ) {} +}; + +var xhrSuccessStatus = { + + // File protocol always yields status code 0, assume 200 + 0: 200, + + // Support: IE <=9 only + // #1450: sometimes IE returns 1223 when it should be 204 + 1223: 204 + }, + xhrSupported = jQuery.ajaxSettings.xhr(); + +support.cors = !!xhrSupported && ( "withCredentials" in xhrSupported ); +support.ajax = xhrSupported = !!xhrSupported; + +jQuery.ajaxTransport( function( options ) { + var callback, errorCallback; + + // Cross domain only allowed if supported through XMLHttpRequest + if ( support.cors || xhrSupported && !options.crossDomain ) { + return { + send: function( headers, complete ) { + var i, + xhr = options.xhr(); + + xhr.open( + options.type, + options.url, + options.async, + options.username, + options.password + ); + + // Apply custom fields if provided + if ( options.xhrFields ) { + for ( i in options.xhrFields ) { + xhr[ i ] = options.xhrFields[ i ]; + } + } + + // Override mime type if needed + if ( options.mimeType && xhr.overrideMimeType ) { + xhr.overrideMimeType( options.mimeType ); + } + + // X-Requested-With header + // For cross-domain requests, seeing as conditions for a preflight are + // akin to a jigsaw puzzle, we simply never set it to be sure. + // (it can always be set on a per-request basis or even using ajaxSetup) + // For same-domain requests, won't change header if already provided. + if ( !options.crossDomain && !headers[ "X-Requested-With" ] ) { + headers[ "X-Requested-With" ] = "XMLHttpRequest"; + } + + // Set headers + for ( i in headers ) { + xhr.setRequestHeader( i, headers[ i ] ); + } + + // Callback + callback = function( type ) { + return function() { + if ( callback ) { + callback = errorCallback = xhr.onload = + xhr.onerror = xhr.onabort = xhr.onreadystatechange = null; + + if ( type === "abort" ) { + xhr.abort(); + } else if ( type === "error" ) { + + // Support: IE <=9 only + // On a manual native abort, IE9 throws + // errors on any property access that is not readyState + if ( typeof xhr.status !== "number" ) { + complete( 0, "error" ); + } else { + complete( + + // File: protocol always yields status 0; see #8605, #14207 + xhr.status, + xhr.statusText + ); + } + } else { + complete( + xhrSuccessStatus[ xhr.status ] || xhr.status, + xhr.statusText, + + // Support: IE <=9 only + // IE9 has no XHR2 but throws on binary (trac-11426) + // For XHR2 non-text, let the caller handle it (gh-2498) + ( xhr.responseType || "text" ) !== "text" || + typeof xhr.responseText !== "string" ? + { binary: xhr.response } : + { text: xhr.responseText }, + xhr.getAllResponseHeaders() + ); + } + } + }; + }; + + // Listen to events + xhr.onload = callback(); + errorCallback = xhr.onerror = callback( "error" ); + + // Support: IE 9 only + // Use onreadystatechange to replace onabort + // to handle uncaught aborts + if ( xhr.onabort !== undefined ) { + xhr.onabort = errorCallback; + } else { + xhr.onreadystatechange = function() { + + // Check readyState before timeout as it changes + if ( xhr.readyState === 4 ) { + + // Allow onerror to be called first, + // but that will not handle a native abort + // Also, save errorCallback to a variable + // as xhr.onerror cannot be accessed + window.setTimeout( function() { + if ( callback ) { + errorCallback(); + } + } ); + } + }; + } + + // Create the abort callback + callback = callback( "abort" ); + + try { + + // Do send the request (this may raise an exception) + xhr.send( options.hasContent && options.data || null ); + } catch ( e ) { + + // #14683: Only rethrow if this hasn't been notified as an error yet + if ( callback ) { + throw e; + } + } + }, + + abort: function() { + if ( callback ) { + callback(); + } + } + }; + } +} ); + + + + +// Prevent auto-execution of scripts when no explicit dataType was provided (See gh-2432) +jQuery.ajaxPrefilter( function( s ) { + if ( s.crossDomain ) { + s.contents.script = false; + } +} ); + +// Install script dataType +jQuery.ajaxSetup( { + accepts: { + script: "text/javascript, application/javascript, " + + "application/ecmascript, application/x-ecmascript" + }, + contents: { + script: /\b(?:java|ecma)script\b/ + }, + converters: { + "text script": function( text ) { + jQuery.globalEval( text ); + return text; + } + } +} ); + +// Handle cache's special case and crossDomain +jQuery.ajaxPrefilter( "script", function( s ) { + if ( s.cache === undefined ) { + s.cache = false; + } + if ( s.crossDomain ) { + s.type = "GET"; + } +} ); + +// Bind script tag hack transport +jQuery.ajaxTransport( "script", function( s ) { + + // This transport only deals with cross domain requests + if ( s.crossDomain ) { + var script, callback; + return { + send: function( _, complete ) { + script = jQuery( " + + + + + + + + + + + + + + + + + +
+
+
+ + +
+ +
+

dmipy.core package

+
+

Submodules

+
+
+

dmipy.core.acquisition_scheme module

+
+
+dmipy.core.acquisition_scheme.get_sh_order_from_bval(bval)
+

Estimates minimum sh_order to represent data of given b-value.

+
+ +
+
+class dmipy.core.acquisition_scheme.DmipyAcquisitionScheme(bvalues, gradient_directions, qvalues, gradient_strengths, delta, Delta, TE, min_b_shell_distance, b0_threshold)
+

Class that calculates and contains all information needed to simulate and +fit data using microstructure models.

+
+
+print_acquisition_info
+

prints a small summary of the acquisition scheme. Is useful to check if +the function correctly separated the shells and if the input parameters +were given in the right scale.

+
+ +
+
+return_pruned_acquisition_scheme(shell_indices, data=None)
+

Returns pruned acquisition scheme and optionally also prunes data.

+ +++ + + + + + +
Parameters:
    +
  • shell_indices (list of integers,) – the shell indices that correspond with the shells that should be +returned. For the zeroth and second shell this is e.g. [0, 2]
    • +
  • data (NDarray,) – DW-data that corresponds with the acquisition scheme. If it is +given, then the data is pruned the same way as the acquisition +scheme, meaning the pruned scheme and data can be used and fitted +together again.
    • +
+
Returns:

    +
  • pruned_scheme (DmipyAcquisitionScheme object,) – the pruned acquisition scheme
    • +
  • pruned_data (NDarray,) – the pruned data corresponding to the acquisition scheme.
    • +
+

+
+
+ +
+
+to_schemefile(filename)
+

Exports acquisition scheme information in schemefile format, which can +be used by the Camino Monte-Carlo simulator.

+ +++ + + + +
Parameters:filename (string,) – location at which to save the schemefile.
+
+ +
+
+visualise_acquisition_G_Delta_rainbow(Delta_start=None, Delta_end=None, G_start=None, G_end=None, bval_isolines=array([ 0, 250, 1000, 2500, 5000, 7500, 10000, 14000]), alpha_shading=0.6)
+

This function visualizes a q-tau acquisition scheme as a function of +gradient strength and pulse separation (big_delta). It represents every +measurements at its G and big_delta position regardless of b-vector, +with a background of b-value isolines for reference. It assumes there +is only one unique pulse length (small_delta) in the acquisition +scheme.

+ +++ + + + +
Parameters:
    +
  • Delta_start (float,) – optional minimum big_delta that is plotted in seconds
    • +
  • Delta_end (float,) – optional maximum big_delta that is plotted in seconds
    • +
  • G_start (float,) – optional minimum gradient strength that is plotted in T/m
    • +
  • G_end (float,) – optional maximum gradient strength taht is plotted in T/m
    • +
  • bval_isolines (array,) – optional array of bvalue isolines that are plotted in background +given in s/mm^2
    • +
  • alpha_shading (float between [0-1]) – optional shading of the bvalue colors in the background
    • +
+
+
+ +
+ +
+
+class dmipy.core.acquisition_scheme.RotationalHarmonicsAcquisitionScheme(dmipy_acquisition_scheme, N_angular_samples=10)
+

AcquisitionScheme instance that contains the information necessary to +calculate the rotational harmonics for a model for every acquisition shell. +It is instantiated using a regular DmipyAcquisitionScheme and +N_angular_samples determines how many samples are taken between mu=[0., 0.] +and mu=[np.pi/2, 0.].

+ +++ + + + +
Parameters:
    +
  • dmipy_acquisition_scheme (DmipyAcquisitionScheme instance) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • N_angular_samples (int) – Integer representing the number of angular samples per shell.
    • +
+
+
+ +
+
+class dmipy.core.acquisition_scheme.SphericalMeanAcquisitionScheme(bvalues, qvalues, gradient_strengths, Deltas, deltas)
+

Acquisition scheme for isotropic spherical mean models.

+
+ +
+
+dmipy.core.acquisition_scheme.acquisition_scheme_from_bvalues(bvalues, gradient_directions, delta=None, Delta=None, TE=None, min_b_shell_distance=50000000.0, b0_threshold=10000000.0)
+

Creates an acquisition scheme object from bvalues, gradient directions, +pulse duration $delta$ and pulse separation time $Delta$.

+ +++ + + + + + + + +
Parameters:
    +
  • bvalues (1D numpy array of shape (Ndata)) – bvalues of the acquisition in s/m^2. +e.g., a bvalue of 1000 s/mm^2 must be entered as 1000 * 1e6 s/m^2
    • +
  • gradient_directions (2D numpy array of shape (Ndata, 3)) – gradient directions array of cartesian unit vectors.
    • +
  • delta (float or 1D numpy array of shape (Ndata)) – if float, pulse duration of every measurements in seconds. +if array, potentially varying pulse duration per measurement.
    • +
  • Delta (float or 1D numpy array of shape (Ndata)) – if float, pulse separation time of every measurements in seconds. +if array, potentially varying pulse separation time per measurement.
    • +
  • min_b_shell_distance (float) – minimum bvalue distance between different shells. This parameter is +used to separate measurements into different shells, which is necessary +for any model using spherical convolution or spherical mean.
    • +
  • b0_threshold (float) – bvalue threshold for a measurement to be considered a b0 measurement.
    • +
+
Returns:

DmipyAcquisitionScheme – contains all information of the acquisition scheme to be used in any +microstructure model.

+
Return type:

acquisition scheme object

+
+
+ +
+
+dmipy.core.acquisition_scheme.acquisition_scheme_from_qvalues(qvalues, gradient_directions, delta, Delta, TE=None, min_b_shell_distance=50000000.0, b0_threshold=10000000.0)
+

Creates an acquisition scheme object from qvalues, gradient directions, +pulse duration $delta$ and pulse separation time $Delta$.

+ +++ + + + + + + + +
Parameters:
    +
  • qvalues (1D numpy array of shape (Ndata)) – diffusion sensitization of the acquisition in 1/m. +e.g. a qvalue of 10 1/mm must be entered as 10 * 1e3 1/m
    • +
  • gradient_directions (2D numpy array of shape (Ndata, 3)) – gradient directions array of cartesian unit vectors.
    • +
  • delta (float or 1D numpy array of shape (Ndata)) – if float, pulse duration of every measurements in seconds. +if array, potentially varying pulse duration per measurement.
    • +
  • Delta (float or 1D numpy array of shape (Ndata)) – if float, pulse separation time of every measurements in seconds. +if array, potentially varying pulse separation time per measurement.
    • +
  • min_b_shell_distance (float) – minimum bvalue distance between different shells. This parameter is +used to separate measurements into different shells, which is necessary +for any model using spherical convolution or spherical mean.
    • +
  • b0_threshold (float) – bvalue threshold for a measurement to be considered a b0 measurement.
    • +
+
Returns:

DmipyAcquisitionScheme – contains all information of the acquisition scheme to be used in any +microstructure model.

+
Return type:

acquisition scheme object

+
+
+ +
+
+dmipy.core.acquisition_scheme.acquisition_scheme_from_gradient_strengths(gradient_strengths, gradient_directions, delta, Delta, TE=None, min_b_shell_distance=50000000.0, b0_threshold=10000000.0)
+

Creates an acquisition scheme object from gradient strengths, gradient +directions pulse duration $delta$ and pulse separation time $Delta$.

+ +++ + + + + + + + +
Parameters:
    +
  • gradient_strengths (1D numpy array of shape (Ndata)) – gradient strength of the acquisition in T/m. +e.g., a gradient strength of 300 mT/m must be entered as 300 / 1e3 T/m
    • +
  • gradient_directions (2D numpy array of shape (Ndata, 3)) – gradient directions array of cartesian unit vectors.
    • +
  • delta (float or 1D numpy array of shape (Ndata)) – if float, pulse duration of every measurements in seconds. +if array, potentially varying pulse duration per measurement.
    • +
  • Delta (float or 1D numpy array of shape (Ndata)) – if float, pulse separation time of every measurements in seconds. +if array, potentially varying pulse separation time per measurement.
    • +
  • min_b_shell_distance (float) – minimum bvalue distance between different shells. This parameter is +used to separate measurements into different shells, which is necessary +for any model using spherical convolution or spherical mean.
    • +
  • b0_threshold (float) – bvalue threshold for a measurement to be considered a b0 measurement.
    • +
+
Returns:

DmipyAcquisitionScheme – contains all information of the acquisition scheme to be used in any +microstructure model.

+
Return type:

acquisition scheme object

+
+
+ +
+
+dmipy.core.acquisition_scheme.acquisition_scheme_from_schemefile(file_path, min_b_shell_distance=50000000.0, b0_threshold=10000000.0)
+

Created an acquisition scheme object from a Camino scheme file, containing +gradient directions, strengths, pulse duration $delta$ and pulse +separation time $Delta$ and TE.

+ +++ + + + + + + + +
Parameters:
    +
  • file_path (string) – absolute file path to schemefile location
    • +
  • min_b_shell_distance (float) – minimum bvalue distance between different shells. This parameter is +used to separate measurements into different shells, which is necessary +for any model using spherical convolution or spherical mean.
    • +
  • b0_threshold (float) – bvalue threshold for a measurement to be considered a b0 measurement.
    • +
+
Returns:

DmipyAcquisitionScheme – contains all information of the acquisition scheme to be used in any +microstructure model.

+
Return type:

acquisition scheme object

+
+
+ +
+
+dmipy.core.acquisition_scheme.unify_length_reference_delta_Delta(reference_array, delta, Delta, TE)
+

If either delta or Delta are given as float, makes them an array the same +size as the reference array.

+ +++ + + + + + +
Parameters:
    +
  • reference_array (array of size (Nsamples)) – typically b-values, q-values or gradient strengths.
    • +
  • delta (float or array of size (Nsamples)) – pulse duration in seconds.
    • +
  • Delta (float or array of size (Nsamples)) – pulse separation in seconds.
    • +
  • TE (None, float or array of size (Nsamples)) – Echo time of the acquisition in seconds.
    • +
+
Returns:

    +
  • delta_ (array of size (Nsamples)) – pulse duration copied to be same size as reference_array
    • +
  • Delta_ (array of size (Nsamples)) – pulse separation copied to be same size as reference_array
    • +
  • TE_ (None or array of size (Nsamples)) – Echo time copied to be same size as reference_array
    • +
+

+
+
+ +
+
+dmipy.core.acquisition_scheme.calculate_shell_bvalues_and_indices(bvalues, max_distance=20000000.0)
+

Calculates which measurements belong to different acquisition shells. +It uses scipy’s linkage clustering algorithm, which uses the max_distance +input as a limit of including measurements in the same cluster.

+

For example, if bvalues were [1, 2, 3, 4, 5] and max_distance was 1, then +all bvalues would belong to the same cluster. +However, if bvalues were [1, 2, 4, 5] max max_distance was 1, then this +would result in 2 clusters.

+ +++ + + + + + +
Parameters:
    +
  • bvalues (1D numpy array of shape (Ndata)) – bvalues of the acquisition in s/m^2.
    • +
  • max_distance (float) – maximum b-value distance for a measurement to be included in the same +shell.
    • +
+
Returns:

    +
  • shell_indices (1D numpy array of shape (Ndata)) – array of integers, starting from 0, representing to which shell a +measurement belongs. The number itself has no meaning other than just +being different for different shells.
    • +
  • shell_bvalues (1D numpy array of shape (Nshells)) – array of the mean bvalues for every acquisition shell.
    • +
+

+
+
+ +
+
+dmipy.core.acquisition_scheme.check_acquisition_scheme(bqg_values, gradient_directions, delta, Delta, TE)
+

function to check the validity of the input parameters.

+
+ +
+
+dmipy.core.acquisition_scheme.gtab_dipy2dmipy(dipy_gradient_table, min_b_shell_distance=50000000.0, b0_threshold=10000000.0)
+

Converts a dipy gradient_table to a dmipy acquisition_scheme. +If no big_delta or small_delta is defined in the gradient table, then None +is passed to the DmipyAcquisitionScheme for these fields, and no models +can be used that need this information.

+ +++ + + + + + + + +
Parameters:
    +
  • dipy_gradient_table (dipy GradientTable instance,) – object that contains bvals, bvecs, pulse separation and duration +information.
    • +
  • min_b_shell_distance (float) – minimum bvalue distance between different shells. This parameter is +used to separate measurements into different shells, which is necessary +for any model using spherical convolution or spherical mean.
    • +
  • b0_threshold (float) – bvalue threshold for a measurement to be considered a b0 measurement.
    • +
+
Returns:

DmipyAcquisitionScheme – contains all information of the acquisition scheme to be used in any +microstructure model.

+
Return type:

acquisition scheme object

+
+
+ +
+
+dmipy.core.acquisition_scheme.gtab_dmipy2dipy(dmipy_gradient_table)
+

Converts a dmipy acquisition scheme to a dipy gradient_table.

+ +++ + + + + + + + +
Parameters:DmipyAcquisitionScheme (acquisition scheme object) – contains all information of the acquisition scheme to be used in any +microstructure model.
Returns:dipy_gradient_table – object that contains bvals, bvecs, pulse separation and duration +information.
Return type:dipy GradientTable instance,
+
+ +
+
+

dmipy.core.constants module

+
+
+

dmipy.core.fitted_modeling_framework module

+
+
+class dmipy.core.fitted_modeling_framework.FittedMultiCompartmentModel(model, S0, mask, fitted_parameters_vector, fitted_multi_tissue_fractions_vector=None)
+

The FittedMultiCompartmentModel instance contains information about the +original MultiCompartmentModel, the estimated S0 values, the fitting mask +and the fitted model parameters.

+ +++ + + + +
Parameters:
    +
  • model (MultiCompartmentModel instance,) – A dmipy MultiCompartmentModel.
    • +
  • S0 (array of size (Ndata,) or (N_data, N_DWIs),) – Array containing the estimated S0 values of the data. If data is 4D, +then S0 is 3D if there is only one TE, and the same 4D size of the data +if there are multiple TEs.
    • +
  • mask (array of size (N_data,),) – boolean mask of voxels that were fitted.
    • +
  • fitted_parameters_vector (array of size (N_data, Nparameters),) – fitted model parameters array.
    • +
+
+
+
+R2_coefficient_of_determination(data)
+

Calculates the R-squared of the model fit.

+
+ +
+
+fitted_and_linked_parameters
+

Returns the fitted and linked parameters as a dictionary.

+
+ +
+
+fitted_multi_tissue_fractions
+

Returns the fitted multi tissue fractions as a dictionary.

+
+ +
+
+fitted_multi_tissue_fractions_normalized
+

Returns the normalized fitted multi tissue fractions as a dictionary

+
+ +
+
+fitted_parameters
+

Returns the fitted parameters as a dictionary.

+
+ +
+
+fod(vertices, visual_odi_lower_bound=0.0)
+

Returns the Fiber Orientation Distribution if it is available.

+ +++ + + + + + + + +
Parameters:
    +
  • vertices (array of size (Nvertices, 3),) – Array of cartesian unit vectors at which to sample the FOD.
    • +
  • visual_odi_lower_bound (float,) – gives a lower bound to the Orientation Distribution Index (ODI) of +FODs of Watson and Bingham distributions. This can be useful to +visualize FOD fields where some FODs are extremely sharp.
    • +
+
Returns:

fods – the FODs of the fitted model, scaled by volume fraction.

+
Return type:

array of size (Ndata, Nvertices),

+
+
+ +
+
+fod_sh(sh_order=8, basis_type=None)
+

Returns the spherical harmonics coefficients of the Fiber Orientation +Distribution (FOD) if it is available. Uses are 724 spherical +tessellation to do the spherical harmonics transform.

+ +++ + + + + + + + +
Parameters:
    +
  • sh_order (integer,) – the maximum spherical harmonics order of the coefficient expansion.
    • +
  • basis_type (string,) – type of spherical harmonics basis to use for the expansion, see +sh_to_sf_matrix for more info.
    • +
+
Returns:

fods_sh – spherical harmonics coefficients of the FODs, scaled by volume +fraction.

+
Return type:

array of size (Ndata, Ncoefficients),

+
+
+ +
+
+mean_squared_error(data)
+

Calculates the mean squared error of the model fit.

+
+ +
+
+peaks_cartesian()
+

Returns the cartesian peak unit vectors of the model.

+
+ +
+
+peaks_spherical()
+

Returns the peak angles of the model.

+
+ +
+
+predict(acquisition_scheme=None, S0=None, mask=None)
+

simulates the dMRI signal of the fitted MultiCompartmentModel for the +estimated model parameters. If no acquisition_scheme is given, then +the same acquisition_scheme that was used for the fitting is used. If +no S0 is given then it is assumed to be the estimated one. If no mask +is given then all voxels are assumed to have been fitted.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • S0 (None or float,) – Signal intensity without diffusion sensitization. If None, uses +estimated SO from fitting process. If float, uses that value.
    • +
  • mask ((N-1)-dimensional integer/boolean array of size (N_x, N_y, ..),) – mask of voxels to simulate data at.
    • +
+
Returns:

predicted_signal – predicted DWIs for the given model parameters and acquisition +scheme.

+
Return type:

array of size (Ndata, N_DWIS),

+
+
+ +
+ +
+
+class dmipy.core.fitted_modeling_framework.FittedMultiCompartmentSphericalMeanModel(model, S0, mask, fitted_parameters_vector, fitted_multi_tissue_fractions_vector=None)
+

The FittedMultiCompartmentModel instance contains information about the +original MultiCompartmentModel, the estimated S0 values, the fitting mask +and the fitted model parameters.

+ +++ + + + +
Parameters:
    +
  • model (MultiCompartmentModel instance,) – A dmipy MultiCompartmentModel.
    • +
  • S0 (array of size (Ndata,) or (N_data, N_DWIs),) – Array containing the estimated S0 values of the data. If data is 4D, +then S0 is 3D if there is only one TE, and the same 4D size of the data +if there are multiple TEs.
    • +
  • mask (array of size (N_data,),) – boolean mask of voxels that were fitted.
    • +
  • fitted_parameters_vector (array of size (N_data, Nparameters),) – fitted model parameters array.
    • +
+
+
+
+R2_coefficient_of_determination(data)
+

Calculates the R-squared of the model fit.

+
+ +
+
+fitted_and_linked_parameters
+

Returns the fitted and linked parameters as a dictionary.

+
+ +
+
+fitted_multi_tissue_fractions
+

Returns the fitted multi tissue fractions as a dictionary.

+
+ +
+
+fitted_multi_tissue_fractions_normalized
+

Returns the normalized fitted multi tissue fractions as a dictionary

+
+ +
+
+fitted_parameters
+

Returns the fitted parameters as a dictionary.

+
+ +
+
+mean_squared_error(data)
+

Calculates the mean squared error of the model fit.

+
+ +
+
+predict(acquisition_scheme=None, S0=None, mask=None)
+

simulates the dMRI signal of the fitted MultiCompartmentModel for the +estimated model parameters. If no acquisition_scheme is given, then +the same acquisition_scheme that was used for the fitting is used. If +no S0 is given then it is assumed to be the estimated one. If no mask +is given then all voxels are assumed to have been fitted.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • S0 (None or float,) – Signal intensity without diffusion sensitization. If None, uses +estimated SO from fitting process. If float, uses that value.
    • +
  • mask ((N-1)-dimensional integer/boolean array of size (N_x, N_y, ..),) – mask of voxels to simulate data at.
    • +
+
Returns:

predicted_signal – predicted DWIs for the given model parameters and acquisition +scheme.

+
Return type:

array of size (Ndata, N_DWIS),

+
+
+ +
+
+return_parametric_fod_model(distribution='watson', Ncompartments=1)
+

Retuns parametric FOD model using the rotational harmonics of the +fitted spherical mean model as the convolution kernel. It can be called +with any implemented parametric distribution (Watson/Bingham) and for +any number of compartments.

+

Internally, the input models to the spherical mean model are given to +a spherically distributed model where the parameter links are replayed +such that the distributed model has the same parameter constraints as +the spherical mean model. This distributed model now represents one +compartment of “bundle”. This bundle representation is copied +Ncompartment times and given as input to a MultiCompartmentModel, where +now the non-linear are all linked such that each bundle has the same +convolution kernel. Finally, the FittedSphericalMeanModel parameters +are given as fixed parameters for the kernel (the kernel will not be +fitted while the FOD’s distribution parameters are being optimized).

+

The function returns a MultiCompartmentModel instance that can be +interacted with as usual to fit dMRI data.

+ +++ + + + + + + + +
Parameters:
    +
  • distribution (string,) – Choice of parametric spherical distribution. +Can be ‘watson’, or ‘bingham’.
    • +
  • Ncompartments (integer,) – Number of bundles that will be fitted. Must be larger than zero.
    • +
+
Returns:

mc_bundles_model – MultiCompartmentModel instance that can be used to estimate +parametric FODs using the fitted spherical mean model as a kernel.

+
Return type:

Dmipy MultiCompartmentModel instance,

+
+
+ +
+
+return_spherical_harmonics_fod_model(sh_order=8)
+

Retuns spherical harmonics FOD model using the rotational harmonics of +the fitted spherical mean model as the convolution kernel.

+

Internally, the input models to the spherical mean model are given to +a MultiCompartmentSphericalHarmonicsModel where the parameter links are +replayed such that the new model has the same parameter constraints as +the spherical mean model. The FittedSphericalMeanModel parameters +are given as fixed parameters for the kernel (the kernel will not be +fitted while the FOD’s coefficients are being optimized).

+

The function returns a MultiCompartmentSphericalHarmonicsModel instance +that can be interacted with as usual to fit dMRI data.

+ +++ + + + + + + + +
Parameters:sh_order (even, positive integer,) – Spherical harmonics order of the FODs.
Returns:mc_bundles_model – MultiCompartmentModel instance that can be used to estimate +parametric FODs using the fitted spherical mean model as a kernel.
Return type:Dmipy MultiCompartmentModel instance,
+
+ +
+ +
+
+

dmipy.core.gradient_conversions module

+
+
+dmipy.core.gradient_conversions.q_from_b(b, delta, Delta)
+

Compute q-value from b-value. Units are standard units.

+
+ +
+
+dmipy.core.gradient_conversions.b_from_q(q, delta, Delta)
+

Compute b-value from q-value. Units are standard units.

+
+ +
+
+dmipy.core.gradient_conversions.q_from_g(g, delta, gyromagnetic_ratio=267513000.0)
+

Compute q-value from gradient strength. Units are standard units.

+
+ +
+
+dmipy.core.gradient_conversions.g_from_q(q, delta, gyromagnetic_ratio=267513000.0)
+

Compute gradient strength from q-value. Units are standard units.

+
+ +
+
+dmipy.core.gradient_conversions.b_from_g(g, delta, Delta, gyromagnetic_ratio=267513000.0)
+

Compute b-value from gradient strength. Units are standard units.

+
+ +
+
+dmipy.core.gradient_conversions.g_from_b(b, delta, Delta, gyromagnetic_ratio=267513000.0)
+

Compute gradient strength from b-value. Units are standard units.

+
+ +
+
+

dmipy.core.modeling_framework module

+

Document Module

+
+
+class dmipy.core.modeling_framework.ModelProperties
+

Contains various properties for CompartmentModels.

+
+
+S0_response = 1.0
+
+ +
+
+parameter_cardinality
+

Returns the cardinality of model parameters

+
+ +
+
+parameter_names
+

Returns the names of model parameters.

+
+ +
+
+parameter_ranges
+

Returns the optimization ranges of the model parameters. +These ranges are given in O(1) scale so optimization algorithms +don’t suffer from large scale differences in optimization parameters.

+
+ +
+
+parameter_scales
+

Returns the optimization scales for the model parameters. +The scales scale the parameter_ranges to their actual size inside +optimization algorithms.

+
+ +
+
+parameter_types
+

Returns the optimization scales for the model parameters. +The scales scale the parameter_ranges to their actual size inside +optimization algorithms.

+
+ +
+ +
+
+class dmipy.core.modeling_framework.MultiCompartmentModelProperties
+

Class that contains various properties of MultiCompartmentModel instance.

+
+
+add_linked_parameters_to_parameters(parameters)
+

When making the MultiCompartmentModel function call, adds the linked +parameter to the optimized parameters by evaluating the parameter link +function.

+
+ +
+
+bounds_for_optimization
+

Returns the linear parameter bounds for the model optimization.

+
+ +
+
+opt_params_for_optimization
+

Returns the linear bools whether to optimize a model parameter.

+
+ +
+
+parameter_initial_guess_to_parameter_vector(**parameters)
+

Function that returns a parameter_vector while allowing for partial +input of model parameters, setting the ones that were not given to +‘None’. Such an array can be given to the fit() function to provide an +initial parameter guess when fitting the data to the model.

+ +++ + + + + + + + +
Parameters:parameters (keyword arguments of parameter names,) – parameter values of only the parameters you want to give as an +initial condition for the optimizer.
Returns:parameter_vector – array that contains the linearized model parameters for an ND-array +of data voxels, with None’s for non-given parameters.
Return type:array of size (Ndata_x, Ndata_y, .., Nparameters),
+
+ +
+
+parameter_names
+

Returns the names of model parameters.

+
+ +
+
+parameter_vector_to_parameters(parameter_vector)
+

Returns the model parameters in dictionary format according to their +parameter_names. Takes parameter_vector as input, which is the same as +the output of a FittedMultiCompartmentModel.fitted_parameter_vector.

+ +++ + + + + + + + +
Parameters:parameter_vector (array of size (Ndata_x, Ndata_y, .., Nparameters),) – array that contains the linearized model parameters for an ND-array +of data voxels.
Returns:parameter – contains the model parameters in dictionary format.
Return type:dictionary with parameter_names as parameter keys,
+
+ +
+
+parameters_to_parameter_vector(**parameters)
+

Returns the model parameters in array format. The input is a +parameters dictionary that has parameter_names as keys. This is also +the output of a FittedMultiCompartmentModel.fitted_parameters.

+

It’s possible to give an array of values for one parameter and only a +float for others. The function will automatically assume that that the +float parameters are constant in the data set and broadcast them +accordingly.

+

The output parameter_vector can be used in simulate_data() to generate +data according to the given input parameters.

+ +++ + + + + + + + +
Parameters:parameters (keyword arguments of parameter_names.) – Can be given as **parameter_dictionary that contains the model +parameter values.
Returns:parameter_vector – array that contains the linearized model parameters for an ND-array +of data voxels.
Return type:array of size (Ndata_x, Ndata_y, .., Nparameters),
+
+ +
+
+scales_for_optimization
+

Returns the linear parameter scales for model optimization.

+
+ +
+
+set_equal_parameter(parameter_name_in, parameter_name_out)
+

Allows the user to set two parameters equal to each other. This is used +for example in the NODDI model to set the parallel diffusivities of the +Stick and Zeppelin compartment to the same value.

+

The second input parameter will be removed from the optimized +parameters and added as a linked parameter.

+ +++ + + + +
Parameters:
    +
  • parameter_name_in (string) – the first parameter name, see self.parameter_names.
    • +
  • parameter_name_out (string,) – the second parameter name, see self.parameter_names. This is the +parameter that will be removed form the optimzed parameters.
    • +
+
+
+ +
+
+set_fixed_parameter(parameter_name, value)
+

Allows the user to fix an optimization parameter to a static value. +The fixed parameter will be removed from the optimized parameters and +added as a linked parameter.

+ +++ + + + +
Parameters:
    +
  • parameter_name (string) – name of the to-be-fixed parameters, see self.parameter_names.
    • +
  • value (float or list of corresponding parameter_cardinality.) – the value to fix the parameter at in SI units.
    • +
+
+
+ +
+
+set_fractional_parameter(parameter1_smaller_equal_than, parameter2)
+

Allows to impose a constraint to make one parameter smaller or equal to +another parameter. This is done by replacing parameter1 with a +new parameter that is defined as a fraction between 0 and 1 of +parameter2. The new parameter will be the same as the old parameter +name with “_fraction” appended to it.

+ +++ + + + +
Parameters:
    +
  • parameter1_smaller_equal_than (string) – parameter name to be made a fraction of parameter2
    • +
  • parameter2 (string) – the parameter that is larger or equal than parameter1
    • +
+
+
+ +
+
+set_initial_guess_parameter(parameter_name, value)
+

Allows the user to fix an optimization parameter to a static value. +The fixed parameter will be removed from the optimized parameters and +added as a linked parameter.

+ +++ + + + +
Parameters:
    +
  • parameter_name (string) – name of the to-be-fixed parameters, see self.parameter_names.
    • +
  • value (float or list of corresponding parameter_cardinality.) – the value to fix the parameter at in SI units.
    • +
+
+
+ +
+
+set_parameter_optimization_bounds(parameter_name, bounds)
+

Sets the parameter optimization bounds for a given parameter.

+ +++ + + + + + +
Parameters:
    +
  • parameter_name (string,) – name of the parameter whose bounds should be changed.
    • +
  • bounds (array or size(card, 2),) – upper and lower bound for each optimized value for the given +parameter, where card is +self.parameter_cardinality[parameter_name]).
    • +
+
Raises:
    +
  • ValueError: parameter name not in model parameters
    • +
  • ValueError: input bounds are not of correct shape [card, 2]
    • +
  • ValueError: input higher bound is lower than lower bound
    • +
+
+
+ +
+
+set_tortuous_parameter(lambda_perp_parameter_name, lambda_par_parameter_name, volume_fraction_intra_parameter_name, volume_fraction_extra_parameter_name)
+

Allows the user to set a tortuosity constraint on the perpendicular +diffusivity of the extra-axonal compartment, which depends on the +intra-axonal volume fraction and parallel diffusivity.

+

The perpendicular diffusivity parameter will be removed from the +optimized parameters and added as a linked parameter.

+ +++ + + + +
Parameters:
    +
  • lambda_perp_parameter_name (string) – name of the perpendicular diffusivity parameter, see +self.parameter_names.
    • +
  • lambda_par_parameter_name (string) – name of the parallel diffusivity parameter, see +self.parameter_names.
    • +
  • volume_fraction_intra_parameter_name (string) – name of the intra-axonal volume fraction parameter, see +self.parameter_names.
    • +
  • volume_fraction_extra_parameter_name (string) – name of the extra-axonal volume fraction parameter, see +self.parameter_names.
    • +
+
+
+ +
+
+visualize_model_setup(view=True, cleanup=True, with_parameters=False, im_format='png')
+

Visualizes MultiCompartmentModel setup using graphviz module. It uses +the uuid module to create a unique identifier for each model in the +MultiCompartmentModel to make sure each node is referenced in a unique +way.

+

If cleanup is set to False it will save the PDF of the graph in the +current working directory.

+

If with_parameters is set to true, it will include all the parameters +of each model in the graph. Note the graph will ignore any parameter +links that may have already been imposed (e.g. parameter equality or +fixed parameters).

+ +++ + + + +
Parameters:
    +
  • view (boolean,) – Whether or not to visualize the graph in a popup screen.
    • +
  • cleanup (boolean,) – Whether or not to delete the PDF file of the model setup.
    • +
  • with_parameters (boolean,) – Whether or not to also visualize the parameters of each model.
    • +
+
+
+ +
+ +
+
+class dmipy.core.modeling_framework.MultiCompartmentModel(models, S0_tissue_responses=None, parameter_links=None)
+

Bases: dmipy.core.modeling_framework.MultiCompartmentModelProperties

+

The MultiCompartmentModel class allows to combine any number of +CompartmentModels and DistributedModels into one combined model that can +be used to fit and simulate dMRI data.

+ +++ + + + +
Parameters:
    +
  • models (list of N CompartmentModel instances,) – the models to combine into the MultiCompartmentModel.
    • +
  • parameter_links (list of iterables (model, parameter name, link function,) – argument list), +deprecated, for testing only.
    • +
+
+
+
+fit(acquisition_scheme, data, mask=None, solver='brute2fine', Ns=5, maxiter=300, N_sphere_samples=30, use_parallel_processing=True, number_of_processors=None)
+

The main data fitting function of a MultiCompartmentModel.

+

This function can fit it to an N-dimensional dMRI data set, and returns +a FittedMultiCompartmentModel instance that contains the fitted +parameters and other useful functions to study the results.

+

No initial guess needs to be given to fit a model, but a partial or +complete initial guess can be given if the user wants to have a +solution that is a local minimum close to that guess. The +parameter_initial_guess input can be created using +parameter_initial_guess_to_parameter_vector().

+

A mask can also be given to exclude voxels from fitting (e.g. voxels +that are outside the brain). If no mask is given then all voxels are +included.

+

An optimization approach can be chosen as either ‘brute2fine’ or ‘mix’. +- Choosing brute2fine will first use a brute-force optimization to find

+
+

an initial guess for parameters without one, and will then refine the +result using gradient-descent-based optimization.

+

Note that given no initial guess will make brute2fine precompute an +global parameter grid that will be re-used for all voxels, which in +many cases is much faster than giving voxel-varying initial condition +that requires a grid to be estimated per voxel.

+
+
    +
  • Choosing mix will use the recent MIX algorithm based on separation of +linear and non-linear parameters. MIX first uses a stochastic +algorithm to find the non-linear parameters (non-volume fractions), +then estimates the volume fractions while fixing the estimates of the +non-linear parameters, and then finally refines the solution using +a gradient-descent-based algorithm.
    • +
+

The fitting process can be readily parallelized using the optional +“pathos” package. If it is installed then it will automatically use it, +but it can be turned off by setting use_parallel_processing=False. The +algorithm will automatically use all cores in the machine, unless +otherwise specified in number_of_processors.

+

Data with multiple TE are normalized in separate segments using the +b0-values according that TE.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • data (N-dimensional array of size (N_x, N_y, .., N_dwis),) – The measured DWI signal attenuation array of either a single voxel +or an N-dimensional dataset.
    • +
  • mask ((N-1)-dimensional integer/boolean array of size (N_x, N_y, ..),) – Optional mask of voxels to be included in the optimization.
    • +
  • solver (string,) –

    Selection of optimization algorithm. +- ‘brute2fine’ to use brute-force optimization. +- ‘mix’ to use Microstructure Imaging of Crossing (MIX)

    +
    +
    optimization.
    +
    • +
  • Ns (integer,) – for brute optimization, decised how many steps are sampled for +every parameter.
    • +
  • maxiter (integer,) – for MIX optimization, how many iterations are allowed.
    • +
  • N_sphere_samples (integer,) – for brute optimization, how many spherical orientations are sampled +for ‘mu’.
    • +
  • use_parallel_processing (bool,) – whether or not to use parallel processing using pathos.
    • +
  • number_of_processors (integer,) – number of processors to use for parallel processing. Defaults to +the number of processors in the computer according to cpu_count().
    • +
+
Returns:

FittedCompartmentModel – Can be used to recover parameters themselves or other useful +functions.

+
Return type:

class instance that contains fitted parameters,

+
+
+ +
+
+simulate_signal(acquisition_scheme, parameters_array_or_dict)
+

Function to simulate diffusion data for a given acquisition_scheme +and model parameters for the MultiCompartmentModel.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy
    • +
  • model_parameters_array (1D array of size (N_parameters) or) – N-dimensional array the same size as the data. +The model parameters of the MultiCompartmentModel model.
    • +
+
Returns:

E_simulated – array the same size as x0. +The simulated signal of the microstructure model.

+
Return type:

1D array of size (N_parameters) or N-dimensional

+
+
+ +
+ +
+
+class dmipy.core.modeling_framework.MultiCompartmentSphericalMeanModel(models, S0_tissue_responses=None, parameter_links=None)
+

Bases: dmipy.core.modeling_framework.MultiCompartmentModelProperties

+

The MultiCompartmentModel class allows to combine any number of +CompartmentModels and DistributedModels into one combined model that can +be used to fit and simulate dMRI data.

+ +++ + + + +
Parameters:
    +
  • models (list of N CompartmentModel instances,) – the models to combine into the MultiCompartmentModel.
    • +
  • parameter_links (list of iterables (model, parameter name, link function,) – argument list), +deprecated, for testing only.
    • +
+
+
+
+fit(acquisition_scheme, data, mask=None, solver='brute2fine', Ns=5, maxiter=300, N_sphere_samples=30, use_parallel_processing=True, number_of_processors=None)
+

The main data fitting function of a MultiCompartmentModel.

+

This function can fit it to an N-dimensional dMRI data set, and returns +a FittedMultiCompartmentModel instance that contains the fitted +parameters and other useful functions to study the results.

+

No initial guess needs to be given to fit a model, but a partial or +complete initial guess can be given if the user wants to have a +solution that is a local minimum close to that guess. The +parameter_initial_guess input can be created using +parameter_initial_guess_to_parameter_vector().

+

A mask can also be given to exclude voxels from fitting (e.g. voxels +that are outside the brain). If no mask is given then all voxels are +included.

+

An optimization approach can be chosen as either ‘brute2fine’ or ‘mix’. +- Choosing brute2fine will first use a brute-force optimization to find

+
+

an initial guess for parameters without one, and will then refine the +result using gradient-descent-based optimization.

+

Note that given no initial guess will make brute2fine precompute an +global parameter grid that will be re-used for all voxels, which in +many cases is much faster than giving voxel-varying initial condition +that requires a grid to be estimated per voxel.

+
+
    +
  • Choosing mix will use the recent MIX algorithm based on separation of +linear and non-linear parameters. MIX first uses a stochastic +algorithm to find the non-linear parameters (non-volume fractions), +then estimates the volume fractions while fixing the estimates of the +non-linear parameters, and then finally refines the solution using +a gradient-descent-based algorithm.
    • +
+

The fitting process can be readily parallelized using the optional +“pathos” package. If it is installed then it will automatically use it, +but it can be turned off by setting use_parallel_processing=False. The +algorithm will automatically use all cores in the machine, unless +otherwise specified in number_of_processors.

+

Data with multiple TE are normalized in separate segments using the +b0-values according that TE.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • data (N-dimensional array of size (N_x, N_y, .., N_dwis),) – The measured DWI signal attenuation array of either a single voxel +or an N-dimensional dataset.
    • +
  • mask ((N-1)-dimensional integer/boolean array of size (N_x, N_y, ..),) – Optional mask of voxels to be included in the optimization.
    • +
  • solver (string,) –

    Selection of optimization algorithm. +- ‘brute2fine’ to use brute-force optimization. +- ‘mix’ to use Microstructure Imaging of Crossing (MIX)

    +
    +
    optimization.
    +
    • +
  • Ns (integer,) – for brute optimization, decised how many steps are sampled for +every parameter.
    • +
  • maxiter (integer,) – for MIX optimization, how many iterations are allowed.
    • +
  • N_sphere_samples (integer,) – for brute optimization, how many spherical orientations are sampled +for ‘mu’.
    • +
  • use_parallel_processing (bool,) – whether or not to use parallel processing using pathos.
    • +
  • number_of_processors (integer,) – number of processors to use for parallel processing. Defaults to +the number of processors in the computer according to cpu_count().
    • +
+
Returns:

FittedCompartmentModel – Can be used to recover parameters themselves or other useful +functions.

+
Return type:

class instance that contains fitted parameters,

+
+
+ +
+
+simulate_signal(acquisition_scheme, parameters_array_or_dict)
+

Function to simulate diffusion data for a given acquisition_scheme +and model parameters for the MultiCompartmentModel.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy
    • +
  • model_parameters_array (1D array of size (N_parameters) or) – N-dimensional array the same size as the data. +The model parameters of the MultiCompartmentModel model.
    • +
+
Returns:

E_simulated – array the same size as x0. +The simulated signal of the microstructure model.

+
Return type:

1D array of size (N_parameters) or N-dimensional

+
+
+ +
+ +
+
+class dmipy.core.modeling_framework.MultiCompartmentSphericalHarmonicsModel(models, S0_tissue_responses=None, sh_order=8)
+

Bases: dmipy.core.modeling_framework.MultiCompartmentModelProperties

+

The MultiCompartmentModel class allows to combine any number of +CompartmentModels and DistributedModels into one combined model that can +be used to fit and simulate dMRI data.

+ +++ + + + +
Parameters:models (list of N CompartmentModel instances,) – the models to combine into the MultiCompartmentModel.
+
+
+fit(acquisition_scheme, data, mask=None, solver='csd', lambda_lb=1e-05, unity_constraint='kernel_dependent', use_parallel_processing=True, number_of_processors=None, verbose=True)
+

The main data fitting function of a +MultiCompartmentSphericalHarmonicsModel.

+

This function can fit it to an N-dimensional dMRI data set, and returns +a FittedMultiCompartmentModel instance that contains the fitted +parameters and other useful functions to study the results.

+

A mask can also be given to exclude voxels from fitting (e.g. voxels +that are outside the brain). If no mask is given then all voxels are +included.

+

The fitting process can be readily parallelized using the optional +“pathos” package. If it is installed then it will automatically use it, +but it can be turned off by setting use_parallel_processing=False. The +algorithm will automatically use all cores in the machine, unless +otherwise specified in number_of_processors.

+

Data with multiple TE are normalized in separate segments using the +b0-values according that TE.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • data (N-dimensional array of size (N_x, N_y, .., N_dwis),) – The measured DWI signal attenuation array of either a single voxel +or an N-dimensional dataset.
    • +
  • mask ((N-1)-dimensional integer/boolean array of size (N_x, N_y, ..),) – Optional mask of voxels to be included in the optimization.
    • +
  • solver (string,) – Can be ‘csd’, ‘csd_tounier07’ or ‘csd_cvxpy’, with the default +being ‘csd’. Using ‘csd’ will make the algorithm automatically +use the ‘tournier07’ solver [1]_ if there are no volume fractions +to fit or they are fixed. Otherwise, the slower but more general +cvxpy solver [2] is used, which follows the formulation of [3].
    • +
  • lambda_lb (positive float,) – Weight for Laplace-Beltrami regularization to impose smoothness +into estimated FODs, follows [4].
    • +
  • unity_constraint (String or bool,) – Whether or not to constrain the volume fractions of the FOD to +unity. The default is set to ‘kernel_dependent’, meaning it will +enforce unity if the kernel is voxel-varying or when volume +fractions are estimated. Otherwise unity_constraint is set to +False.
    • +
  • use_parallel_processing (bool,) – Whether or not to use parallel processing using pathos.
    • +
  • number_of_processors (integer,) – Number of processors to use for parallel processing. Defaults to +the number of processors in the computer according to cpu_count().
    • +
+
Returns:

FittedCompartmentModel – Can be used to recover parameters themselves or other useful +functions.

+
Return type:

class instance that contains fitted parameters,

+
+

References

+ + + + + +
[1]Tournier, J-Donald, Fernando Calamante, and Alan Connelly. +“Robust determination of the fibre orientation distribution in +diffusion MRI: non-negativity constrained super-resolved spherical +deconvolution.” Neuroimage 35.4 (2007): 1459-1472.
+ + + + + +
[2]Diamond, Steven, and Stephen Boyd. “CVXPY: A Python-embedded +modeling language for convex optimization.” The Journal of Machine +Learning Research 17.1 (2016): 2909-2913.
+ + + + + +
[3]Jeurissen, Ben, et al. “Multi-tissue constrained spherical +deconvolution for improved analysis of multi-shell diffusion MRI +data.” NeuroImage 103 (2014): 411-426.
+ + + + + +
[4]Descoteaux, Maxime, et al. “Regularized, fast, and robust +analytical Q-ball imaging.” Magnetic Resonance in Medicine: An +Official Journal of the International Society for Magnetic +Resonance in Medicine 58.3 (2007): 497-510.
+
+ +
+
+simulate_signal(acquisition_scheme, parameters_array_or_dict)
+

Function to simulate diffusion data for a given acquisition_scheme +and model parameters for the MultiCompartmentModel.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy
    • +
  • model_parameters_array (1D array of size (N_parameters) or) – N-dimensional array the same size as the data. +The model parameters of the MultiCompartmentModel model.
    • +
+
Returns:

E_simulated – array the same size as x0. +The simulated signal of the microstructure model.

+
Return type:

1D array of size (N_parameters) or N-dimensional

+
+
+ +
+ +
+
+dmipy.core.modeling_framework.homogenize_x0_to_data(data, x0)
+

Function that checks if data and initial guess x0 are of the same size. +If x0 is 1D, it will be tiled to be the same size as data.

+
+ +
+
+class dmipy.core.modeling_framework.ReturnFixedValue(value)
+

Parameter fixing class for parameter links.

+
+ +
+
+

dmipy.core.signal_model_properties module

+
+
+class dmipy.core.signal_model_properties.AnisotropicSignalModelProperties
+
+
+convolution_kernel_matrix(acquisition_scheme, lmax, **kwargs)
+

Constructs the multi-shell observation matrix from spherical_harmonics +to DWIs. Follows the notation of Eq. (2) in [1]_.

+

The dmipy acquisition_scheme object contains all the information on +which DWIs belong to which acquisition shells, what are the maximum +spherical harmonics order used for each shell, and the observation +matrix that maps the DWIs of each shell to a spherical harmonics +representation.

+

The dmipy model must be have all parameters fixed to be able to +generate the rotational harmonics of each shell.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dmipy.
    • +
  • lmax (even positive integer,) – even maximum spherical harmonics order of the to-be-estimated FOD.
    • +
+
Returns:

Ams – observation matrix to map spherical harmonics to DWIs.

+
Return type:

array of size (N_DWIs, N_sh_coef),

+
+

References

+ + + + + +
[1]Jeurissen, Ben, et al. “Multi-tissue constrained spherical +deconvolution for improved analysis of multi-shell diffusion MRI +data.” NeuroImage 103 (2014): 411-426.
+
+ +
+
+rotational_harmonics_representation(acquisition_scheme, **kwargs)
+

The rotational harmonics of the model, such that Y_lm = Yl0. +Axis aligned with z-axis to be used as kernel for spherical +convolution. Returns an array with rotational harmonics for each shell.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
Returns:

rh_array – Rotational harmonics coefficients for each shell.

+
Return type:

array, shape(Nshells, N_rh_coef),

+
+
+ +
+
+spherical_mean(acquisition_scheme, **kwargs)
+

Estimates spherical mean for every shell in acquisition scheme.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
Returns:

E_mean – spherical mean of the model for every acquisition shell.

+
Return type:

float,

+
+
+ +
+ +
+
+class dmipy.core.signal_model_properties.IsotropicSignalModelProperties
+
+
+convolution_kernel_matrix(acquisition_scheme, lmax, **kwargs)
+

Constructs the multi-shell observation matrix from spherical_harmonics +to DWIs. Follows the notation of Eq. (2) in [1]_.

+

The dmipy acquisition_scheme object contains all the information on +which DWIs belong to which acquisition shells, what are the maximum +spherical harmonics order used for each shell, and the observation +matrix that maps the DWIs of each shell to a spherical harmonics +representation.

+

The dmipy model must be have all parameters fixed to be able to +generate the rotational harmonics of each shell.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dmipy.
    • +
  • lmax (even positive integer,) – even maximum spherical harmonics order of the to-be-estimated FOD.
    • +
+
Returns:

Ams – observation matrix to map spherical harmonics to DWIs.

+
Return type:

array of size (N_DWIs, N_sh_coef),

+
+

References

+ + + + + +
[1]Jeurissen, Ben, et al. “Multi-tissue constrained spherical +deconvolution for improved analysis of multi-shell diffusion MRI +data.” NeuroImage 103 (2014): 411-426.
+
+ +
+
+rotational_harmonics_representation(acquisition_scheme, **kwargs)
+

The rotational harmonics of the model, such that Y_lm = Yl0. +Axis aligned with z-axis to be used as kernel for spherical +convolution. Returns an array with rotational harmonics for each shell.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
Returns:

rh_array – Rotational harmonics coefficients for each shell.

+
Return type:

array, shape(Nshells, N_rh_coef),

+
+
+ +
+
+spherical_mean(acquisition_scheme, **kwargs)
+

Estimates spherical mean for every shell in acquisition scheme.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
Returns:

E_mean – spherical mean of the model for every acquisition shell.

+
Return type:

float,

+
+
+ +
+ +
+
+

Module contents

+
+
+ + +
+ +
+
+ +
+
+
+ ©2020, Rutger Fick. + + | + Powered by Sphinx 1.8.2 + & Alabaster 0.7.12 + + | + Page source +
+ + + + + + \ No newline at end of file diff --git a/docs/build/html/dmipy.custom_optimizers.html b/docs/build/html/dmipy.custom_optimizers.html new file mode 100644 index 00000000..d88b9e5b --- /dev/null +++ b/docs/build/html/dmipy.custom_optimizers.html @@ -0,0 +1,276 @@ + + + + + + + + dmipy.custom_optimizers package — dmipy 1.0.3 documentation + + + + + + + + + + + + + + + + + + + + +
+
+
+ + +
+ +
+

dmipy.custom_optimizers package

+
+

Submodules

+
+
+

dmipy.custom_optimizers.intra_voxel_incoherent_motion module

+
+
+dmipy.custom_optimizers.intra_voxel_incoherent_motion.ivim_Dstar_fixed(acquisition_scheme, data, mask=None, Dstar_value=7e-09, solver='brute2fine', **fit_args)
+

Implementation of second best performing IVIM algorithm following [1]_. +Basically, it is just a non-linear least squares fit with fixing the +blood diffusivity Dstar to 7e-3 mm^2/s. This value apparently improves the +stability of the fit (in healthy volunteers) [2]_.

+

The optimization range for the tissue diffusivity is set to +[0.5 - 6]e-3 mm^2/s to improve precision [3].

+

In the fitted ivim_fit model, partial_volume_0 and G1Ball_1_lambda_iso +represent the tissue fraction and diffusivity, and partial_volume_1 and +G1Ball_2_lambda_iso represent the blood fraction and diffusivity.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (Dmipy AcquisitionScheme instance,) – acquisition scheme containing all the information of the ivim +acquisition.
    • +
  • data (ND-array of shape (Nx, .., N_DWI),) – measured data corresponding to the acquisition scheme.
    • +
  • mask ((N-1)-dimensional integer/boolean array of size (N_x, N_y, ..),) – Optional mask of voxels to be included in the optimization.
    • +
  • Dstar_value (float,) – the fixed Dstar blood diffusivity value. Default: 7e-9 m^2/s [2]_.
    • +
  • solver (float,) – which solver to use for the algorithm. Default: ‘brute2fine’.
    • +
  • fit_args (other keywords that are passed to the optimizer) –
    • +
+
Returns:

ivim_fit – contains the fitted IVIM parameters.

+
Return type:

Dmipy FittedMultiCompartmentModel instance,

+
+

References

+ + + + + +
[1]Gurney-Champion, O. J., Klaassen, R., Froeling, M., Barbieri, S., +Stoker, J., Engelbrecht, M. R., … & Nederveen, A. J. (2018). +Comparison of six fit algorithms for the intra-voxel incoherent motion +model of diffusion-weighted magnetic resonance imaging data of +pancreatic cancer patients. PloS one, 13(4), e0194590.
+ + + + + +
[2]Gurney-Champion OJ, Froeling M, Klaassen R, Runge JH, Bel A, Van +Laarhoven HWM, et al. Minimizing the Acquisition Time for Intravoxel +Incoherent Motion Magnetic Resonance Imaging Acquisitions in the Liver +and Pancreas. Invest Radiol. 2016;51: 211–220.
+ + + + + +
[3]Park HJ, Sung YS, Lee SS, Lee Y, Cheong H, Kim YJ, et al. Intravoxel +incoherent motion diffusion-weighted MRI of the abdomen: The effect of +fitting algorithms on the accuracy and reliability of the parameters. +J Magn Reson Imaging. 2017;45: 1637–1647.
+
+ +
+
+

dmipy.custom_optimizers.single_shell_three_tissue_csd module

+
+
+dmipy.custom_optimizers.single_shell_three_tissue_csd.single_shell_three_tissue_csd(acquisition_scheme, data, tissue_response_models=None, S0_tissue_responses=None, N_iterations=4, return_all_csd_fits=False, csd_fit_verbose=False, ss3t_verbose=True)
+

Implementation of Single-Shell (1 shell + b0) three-tissue CSD algorithm +[1]_. The algorithm is based on a biconvex optimization strategy that is +formulated as two steps that repeat:

+
+
for k in iterations:
+

# step 1 +if k == 0:

+
+
fix WM fraction to 0 and optimize CSF + GM. +this leads to an overestimation of GM and underestimation of CSF.
+
+
else:
+
fix WM to WM estimate of second step of last iteration.
+
+

# step 2 +Fix CSF and fit WM + GM. +Since CSF is an underestimate, WM will be as well.

+
+
+

The authors of [1]_ don’t really elaborate on this, but this algorithm will +just slowly converge to the naive optimization approach of just fitting +WM + GM + CSF together. The trick is that by forcing a particular starting +point for the biconvex optimization (WM=0), typically after around 4 +iterations of this algorithm, the fractions will temporarily have values +that are quite close to the multi-shell multi-tissue algorithm.

+

This algorithm seems to work better for higher b-value HARDI data than for +DTI data when it comes to GM fractions.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (Dmipy acquisition scheme,) – single shell (or whatever-shell) acquisition scheme.
    • +
  • data (ND-array of shape (Nx...., NDWI),) – the fitted that is to be fitted.
    • +
  • tissue_response_models (list of Dmipy tissue response models,) – assumed to be in the same order as they are generated using the +dhollander16 tissue response estimation, i.e. [wm, gm, csf]. +if not given it is estimated from the data using the Dhollander16 +heuristic three-tissue estimation algorithm [2]_.
    • +
  • S0_tissue_responses (list of floats,) – S0 response values corresponding to input tissue response models.
    • +
  • N_iterations (positive integer,) – number of biconvex optimization steps to do in the algorithm. +default is 4 according to [1]_.
    • +
  • return_all_csd_fits (bool,) – whether to return all csd fits of all iterations or just the last one.
    • +
  • csd_fit_verbose (bool,) – whether to suppress csd fitting prints or not.
    • +
  • ss3t_verbose (bool,) – whether to suppress the single-shell three tissue prints or not.
    • +
+
Returns:

mt_csd_fits or mt_csd_fit – FittedMultiCompartmentSphericalHarmonicsModel.

+
Return type:

list of, or singular,

+
+

References

+ + + + + +
[1]Dhollander, Thijs, and Alan Connelly. “A novel iterative approach to +reap the benefits of multi-tissue CSD from just single-shell (+ b= 0) +diffusion MRI data.” 24th International Society of Magnetic Resonance +in Medicine 24 (2016): 3010.
+ + + + + +
[2]Dhollander, T.; Raffelt, D. & Connelly, A. Unsupervised 3-tissue +response function estimation from single-shell or multi-shell diffusion +MR data without a co-registered T1 image. ISMRM Workshop on Breaking +the Barriers of Diffusion MRI, 2016, 5
+
+ +
+
+

Module contents

+
+
+ + +
+ +
+
+ +
+
+
+ ©2020, Rutger Fick. + + | + Powered by Sphinx 1.8.2 + & Alabaster 0.7.12 + + | + Page source +
+ + + + + + \ No newline at end of file diff --git a/docs/build/html/dmipy.data.html b/docs/build/html/dmipy.data.html new file mode 100644 index 00000000..f9cf90be --- /dev/null +++ b/docs/build/html/dmipy.data.html @@ -0,0 +1,176 @@ + + + + + + + + dmipy.data package — dmipy 1.0.3 documentation + + + + + + + + + + + + + + + + + + + + +
+
+
+ + +
+ +
+

dmipy.data package

+
+

Submodules

+
+
+

dmipy.data.saved_acquisition_schemes module

+
+
+dmipy.data.saved_acquisition_schemes.wu_minn_hcp_acquisition_scheme()
+

Returns DmipyAcquisitionScheme of Wu-Minn HCP project.

+
+ +
+
+dmipy.data.saved_acquisition_schemes.duval_cat_spinal_cord_2d_acquisition_scheme()
+

Returns 2D DmipyAcquisitionScheme of cat spinal cord data.

+
+ +
+
+

dmipy.data.saved_data module

+
+
+dmipy.data.saved_data.wu_minn_hcp_coronal_slice()
+

Returns example slice of Wu-Minn HCP data subject 100307.

+
+ +
+
+dmipy.data.saved_data.duval_cat_spinal_cord_2d()
+

Returns 2D multi-diffusion time AxCaliber data of cat spinal cord.

+
+ +
+
+dmipy.data.saved_data.synthetic_camino_data_parallel()
+

The parallel data was generated using the Camino Monte-Carlo +Diffusion Simulator. See http://camino.cs.ucl.ac.uk/.

+
+ +
+
+dmipy.data.saved_data.synthetic_camino_data_dispersed()
+

The dispersed data was generated by using the parallel Camino data as +an described above, and then dispersing it using Watson and Bingham +distributions.

+
+ +
+
+dmipy.data.saved_data.visualize_correlation_camino_and_estimated_fractions(estim_fractions_parallel, estim_fractions_dispersed)
+

Function that visualizes Camino estimated results versus ground truth.

+
+ +
+
+

Module contents

+
+
+ + +
+ +
+
+ +
+
+
+ ©2020, Rutger Fick. + + | + Powered by Sphinx 1.8.2 + & Alabaster 0.7.12 + + | + Page source +
+ + + + + + \ No newline at end of file diff --git a/docs/build/html/dmipy.distributions.html b/docs/build/html/dmipy.distributions.html new file mode 100644 index 00000000..e5d083b4 --- /dev/null +++ b/docs/build/html/dmipy.distributions.html @@ -0,0 +1,714 @@ + + + + + + + + dmipy.distributions package — dmipy 1.0.3 documentation + + + + + + + + + + + + + + + + + + + + +
+
+
+ + +
+ +
+

dmipy.distributions package

+
+

Submodules

+
+
+

dmipy.distributions.distribute_models module

+
+
+class dmipy.distributions.distribute_models.DistributedModel
+

Contains various properties of distributed models.

+
+
+add_linked_parameters_to_parameters(parameters)
+

Adds the linked parameters to the optimized parameters.

+ +++ + + + + + + + +
Parameters:parameters (dictionary of model parameters,) – contains the optimized parameters.
Returns:parameters – contains the optimzed and linked parameters.
Return type:dictionary of model parameters,
+
+ +
+
+bundle_model(acquisition_scheme, **kwargs)
+

Simple bundle model that does not apply any distribution. It can be +considered a sub-multi-compartment model that allows for tortuosity +constraints.

+ +++ + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
+
+ +
+
+copy()
+

Retuns a different instantiation of the DistributedModel with the same +configuration, which can be used together with the original in a +MultiCompartmentModel. For example, to do NODDI with multiple +orientations.

+
+ +
+
+fod(vertices, **kwargs)
+

Returns the Fiber Orientation Distribution (FOD) of a dispersed model.

+ +++ + + + +
Parameters:
    +
  • vertices (array of size (N_samples, 3)) – cartesian unit vectors at which to sample the FOD
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
+
+ +
+
+integrated_model(acquisition_scheme, **kwargs)
+

The spatially integrated function call for spatial distributions like +Gamma. Currently, the model assumed we are distributing diameters.

+

First, the linked parameters are added to the optimized parameters, and +the probability that a water particle exists inside a cylinder of a +certain size in the distribution is sampled for a range of diameters. +The volume fractions are also converted from nested to regular ones +(although typically not more than 1 model is used for a Gamma +distribution).

+

Then, for every model in the DistributedModel, the signal attenuations +of the model are are recovered for the sampled diameters and multiplied +and integrated over their probabilities. The resulting +values are multiplied with the volume fractions and finally the +integrated signal attenuation is returned.

+ +++ + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
+
+ +
+
+parameter_names
+

Retuns the DistributedModel parameter names.

+
+ +
+
+set_equal_parameter(parameter_name_in, parameter_name_out)
+

Allows the user to set two parameters equal to each other. This is used +for example in the NODDI model to set the parallel diffusivities of the +Stick and Zeppelin compartment to the same value.

+

The second input parameter will be removed from the optimized +parameters and added as a linked parameter.

+ +++ + + + +
Parameters:
    +
  • parameter_name_in (string) – the first parameter name, see self.parameter_names.
    • +
  • parameter_name_out (string,) – the second parameter name, see self.parameter_names. This is the +parameter that will be removed form the optimzed parameters.
    • +
+
+
+ +
+
+set_fixed_parameter(parameter_name, value)
+

Allows the user to fix an optimization parameter to a static value. +The fixed parameter will be removed from the optimized parameters and +added as a linked parameter.

+ +++ + + + +
Parameters:
    +
  • parameter_name (string) – name of the to-be-fixed parameters, see self.parameter_names.
    • +
  • value (float or list of corresponding parameter_cardinality.) – the value to fix the parameter at in SI units.
    • +
+
+
+ +
+
+set_tortuous_parameter(lambda_perp, lambda_par, volume_fraction_intra)
+

Allows the user to set a tortuosity constraint on the perpendicular +diffusivity of the extra-axonal compartment, which depends on the +intra-axonal volume fraction and parallel diffusivity.

+

The perpendicular diffusivity parameter will be removed from the +optimized parameters and added as a linked parameter.

+ +++ + + + +
Parameters:
    +
  • lambda_perp (string) – name of the perpendicular diffusivity parameter, see +self.parameter_names.
    • +
  • lambda_par (string) – name of the parallel diffusivity parameter, see +self.parameter_names.
    • +
  • volume_fraction_intra (string) – name of the intra-axonal volume fraction parameter, see +self.parameter_names.
    • +
+
+
+ +
+
+sh_convolved_model(acquisition_scheme, **kwargs)
+

The spherical harmonics convolved function call for spherically +distributions like Watson and Bingham.

+

First, the linked parameters are added to the optimized parameters, and +the spherical harmonics of the spherical distribution are recovered. +The volume fractions are also converted from nested to regular ones.

+

Then, for every model in the DistributedModel, and for every +acquisition shell, the rotational harmonics of the model are recovered +and convolved with the distribution spherical harmonics. The resulting +values are multiplied with the volume fractions and finally the +dispersed signal attenuation is returned.

+ +++ + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
+
+ +
+ +
+
+class dmipy.distributions.distribute_models.SD1WatsonDistributed(models, parameter_links=None)
+

Bases: dmipy.distributions.distribute_models.DistributedModel, dmipy.core.signal_model_properties.AnisotropicSignalModelProperties

+

The DistributedModel instantiation for a Watson-dispersed model. Multiple +models can be dispersed at the same time (like a Stick and Zeppelin for +NODDI for example). The parameter ‘mu’ of the models will be removed and +replaced by the ‘mu’ and ‘odi’ of the Watson distribution.

+

After instantiation the WatsonDistributed model can be treated exactly the +same as a CompartmentModel as an input for a MultiCompartmentModel.

+ +++ + + + +
Parameters:
    +
  • models (list of length 1 or more,) – list of models to be Watson-dispersed.
    • +
  • parameters_links (list of length 1 or more,) – deprecated for testing use only.
    • +
+
+
+
+rotational_harmonics_representation(acquisition_scheme, **kwargs)
+

The rotational harmonics of the model, such that Y_lm = Yl0. +Axis aligned with z-axis to be used as kernel for spherical +convolution. Returns an array with rotational harmonics for each shell.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
Returns:

rh_array – Rotational harmonics coefficients for each shell.

+
Return type:

array, shape(Nshells, N_rh_coef),

+
+
+ +
+ +
+
+class dmipy.distributions.distribute_models.SD2BinghamDistributed(models, parameter_links=None)
+

Bases: dmipy.distributions.distribute_models.DistributedModel, dmipy.core.signal_model_properties.AnisotropicSignalModelProperties

+

The DistributedModel instantiation for a Bingham-dispersed model. Multiple +models can be dispersed at the same time (like a Stick and Zeppelin for +NODDI for example). The parameter ‘mu’ of the models will be removed and +replaced by the ‘mu’, ‘odi’, ‘beta_fraction’ and ‘psi’ of the Bingham +distribution.

+

After instantiation the BinghamDistributed model can be treated exactly the +same as a CompartmentModel as an input for a MultiCompartmentModel.

+ +++ + + + +
Parameters:
    +
  • models (list of length 1 or more,) – list of models to be Bingham-dispersed.
    • +
  • parameters_links (list of length 1 or more,) – deprecated for testing use only.
    • +
+
+
+ +
+
+class dmipy.distributions.distribute_models.DD1GammaDistributed(models, parameter_links=None, target_parameter='diameter')
+

Bases: dmipy.distributions.distribute_models.DistributedModel, dmipy.core.signal_model_properties.AnisotropicSignalModelProperties

+

The DistributedModel instantiation for a Gamma-distributed model for +cylinder or sphere models. Multiple models can be distributed at the same +time (but such multi-cylinder-distribution models have never been used as +far as we know). The parameter ‘diameter’ of the models will be removed and +replaced by the ‘alpha’ and ‘beta’, of the Gamma distribution.

+

After instantiation the GammaDistributed model can be treated exactly the +same as a CompartmentModel as an input for a MultiCompartmentModel.

+ +++ + + + +
Parameters:
    +
  • models (list of length 1 or more,) – list of models to be Watson-dispersed.
    • +
  • parameters_links (list of length 1 or more,) – deprecated for testing use only.
    • +
+
+
+
+rotational_harmonics_representation(acquisition_scheme, **kwargs)
+

The rotational harmonics of the model, such that Y_lm = Yl0. +Axis aligned with z-axis to be used as kernel for spherical +convolution. Returns an array with rotational harmonics for each shell.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
Returns:

rh_array – Rotational harmonics coefficients for each shell.

+
Return type:

array, shape(Nshells, N_rh_coef),

+
+
+ +
+
+set_diameter_constrained_parameter_beta(diameter_min, diameter_max)
+
+ +
+ +
+
+class dmipy.distributions.distribute_models.ReturnFixedValue(value)
+

Parameter fixing class for parameter links.

+
+ +
+
+

dmipy.distributions.distributions module

+

Document Module

+
+
+dmipy.distributions.distributions.get_sh_order_from_odi
+

Returns minimum sh_order to estimate spherical harmonics for given odi.

+
+ +
+
+class dmipy.distributions.distributions.SD1Watson(mu=None, odi=None)
+

Bases: dmipy.core.modeling_framework.ModelProperties

+

The Watson spherical distribution model [1]_ [2]_.

+ +++ + + + +
Parameters:
    +
  • mu (array, shape(2),) – angles [theta, phi] representing main orientation on the sphere. +theta is inclination of polar angle of main angle mu [0, pi]. +phi is polar angle of main angle mu [-pi, pi].
    • +
  • kappa (float,) – concentration parameter of the Watson distribution.
    • +
+
+

References

+ + + + + +
[1]

Kaden et al. +“Parametric spherical deconvolution: inferring anatomical

+
+
connectivity using diffusion MR imaging”. NeuroImage (2007)
+
+ + + + + +
[2]

Zhang et al. +“NODDI: practical in vivo neurite orientation dispersion and density

+
+
imaging of the human brain”. NeuroImage (2012)
+
+
+
+spherical_harmonics_representation(sh_order=None, **kwargs)
+

The Watson spherical distribution model in spherical harmonics. +The minimum order is automatically derived from numerical experiments +to ensure fast function executation and accurate results.

+ +++ + + + + + + + +
Parameters:sh_order (int,) – maximum spherical harmonics order to be used in the approximation.
Returns:watson_sh – spherical harmonics of Watson probability density.
Return type:array,
+
+ +
+ +
+
+class dmipy.distributions.distributions.SD2Bingham(mu=None, psi=None, odi=None, beta_fraction=None)
+

Bases: dmipy.core.modeling_framework.ModelProperties

+

The Bingham spherical distribution model [1]_ [2]_ [3] using angles.

+ +++ + + + +
Parameters:
    +
  • mu (array, shape(2),) – angles [theta, phi] representing main orientation on the sphere. +theta is inclination of polar angle of main angle mu [0, pi]. +phi is polar angle of main angle mu [-pi, pi].
    • +
  • psi (float,) – angle in radians of the bingham distribution around mu [0, pi].
    • +
  • kappa (float,) – first concentration parameter of the Bingham distribution. +defined as kappa = kappa1 - kappa3.
    • +
  • beta (float,) – second concentration parameter of the Bingham distribution. +defined as beta = kappa2 - kappa3. Bingham becomes Watson when beta=0.
    • +
+
+

References

+ + + + + +
[1]

Kaden et al. +“Parametric spherical deconvolution: inferring anatomical

+
+
connectivity using diffusion MR imaging”. NeuroImage (2007)
+
+ + + + + +
[2]

Sotiropoulos et al. +“Ball and rackets: inferring fiber fanning from

+
+
diffusion-weighted MRI”. NeuroImage (2012)
+
+ + + + + +
[3]

Tariq et al. +“Bingham–NODDI: Mapping anisotropic orientation dispersion of

+
+
neurites using diffusion MRI”. NeuroImage (2016)
+
+
+
+spherical_harmonics_representation(sh_order=None, **kwargs)
+

The Bingham spherical distribution model in spherical harmonics. +The minimum order is automatically derived from numerical experiments +to ensure fast function executation and accurate results.

+ +++ + + + + + + + +
Parameters:sh_order (int,) – maximum spherical harmonics order to be used in the approximation.
Returns:bingham_sh – spherical harmonics of Bingham probability density.
Return type:array,
+
+ +
+ +
+
+class dmipy.distributions.distributions.DD1Gamma(alpha=None, beta=None, Nsteps=30, normalization='standard')
+

Bases: dmipy.core.modeling_framework.ModelProperties

+

A Gamma distribution of cylinder diameter for given alpha and beta +parameters. NOTE: This is a distribution for axon DIAMETER and not SURFACE. +To simulate the diffusion signal of an ensemble of gamma-distributed +cylinders the probability still needs to be corrected for cylinder surface +by multiplying by np.pi * radius ** 2 and renormalizing [1]_. Reason being +that diffusion signals are generated by the volume of spins inside axons +(cylinders), which is proportional to cylinder surface and not to diameter.

+ +++ + + + +
Parameters:
    +
  • alpha (float,) – shape of the gamma distribution.
    • +
  • beta (float,) – scale of the gamma distrubution. Different from Bingham distribution!
    • +
+
+

References

+ + + + + +
[1]Assaf, Yaniv, et al. “AxCaliber: a method for measuring axon +diameter distribution from diffusion MRI.” Magnetic resonance in +medicine 59.6 (2008): 1347-1354.
+
+
+calculate_sampling_start_and_end_points(norm_func, gridsize=50)
+

For a given normalization function calculates the best start and end +points to sample for all possible values of alpha, beta. This is done +to make sure the function does not sample where the probability of +basically zero.

+

The function is based on first doing a dense sampling and then finding +out which points need to be included to have sampled at least 99% of +the area under the probability density curve.

+

It sets two interpolator functions that can be called for any +combination of alpha,beta and to return the appropriate start and end +sampling points.

+ +++ + + + +
Parameters:
    +
  • norm_func (normalization function,) – normalization of the model, depends on if it’s a sphere/cylinder.
    • +
  • gridsize (integer,) – value that decides how big the grid will be on which we define the +start and end sampling points.
    • +
+
+
+ +
+
+length_plane(radius)
+

The distance normalization function for planes.

+
+ +
+
+surface_cylinder(radius)
+

The surface normalization function for cylinders.

+
+ +
+
+unity(radius)
+

The standard normalization for the Gamma distribution (none).

+
+ +
+
+volume_sphere(radius)
+

The volume normalization function for spheres.

+
+ +
+ +
+
+dmipy.distributions.distributions.odi2kappa(odi)
+

Calculates concentration (kappa) from orientation dispersion index (odi).

+
+ +
+
+dmipy.distributions.distributions.kappa2odi(kappa)
+

Calculates orientation dispersion index (odi) from concentration (kappa).

+
+ +
+
+

Module contents

+
+
+ + +
+ +
+
+ +
+
+
+ ©2020, Rutger Fick. + + | + Powered by Sphinx 1.8.2 + & Alabaster 0.7.12 + + | + Page source +
+ + + + + + \ No newline at end of file diff --git a/docs/build/html/dmipy.hcp_interface.html b/docs/build/html/dmipy.hcp_interface.html new file mode 100644 index 00000000..831bd611 --- /dev/null +++ b/docs/build/html/dmipy.hcp_interface.html @@ -0,0 +1,188 @@ + + + + + + + + dmipy.hcp_interface package — dmipy 1.0.3 documentation + + + + + + + + + + + + + + + + + + + + +
+
+
+ + +
+ +
+

dmipy.hcp_interface package

+
+

Submodules

+
+
+

dmipy.hcp_interface.downloader_aws module

+
+
+class dmipy.hcp_interface.downloader_aws.HCPInterface(your_aws_public_key, your_aws_secret_key)
+

Function to download HCP data directly from AWS server. +Since HCP requires you to sign its user agreements, this function +takes as input the user’s personal public and secret AWS key.

+

These keys can be generated following the the instructions here: +https://wiki.humanconnectome.org/display/PublicData/How+To+Connect+to+Connectome+Data+via+AWS

+

The reason this function is set up this way is because we cannot sign +the user agreement for the user. Now, the user takes its own responsibility +and we can provide this convenient downloader without having to go through +the HCP interface.

+ +++ + + + +
Parameters:
    +
  • your_aws_public_key (string) – user aws public key
    • +
  • your_aws_secret_key (string) – user aws secret key
    • +
+
+
+
+available_subjects
+
+ +
+
+download_and_prepare_dmipy_example_dataset()
+

Downloads subect 100307 of the Wu-Minn HCP data and prepares it to be +used for the dmipy example notebooks.

+
+ +
+
+download_subject(subject_ID)
+

Downloads Wu-Minn HCP subject data to the dmipy data folder. +The downloaded data includes the b-values, gradient orientations, +diffusion-weighted images and the binary brain mask.

+ +++ + + + +
Parameters:subject_ID (integer) – the identification number of the Wu-Minn HCP subject
+
+ +
+
+prepare_example_slice(subject_ID)
+

Prepares a coronal slice for the dmipy example notebooks.

+
+ +
+ +
+
+

Module contents

+
+
+ + +
+ +
+
+ +
+
+
+ ©2020, Rutger Fick. + + | + Powered by Sphinx 1.8.2 + & Alabaster 0.7.12 + + | + Page source +
+ + + + + + \ No newline at end of file diff --git a/docs/build/html/dmipy.html b/docs/build/html/dmipy.html new file mode 100644 index 00000000..e71ca3b9 --- /dev/null +++ b/docs/build/html/dmipy.html @@ -0,0 +1,215 @@ + + + + + + + + dmipy package — dmipy 1.0.3 documentation + + + + + + + + + + + + + + + + + + + + +
+
+
+ + +
+ +
+

dmipy package

+
+

Subpackages

+
+ +
+
+
+

Submodules

+
+
+

dmipy.version module

+
+
+

Module contents

+
+
+ + +
+ +
+
+ +
+
+
+ ©2020, Rutger Fick. + + | + Powered by Sphinx 1.8.2 + & Alabaster 0.7.12 + + | + Page source +
+ + + + + + \ No newline at end of file diff --git a/docs/build/html/dmipy.optimizers.html b/docs/build/html/dmipy.optimizers.html new file mode 100644 index 00000000..ff6e2545 --- /dev/null +++ b/docs/build/html/dmipy.optimizers.html @@ -0,0 +1,441 @@ + + + + + + + + dmipy.optimizers package — dmipy 1.0.3 documentation + + + + + + + + + + + + + + + + + + + + +
+
+
+ + +
+ +
+

dmipy.optimizers package

+
+

Submodules

+
+
+

dmipy.optimizers.amico_cvxpy module

+
+
+class dmipy.optimizers.amico_cvxpy.AmicoCvxpyOptimizer(acquisition_scheme, model, x0_vector=None, lambda_1=None, lambda_2=None, Nt=10)
+

Accelerated microstructure imaging via convex optimization (AMICO). The +algorithm implementation is based on the work presented in [1]_, but it is +generalized in the sense that it can perform estimation of any multi- +compartment model parameter as well as the parameter distribution. The +optimizer is implemented using CVXPY library [2]_.

+
+
Limitations:
+
    +
  • …
    • +
+
+
+ +++ + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using Dmipy.
    • +
  • model (Dmipy MultiCompartmentModel instance,) – Contains Dmipy multi-compartment model information.
    • +
  • x0_vector (Array of size (Nx),) – Vector containing probability distributions of the parameters that are +being estimated
    • +
  • lambda_1 (Array of size (Nc)) – Vector containing L2 regularization weights for each compartment
    • +
  • lambda_2 (Array of size (Nc)) – Vector containing L1 regularization weights for each compartment
    • +
  • Nt (int) – Integer equal to the number of equidistant sampling points over each +parameter range used to create atoms of observation matrix M
    • +
+
+

References

+ + + + + +
[1]Daducci, Alessandro, et al. “Accelerated microstructure imaging +via convex optimization (AMICO) from diffusion MRI data.” +NeuroImage 105 (2015): 32-44.
+ + + + + +
[2]Diamond, Steven, and Stephen Boyd. “CVXPY: A Python-embedded +modeling language for convex optimization.” The Journal of Machine +Learning Research 17.1 (2016): 2909-2913.
+
+ +
+
+

dmipy.optimizers.brute2fine module

+
+
+class dmipy.optimizers.brute2fine.GlobalBruteOptimizer(model, acquisition_scheme, x0_vector=None, Ns=5, N_sphere_samples=30)
+

Brute-Force optimizer. Given a model and an acquisition scheme, first +computes a global grid of parameters and corresponding signal attenuations. +All parameters except the spherical orientation parameter ‘mu’ are +sampled between their corresponding parameter_ranges in ‘Ns’ equal steps. +For ‘mu’ a spherical grid of ‘N_sphere_samples” points is used, which were +generated using the work of Caruyer et al. [1].

+

When calling the function with measured data, the closest parameters are +return based on the sum-squared error between the signal grid and the data.

+ +++ + + + +
Parameters:
    +
  • model (dmipy MultiCompartmentModel instance,) – Can be composed of any model combination.
    • +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – acquisition scheme of the to-be-fitted data.
    • +
  • x0_vector (array of size (Nparameters,)) – optional initial guess parameters. As long as the initial guess does +not vary voxel-by-voxel the parameter grid will be estimated, only +including the initial guess value for the parameters that were included +in x0_vector.
    • +
  • Ns (integer,) – number of equally spaced sampling points for regular parameters.
    • +
  • N_sphere_sampled (integer,) – number of sampled sphere points to sample orientation ‘mu’.
    • +
+
+

References

+ + + + + +
[1]Caruyer, Emmanuel, et al. “Design of multishell sampling schemes +with uniform coverage in diffusion MRI.” Magnetic resonance in medicine +69.6 (2013): 1534-1540.
+
+
+precompute_signal_grid(model, x0_vector, Ns, N_sphere_samples)
+

Function that estimates the parameter grid and corresponding signal +attenuation.

+

NOTE: In the current implementation initial guesses for volume +fractions are still ignored

+
+ +
+ +
+
+class dmipy.optimizers.brute2fine.Brute2FineOptimizer(model, acquisition_scheme, Ns=5)
+

Brute force optimizer with refining. Essentially this function does both +the brute force optimization like GlobalBruteOptimizer (without treating +mu differently, which is currently suboptimal), but then follows it with +a gradient-descent based refining step [1, 2] to find the local minimum.

+

All parameters are optimized within their parameter_bounds. Volume +fraction are optimized by ‘nesting’ them, such that given a set of models +\(m_1...m_N\), and the partial volume ratios math:v_1…v_{N-1}, the +partial volume function is

+
+\[v_1 m_1 + (1 - v_1) v_2 m_2 + ... + (1 - v_1)...(1-v_{N-1}) m_N\]
+ +++ + + + +
Parameters:
    +
  • model (dmipy MultiCompartmentModel instance,) – Can be composed of any model combination.
    • +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – acquisition scheme of the to-be-fitted data.
    • +
  • Ns (integer,) – number of equally spaced sampling points for regular parameters.
    • +
+
+

References

+ + + + + +
[1]Byrd, R H and P Lu and J. Nocedal. 1995. A Limited Memory Algorithm +for Bound Constrained Optimization. SIAM Journal on Scientific and +Statistical Computing 16 (5): 1190-1208.
+ + + + + +
[2]Zhu, C and R H Byrd and J Nocedal. 1997. L-BFGS-B: Algorithm 778: +L-BFGS-B, FORTRAN routines for large scale bound constrained +optimization. ACM Transactions on Mathematical Software 23 (4): +550-560.
+
+
+objective_function(parameter_vector, data)
+

The objective function for brute-force and gradient-based optimizer.

+
+ +
+
+objective_function_vf_fixed(parameter_vector, data, vf)
+

The objective function if the volume fractions have been fixed.

+
+ +
+ +
+
+dmipy.optimizers.brute2fine.nested_to_normalized_fractions(nested_fractions)
+

Calculates the normal volume fractions from nested ones.

+
+ +
+
+dmipy.optimizers.brute2fine.normalized_to_nested_fractions_array(normalized_fractions)
+

Calculates the nested volume fractions from normal ones.

+
+ +
+
+dmipy.optimizers.brute2fine.find_minimum_argument
+
+ +
+
+

dmipy.optimizers.mix module

+
+
+class dmipy.optimizers.mix.MixOptimizer(model, acquisition_scheme, maxiter=150)
+

The stochastic Microstructure In Crossings (MIX) optimizer [1] uses a +three-step process to fit the parameters of a multi-compartment (MC) model +to data. The key innovation is that they separate linear from non-linear +parameters in the fitting process, meaning the linear volume fractions +and non-linear other ones(e.g. diffusivities) are optimized at different +stages in the process.

+

In the first step [1] describes using a genetic algorithm to estimate the +non-linear parameters of an MC model. For this we use scipy’s +differential_evolution algorithm.

+

In the second step [1] describes using CVX to estimate the linear volume +fractions of an MC model. For this we use scipy’s COBYLA algorithm since +it allows us to impose the parameter constraints we need for volume +fractions; namely that they are positive and sum up to one.

+

The third and last step in [1] is a refining step to find a local minimum +given the solutions of step one and two. For this we use scipy’s +gradient-based L-BFGS-B algorithm with nested volume fractions.

+

The final result takes a model’s parameter_ranges into account, only +yielding parameters within their allowed optimization domain.

+ +++ + + + +
Parameters:
    +
  • model (MultiCompartmentModel instance,) – A multicompartment model that has been instantiated using dMipy.
    • +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • maxiter (integer) – The maximum allowed iterations for the differential evolution algorithm
    • +
+
+

References

+ + + + + +
[1]Farooq, Hamza, et al. “Microstructure Imaging of Crossing (MIX) +White Matter Fibers from diffusion MRI.” Nature Scientific +reports 6 (2016).
+
+
+cobyla_cost_function(fractions, phi, data)
+

Objective function of linear parameter estimation using COBYLA.

+
+ +
+
+objective_function(optimized_parameter_vector, data, acquisition_scheme, x0_params)
+

Objective function of final refining step using L-BFGS-B

+
+ +
+
+stochastic_objective_function(optimized_parameter_vector, data, acquisition_scheme, x0_params)
+

Objective function for stochastic non-linear parameter estimation +using differential_evolution

+
+ +
+ +
+
+dmipy.optimizers.mix.nested_to_normalized_fractions(nested_fractions)
+

Function to convert nested to normalized volume fractions.

+
+ +
+
+dmipy.optimizers.mix.cobyla_positivity_constraint(volume_fractions, *args)
+

COBYLA positivity constraint on volume fractions

+
+ +
+
+dmipy.optimizers.mix.cobyla_unity_constraint(volume_fractions, *args)
+

COBYLA unity constraint on volume fractions

+
+ +
+
+

dmipy.optimizers.multi_tissue_convex_optimizer module

+
+
+class dmipy.optimizers.multi_tissue_convex_optimizer.MultiTissueConvexOptimizer(acquisition_scheme, model, S0_tissue_responses)
+

Secondary optimizer for including S0 tissue response values into the volume +fraction estimation.

+

Following the suggestion by [1]_, when including S0 responses, the +volume fractions are no longer unity constrained. This means that the +optimization of linear volume fractions and non-linear parameters is +independent, and thus this secondary optimization is just a simple convex +optimization on the volume fractions only.

+ +++ + + + +
Parameters:
    +
  • model (dmipy multi-compartment model instance,) – dmipy initialized mc model.
    • +
  • S0_tissue_responses (list,) – constains the positive S0 tissue responses that are associated with the +tissue that each compartment model in the mc-model represents.
    • +
+
+

References

+ + + + + +
[1]Dell’Acqua, Flavio, and J-Donald Tournier. “Modelling white matter +with spherical deconvolution: How and why?.” NMR in Biomedicine 32.4 +(2019): e3945.
+
+
+cobyla_cost_function(fractions, phi, data)
+

Objective function of linear parameter estimation using COBYLA.

+
+ +
+ +
+
+dmipy.optimizers.multi_tissue_convex_optimizer.cobyla_positivity_constraint(volume_fractions, *args)
+

COBYLA positivity constraint on volume fractions

+
+ +
+
+

Module contents

+
+
+ + +
+ +
+
+ +
+
+
+ ©2020, Rutger Fick. + + | + Powered by Sphinx 1.8.2 + & Alabaster 0.7.12 + + | + Page source +
+ + + + + + \ No newline at end of file diff --git a/docs/build/html/dmipy.optimizers_fod.html b/docs/build/html/dmipy.optimizers_fod.html new file mode 100644 index 00000000..ac461adb --- /dev/null +++ b/docs/build/html/dmipy.optimizers_fod.html @@ -0,0 +1,253 @@ + + + + + + + + dmipy.optimizers_fod package — dmipy 1.0.3 documentation + + + + + + + + + + + + + + + + + + + + +
+
+
+ + +
+ +
+

dmipy.optimizers_fod package

+
+

Submodules

+
+
+

dmipy.optimizers_fod.csd_cvxpy module

+
+
+class dmipy.optimizers_fod.csd_cvxpy.CsdCvxpyOptimizer(acquisition_scheme, model, x0_vector=None, sh_order=8, unity_constraint=True, lambda_lb=0.0)
+

Generalized multi-compartment constrained spherical deconvolution (MC-CSD) +optimizer. The algorithm follows the formulation of Multi-Tissue (MT)-CSD +[1]_, but is completely generalized in that it can take any number or type +of convolution kernels, have static or voxel-varying kernels parameters, +and can have fixed volume fractions or estimate them. The algorithm is +implemented using CVXPY [2]_.

+

Limitations: +- It cannot estimate the volume fractions of multiple kernels that each

+
+
have an orientation. E.g. it is possible to have a cylinder and a ball +kernel as input, but not two cylinders.
+
    +
  • Currently, the different compartment kernels are directly fitted to the +signal attenuation, implicitly assuming each compartment has the same +b0-intensity. True MT-CSD requires that these B0-intensities are also +included.
    • +
+ +++ + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using Dmipy.
    • +
  • model (Dmipy MultiCompartmentSphericalHarmonicsModel instance,) – Contains Dmipy multi-compartment model information.
    • +
  • x0_vector (Array of size (Nparameters)) – Possible parameters for model kernels.
    • +
  • sh_order (positive even integer,) – Spherical harmonics order for deconvolution.
    • +
  • unity_constraint (boolean,) – whether or not to constrain the volume fractions of the FOD to +unity. In the case of one model this means that the SH-coefficients +represent a distribution on the sphere.
    • +
  • lambda_lb (positive float,) – Laplace-Belrami regularization weight to impose smoothness in the +FOD. Same as is done in [3].
    • +
+
+

References

+ + + + + +
[1]Jeurissen, Ben, et al. “Multi-tissue constrained spherical +deconvolution for improved analysis of multi-shell diffusion MRI +data.” NeuroImage 103 (2014): 411-426.
+ + + + + +
[2]Diamond, Steven, and Stephen Boyd. “CVXPY: A Python-embedded +modeling language for convex optimization.” The Journal of Machine +Learning Research 17.1 (2016): 2909-2913.
+ + + + + +
[3]Descoteaux, Maxime, et al. “Regularized, fast, and robust analytical +Q-ball imaging.” Magnetic Resonance in Medicine: An Official Journal of +the International Society for Magnetic Resonance in Medicine 58.3 +(2007): 497-510.
+
+ +
+
+

dmipy.optimizers_fod.csd_tournier module

+
+
+class dmipy.optimizers_fod.csd_tournier.CsdTournierOptimizer(acquisition_scheme, model, x0_vector=None, sh_order=8, lambda_pos=1.0, lambda_lb=0.0005, tau=0.1, max_iter=50, unity_constraint=True, init_sh_order=4)
+

The classical Constrained Spherical Deconvolution (CSD) optimizer as +proposed by Tournier et al. (2007) [1]_.

+

It is a bit less accurate than the general CVXPY optimizer, but +significantly faster.

+

TODO: multicore processing makes this solver MUCH slower for some +reason. It is likely the fact that it’s copying the kernel and +positivity matrices to every process.

+ +++ + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using Dmipy.
    • +
  • model (Dmipy MultiCompartmentSphericalHarmonicsModel instance,) – Contains Dmipy multi-compartment model information.
    • +
  • x0_vector (Array of size (Nparameters)) – Possible parameters for model kernels.
    • +
  • sh_order (positive even integer,) – Spherical harmonics order for deconvolution.
    • +
  • lambda_pos (positive float,) – Positivity regularization parameter.
    • +
  • lambda_lb (positive float,) – Laplace-Belrami regularization weight to impose smoothness in the +FOD. Same as is done in [2]_.
    • +
  • tau (positive float,) – Scales positivity threshold relative to maximum FOD amplitude.
    • +
  • max_iter (positive integer,) – Maximum number of iterations for optimization.
    • +
  • unity_constraint (boolean,) – whether or not to constrain the volume fractions of the FOD to +unity. In the case of one model this means that the SH-coefficients +represent a distribution on the sphere.
    • +
  • init_sh_order (positive even integer,) – Spherical harmonics order used to calculate unconstrained initial +guess for the FOD coefficients.
    • +
+
+

References

+ + + + + +
[1]Tournier, J-Donald, Fernando Calamante, and Alan Connelly. +“Robust determination of the fibre orientation distribution in +diffusion MRI: non-negativity constrained super-resolved spherical +deconvolution.” Neuroimage 35.4 (2007): 1459-1472.
+ + + + + +
[2]Descoteaux, Maxime, et al. “Regularized, fast, and robust analytical +Q-ball imaging.” Magnetic Resonance in Medicine: An Official Journal of +the International Society for Magnetic Resonance in Medicine 58.3 +(2007): 497-510.
+
+ +
+
+

Module contents

+
+
+ + +
+ +
+
+ +
+
+
+ ©2020, Rutger Fick. + + | + Powered by Sphinx 1.8.2 + & Alabaster 0.7.12 + + | + Page source +
+ + + + + + \ No newline at end of file diff --git a/docs/build/html/dmipy.signal_models.html b/docs/build/html/dmipy.signal_models.html new file mode 100644 index 00000000..440997bd --- /dev/null +++ b/docs/build/html/dmipy.signal_models.html @@ -0,0 +1,882 @@ + + + + + + + + dmipy.signal_models package — dmipy 1.0.3 documentation + + + + + + + + + + + + + + + + + + + + +
+
+
+ + +
+ +
+

dmipy.signal_models package

+
+

Submodules

+
+
+

dmipy.signal_models.capped_cylinder_models module

+
+
+class dmipy.signal_models.capped_cylinder_models.CC3CappedCylinderCallaghanApproximation(mu=None, diameter=None, length=None, diffusion_intra=1.7e-09, number_of_roots_cylinder=20, number_of_functions_cylinder=50, number_of_roots_plane=40)
+

Bases: dmipy.core.modeling_framework.ModelProperties, dmipy.core.signal_model_properties.AnisotropicSignalModelProperties

+

The Callaghan model [1]_ - a cylinder with finite radius - for +intra-axonal diffusion. The perpendicular diffusion is modelled +after Callaghan’s solution for the disk. The parallel diffusion of the +capped cylinder is modelled using the same Callaghan approximation but +between two parallel planes with a certain distance or ‘length’ between +them.

+ +++ + + + +
Parameters:
    +
  • mu (array, shape(2),) – angles [theta, phi] representing main orientation on the sphere. +theta is inclination of polar angle of main angle mu [0, pi]. +phi is polar angle of main angle mu [-pi, pi].
    • +
  • diameter (float,) – cylinder (axon) diameter in meters.
    • +
  • length (float,) – cylinder length in meters.
    • +
  • diffusion_intra (float,) – The diffusion constant of the water particles inside the cylinder. +The default value is the approximate diffusivity of water inside axons +as 1.7e-9 m^2/s.
    • +
  • number_of_roots_cylinder (integer,) – number of roots for the cylinder Callaghan approximation.
    • +
  • number_of_functions_cylinder (integer,) – number of functions for the cylinder Callaghan approximation.
    • +
  • number_of_roots_plane (integer,) – number of roots for the plane Callaghan approximation.
    • +
+
+

References

+ + + + + +
[1]Callaghan, Paul T. “Pulsed-gradient spin-echo NMR for planar, +cylindrical, and spherical pores under conditions of wall +relaxation.” Journal of magnetic resonance, Series A 113.1 (1995): +53-59.
+
+ +
+
+

dmipy.signal_models.cylinder_models module

+
+
+class dmipy.signal_models.cylinder_models.C1Stick(mu=None, lambda_par=None)
+

Bases: dmipy.core.modeling_framework.ModelProperties, dmipy.core.signal_model_properties.AnisotropicSignalModelProperties

+

The Stick model [1]_ - a cylinder with zero radius - typically used +for intra-axonal diffusion.

+ +++ + + + +
Parameters:
    +
  • mu (array, shape(2),) – angles [theta, phi] representing main orientation on the sphere. +theta is inclination of polar angle of main angle mu [0, pi]. +phi is polar angle of main angle mu [-pi, pi].
    • +
  • lambda_par (float,) – parallel diffusivity in m^2/s.
    • +
+
+

References

+ + + + + +
[1]

Behrens et al. +“Characterization and propagation of uncertainty in

+
+
diffusion-weighted MR imaging”
+

Magnetic Resonance in Medicine (2003)

+
+
+
+spherical_mean(acquisition_scheme, **kwargs)
+

Estimates spherical mean for every shell in acquisition scheme for +Stick model.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
Returns:

E_mean – spherical mean of the Stick model for every acquisition shell.

+
Return type:

array of size (Nshells)

+
+
+ +
+ +
+
+class dmipy.signal_models.cylinder_models.C2CylinderStejskalTannerApproximation(mu=None, lambda_par=None, diameter=None)
+

Bases: dmipy.core.modeling_framework.ModelProperties, dmipy.core.signal_model_properties.AnisotropicSignalModelProperties

+

The Stejskal-Tanner approximation of the cylinder model with finite +radius, proposed by Soderman and Jonsson [1]_. Assumes that both the short +gradient pulse (SGP) approximation is met and long diffusion time limit is +reached. The perpendicular cylinder diffusion therefore only depends on the +q-value of the acquisition.

+ +++ + + + + + + + +
Parameters:
    +
  • mu (array, shape(2),) – angles [theta, phi] representing main orientation on the sphere. +theta is inclination of polar angle of main angle mu [0, pi]. +phi is polar angle of main angle mu [-pi, pi].
    • +
  • lambda_par (float,) – parallel diffusivity in m^2/s.
    • +
  • diameter (float,) – cylinder diameter in meters.
    • +
+
Returns:

E – signal attenuation

+
Return type:

array, shape (N,)

+
+

References

+ + + + + +
[1]Soderman, Olle, and Bengt Jonsson. “Restricted diffusion in +cylindrical geometry.” Journal of Magnetic Resonance, Series A +117.1 (1995): 94-97.
+
+
+perpendicular_attenuation(q, diameter)
+

Returns the cylinder’s perpendicular signal attenuation.

+
+ +
+ +
+
+class dmipy.signal_models.cylinder_models.C3CylinderCallaghanApproximation(mu=None, lambda_par=None, diameter=None, diffusion_perpendicular=1.7e-09, number_of_roots=20, number_of_functions=50)
+

Bases: dmipy.core.modeling_framework.ModelProperties, dmipy.core.signal_model_properties.AnisotropicSignalModelProperties

+

The Callaghan model [1]_ - a cylinder with finite radius - typically +used for intra-axonal diffusion. The perpendicular diffusion is modelled +after Callaghan’s solution for the disk. Is dependent on both q-value +and diffusion time.

+ +++ + + + +
Parameters:
    +
  • mu (array, shape(2),) – angles [theta, phi] representing main orientation on the sphere. +theta is inclination of polar angle of main angle mu [0, pi]. +phi is polar angle of main angle mu [-pi, pi].
    • +
  • lambda_par (float,) – parallel diffusivity in m^2/s.
    • +
  • diameter (float,) – cylinder (axon) diameter in meters.
    • +
  • diffusion_perpendicular (float,) – the intra-cylindrical, perpenicular diffusivity. By default it is set +to a typical value for intra-axonal diffusion as 1.7e-9 m^2/s.
    • +
  • number_of_roots (integer,) – number of roots to use for the Callaghan cylinder model.
    • +
  • number_of_function (integer,) – number of functions to use for the Callaghan cylinder model.
    • +
+
+

References

+ + + + + +
[1]Callaghan, Paul T. “Pulsed-gradient spin-echo NMR for planar, +cylindrical, and spherical pores under conditions of wall +relaxation.” Journal of magnetic resonance, Series A 113.1 (1995): +53-59.
+
+
+perpendicular_attenuation(q, tau, diameter)
+

Implements the finite time Callaghan model for cylinders

+
+ +
+ +
+
+class dmipy.signal_models.cylinder_models.C4CylinderGaussianPhaseApproximation(mu=None, lambda_par=None, diameter=None, diffusion_perpendicular=1.7e-09)
+

Bases: dmipy.core.modeling_framework.ModelProperties, dmipy.core.signal_model_properties.AnisotropicSignalModelProperties

+

The Gaussian phase model [1]_ - a cylinder with finite radius - +typically used for intra-axonal diffusion. The perpendicular diffusion is +modelled after Van Gelderen’s solution for the disk. It is dependent on +gradient strength, pulse separation and pulse length.

+ +++ + + + +
Parameters:
    +
  • mu (array, shape(2),) – angles [theta, phi] representing main orientation on the sphere. +theta is inclination of polar angle of main angle mu [0, pi]. +phi is polar angle of main angle mu [-pi, pi].
    • +
  • lambda_par (float,) – parallel diffusivity in 10^9 m^2/s.
    • +
  • diameter (float,) – cylinder (axon) diameter in meters.
    • +
+
+

References

+ + + + + +
[1]Van Gelderen et al. “Evaluation of Restricted Diffusion in +Cylinders. Phosphocreatine in Rabbit Leg Muscle” +Journal of Magnetic Resonance Series B (1994)
+
+
+perpendicular_attenuation(gradient_strength, delta, Delta, diameter)
+

Calculates the cylinder’s perpendicular signal attenuation.

+
+ +
+ +
+
+

dmipy.signal_models.gaussian_models module

+

Document Module

+
+
+class dmipy.signal_models.gaussian_models.G1Ball(lambda_iso=None)
+

Bases: dmipy.core.modeling_framework.ModelProperties, dmipy.core.signal_model_properties.IsotropicSignalModelProperties

+

The Ball model [1]_ - an isotropic Tensor with one diffusivity.

+ +++ + + + +
Parameters:lambda_iso (float,) – isotropic diffusivity in m^2/s.
+

References

+ + + + + +
[1]

Behrens et al. +“Characterization and propagation of uncertainty in

+
+
diffusion-weighted MR imaging”
+

Magnetic Resonance in Medicine (2003)

+
+
+ +
+
+class dmipy.signal_models.gaussian_models.G2Zeppelin(mu=None, lambda_par=None, lambda_perp=None)
+

Bases: dmipy.core.modeling_framework.ModelProperties, dmipy.core.signal_model_properties.AnisotropicSignalModelProperties

+

The Zeppelin model [1]_ - an axially symmetric Tensor - typically used +for extra-axonal diffusion.

+ +++ + + + + + + + +
Parameters:
    +
  • mu (array, shape(2),) – angles [theta, phi] representing main orientation on the sphere. +theta is inclination of polar angle of main angle mu [0, pi]. +phi is polar angle of main angle mu [-pi, pi].
    • +
  • lambda_par (float,) – parallel diffusivity in m^2/s.
    • +
  • lambda_perp (float,) – perpendicular diffusivity in m^2/s.
    • +
+
Returns:

E_zeppelin – signal attenuation.

+
Return type:

float or array, shape(N),

+
+

References

+ + + + + +
[1]

Panagiotaki et al. +“Compartment models of the diffusion MR signal in brain white

+
+
matter: a taxonomy and comparison”. NeuroImage (2012)
+
+
+
+spherical_mean(acquisition_scheme, **kwargs)
+

Estimates spherical mean for every shell in acquisition scheme for +Zeppelin model.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
Returns:

E_mean – spherical mean of the Zeppelin model for every acquisition shell.

+
Return type:

float,

+
+
+ +
+ +
+
+class dmipy.signal_models.gaussian_models.G3TemporalZeppelin(mu=None, lambda_par=None, lambda_inf=None, A=None)
+

Bases: dmipy.core.modeling_framework.ModelProperties, dmipy.core.signal_model_properties.AnisotropicSignalModelProperties

+

The temporal Zeppelin model [1]_ - an axially symmetric Tensor - typically +used to describe extra-axonal diffusion. The G3TemporalZeppelin differs +from G2Zeppelin in that it has a time-dependent perpendicular parameter +“A”, which describe extra-axonal diffusion hindrance due to axon packing, +and that lambda_perp is instead called lambda_inf, as it describes the +perpendicular diffusivity when diffusion time is infinite.

+ +++ + + + + + + + +
Parameters:
    +
  • mu (array, shape(2),) – angles [theta, phi] representing main orientation on the sphere. +theta is inclination of polar angle of main angle mu [0, pi]. +phi is polar angle of main angle mu [-pi, pi].
    • +
  • lambda_par (float,) – parallel diffusivity in 10^9 m^2/s.
    • +
  • lambda_inf (float,) – bulk diffusivity constant 10^9 m^2/s.
    • +
  • A (float,) – characteristic coefficient in 10^12 m^2
    • +
+
Returns:

E_zeppelin – signal attenuation.

+
Return type:

float or array, shape(N),

+
+

References

+ + + + + +
[1]Burcaw, L.M., Fieremans, E., Novikov, D.S., 2015. Mesoscopic +structure of neuronal tracts from time-dependent diffusion. +NeuroImage 114, 18.
+
+
+spherical_mean(acquisition_scheme, **kwargs)
+

Estimates spherical mean for every shell in acquisition scheme for +Restricted Zeppelin model.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
Returns:

E_mean – spherical mean of the Restricted Zeppelin model for every +acquisition shell.

+
Return type:

float,

+
+
+ +
+ +
+
+

dmipy.signal_models.plane_models module

+
+
+class dmipy.signal_models.plane_models.P3PlaneCallaghanApproximation(diameter=None, diffusion_constant=1.7e-09, number_of_roots=40)
+

Bases: dmipy.core.modeling_framework.ModelProperties

+

The Callaghan model [1]_ of diffusion between two parallel infinite plates.

+ +++ + + + +
Parameters:
    +
  • diameter (float) – Distance between the two plates in meters.
    • +
  • diffusion_constant (float,) – The diffusion constant of the water particles between the two planes. +The default value is the approximate diffusivity of water inside axons +as 1.7e-9 m^2/s.
    • +
  • number_of_roots (integer,) – The number of roots for the Callaghan approximation.
    • +
+
+

References

+
+
[1] Callaghan, “Pulsed-Gradient Spin-Echo NMR for Planar, Cylindrical,
+
and Spherical Pores under Conditions of Wall Relaxation”, JMR 1995
+
+
+
+plane_attenuation(q, tau, diameter)
+

Implements the finite time Callaghan model for planes.

+
+ +
+ +
+
+

dmipy.signal_models.sphere_models module

+
+
+class dmipy.signal_models.sphere_models.S1Dot
+

Bases: dmipy.core.modeling_framework.ModelProperties, dmipy.core.signal_model_properties.IsotropicSignalModelProperties

+

The Dot model [1]_ - an non-diffusing compartment. +It has no parameters and returns 1 no matter the input.

+

References

+ + + + + +
[1]

Panagiotaki et al. +“Compartment models of the diffusion MR signal in brain white

+
+
matter: a taxonomy and comparison”. NeuroImage (2012)
+
+
+ +
+
+class dmipy.signal_models.sphere_models.S2SphereStejskalTannerApproximation(diameter=None)
+

Bases: dmipy.core.modeling_framework.ModelProperties, dmipy.core.signal_model_properties.IsotropicSignalModelProperties

+

The Stejskal Tanner signal approximation of a sphere model. It assumes +that pulse length is infinitessimally small and diffusion time large enough +so that the diffusion is completely restricted. Only depends on q-value.

+ +++ + + + +
Parameters:diameter (float,) – sphere diameter in meters.
+

References

+ + + + + +
[1]Balinov, Balin, et al. “The NMR self-diffusion method applied to +restricted diffusion. Simulation of echo attenuation from molecules in +spheres and between planes.” Journal of Magnetic Resonance, Series A +104.1 (1993): 17-25.
+
+
+sphere_attenuation(q, diameter)
+

The signal attenuation for the sphere model.

+
+ +
+ +
+
+

dmipy.signal_models.tissue_response_models module

+
+
+class dmipy.signal_models.tissue_response_models.TR1IsotropicTissueResponseModel(acquisition_scheme, rotational_harmonics)
+

Bases: dmipy.core.modeling_framework.ModelProperties, dmipy.core.signal_model_properties.IsotropicSignalModelProperties

+

The isotropic tissue response model is a non-parametric multi-shell +representation of some signal attenuation. It can be instantiated with any +rotational harmonics and accompanying DmipyAcquisitionScheme, but is +usually instantiated from a set of segmented input data using the +estimate_TR1_anisotropic_tissue_response_model function.

+

Once estimated, this class behaves as a CompartmentModel object (so as if +it were e.g. a cylinder or Gaussian compartment), but has no parameters. +A TissueResponseModel can be input any MultiCompartment model +representation in Dmipy, including together with parametric models.

+

NOTE: TR models can ONLY generate signal attenuation at the same shells as +the input rotational harmonics. However, TR models can be called with +partial acquisition schemes. Meaning, ifthe TR model was instantiated with +multi-shell acquisition scheme, and there is another scheme which is a +subset of that scheme, it can be used to generate the partial data.

+ +++ + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using Dmipy.
    • +
  • rotational_harmonics (array, shape(Nshells, 1),) – Y00 rotational harmonics coefficients for each shell.
    • +
+
+
+
+rotational_harmonics_representation(acquisition_scheme, **kwargs)
+

The rotational harmonics of the model, such that Y_lm = Yl0. +Axis aligned with z-axis to be used as kernel for spherical +convolution. Returns an array with rotational harmonics for each shell.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
Returns:

rh_array – Y00 rotational harmonics coefficients for each shell.

+
Return type:

array, shape(Nshells, 1),

+
+
+ +
+
+spherical_mean(acquisition_scheme, **kwargs)
+

Estimates spherical mean for every shell in acquisition scheme for +Zeppelin model.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
Returns:

E_mean – spherical mean of the Zeppelin model for every acquisition shell.

+
Return type:

float,

+
+
+ +
+ +
+
+class dmipy.signal_models.tissue_response_models.TR2AnisotropicTissueResponseModel(acquisition_scheme, rotational_harmonics, mu=None)
+

Bases: dmipy.core.modeling_framework.ModelProperties, dmipy.core.signal_model_properties.AnisotropicSignalModelProperties

+

The anisotropic tissue response model is a non-parametric multi-shell +representation of some signal attenuation. It can be instantiated with any +rotational harmonics and accompanying DmipyAcquisitionScheme, but is +usually instantiated from a set of segmented input data using the +estimate_TR2_anisotropic_tissue_response_model function.

+

Once instantiated, this class behaves as a CompartmentModel object (so as +if it were e.g. a cylinder or Gaussian compartment), but only has an +orientation parameter. A TissueResponseModel can be input any +MultiCompartment model representation in Dmipy, including together with +parametric models.

+

NOTE: TR models can ONLY generate signal attenuation at the same shells as +the input rotational harmonics. However, TR models can be called with +partial acquisition schemes. Meaning, ifthe TR model was instantiated with +multi-shell acquisition scheme, and there is another scheme which is a +subset of that scheme, it can be used to generate the partial data.

+ +++ + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using Dmipy.
    • +
  • rotational_harmonics (array of shape (N_shell_DWI, N_rh_coeff),) – Rotational harmonics that define the shape of the TR model.
    • +
  • mu (array, shape(2),) – angles [theta, phi] representing main orientation on the sphere. +theta is inclination of polar angle of main angle mu [0, pi]. +phi is polar angle of main angle mu [-pi, pi].
    • +
+
+
+
+rotational_harmonics_representation(acquisition_scheme, **kwargs)
+

The rotational harmonics of the model, such that Y_lm = Yl0. +Axis aligned with z-axis to be used as kernel for spherical +convolution. Returns an array with rotational harmonics for each shell.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
Returns:

rh_array – Rotational harmonics coefficients for each shell.

+
Return type:

array, shape(Nshells, N_rh_coef),

+
+
+ +
+
+spherical_mean(acquisition_scheme, **kwargs)
+

Estimates spherical mean for every shell in acquisition scheme for +Zeppelin model.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • kwargs (keyword arguments to the model parameter values,) – Is internally given as **parameter_dictionary.
    • +
+
Returns:

E_mean – spherical mean of the Zeppelin model for every acquisition shell.

+
Return type:

float,

+
+
+ +
+ +
+
+dmipy.signal_models.tissue_response_models.estimate_TR1_isotropic_tissue_response_model(acquisition_scheme, data)
+

Estimates isotropic TissueResponseModel describing the convolution +kernel of e.g. CSF or grey matter from array of candidate voxels [1]_.

+

First, for each acquisition shell, the zeroth order rotational harmonic +(RH) coefficient (so actually only the Y00 coefficient) is estimated.

+

From the signal RH coefficients the S0 response and the signal attenuation +RH coefficients are then separated. The TR2 model is then instantiated with +these RH coefficients and returns allong with the S0 response.

+ +++ + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • data (2D array of size (N_voxels, N_DWIs),) – Candidate diffusion signal array to generate anisotropic tissue +response from.
    • +
+
Returns:

    +
  • S0_response (positive float,) – average positive S0 response value of the input data.
    • +
  • TR1 (Dmipy TR1IsotropicTissueResponse instance,) – average shape model of the input data, defined only on the input data +shells. Can be used as usual CompartmentModel.
    • +
+

+
+

References

+ + + + + +
[1]Tournier, J-Donald, Fernando Calamante, and Alan Connelly. +“Determination of the appropriate b-value and number of gradient +directions for high-angular-resolution diffusion-weighted imaging.” +NMR in Biomedicine 26.12 (2013): 1775-1786.
+
+ +
+
+dmipy.signal_models.tissue_response_models.estimate_TR2_anisotropic_tissue_response_model(acquisition_scheme, data)
+

Estimates TR2 anistropic TissueResponseModel describing the convolution +kernel of e.g. anistropic white matter from array of candidate voxels [1]_

+

First, Each candidate voxel is rotated such that the DTI eigenvector with +the largest eigenvalue is aligned with the z-axis. The rotational harmonic +(RH) coefficients (corresponding to Y_l0 spherical harmonics) are then +estimated and saved per acquisition shell.

+

From the signal RH coefficients the S0 response and the signal attenuation +RH coefficients are then separated. The TR2 model is then instantiated with +these RH coefficients and returns allong with the S0 response.

+ +++ + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using Dmipy.
    • +
  • data (2D array of size (N_voxels, N_DWIs),) – Candidate diffusion signal array to generate anisotropic tissue +response from.
    • +
+
Returns:

    +
  • S0_response (positive float,) – average positive S0 response value of the input data.
    • +
  • TR2 (Dmipy TR2AnisotropicTissueResponse instance,) – average shape model of the input data, defined only on the input data +shells. Can be used as usual CompartmentModel.
    • +
+

+
+

References

+ + + + + +
[1]Tournier, J-Donald, Fernando Calamante, and Alan Connelly. +“Determination of the appropriate b-value and number of gradient +directions for high-angular-resolution diffusion-weighted imaging.” +NMR in Biomedicine 26.12 (2013): 1775-1786.
+
+ +
+
+

Module contents

+
+
+ + +
+ +
+
+ +
+
+
+ ©2020, Rutger Fick. + + | + Powered by Sphinx 1.8.2 + & Alabaster 0.7.12 + + | + Page source +
+ + + + + + \ No newline at end of file diff --git a/docs/build/html/dmipy.tissue_response.html b/docs/build/html/dmipy.tissue_response.html new file mode 100644 index 00000000..11e3d250 --- /dev/null +++ b/docs/build/html/dmipy.tissue_response.html @@ -0,0 +1,426 @@ + + + + + + + + dmipy.tissue_response package — dmipy 1.0.3 documentation + + + + + + + + + + + + + + + + + + + + +
+
+
+ + +
+ +
+

dmipy.tissue_response package

+
+

Submodules

+
+
+

dmipy.tissue_response.three_tissue_response module

+
+
+dmipy.tissue_response.three_tissue_response.optimal_threshold(data)
+
+
Optimal image threshold based on pearson correlation [1]_. The idea is
+

that an ‘optimal’ mask of some arbitrary image data should be found by +thresholding at a value that maximizes the pearson correlation between the +original image and the mask, i.e:

+

T* = argmax_T (

+
+
ho(data, data>T))
+
= argmin_T -(
+
+

ho(data, data>T))

+
+

This function estimates T* based on the second equation on arbitrary input +arrays.

+
+
scalar_data: 1D array,
+
scalar array to estimate an ‘optimal’ threshold on.
+
+
+
optimal_threshold: float,
+
optimal threshold value that maximizes correlation between the original +and masked data.
+
+ + + + + +
[1]Ridgway, Gerard R., et al. “Issues with threshold masking in +voxel-based morphometry of atrophied brains.” Neuroimage 44.1 (2009): +99-111.
+
+
+ +
+
+dmipy.tissue_response.three_tissue_response.signal_decay_metric(acquisition_scheme, data)
+

Estimation of the Signal Decay Metric (SDM) for the three-tissue tissue +response kernel estimation [1]_. The metric is a simple division of the S0 +signal intensity by the b>0 shell’s signal intensity - of the mean of their +intensities if there are multiple shells.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • data (NDarray,) – Measured diffusion signal array.
    • +
+
Returns:

SDM – Estimated Signal Decay Metric (SDK)

+
Return type:

array of size data,

+
+

References

+ + + + + +
[1]Dhollander, T.; Raffelt, D. & Connelly, A. Unsupervised 3-tissue +response function estimation from single-shell or multi-shell diffusion +MR data without a co-registered T1 image. ISMRM Workshop on Breaking +the Barriers of Diffusion MRI, 2016, 5
+
+ +
+
+dmipy.tissue_response.three_tissue_response.three_tissue_response_dhollander16(acquisition_scheme, data, wm_algorithm='tournier13', wm_N_candidate_voxels=300, gm_perc=0.02, csf_perc=0.1, **kwargs)
+

Heuristic approach to estimating the white matter, grey matter and CSF +tissue response kernels [1]_, to be used in e.g. Multi-Tissue CSD [2]_. The +method makes used of so-called ‘optimal’ thresholds between grey-scale +images and segmentations [3], with iteratively refined binary thresholds +based on an ad-hoc ‘signal decay metric’, to finally find candidate voxels +from which to estimate the three tissue response kernels.

+ +++ + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • data (NDarray,) – Measured diffusion signal array.
    • +
  • wm_algorithm (string,) – selection of white matter response estimation algorithm: +- ‘tournier07’: classic FA-based estimation, +- ‘tournier13’: iterative peak-ratio based estimation.
    • +
  • wm_N_candidate_voxels (positive integer,) – number of voxels to be included in the white matter response function. +Default: 300 as done in [4].
    • +
  • gm_perc (positive float between [0, 1],) – fraction of candidate voxels to use in grey matter response function. +Default: 0.02 as done in [1]_.
    • +
  • csf_perc (positive float between [0, 1],) – fraction of candidate voxels to use in CSF response function. +Default: 0.1 as done in [1]_.
    • +
  • kwargs (optional keyword arguments for WM algorithm,) – see white matter algorithms themselves for possible arguments.
    • +
+
Returns:

    +

  • [S0_wm, S0_gm, S0_csf] (list of floats,) – white matter, grey matter and csf responses.

    +
    • +
  • +
    [TR2_wm_model, TR1_gm_model, TR1_csf_model] (list of) – TR2AnisotropicTissueResponseModel and
    +

    2 TR1IsotropicTissueResponseModels,

    +
    +
    +

    Modelfree signal representations of white/grey matter and csf.

    +
    • +

  • three_tissue_selection (array of size (x, y, z, 3),) – RGB mask of selected voxels used for white/grey matter and csf.

    +
    • +
+

+
+

References

+ + + + + +
[1]Dhollander, T.; Raffelt, D. & Connelly, A. Unsupervised 3-tissue +response function estimation from single-shell or multi-shell diffusion +MR data without a co-registered T1 image. ISMRM Workshop on Breaking +the Barriers of Diffusion MRI, 2016, 5
+ + + + + +
[2]Tournier, J-Donald, Fernando Calamante, and Alan Connelly. +“Determination of the appropriate b value and number of gradient +directions for high-angular-resolution diffusion-weighted imaging.” +NMR in Biomedicine 26.12 (2013): 1775-1786.
+ + + + + +
[3]Ridgway, Gerard R., et al. “Issues with threshold masking in +voxel-based morphometry of atrophied brains.” Neuroimage 44.1 (2009): +99-111.
+ + + + + +
[4]Tournier, J-Donald, Fernando Calamante, and Alan Connelly. +“Determination of the appropriate b value and number of gradient +directions for high-angular-resolution diffusion-weighted imaging.” +NMR in Biomedicine 26.12 (2013): 1775-1786.
+
+ +
+
+

dmipy.tissue_response.white_matter_response module

+
+
+dmipy.tissue_response.white_matter_response.white_matter_response_tournier07(acquisition_scheme, data, N_candidate_voxels=300, **kwargs)
+

The original white matter response estimation algorithm according to +[1]_. In essence, it just takes the 300 voxels with the highest FA, aligns +them with the z-axis, and estimates the averaged white matter response from +that.

+ +++ + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • data (NDarray,) – Measured diffusion signal array.
    • +
+
Returns:

    +
  • S0_wm (positive float,) – Estimated S0 tissue response value.
    • +
  • TR2_wm_model (Dmipy Anisotropic ModelFree Model) – ModelFree representation of white matter response.
    • +
  • selected_indices (array of size (N_candidate_voxels,),) – indices of selected voxels for white matter response.
    • +
+

+
+

References

+ + + + + +
[1]Tournier, J-Donald, Fernando Calamante, and Alan Connelly. “Robust +determination of the fibre orientation distribution in diffusion MRI: +non-negativity constrained super-resolved spherical deconvolution.” +Neuroimage 35.4 (2007): 1459-1472.
+
+ +
+
+dmipy.tissue_response.white_matter_response.white_matter_response_tournier13(acquisition_scheme, data, max_iter=5, sh_order=10, N_candidate_voxels=300, peak_ratio_setting='mrtrix')
+

Iterative model-free white matter response function estimation according to +[1]_. Quoting the paper, the steps are the following:

+
    +
    • +
    1. The 300 brain voxels with the highest FA were identified within a
      2. +
    +
    +

    brain mask (eroded by three voxels to remove any noisy voxels at the +brain edges).

    +
    +
    • +
    • +
    1. The single-fibre ‘response function’ was estimated within these
      2. +
    +
    +

    voxels, and used to compute the fibre orientation distribution (FOD) +employing constrained spherical deconvolution (CSD) up to lmax = 10.

    +
    +
    • +
    • +
    1. Within each voxel, a peak-finding procedure was used to identify the
      2. +
    +
    +

    two largest FOD peaks, and their amplitude ratio was computed.

    +
    +
    • +
    • +
    1. The 300 voxels with the lowest second to first peak amplitude ratios
      2. +
    +
    +

    were identified, and used as the current estimate of the set of +‘single-fibre’ voxels. It should be noted that these voxels were not +required to be a subset of the original set of ‘single-fibre’ voxels.

    +
    +
    • +
    • +
    1. To ensure minimal bias from the initial estimate of the ‘response
      2. +
    +
    +

    function’, steps (2) to (4) were re-iterated until convergence (no +difference in the set of ‘single-fibre’ voxels). It should be noted +that, in practice, convergence was achieved within a single iteration +in all cases.

    +
    +
    • +
+ +++ + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dMipy.
    • +
  • data (NDarray,) – Measured diffusion signal array.
    • +
  • max_iter (Positive integer,) – Defines the maximum amount of iterations to be done for the single- +fibre response kernel.
    • +
  • sh_order (Positive even integer,) – Maximum spherical harmonics order to be used in the FOD estimation for +the single-fibre response kernel.
    • +
  • N_candidate_voxels (integer,) – Number of voxels to be included in the final white matter response +estimation. Default is 300 following [1]_.
    • +
  • peak_ratio_setting (string,) – Can be either ‘ratio’ or ‘mrtrix’, meaning the ‘ratio’ parameter +between two peaks is actually calculated as the ratio, or a more +complicated version as 1 / sqrt(peak1 * (1 - peak2 / peak1)) ** 2, to +avoid favouring small, yet low SNR FODs [2]_.
    • +
+
Returns:

    +
  • S0_wm (positive float,) – Estimated S0 tissue response value.
    • +
  • TR2_wm_model (Dmipy Anisotropic ModelFree Model) – ModelFree representation of white matter response.
    • +
  • selected_indices (array of size (N_candidate_voxels,),) – indices of selected voxels for white matter response.
    • +
+

+
+

References

+ + + + + +
[1]Tournier, J-Donald, Fernando Calamante, and Alan Connelly. +“Determination of the appropriate b value and number of gradient +directions for high-angular-resolution diffusion-weighted imaging.” +NMR in Biomedicine 26.12 (2013): 1775-1786.
+ + + + + +
[2]MRtrix 3.0 readthedocs
+
+ +
+
+

Module contents

+
+
+ + +
+ +
+
+ +
+
+
+ ©2020, Rutger Fick. + + | + Powered by Sphinx 1.8.2 + & Alabaster 0.7.12 + + | + Page source +
+ + + + + + \ No newline at end of file diff --git a/docs/build/html/dmipy.utils.html b/docs/build/html/dmipy.utils.html new file mode 100644 index 00000000..0b1fc7a5 --- /dev/null +++ b/docs/build/html/dmipy.utils.html @@ -0,0 +1,641 @@ + + + + + + + + dmipy.utils package — dmipy 1.0.3 documentation + + + + + + + + + + + + + + + + + + + +
+
+
+ + +
+ +
+

dmipy.utils package

+
+

Submodules

+
+
+

dmipy.utils.construct_observation_matrix module

+
+
+dmipy.utils.construct_observation_matrix.construct_model_based_A_matrix(acquisition_scheme, model_rh, lmax)
+

Constructs the multi-shell observation matrix from spherical_harmonics +to DWIs. Follows the notation of Eq. (2) in [1]_.

+

The dmipy acquisition_scheme object contains all the information on which +DWIs belong to which acquisition shells, what are the maximum spherical +harmonics order used for each shell, and the observation matrix that maps +the DWIs of each shell to a spherical harmonics representation.

+

The dmipy model must be have all parameters fixed to be able to generate +the rotational harmonics of each shell.

+ +++ + + + + + + + +
Parameters:
    +
  • acquisition_scheme (DmipyAcquisitionScheme instance,) – An acquisition scheme that has been instantiated using dmipy.
    • +
  • model_rh (array of size (N_shells, N_rh_coeffs for that shell),) – rotational harmonics for every shell.
    • +
  • lmax (even positive integer,) – even maximum spherical harmonics order of the to-be-estimated FOD.
    • +
+
Returns:

Ams – observation matrix to map spherical harmonics to DWIs.

+
Return type:

array of size (N_DWIs, N_sh_coef),

+
+

References

+ + + + + +
[1]Jeurissen, Ben, et al. “Multi-tissue constrained spherical +deconvolution for improved analysis of multi-shell diffusion MRI data.” +NeuroImage 103 (2014): 411-426.
+
+ +
+
+

dmipy.utils.spherical_convolution module

+
+
+dmipy.utils.spherical_convolution.real_sym_rh_basis(sh_order, theta, phi)
+

Samples a real symmetric rotational harmonic basis at point on the sphere

+

Samples the basis functions up to order sh_order at points on the sphere +given by theta and phi. The basis functions are defined here the same +way as in fibernavigator, where the real harmonic $Y^m_n$ is defined to +be:

+
+
$Y^0_n$ if m = 0
+ +++ + + + + + + + +
Parameters:
    +
  • sh_order (int) – even int > 0, max spherical harmonic degree
    • +
  • theta (float [0, 2*pi]) – The azimuthal (longitudinal) coordinate.
    • +
  • phi (float [0, pi]) – The polar (colatitudinal) coordinate.
    • +
+
Returns:

real_rh_matrix – The real harmonic $Y^0_n$ sampled at theta and phi

+
Return type:

array of shape ()

+
+
+ +
+
+dmipy.utils.spherical_convolution.sh_convolution
+

Spherical convolution between a fiber distribution (f) in spherical +harmonics and a kernel in terms of rotational harmonics (oriented along the +z-axis).

+ +++ + + + + + + + +
Parameters:
    +
  • f_distribution_sh (array, shape (sh_coef)) – spherical harmonic coefficients of a fiber distribution.
    • +
  • kernel_rh (array, shape (sh_coef),) – rotational harmonic coefficients of the convolution kernel. In our case +this is the spherical signal of one micro-environment at one b-value.
    • +
+
Returns:

f_kernel_convolved – spherical harmonic coefficients of the convolved kernel and +distribution.

+
Return type:

array, shape (sh_coef)

+
+
+ +
+
+

dmipy.utils.spherical_mean module

+
+
+dmipy.utils.spherical_mean.estimate_spherical_mean_multi_shell(E_attenuation, acquisition_scheme, sh_order=6)
+

Estimates the spherical mean per shell of multi-shell acquisition. +Uses spherical harmonics to do the estimation.

+ +++ + + + + + + + +
Parameters:
    +
  • E_attenuation (array, shape (N),) – signal attenuation.
    • +
  • bvecs (array, shape (N x 3),) – x, y, z components of cartesian unit b-vectors.
    • +
  • b_shell_indices (array, shape (N)) – array of integers indicating which measurement belongs to which shell. +0 should be used for b0 measurements, 1 for the lowest b-value shell, +2 for the second lowest etc.
    • +
+
Returns:

E_mean – spherical means of the signal attenuation per shell of the. For +example, if there are three shells in the acquisition then the array +is of length 3.

+
Return type:

array, shape (number of b-shells)

+
+
+ +
+
+dmipy.utils.spherical_mean.estimate_spherical_mean_shell(E_shell, bvecs_shell, sh_order=6, sh_mat=None)
+

Estimates spherical mean of a shell of measurements using +spherical harmonics. +The spherical mean is contained only in the Y00 spherical harmonic, as long +as the basis expansion order is sufficient to capture the spherical signal.

+ +++ + + + + + + + +
Parameters:
    +
  • E_shell (array, shape(N),) – signal attenuation values.
    • +
  • bvecs_shell (array, shape (N x 3),) – Cartesian unit vectors describing the orientation of the signal +attenuation values.
    • +
  • sh_order (integer,) – maximum spherical harmonics order. It needs to be high enough to +describe the spherical profile of the signal attenuation. The order 6 +is sufficient to describe a stick at b-values up to 10,000 s/mm^2.
    • +
  • sh_mat (array of size (N_bvecs, N_coefficients),) – possibly precomputed spherical harmonics transform matrix.
    • +
+
Returns:

E_mean – spherical mean of the signal attenuation.

+
Return type:

float,

+
+
+ +
+
+

dmipy.utils.utils module

+
+
+dmipy.utils.utils.perpendicular_vector(v)
+

Returns a perpendicular vector to vector “v”.

+ +++ + + + + + + + +
Parameters:v (array, shape (3)) – normally Cartesian unit vector, but can also be any vector.
Returns:v_perp – If v is unit vector, v_perp is a Cartesian unit vector perpendicular +to v.
Return type:array, shape (3)
+
+ +
+
+dmipy.utils.utils.rotation_matrix_around_100(psi)
+

Generates a rotation matrix that rotates around the x-axis (1, 0, 0).

+ +++ + + + + + + + +
Parameters:psi (float,) – euler angle [0, pi].
Returns:R – Rotation matrix.
Return type:array, shape (3 x 3)
+
+ +
+
+dmipy.utils.utils.rotation_matrix_100_to_theta_phi(theta, phi)
+

Generates a rotation matrix that rotates from the x-axis (1, 0, 0) to +an other position on the unit sphere.

+ +++ + + + + + + + +
Parameters:
    +
  • theta (float,) – inclination of polar angle of main angle mu [0, pi].
    • +
  • phi (float,) – polar angle of main angle mu [-pi, pi].
    • +
+
Returns:

R – Rotation matrix.

+
Return type:

array, shape (3 x 3)

+
+
+ +
+
+dmipy.utils.utils.rotation_matrix_100_to_xyz(x, y, z)
+

Generates a rotation matrix that rotates from the x-axis (1, 0, 0) to +an other position in Cartesian space.

+ +++ + + + + + + + +
Parameters:y, z (x,) – position in Cartesian space.
Returns:R – Rotation matrix.
Return type:array, shape (3 x 3)
+
+ +
+
+dmipy.utils.utils.rotation_matrix_001_to_xyz(x, y, z)
+

Generates a rotation matrix that rotates from the z-axis (0, 0, 1) to +an other position in Cartesian space.

+ +++ + + + + + + + +
Parameters:y, z (x,) – position in Cartesian space.
Returns:R – Rotation matrix.
Return type:array, shape (3 x 3)
+
+ +
+
+dmipy.utils.utils.rotation_matrix_100_to_theta_phi_psi(theta, phi, psi)
+

Generates a rotation matrix that rotates from the x-axis (1, 0, 0) to +an other position in Cartesian space, and rotates about its axis.

+ +++ + + + + + + + +
Parameters:
    +
  • theta (float,) – inclination of polar angle of main angle mu [0, pi].
    • +
  • phi (float,) – polar angle of main angle mu [-pi, pi].
    • +
  • psi (float,) – angle in radians of the bingham distribution around mu [0, pi].
    • +
+
Returns:

R – Rotation matrix.

+
Return type:

array, shape (3 x 3)

+
+
+ +
+
+dmipy.utils.utils.T1_tortuosity(lambda_par, vf_intra, vf_extra=None)
+

Tortuosity model for perpendicular extra-axonal diffusivity [1, 2, 3]. +If vf_extra=None, then vf_intra must be a nested volume fraction, in the +sense that E_bundle = vf_intra * E_intra + (1 - vf_intra) * E_extra, with +vf_intra + (1 - vf_intra) = 1. +If both vf_intra and vf_extra are given, then they have be be normalized +fractions, in the sense that vf_intra + vf_extra <= 1.

+ +++ + + + + + + + +
Parameters:
    +
  • lambda_par (float,) – parallel diffusivity.
    • +
  • vf_intra (float,) – intra-axonal volume fraction [0, 1].
    • +
  • vf_extra (float, (optional)) – extra-axonal volume fraction [0, 1].
    • +
+
Returns:

lambda_perp – Rotation matrix.

+
Return type:

float,

+
+

References

+ + + + + +
[1]Bruggeman, Von DAG. “Berechnung verschiedener physikalischer +Konstanten von heterogenen Substanzen. I. Dielektrizitätskonstanten und +Leitfähigkeiten der Mischkörper aus isotropen Substanzen.” Annalen der +physik 416.7 (1935): 636-664.
+ + + + + +
[2]Sen et al. “A self-similar model for sedimentary rocks with +application to the dielectric constant of fused glass beads.” +Geophysics 46.5 (1981): 781-795.
+ + + + + +
[3]Szafer et al. “Theoretical model for water diffusion in tissues.” +Magnetic resonance in medicine 33.5 (1995): 697-712.
+
+ +
+
+dmipy.utils.utils.parameter_equality(param)
+

Function to force two model parameters to be equal in the optimization

+
+ +
+
+dmipy.utils.utils.define_shell_indices(bvals, b_value_ranges)
+

Function to facilitate defining shell indices given some manual ranges +in b-values. This function is useful as in practice the actual b-values may +fluctuate slightly around the planned b-value. This information is needed +by some models doing spherical convolutions or spherical means. +CAUTION: If a data set has variations in pulse duration delta and/or pulse +separation Delta, then different shells can have similar b-values. This +means these shells may not be separable in b-value, and you’ll have to do +it manually.

+ +++ + + + + + +
Parameters:
    +
  • bvals (1D array of size (N_data),) – The b-values corresponding to the measured DWIs.
    • +
  • b_value_ranges (2D array of size (N_shells, 2)) – A list indicating for every shell the lower and upper b-value range.
    • +
+
Returns:

    +
  • shell_indices (1D integer array of size (N_data),) – The shell indices corresponding to each DWI measurement. The index 0 +corresponds with the b0 measurements, while higher numbers indicate +other shells. The numbers are ordered in the same order they are given +in b_value_ranges.
    • +
  • mean_shell_bvals (1D array of size (N_shells),) – The mean b-value in each shell.
    • +
+

+
+
+ +
+
+dmipy.utils.utils.cart2sphere(cartesian_coordinates)
+

“Function to estimate spherical coordinates from cartesian coordinates +according to wikipedia. Conforms with the dipy notation.

+ +++ + + + + + + + +
Parameters:cartesian_coordinates (array of size (3) or (N x 3),) – array of cartesian coordinate vectors [x, y, z].
Returns:spherical_coordinates – array of spherical coordinate vectors [r, theta, phi]. +range of theta [0, pi]. range of phi [-pi, pi].
Return type:array of size (3) or (N x 3),
+
+ +
+
+dmipy.utils.utils.cart2mu(xyz)
+

Function to estimate spherical coordinates from cartesian coordinates +according to wikipedia. Conforms with the dipy notation.

+ +++ + + + + + + + +
Parameters:cartesian_coordinates (array of size (3) or (N x 3),) – array of cartesian coordinate vectors [x, y, z].
Returns:spherical_coordinates – array of spherical coordinate vectors [theta, phi]. +range of theta [0, pi]. range of phi [-pi, pi].
Return type:array of size (2) or (N x 2),
+
+ +
+
+dmipy.utils.utils.R2mu_psi(R)
+

Function to estimate orientation mu and secondary orientation angle psi +from a 3x3 rotation matrix. Can be given array of rotation matrices.

+ +++ + + + + + +
Parameters:R (Array of size (N, 3, 3)) – rotation matrices that possibly can be estimated by DTI.
Returns:
    +
  • mu (array of size (N, 2),) – orientations in [theta, phi] angles
    • +
  • psi (array of size (N),) – secondary orientation psi (for Bingham for example).
    • +
+
+
+ +
+
+dmipy.utils.utils.sphere2cart(spherical_coordinates)
+

“Function to estimate cartesian coordinates from spherical coordinates +according to wikipedia. Conforms with the dipy notation.

+ +++ + + + + + + + +
Parameters:spherical_coordinates (array of size (3) or (N x 3),) – array of spherical coordinate vectors [r, theta, phi]. +range of theta [0, pi]. range of phi [-pi, pi].
Returns:cartesian_coordinates – array of cartesian coordinate vectors [x, y, z].
Return type:array of size (3) or (N x 3),
+
+ +
+
+dmipy.utils.utils.unitsphere2cart_1d
+

Optimized function dedicated to convert 1D unit sphere coordinates +to cartesian coordinates.

+ +++ + + + + + + + +
Parameters:mu (array of size (2)) – unit sphere coordinates, as theta, phi = mu
Returns:mu in cartesian coordinates, as x, y, z = mu_cart
Return type:mu_cart, array of size (3)
+
+ +
+
+dmipy.utils.utils.unitsphere2cart_Nd(mu)
+

Optimized function deicated to convert 1D unit sphere coordinates +to cartesian coordinates.

+ +++ + + + + + + + +
Parameters:mu (Nd array of size (.., 2)) – unit sphere coordinates, as theta, phi = mu
Returns:mu in cartesian coordinates, as x, y, z = mu_cart
Return type:mu_cart, Nd array of size (.., 3)
+
+ +
+
+

dmipy.utils.viz module

+
+
+

Module contents

+
+
+ + +
+ +
+
+ +
+
+
+ ©2020, Rutger Fick. + + | + Powered by Sphinx 1.8.2 + & Alabaster 0.7.12 + + | + Page source +
+ + + + + + \ No newline at end of file diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html new file mode 100644 index 00000000..cb7358b7 --- /dev/null +++ b/docs/build/html/genindex.html @@ -0,0 +1,851 @@ + + + + + + + + + Index — dmipy 1.0.3 documentation + + + + + + + + + + + + + + + + + + +
+
+
+ + +
+ + +

Index

+ +
+ A + | B + | C + | D + | E + | F + | G + | H + | I + | K + | L + | M + | N + | O + | P + | Q + | R + | S + | T + | U + | V + | W + +
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L

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M

+ + + +
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N

+ + + +
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O

+ + + +
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P

+ + + +
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Q

+ + + +
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R

+ + + +
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S

+ + + +
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T

+ + + +
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U

+ + + +
+ +

V

+ + + +
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W

+ + + +
+ + + +
+ +
+
+ +
+
+
+ ©2020, Rutger Fick. + + | + Powered by Sphinx 1.8.2 + & Alabaster 0.7.12 + +
+ + + + + + \ No newline at end of file diff --git a/docs/build/html/index.html b/docs/build/html/index.html new file mode 100644 index 00000000..b49d719d --- /dev/null +++ b/docs/build/html/index.html @@ -0,0 +1,127 @@ + + + + + + + + Dmipy: Diffusion MRI-based Microstructure Imaging in Python — dmipy 1.0.3 documentation + + + + + + + + + + + + + + + + + + + +
+
+
+ + +
+ +
+

Dmipy: Diffusion MRI-based Microstructure Imaging in Python

+
+

Contents:

+ +
+
+
+

Indices and tables

+ +
+ + +
+ +
+
+ +
+
+
+ ©2020, Rutger Fick. + + | + Powered by Sphinx 1.8.2 + & Alabaster 0.7.12 + + | + Page source +
+ + + + + + \ No newline at end of file diff --git a/docs/build/html/modules.html b/docs/build/html/modules.html new file mode 100644 index 00000000..245f6f11 --- /dev/null +++ b/docs/build/html/modules.html @@ -0,0 +1,210 @@ + + + + + + + + dmipy — dmipy 1.0.3 documentation + + + + + + + + + + + + + + + + + + + + +
+
+
+ + +
+ +
+

dmipy

+
+ +
+
+ + +
+ +
+
+ +
+
+
+ ©2020, Rutger Fick. + + | + Powered by Sphinx 1.8.2 + & Alabaster 0.7.12 + + | + Page source +
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+ +
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    + dmipy.core.acquisition_scheme +
    + dmipy.core.constants +
    + dmipy.core.fitted_modeling_framework +
    + dmipy.core.gradient_conversions +
    + dmipy.core.modeling_framework +
    + dmipy.core.signal_model_properties +
    + dmipy.custom_optimizers +
    + dmipy.custom_optimizers.intra_voxel_incoherent_motion +
    + dmipy.custom_optimizers.single_shell_three_tissue_csd +
    + dmipy.data +
    + dmipy.data.saved_acquisition_schemes +
    + dmipy.data.saved_data +
    + dmipy.distributions +
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    + dmipy.tissue_response.white_matter_response +
    + dmipy.utils +
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Make sure you have Sphinx + echo.installed, then set the SPHINXBUILD environment variable to point + echo.to the full path of the 'sphinx-build' executable. Alternatively you + echo.may add the Sphinx directory to PATH. + echo. + echo.If you don't have Sphinx installed, grab it from + echo.http://sphinx-doc.org/ + exit /b 1 +) + +%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% +goto end + +:help +%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% + +:end +popd diff --git a/docs/source/.index.rst.swp b/docs/source/.index.rst.swp new file mode 100644 index 0000000000000000000000000000000000000000..357cab7c5d0f06293286dff42bda3bffff6882d9 GIT binary patch literal 12288 zcmeI&&1w`u5C`y%M@g$NrF=i=y7+ zBY5)(Brl+6!I$xD&A34@5X~`I1Ak_xx2LA&cU!i``J=%QHnVj>#~C4ZpL}~UI(b2S zz9@uGaf-hE;_yQ?K83@#bl<-IRj{WkQ#U>BROkhlyuzNb8t0i0@gJ)278YQEBMYQB zS-riyeY3xoxA$JTdjOwle@#N7jj7+7r-29Q=ml;aZHv2g(K zD0PKJ_qkBAj>g#n?l~LL#!$3dib~Ek)^S!qUt}3Xr=mwJ=%xeD`P+inYA4VO*fNtz z3iK=(8s%MxKB<^I!l05_OrwArOn7LGHkP%9hG!9S2LOnBf zzWOp5wG*QB5vbqCs9`7@=x@T>dXe8LZspL=`+3&Vbo2E<^Yy7BKG|YIMb*%EZLEMI K??@HKjra+6Bf$Is literal 0 HcmV?d00001 diff --git a/docs/source/conf.py b/docs/source/conf.py new file mode 100644 index 00000000..767f7017 --- /dev/null +++ b/docs/source/conf.py @@ -0,0 +1,180 @@ +# -*- coding: utf-8 -*- +# +# Configuration file for the Sphinx documentation builder. +# +# This file does only contain a selection of the most common options. For a +# full list see the documentation: +# http://www.sphinx-doc.org/en/master/config + +# -- Path setup -------------------------------------------------------------- + +# 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. +# +# import os +# import sys +# sys.path.insert(0, os.path.abspath('.')) + + +# -- Project information ----------------------------------------------------- + +project = u'dmipy' +copyright = u'2020, Rutger Fick' +author = u'Rutger Fick' + +# The short X.Y version +version = u'' +# The full version, including alpha/beta/rc tags +release = u'1.0.3' + + +# -- General configuration --------------------------------------------------- + +# If your documentation needs a minimal Sphinx version, state it here. +# +# needs_sphinx = '1.0' + +# 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.autodoc', + 'sphinx.ext.mathjax', + 'sphinx.ext.viewcode', + 'sphinx.ext.napoleon', +] + +# Add any paths that contain templates here, relative to this directory. +templates_path = ['_templates'] + +# The suffix(es) of source filenames. +# You can specify multiple suffix as a list of string: +# +# source_suffix = ['.rst', '.md'] +source_suffix = '.rst' + +# The master toctree document. +master_doc = 'index' + +# The language for content autogenerated by Sphinx. Refer to documentation +# for a list of supported languages. +# +# This is also used if you do content translation via gettext catalogs. +# Usually you set "language" from the command line for these cases. +language = None + +# List of patterns, relative to source directory, that match files and +# directories to ignore when looking for source files. +# This pattern also affects html_static_path and html_extra_path. +exclude_patterns = [] + +# The name of the Pygments (syntax highlighting) style to use. +pygments_style = None + + +# -- Options for HTML output ------------------------------------------------- + +# The theme to use for HTML and HTML Help pages. See the documentation for +# a list of builtin themes. +# +html_theme = 'alabaster' + +# 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 +# documentation. +# +# html_theme_options = {} + +# 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'] + +# Custom sidebar templates, must be a dictionary that maps document names +# to template names. +# +# The default sidebars (for documents that don't match any pattern) are +# defined by theme itself. Builtin themes are using these templates by +# default: ``['localtoc.html', 'relations.html', 'sourcelink.html', +# 'searchbox.html']``. +# +# html_sidebars = {} + + +# -- Options for HTMLHelp output --------------------------------------------- + +# Output file base name for HTML help builder. +htmlhelp_basename = 'dmipydoc' + + +# -- Options for LaTeX output ------------------------------------------------ + +latex_elements = { + # The paper size ('letterpaper' or 'a4paper'). + # + # 'papersize': 'letterpaper', + + # The font size ('10pt', '11pt' or '12pt'). + # + # 'pointsize': '10pt', + + # Additional stuff for the LaTeX preamble. + # + # 'preamble': '', + + # Latex figure (float) alignment + # + # '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, 'dmipy.tex', u'dmipy Documentation', + u'Rutger Fick', '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, 'dmipy', u'dmipy 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, 'dmipy', u'dmipy Documentation', + author, 'dmipy', 'One line description of project.', + 'Miscellaneous'), +] + + +# -- Options for Epub output ------------------------------------------------- + +# Bibliographic Dublin Core info. +epub_title = project + +# The unique identifier of the text. This can be a ISBN number +# or the project homepage. +# +# epub_identifier = '' + +# A unique identification for the text. +# +# epub_uid = '' + +# A list of files that should not be packed into the epub file. +epub_exclude_files = ['search.html'] + + +# -- Extension configuration ------------------------------------------------- diff --git a/docs/source/dmipy.core.rst b/docs/source/dmipy.core.rst new file mode 100644 index 00000000..b535789b --- /dev/null +++ b/docs/source/dmipy.core.rst @@ -0,0 +1,62 @@ +dmipy.core package +================== + +Submodules +---------- + +dmipy.core.acquisition\_scheme module +------------------------------------- + +.. automodule:: dmipy.core.acquisition_scheme + :members: + :undoc-members: + :show-inheritance: + +dmipy.core.constants module +--------------------------- + +.. automodule:: dmipy.core.constants + :members: + :undoc-members: + :show-inheritance: + +dmipy.core.fitted\_modeling\_framework module +--------------------------------------------- + +.. automodule:: dmipy.core.fitted_modeling_framework + :members: + :undoc-members: + :show-inheritance: + +dmipy.core.gradient\_conversions module +--------------------------------------- + +.. automodule:: dmipy.core.gradient_conversions + :members: + :undoc-members: + :show-inheritance: + +dmipy.core.modeling\_framework module +------------------------------------- + +.. automodule:: dmipy.core.modeling_framework + :members: + :undoc-members: + :show-inheritance: + +dmipy.core.signal\_model\_properties module +------------------------------------------- + +.. automodule:: dmipy.core.signal_model_properties + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.core + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/dmipy.custom_optimizers.rst b/docs/source/dmipy.custom_optimizers.rst new file mode 100644 index 00000000..909aaf9b --- /dev/null +++ b/docs/source/dmipy.custom_optimizers.rst @@ -0,0 +1,30 @@ +dmipy.custom\_optimizers package +================================ + +Submodules +---------- + +dmipy.custom\_optimizers.intra\_voxel\_incoherent\_motion module +---------------------------------------------------------------- + +.. automodule:: dmipy.custom_optimizers.intra_voxel_incoherent_motion + :members: + :undoc-members: + :show-inheritance: + +dmipy.custom\_optimizers.single\_shell\_three\_tissue\_csd module +----------------------------------------------------------------- + +.. automodule:: dmipy.custom_optimizers.single_shell_three_tissue_csd + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.custom_optimizers + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/dmipy.data.rst b/docs/source/dmipy.data.rst new file mode 100644 index 00000000..5bba1e83 --- /dev/null +++ b/docs/source/dmipy.data.rst @@ -0,0 +1,30 @@ +dmipy.data package +================== + +Submodules +---------- + +dmipy.data.saved\_acquisition\_schemes module +--------------------------------------------- + +.. automodule:: dmipy.data.saved_acquisition_schemes + :members: + :undoc-members: + :show-inheritance: + +dmipy.data.saved\_data module +----------------------------- + +.. automodule:: dmipy.data.saved_data + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.data + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/dmipy.distributions.rst b/docs/source/dmipy.distributions.rst new file mode 100644 index 00000000..b953d079 --- /dev/null +++ b/docs/source/dmipy.distributions.rst @@ -0,0 +1,30 @@ +dmipy.distributions package +=========================== + +Submodules +---------- + +dmipy.distributions.distribute\_models module +--------------------------------------------- + +.. automodule:: dmipy.distributions.distribute_models + :members: + :undoc-members: + :show-inheritance: + +dmipy.distributions.distributions module +---------------------------------------- + +.. automodule:: dmipy.distributions.distributions + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.distributions + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/dmipy.hcp_interface.rst b/docs/source/dmipy.hcp_interface.rst new file mode 100644 index 00000000..7d86f1b8 --- /dev/null +++ b/docs/source/dmipy.hcp_interface.rst @@ -0,0 +1,22 @@ +dmipy.hcp\_interface package +============================ + +Submodules +---------- + +dmipy.hcp\_interface.downloader\_aws module +------------------------------------------- + +.. automodule:: dmipy.hcp_interface.downloader_aws + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.hcp_interface + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/dmipy.optimizers.rst b/docs/source/dmipy.optimizers.rst new file mode 100644 index 00000000..d2704a2f --- /dev/null +++ b/docs/source/dmipy.optimizers.rst @@ -0,0 +1,46 @@ +dmipy.optimizers package +======================== + +Submodules +---------- + +dmipy.optimizers.amico\_cvxpy module +------------------------------------ + +.. automodule:: dmipy.optimizers.amico_cvxpy + :members: + :undoc-members: + :show-inheritance: + +dmipy.optimizers.brute2fine module +---------------------------------- + +.. automodule:: dmipy.optimizers.brute2fine + :members: + :undoc-members: + :show-inheritance: + +dmipy.optimizers.mix module +--------------------------- + +.. automodule:: dmipy.optimizers.mix + :members: + :undoc-members: + :show-inheritance: + +dmipy.optimizers.multi\_tissue\_convex\_optimizer module +-------------------------------------------------------- + +.. automodule:: dmipy.optimizers.multi_tissue_convex_optimizer + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.optimizers + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/dmipy.optimizers_fod.rst b/docs/source/dmipy.optimizers_fod.rst new file mode 100644 index 00000000..6e72ad46 --- /dev/null +++ b/docs/source/dmipy.optimizers_fod.rst @@ -0,0 +1,30 @@ +dmipy.optimizers\_fod package +============================= + +Submodules +---------- + +dmipy.optimizers\_fod.csd\_cvxpy module +--------------------------------------- + +.. automodule:: dmipy.optimizers_fod.csd_cvxpy + :members: + :undoc-members: + :show-inheritance: + +dmipy.optimizers\_fod.csd\_tournier module +------------------------------------------ + +.. automodule:: dmipy.optimizers_fod.csd_tournier + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.optimizers_fod + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/dmipy.rst b/docs/source/dmipy.rst new file mode 100644 index 00000000..7386f354 --- /dev/null +++ b/docs/source/dmipy.rst @@ -0,0 +1,38 @@ +dmipy package +============= + +Subpackages +----------- + +.. toctree:: + + dmipy.core + dmipy.custom_optimizers + dmipy.data + dmipy.distributions + dmipy.hcp_interface + dmipy.optimizers + dmipy.optimizers_fod + dmipy.signal_models + dmipy.tissue_response + dmipy.utils + +Submodules +---------- + +dmipy.version module +-------------------- + +.. automodule:: dmipy.version + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/dmipy.signal_models.rst b/docs/source/dmipy.signal_models.rst new file mode 100644 index 00000000..18eaaa2f --- /dev/null +++ b/docs/source/dmipy.signal_models.rst @@ -0,0 +1,62 @@ +dmipy.signal\_models package +============================ + +Submodules +---------- + +dmipy.signal\_models.capped\_cylinder\_models module +---------------------------------------------------- + +.. automodule:: dmipy.signal_models.capped_cylinder_models + :members: + :undoc-members: + :show-inheritance: + +dmipy.signal\_models.cylinder\_models module +-------------------------------------------- + +.. automodule:: dmipy.signal_models.cylinder_models + :members: + :undoc-members: + :show-inheritance: + +dmipy.signal\_models.gaussian\_models module +-------------------------------------------- + +.. automodule:: dmipy.signal_models.gaussian_models + :members: + :undoc-members: + :show-inheritance: + +dmipy.signal\_models.plane\_models module +----------------------------------------- + +.. automodule:: dmipy.signal_models.plane_models + :members: + :undoc-members: + :show-inheritance: + +dmipy.signal\_models.sphere\_models module +------------------------------------------ + +.. automodule:: dmipy.signal_models.sphere_models + :members: + :undoc-members: + :show-inheritance: + +dmipy.signal\_models.tissue\_response\_models module +---------------------------------------------------- + +.. automodule:: dmipy.signal_models.tissue_response_models + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.signal_models + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/dmipy.tissue_response.rst b/docs/source/dmipy.tissue_response.rst new file mode 100644 index 00000000..1a651ddb --- /dev/null +++ b/docs/source/dmipy.tissue_response.rst @@ -0,0 +1,30 @@ +dmipy.tissue\_response package +============================== + +Submodules +---------- + +dmipy.tissue\_response.three\_tissue\_response module +----------------------------------------------------- + +.. automodule:: dmipy.tissue_response.three_tissue_response + :members: + :undoc-members: + :show-inheritance: + +dmipy.tissue\_response.white\_matter\_response module +----------------------------------------------------- + +.. automodule:: dmipy.tissue_response.white_matter_response + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.tissue_response + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/dmipy.utils.rst b/docs/source/dmipy.utils.rst new file mode 100644 index 00000000..6cf4034d --- /dev/null +++ b/docs/source/dmipy.utils.rst @@ -0,0 +1,54 @@ +dmipy.utils package +=================== + +Submodules +---------- + +dmipy.utils.construct\_observation\_matrix module +------------------------------------------------- + +.. automodule:: dmipy.utils.construct_observation_matrix + :members: + :undoc-members: + :show-inheritance: + +dmipy.utils.spherical\_convolution module +----------------------------------------- + +.. automodule:: dmipy.utils.spherical_convolution + :members: + :undoc-members: + :show-inheritance: + +dmipy.utils.spherical\_mean module +---------------------------------- + +.. automodule:: dmipy.utils.spherical_mean + :members: + :undoc-members: + :show-inheritance: + +dmipy.utils.utils module +------------------------ + +.. automodule:: dmipy.utils.utils + :members: + :undoc-members: + :show-inheritance: + +dmipy.utils.viz module +---------------------- + +.. automodule:: dmipy.utils.viz + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dmipy.utils + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/index.rst b/docs/source/index.rst new file mode 100644 index 00000000..683ea026 --- /dev/null +++ b/docs/source/index.rst @@ -0,0 +1,15 @@ +Dmipy: Diffusion MRI-based Microstructure Imaging in Python +=========================================================== + +.. toctree:: + :maxdepth: 2 + :caption: Contents: + + modules + +Indices and tables +================== + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` diff --git a/docs/source/modules.rst b/docs/source/modules.rst new file mode 100644 index 00000000..7d706a81 --- /dev/null +++ b/docs/source/modules.rst @@ -0,0 +1,7 @@ +dmipy +===== + +.. toctree:: + :maxdepth: 4 + + dmipy