"""
Public API for all plotting renderers supported by HoloViews,
regardless of plotting package or backend.
"""
from __future__ import unicode_literals
from io import BytesIO
import os, base64
from contextlib import contextmanager
import param
from ..core.io import Exporter
from ..core.options import Store, StoreOptions, SkipRendering, Compositor
from ..core.util import find_file, unicode, unbound_dimensions, basestring
from .. import Layout, HoloMap, AdjointLayout, Element, CompositeOverlay
from .widgets import NdWidget, ScrubberWidget, SelectionWidget
from . import Plot
from .comms import JupyterComm
from .util import displayable, collate, initialize_dynamic
from param.parameterized import bothmethod
# Tags used when visual output is to be embedded in HTML
IMAGE_TAG = "<img src='{src}' style='max-width:100%; margin: auto; display: block; {css}'/>"
VIDEO_TAG = """
<video controls style='max-width:100%; margin: auto; display: block; {css}'>
<source src='{src}' type='{mime_type}'>
Your browser does not support the video tag.
</video>"""
PDF_TAG = "<iframe src='{src}' style='width:100%; margin: auto; display: block; {css}'></iframe>"
HTML_TAG = "{src}"
HTML_TAGS = {
'base64': 'data:{mime_type};base64,{b64}', # Use to embed data
'svg': IMAGE_TAG,
'png': IMAGE_TAG,
'gif': IMAGE_TAG,
'webm': VIDEO_TAG,
'mp4': VIDEO_TAG,
'pdf': PDF_TAG,
'html': HTML_TAG
}
MIME_TYPES = {
'svg': 'image/svg+xml',
'png': 'image/png',
'gif': 'image/gif',
'webm': 'video/webm',
'mp4': 'video/mp4',
'pdf': 'application/pdf',
'html': 'text/html',
'json': 'text/json',
'server': None
}
static_template = """
<html>
<head>
{css}
{js}
</head>
<body>
{html}
</body>
</html>
"""
[docs]class Renderer(Exporter):
"""
The job of a Renderer is to turn the plotting state held within
Plot classes into concrete, visual output in the form of the PNG,
SVG, MP4 or WebM formats (among others). Note that a Renderer is a
type of Exporter and must therefore follow the Exporter interface.
The Renderer needs to be able to use the .state property of the
appropriate Plot classes associated with that renderer in order to
generate output. The process of 'drawing' is execute by the Plots
and the Renderer turns the final plotting state into output.
"""
backend = param.String(doc="""
The full, lowercase name of the rendering backend or third
part plotting package used e.g 'matplotlib' or 'cairo'.""")
dpi=param.Integer(None, doc="""
The render resolution in dpi (dots per inch)""")
fig = param.ObjectSelector(default='auto', objects=['auto'], doc="""
Output render format for static figures. If None, no figure
rendering will occur. """)
fps=param.Number(20, doc="""
Rendered fps (frames per second) for animated formats.""")
holomap = param.ObjectSelector(default='auto',
objects=['scrubber','widgets', None, 'auto'], doc="""
Output render multi-frame (typically animated) format. If
None, no multi-frame rendering will occur.""")
mode = param.ObjectSelector(default='default', objects=['default'], doc="""
The available rendering modes. As a minimum, the 'default'
mode must be supported.""")
size=param.Integer(100, doc="""
The rendered size as a percentage size""")
widget_mode = param.ObjectSelector(default='embed', objects=['embed', 'live'], doc="""
The widget mode determining whether frames are embedded or generated
'live' when interacting with the widget.""")
css = param.Dict(default={},
doc="Dictionary of CSS attributes and values to apply to HTML output")
info_fn = param.Callable(None, allow_None=True, constant=True, doc="""
Renderers do not support the saving of object info metadata""")
key_fn = param.Callable(None, allow_None=True, constant=True, doc="""
Renderers do not support the saving of object key metadata""")
post_render_hooks = param.Dict(default={'svg':[], 'png':[]}, doc="""
Optional dictionary of hooks that are applied to the rendered
data (according to the output format) before it is returned.
Each hook is passed the rendered data and the object that is
being rendered. These hooks allow post-processing of rendered
data before output is saved to file or displayed.""")
# Defines the valid output formats for each mode.
mode_formats = {'fig': {'default': [None, 'auto']},
'holomap': {'default': [None, 'auto']}}
# Define comms class and message handler for each mode
# The Comm opens a communication channel and the message
# handler defines how the message is processed on the frontend
comms = {'default': (JupyterComm, None)}
# Define appropriate widget classes
widgets = {'scrubber': ScrubberWidget, 'widgets': SelectionWidget}
core_dependencies = {'jQueryUI': {'js': ['https://code.jquery.com/ui/1.10.4/jquery-ui.min.js'],
'css': ['https://code.jquery.com/ui/1.10.4/themes/smoothness/jquery-ui.css']}}
extra_dependencies = {'jQuery': {'js': ['https://code.jquery.com/jquery-2.1.4.min.js']},
'underscore': {'js': ['https://cdnjs.cloudflare.com/ajax/libs/underscore.js/1.8.3/underscore-min.js']},
'require': {'js': ['https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.20/require.min.js']},
'bootstrap': {'css': ['https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/css/bootstrap.min.css']}}
# Any additional JS and CSS dependencies required by a specific backend
backend_dependencies = {}
# Whether in a notebook context, set when running Renderer.load_nb
notebook_context = False
def __init__(self, **params):
self.last_plot = None
super(Renderer, self).__init__(**params)
[docs] @bothmethod
def get_plot(self_or_cls, obj, renderer=None):
"""
Given a HoloViews Viewable return a corresponding plot instance.
"""
# Initialize DynamicMaps with first data item
initialize_dynamic(obj)
backend = self_or_cls.backend
if not isinstance(obj, Plot):
if not displayable(obj):
obj = collate(obj)
initialize_dynamic(obj)
obj = Compositor.map(obj, mode='data', backend=self_or_cls.backend)
if not renderer: renderer = self_or_cls.instance()
if not isinstance(obj, Plot):
obj = Layout.from_values(obj) if isinstance(obj, AdjointLayout) else obj
plot_opts = self_or_cls.plot_options(obj, self_or_cls.size)
plot = self_or_cls.plotting_class(obj)(obj, renderer=renderer,
**plot_opts)
plot.update(0)
else:
plot = obj
return plot
def _validate(self, obj, fmt):
"""
Helper method to be used in the __call__ method to get a
suitable plot or widget object and the appropriate format.
"""
if isinstance(obj, tuple(self.widgets.values())):
return obj, 'html'
plot = self.get_plot(obj, renderer=self)
fig_formats = self.mode_formats['fig'][self.mode]
holomap_formats = self.mode_formats['holomap'][self.mode]
if fmt in ['auto', None]:
if (((len(plot) == 1 and not plot.dynamic)
or (len(plot) > 1 and self.holomap is None) or
(plot.dynamic and len(plot.keys[0]) == 0)) or
not unbound_dimensions(plot.streams, plot.dimensions, no_duplicates=False)):
fmt = fig_formats[0] if self.fig=='auto' else self.fig
else:
fmt = holomap_formats[0] if self.holomap=='auto' else self.holomap
if fmt in self.widgets:
plot = self.get_widget(plot, fmt, display_options={'fps': self.fps})
fmt = 'html'
all_formats = set(fig_formats + holomap_formats)
if fmt not in all_formats:
raise Exception("Format %r not supported by mode %r. Allowed formats: %r"
% (fmt, self.mode, fig_formats + holomap_formats))
self.last_plot = plot
return plot, fmt
def __call__(self, obj, fmt=None):
"""
Render the supplied HoloViews component or plot instance using
the appropriate backend. The output is not a file format but a
suitable, in-memory byte stream together with any suitable
metadata.
"""
plot, fmt = self._validate(obj, fmt)
if plot is None: return
# [Backend specific code goes here to generate data]
data = None
# Example of how post_render_hooks are applied
data = self._apply_post_render_hooks(data, obj, fmt)
# Example of the return format where the first value is the rendered data.
return data, {'file-ext':fmt, 'mime_type':MIME_TYPES[fmt]}
def _apply_post_render_hooks(self, data, obj, fmt):
"""
Apply the post-render hooks to the data.
"""
hooks = self.post_render_hooks.get(fmt,[])
for hook in hooks:
try:
data = hook(data, obj)
except Exception as e:
self.warning("The post_render_hook %r could not be applied:\n\n %s"
% (hook, e))
return data
[docs] def html(self, obj, fmt=None, css=None, comm=True, **kwargs):
"""
Renders plot or data structure and wraps the output in HTML.
The comm argument defines whether the HTML output includes
code to initialize a Comm, if the plot supplies one.
"""
plot, fmt = self._validate(obj, fmt)
figdata, _ = self(plot, fmt, **kwargs)
if css is None: css = self.css
if fmt in ['html', 'json']:
return figdata
else:
if fmt == 'svg':
figdata = figdata.encode("utf-8")
elif fmt == 'pdf' and 'height' not in css:
_, h = self.get_size(plot)
css['height'] = '%dpx' % (h*self.dpi*1.15)
if isinstance(css, dict):
css = '; '.join("%s: %s" % (k, v) for k, v in css.items())
else:
raise ValueError("CSS must be supplied as Python dictionary")
b64 = base64.b64encode(figdata).decode("utf-8")
(mime_type, tag) = MIME_TYPES[fmt], HTML_TAGS[fmt]
src = HTML_TAGS['base64'].format(mime_type=mime_type, b64=b64)
html = tag.format(src=src, mime_type=mime_type, css=css)
if comm and plot.comm is not None:
comm, msg_handler = self.comms[self.mode]
if msg_handler is None:
return html
msg_handler = msg_handler.format(comm_id=plot.comm.id)
return comm.template.format(init_frame=html,
msg_handler=msg_handler,
comm_id=plot.comm.id)
else:
return html
[docs] def static_html(self, obj, fmt=None, template=None):
"""
Generates a static HTML with the rendered object in the
supplied format. Allows supplying a template formatting string
with fields to interpolate 'js', 'css' and the main 'html'.
"""
js_html, css_html = self.html_assets()
if template is None: template = static_template
html = self.html(obj, fmt)
return template.format(js=js_html, css=css_html, html=html)
@bothmethod
def get_widget(self_or_cls, plot, widget_type, **kwargs):
if not isinstance(plot, Plot):
plot = self_or_cls.get_plot(plot)
dynamic = plot.dynamic
# Whether dimensions define discrete space
discrete = all(d.values for d in plot.dimensions)
if widget_type == 'auto':
isuniform = plot.uniform
if not isuniform:
widget_type = 'scrubber'
else:
widget_type = 'widgets'
elif dynamic and not discrete:
widget_type = 'widgets'
if widget_type in [None, 'auto']:
holomap_formats = self_or_cls.mode_formats['holomap'][self_or_cls.mode]
widget_type = holomap_formats[0] if self_or_cls.holomap=='auto' else self_or_cls.holomap
widget_cls = self_or_cls.widgets[widget_type]
return widget_cls(plot, renderer=self_or_cls.instance(),
embed=self_or_cls.widget_mode == 'embed', **kwargs)
[docs] @classmethod
def plotting_class(cls, obj):
"""
Given an object or Element class, return the suitable plotting
class needed to render it with the current renderer.
"""
if isinstance(obj, AdjointLayout) or obj is AdjointLayout:
obj = Layout
if isinstance(obj, type):
element_type = obj
else:
element_type = obj.type if isinstance(obj, HoloMap) else type(obj)
try:
plotclass = Store.registry[cls.backend][element_type]
except KeyError:
raise SkipRendering("No plotting class for {0} "
"found".format(element_type.__name__))
return plotclass
[docs] @classmethod
def html_assets(cls, core=True, extras=True, backends=None):
"""
Returns JS and CSS and for embedding of widgets.
"""
if backends is None:
backends = [cls.backend] if cls.backend else []
# Get all the widgets and find the set of required js widget files
widgets = [wdgt for r in [Renderer]+Renderer.__subclasses__()
for wdgt in r.widgets.values()]
css = list({wdgt.css for wdgt in widgets})
basejs = list({wdgt.basejs for wdgt in widgets})
extensionjs = list({wdgt.extensionjs for wdgt in widgets})
# Join all the js widget code into one string
path = os.path.dirname(os.path.abspath(__file__))
def open_and_read(path, f):
with open(find_file(path, f), 'r') as f:
txt = f.read()
return txt
widgetjs = '\n'.join(open_and_read(path, f)
for f in basejs + extensionjs if f is not None)
widgetcss = '\n'.join(open_and_read(path, f)
for f in css if f is not None)
dependencies = {}
if core:
dependencies.update(cls.core_dependencies)
if extras:
dependencies.update(cls.extra_dependencies)
for backend in backends:
dependencies['backend'] = Store.renderers[backend].backend_dependencies
js_html, css_html = '', ''
for _, dep in sorted(dependencies.items(), key=lambda x: x[0]):
js_data = dep.get('js', [])
if isinstance(js_data, tuple):
for js in js_data:
js_html += '\n<script type="text/javascript">%s</script>' % js
else:
for js in js_data:
js_html += '\n<script src="%s" type="text/javascript"></script>' % js
css_data = dep.get('css', [])
if isinstance(js_data, tuple):
for css in css_data:
css_html += '\n<style>%s</style>' % css
else:
for css in css_data:
css_html += '\n<link rel="stylesheet" href="%s">' % css
js_html += '\n<script type="text/javascript">%s</script>' % widgetjs
css_html += '\n<style>%s</style>' % widgetcss
return unicode(js_html), unicode(css_html)
[docs] @classmethod
def plot_options(cls, obj, percent_size):
"""
Given an object and a percentage size (as supplied by the
%output magic) return all the appropriate plot options that
would be used to instantiate a plot class for that element.
Default plot sizes at the plotting class level should be taken
into account.
"""
raise NotImplementedError
[docs] @bothmethod
def save(self_or_cls, obj, basename, fmt='auto', key={}, info={}, options=None, **kwargs):
"""
Save a HoloViews object to file, either using an explicitly
supplied format or to the appropriate default.
"""
if info or key:
raise Exception('Renderer does not support saving metadata to file.')
with StoreOptions.options(obj, options, **kwargs):
plot = self_or_cls.get_plot(obj)
if (fmt in list(self_or_cls.widgets.keys())+['auto']) and len(plot) > 1:
with StoreOptions.options(obj, options, **kwargs):
if isinstance(basename, basestring):
basename = basename+'.html'
self_or_cls.export_widgets(plot, basename, fmt)
return
with StoreOptions.options(obj, options, **kwargs):
rendered = self_or_cls(plot, fmt)
if rendered is None: return
(data, info) = rendered
encoded = self_or_cls.encode(rendered)
prefix = self_or_cls._save_prefix(info['file-ext'])
if prefix:
encoded = prefix + encoded
if isinstance(basename, BytesIO):
basename.write(encoded)
basename.seek(0)
else:
filename ='%s.%s' % (basename, info['file-ext'])
with open(filename, 'wb') as f:
f.write(encoded)
@bothmethod
def _save_prefix(self_or_cls, ext):
"Hook to prefix content for instance JS when saving HTML"
return
[docs] @bothmethod
def get_size(self_or_cls, plot):
"""
Return the display size associated with a plot before
rendering to any particular format. Used to generate
appropriate HTML display.
Returns a tuple of (width, height) in pixels.
"""
raise NotImplementedError
[docs] @classmethod
@contextmanager
def state(cls):
"""
Context manager to handle global state for a backend,
allowing Plot classes to temporarily override that state.
"""
yield
[docs] @classmethod
def validate(cls, options):
"""
Validate an options dictionary for the renderer.
"""
return options
[docs] @classmethod
def load_nb(cls, inline=True):
"""
Loads any resources required for display of plots
in the Jupyter notebook
"""
with param.logging_level('ERROR'):
cls.notebook_context = True
