model of DCN pyramidal neuron
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"""
A special directive for generating a matplotlib plot.
.. warning::
This is a hacked version of plot_directive.py from Matplotlib.
It's very much subject to change!
Usage
-----
Can be used like this::
.. plot:: examples/example.py
.. plot::
import matplotlib.pyplot as plt
plt.plot([1,2,3], [4,5,6])
.. plot::
A plotting example:
>>> import matplotlib.pyplot as plt
>>> plt.plot([1,2,3], [4,5,6])
The content is interpreted as doctest formatted if it has a line starting
with ``>>>``.
The ``plot`` directive supports the options
format : {'python', 'doctest'}
Specify the format of the input
include-source : bool
Whether to display the source code. Default can be changed in conf.py
and the ``image`` directive options ``alt``, ``height``, ``width``,
``scale``, ``align``, ``class``.
Configuration options
---------------------
The plot directive has the following configuration options:
plot_include_source
Default value for the include-source option
plot_pre_code
Code that should be executed before each plot.
plot_basedir
Base directory, to which plot:: file names are relative to.
(If None or empty, file names are relative to the directoly where
the file containing the directive is.)
plot_formats
File formats to generate. List of tuples or strings::
[(suffix, dpi), suffix, ...]
that determine the file format and the DPI. For entries whose
DPI was omitted, sensible defaults are chosen.
plot_html_show_formats
Whether to show links to the files in HTML.
TODO
----
* Refactor Latex output; now it's plain images, but it would be nice
to make them appear side-by-side, or in floats.
"""
from __future__ import division, absolute_import, print_function
import sys, os, glob, shutil, imp, warnings, re, textwrap, traceback
import sphinx
if sys.version_info[0] >= 3:
from io import StringIO
else:
from io import StringIO
import warnings
warnings.warn(
"A plot_directive module is also available under "
"matplotlib.sphinxext; expect this numpydoc.plot_directive "
"module to be deprecated after relevant features have been "
"integrated there.",
FutureWarning,
stacklevel=2,
)
# ------------------------------------------------------------------------------
# Registration hook
# ------------------------------------------------------------------------------
def setup(app):
setup.app = app
setup.config = app.config
setup.confdir = app.confdir
app.add_config_value("plot_pre_code", "", True)
app.add_config_value("plot_include_source", False, True)
app.add_config_value("plot_formats", ["png", "hires.png", "pdf"], True)
app.add_config_value("plot_basedir", None, True)
app.add_config_value("plot_html_show_formats", True, True)
app.add_directive(
"plot", plot_directive, True, (0, 1, False), **plot_directive_options
)
# ------------------------------------------------------------------------------
# plot:: directive
# ------------------------------------------------------------------------------
from docutils.parsers.rst import directives
from docutils import nodes
def plot_directive(
name,
arguments,
options,
content,
lineno,
content_offset,
block_text,
state,
state_machine,
):
return run(arguments, content, options, state_machine, state, lineno)
plot_directive.__doc__ = __doc__
def _option_boolean(arg):
if not arg or not arg.strip():
# no argument given, assume used as a flag
return True
elif arg.strip().lower() in ("no", "0", "false"):
return False
elif arg.strip().lower() in ("yes", "1", "true"):
return True
else:
raise ValueError('"%s" unknown boolean' % arg)
def _option_format(arg):
return directives.choice(arg, ("python", "lisp"))
def _option_align(arg):
return directives.choice(
arg, ("top", "middle", "bottom", "left", "center", "right")
)
plot_directive_options = {
"alt": directives.unchanged,
"height": directives.length_or_unitless,
"width": directives.length_or_percentage_or_unitless,
"scale": directives.nonnegative_int,
"align": _option_align,
"class": directives.class_option,
"include-source": _option_boolean,
"format": _option_format,
}
# ------------------------------------------------------------------------------
# Generating output
# ------------------------------------------------------------------------------
from docutils import nodes, utils
try:
# Sphinx depends on either Jinja or Jinja2
import jinja2
def format_template(template, **kw):
return jinja2.Template(template).render(**kw)
except ImportError:
import jinja
def format_template(template, **kw):
return jinja.from_string(template, **kw)
TEMPLATE = """
{{ source_code }}
{{ only_html }}
{% if source_link or (html_show_formats and not multi_image) %}
(
{%- if source_link -%}
`Source code <{{ source_link }}>`__
{%- endif -%}
{%- if html_show_formats and not multi_image -%}
{%- for img in images -%}
{%- for fmt in img.formats -%}
{%- if source_link or not loop.first -%}, {% endif -%}
`{{ fmt }} <{{ dest_dir }}/{{ img.basename }}.{{ fmt }}>`__
{%- endfor -%}
{%- endfor -%}
{%- endif -%}
)
{% endif %}
{% for img in images %}
.. figure:: {{ build_dir }}/{{ img.basename }}.png
{%- for option in options %}
{{ option }}
{% endfor %}
{% if html_show_formats and multi_image -%}
(
{%- for fmt in img.formats -%}
{%- if not loop.first -%}, {% endif -%}
`{{ fmt }} <{{ dest_dir }}/{{ img.basename }}.{{ fmt }}>`__
{%- endfor -%}
)
{%- endif -%}
{% endfor %}
{{ only_latex }}
{% for img in images %}
.. image:: {{ build_dir }}/{{ img.basename }}.pdf
{% endfor %}
"""
class ImageFile(object):
def __init__(self, basename, dirname):
self.basename = basename
self.dirname = dirname
self.formats = []
def filename(self, format):
return os.path.join(self.dirname, "%s.%s" % (self.basename, format))
def filenames(self):
return [self.filename(fmt) for fmt in self.formats]
def run(arguments, content, options, state_machine, state, lineno):
if arguments and content:
raise RuntimeError("plot:: directive can't have both args and content")
document = state_machine.document
config = document.settings.env.config
options.setdefault("include-source", config.plot_include_source)
# determine input
rst_file = document.attributes["source"]
rst_dir = os.path.dirname(rst_file)
if arguments:
if not config.plot_basedir:
source_file_name = os.path.join(rst_dir, directives.uri(arguments[0]))
else:
source_file_name = os.path.join(
setup.confdir, config.plot_basedir, directives.uri(arguments[0])
)
code = open(source_file_name, "r").read()
output_base = os.path.basename(source_file_name)
else:
source_file_name = rst_file
code = textwrap.dedent("\n".join(map(str, content)))
counter = document.attributes.get("_plot_counter", 0) + 1
document.attributes["_plot_counter"] = counter
base, ext = os.path.splitext(os.path.basename(source_file_name))
output_base = "%s-%d.py" % (base, counter)
base, source_ext = os.path.splitext(output_base)
if source_ext in (".py", ".rst", ".txt"):
output_base = base
else:
source_ext = ""
# ensure that LaTeX includegraphics doesn't choke in foo.bar.pdf filenames
output_base = output_base.replace(".", "-")
# is it in doctest format?
is_doctest = contains_doctest(code)
if "format" in options:
if options["format"] == "python":
is_doctest = False
else:
is_doctest = True
# determine output directory name fragment
source_rel_name = relpath(source_file_name, setup.confdir)
source_rel_dir = os.path.dirname(source_rel_name)
while source_rel_dir.startswith(os.path.sep):
source_rel_dir = source_rel_dir[1:]
# build_dir: where to place output files (temporarily)
build_dir = os.path.join(
os.path.dirname(setup.app.doctreedir), "plot_directive", source_rel_dir
)
if not os.path.exists(build_dir):
os.makedirs(build_dir)
# output_dir: final location in the builder's directory
dest_dir = os.path.abspath(os.path.join(setup.app.builder.outdir, source_rel_dir))
# how to link to files from the RST file
dest_dir_link = os.path.join(
relpath(setup.confdir, rst_dir), source_rel_dir
).replace(os.path.sep, "/")
build_dir_link = relpath(build_dir, rst_dir).replace(os.path.sep, "/")
source_link = dest_dir_link + "/" + output_base + source_ext
# make figures
try:
results = makefig(code, source_file_name, build_dir, output_base, config)
errors = []
except PlotError as err:
reporter = state.memo.reporter
sm = reporter.system_message(
2, "Exception occurred in plotting %s: %s" % (output_base, err), line=lineno
)
results = [(code, [])]
errors = [sm]
# generate output restructuredtext
total_lines = []
for j, (code_piece, images) in enumerate(results):
if options["include-source"]:
if is_doctest:
lines = [""]
lines += [row.rstrip() for row in code_piece.split("\n")]
else:
lines = [".. code-block:: python", ""]
lines += [" %s" % row.rstrip() for row in code_piece.split("\n")]
source_code = "\n".join(lines)
else:
source_code = ""
opts = [
":%s: %s" % (key, val)
for key, val in list(options.items())
if key in ("alt", "height", "width", "scale", "align", "class")
]
only_html = ".. only:: html"
only_latex = ".. only:: latex"
if j == 0:
src_link = source_link
else:
src_link = None
result = format_template(
TEMPLATE,
dest_dir=dest_dir_link,
build_dir=build_dir_link,
source_link=src_link,
multi_image=len(images) > 1,
only_html=only_html,
only_latex=only_latex,
options=opts,
images=images,
source_code=source_code,
html_show_formats=config.plot_html_show_formats,
)
total_lines.extend(result.split("\n"))
total_lines.extend("\n")
if total_lines:
state_machine.insert_input(total_lines, source=source_file_name)
# copy image files to builder's output directory
if not os.path.exists(dest_dir):
os.makedirs(dest_dir)
for code_piece, images in results:
for img in images:
for fn in img.filenames():
shutil.copyfile(fn, os.path.join(dest_dir, os.path.basename(fn)))
# copy script (if necessary)
if source_file_name == rst_file:
target_name = os.path.join(dest_dir, output_base + source_ext)
f = open(target_name, "w")
f.write(unescape_doctest(code))
f.close()
return errors
# ------------------------------------------------------------------------------
# Run code and capture figures
# ------------------------------------------------------------------------------
import matplotlib
matplotlib.use("Agg")
import matplotlib.pyplot as plt
import matplotlib.image as image
from matplotlib import _pylab_helpers
import exceptions
def contains_doctest(text):
try:
# check if it's valid Python as-is
compile(text, "<string>", "exec")
return False
except SyntaxError:
pass
r = re.compile(r"^\s*>>>", re.M)
m = r.search(text)
return bool(m)
def unescape_doctest(text):
"""
Extract code from a piece of text, which contains either Python code
or doctests.
"""
if not contains_doctest(text):
return text
code = ""
for line in text.split("\n"):
m = re.match(r"^\s*(>>>|\.\.\.) (.*)$", line)
if m:
code += m.group(2) + "\n"
elif line.strip():
code += "# " + line.strip() + "\n"
else:
code += "\n"
return code
def split_code_at_show(text):
"""
Split code at plt.show()
"""
parts = []
is_doctest = contains_doctest(text)
part = []
for line in text.split("\n"):
if (not is_doctest and line.strip() == "plt.show()") or (
is_doctest and line.strip() == ">>> plt.show()"
):
part.append(line)
parts.append("\n".join(part))
part = []
else:
part.append(line)
if "\n".join(part).strip():
parts.append("\n".join(part))
return parts
class PlotError(RuntimeError):
pass
def run_code(code, code_path, ns=None):
# Change the working directory to the directory of the example, so
# it can get at its data files, if any.
pwd = os.getcwd()
old_sys_path = list(sys.path)
if code_path is not None:
dirname = os.path.abspath(os.path.dirname(code_path))
os.chdir(dirname)
sys.path.insert(0, dirname)
# Redirect stdout
stdout = sys.stdout
sys.stdout = StringIO()
# Reset sys.argv
old_sys_argv = sys.argv
sys.argv = [code_path]
try:
try:
code = unescape_doctest(code)
if ns is None:
ns = {}
if not ns:
exec(setup.config.plot_pre_code, ns)
exec(code, ns)
except (Exception, SystemExit) as err:
raise PlotError(traceback.format_exc())
finally:
os.chdir(pwd)
sys.argv = old_sys_argv
sys.path[:] = old_sys_path
sys.stdout = stdout
return ns
# ------------------------------------------------------------------------------
# Generating figures
# ------------------------------------------------------------------------------
def out_of_date(original, derived):
"""
Returns True if derivative is out-of-date wrt original,
both of which are full file paths.
"""
return (
not os.path.exists(derived)
or os.stat(derived).st_mtime < os.stat(original).st_mtime
)
def makefig(code, code_path, output_dir, output_base, config):
"""
Run a pyplot script *code* and save the images under *output_dir*
with file names derived from *output_base*
"""
# -- Parse format list
default_dpi = {"png": 80, "hires.png": 200, "pdf": 50}
formats = []
for fmt in config.plot_formats:
if isinstance(fmt, str):
formats.append((fmt, default_dpi.get(fmt, 80)))
elif type(fmt) in (tuple, list) and len(fmt) == 2:
formats.append((str(fmt[0]), int(fmt[1])))
else:
raise PlotError('invalid image format "%r" in plot_formats' % fmt)
# -- Try to determine if all images already exist
code_pieces = split_code_at_show(code)
# Look for single-figure output files first
all_exists = True
img = ImageFile(output_base, output_dir)
for format, dpi in formats:
if out_of_date(code_path, img.filename(format)):
all_exists = False
break
img.formats.append(format)
if all_exists:
return [(code, [img])]
# Then look for multi-figure output files
results = []
all_exists = True
for i, code_piece in enumerate(code_pieces):
images = []
for j in range(1000):
img = ImageFile("%s_%02d_%02d" % (output_base, i, j), output_dir)
for format, dpi in formats:
if out_of_date(code_path, img.filename(format)):
all_exists = False
break
img.formats.append(format)
# assume that if we have one, we have them all
if not all_exists:
all_exists = j > 0
break
images.append(img)
if not all_exists:
break
results.append((code_piece, images))
if all_exists:
return results
# -- We didn't find the files, so build them
results = []
ns = {}
for i, code_piece in enumerate(code_pieces):
# Clear between runs
plt.close("all")
# Run code
run_code(code_piece, code_path, ns)
# Collect images
images = []
fig_managers = _pylab_helpers.Gcf.get_all_fig_managers()
for j, figman in enumerate(fig_managers):
if len(fig_managers) == 1 and len(code_pieces) == 1:
img = ImageFile(output_base, output_dir)
else:
img = ImageFile("%s_%02d_%02d" % (output_base, i, j), output_dir)
images.append(img)
for format, dpi in formats:
try:
figman.canvas.figure.savefig(img.filename(format), dpi=dpi)
except exceptions.BaseException as err:
raise PlotError(traceback.format_exc())
img.formats.append(format)
# Results
results.append((code_piece, images))
return results
# ------------------------------------------------------------------------------
# Relative pathnames
# ------------------------------------------------------------------------------
try:
from os.path import relpath
except ImportError:
# Copied from Python 2.7
if "posix" in sys.builtin_module_names:
def relpath(path, start=os.path.curdir):
"""Return a relative version of a path"""
from os.path import sep, curdir, join, abspath, commonprefix, pardir
if not path:
raise ValueError("no path specified")
start_list = abspath(start).split(sep)
path_list = abspath(path).split(sep)
# Work out how much of the filepath is shared by start and path.
i = len(commonprefix([start_list, path_list]))
rel_list = [pardir] * (len(start_list) - i) + path_list[i:]
if not rel_list:
return curdir
return join(*rel_list)
elif "nt" in sys.builtin_module_names:
def relpath(path, start=os.path.curdir):
"""Return a relative version of a path"""
from os.path import (
sep,
curdir,
join,
abspath,
commonprefix,
pardir,
splitunc,
)
if not path:
raise ValueError("no path specified")
start_list = abspath(start).split(sep)
path_list = abspath(path).split(sep)
if start_list[0].lower() != path_list[0].lower():
unc_path, rest = splitunc(path)
unc_start, rest = splitunc(start)
if bool(unc_path) ^ bool(unc_start):
raise ValueError(
"Cannot mix UNC and non-UNC paths (%s and %s)" % (path, start)
)
else:
raise ValueError(
"path is on drive %s, start on drive %s"
% (path_list[0], start_list[0])
)
# Work out how much of the filepath is shared by start and path.
for i in range(min(len(start_list), len(path_list))):
if start_list[i].lower() != path_list[i].lower():
break
else:
i += 1
rel_list = [pardir] * (len(start_list) - i) + path_list[i:]
if not rel_list:
return curdir
return join(*rel_list)
else:
raise RuntimeError("Unsupported platform (no relpath available!)")