Source code for ax.plot.render
#!/usr/bin/env python3
# Copyright (c) Meta Platforms, Inc. and affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import enum
import json
import os
import pkgutil
import uuid
from typing import Dict
import plotly.offline as plotly_offline
from ax import plot as PLOT_MODULE
from ax.plot.base import AxPlotConfig, AxPlotTypes
from jinja2 import Template
# Rendering constants
DEFAULT_WIDTH = "100%"
DEFAULT_HEIGHT = 550
CSS_FILE = "ax/ax/plot/css/base.css"
# Common resources used in plotting (load with _load_js_resource)
class _AxPlotJSResources(enum.Enum):
"""Enum of common JS resources for plotting."""
CSS_INJECTION = "css"
HELPER_FXNS = "helpers"
PLOTLY_OFFLINE = "plotly_offline"
PLOTLY_ONLINE = "plotly_online"
PLOTLY_REQUIRES = "plotly_requires"
# JS-based plots that are supported in Ax should be registered here
Ax_PLOT_REGISTRY: Dict[enum.Enum, str] = {AxPlotTypes.GENERIC: "generic_plotly.js"}
def _load_js_resource(resource_type: _AxPlotJSResources) -> str:
"""Convert plot config to corresponding JS code."""
resource = pkgutil.get_data(
PLOT_MODULE.__name__, os.path.join("js", "common", resource_type.value + ".js")
)
if resource is None:
raise ValueError(f"Cannot find JS resource {resource_type.value}.")
return resource.decode("utf8")
def _load_css_resource() -> str:
resource = pkgutil.get_data(PLOT_MODULE.__name__, os.path.join("css", "base.css"))
assert resource is not None
return resource.decode("utf8")
def _js_requires(offline: bool = False) -> str:
"""Format JS requires for Plotly dependency.
Args:
offline: if True, inject entire Plotly library for offline use.
Returns:
str: <script> block with Plotly dependency.
"""
helper_fxns = _load_js_resource(_AxPlotJSResources.HELPER_FXNS)
if offline:
script = Template(_load_js_resource(_AxPlotJSResources.PLOTLY_OFFLINE)).render(
library=plotly_offline.offline.get_plotlyjs()
)
else:
script = _load_js_resource(_AxPlotJSResources.PLOTLY_ONLINE)
return script + helper_fxns
def _get_plot_js(
config: AxPlotConfig,
plot_module_name: str,
plot_resources: Dict[enum.Enum, str],
plotdivid: str,
) -> str:
"""Convert plot config to corresponding JS code."""
if not isinstance(config, AxPlotConfig):
raise ValueError("Config must be instance of AxPlotConfig.")
js_template = pkgutil.get_data(
plot_module_name, os.path.join("js", plot_resources[config.plot_type])
)
if js_template is None:
raise ValueError(f"Cannot find JS template {plot_resources[config.plot_type]}.")
return Template(js_template.decode("utf8")).render(
id=json.dumps(plotdivid), **{k: json.dumps(v) for k, v in config.data.items()}
)
def _wrap_js(script: str) -> str:
"""Wrap JS in <script></script> tag for injection into HTML."""
return "<script type='text/javascript'>{script}</script>".format(script=script)
def _plot_js_to_html(js_script: str, plotdivid: str) -> str:
"""Embed JS script for Plotly plot in HTML.
Result is a <div> block with a unique id set in `plotdivid` and a
<script> block that contains the JS needed to render the plot inside the
div.
Args:
js_script: JS for rendering plot.
plotdivid: unique string ID for div.
"""
plot_div = (
'<div id="{id}" style="width: {width};" class="plotly-graph-div">' "</div>"
).format(id=plotdivid, width=DEFAULT_WIDTH)
plot_js = Template(_load_js_resource(_AxPlotJSResources.PLOTLY_REQUIRES)).render(
script=js_script
)
return plot_div + _wrap_js(plot_js)
[docs]def plot_config_to_html(
plot_config: AxPlotConfig,
plot_module_name: str = PLOT_MODULE.__name__,
plot_resources: Dict[enum.Enum, str] = Ax_PLOT_REGISTRY,
inject_helpers: bool = False,
) -> str:
"""Generate HTML + JS corresponding from a plot config."""
plotdivid = uuid.uuid4().hex
plot_js = _get_plot_js(plot_config, plot_module_name, plot_resources, plotdivid)
if inject_helpers:
helper_fxns = _load_js_resource(_AxPlotJSResources.HELPER_FXNS)
plot_js = helper_fxns + plot_js
return _plot_js_to_html(plot_js, plotdivid)