Spaces:
Running
Running
from typing import Literal, Optional, Union, cast, Tuple | |
from .deprecation import AltairDeprecationWarning | |
from .html import spec_to_html | |
from ._importers import import_vl_convert, vl_version_for_vl_convert | |
import struct | |
import warnings | |
def spec_to_mimebundle( | |
spec: dict, | |
format: Literal["html", "json", "png", "svg", "pdf", "vega", "vega-lite"], | |
mode: Optional[Literal["vega-lite"]] = None, | |
vega_version: Optional[str] = None, | |
vegaembed_version: Optional[str] = None, | |
vegalite_version: Optional[str] = None, | |
embed_options: Optional[dict] = None, | |
engine: Optional[Literal["vl-convert", "altair_saver"]] = None, | |
**kwargs, | |
) -> Union[dict, Tuple[dict, dict]]: | |
"""Convert a vega-lite specification to a mimebundle | |
The mimebundle type is controlled by the ``format`` argument, which can be | |
one of the following ['html', 'json', 'png', 'svg', 'pdf', 'vega', 'vega-lite'] | |
Parameters | |
---------- | |
spec : dict | |
a dictionary representing a vega-lite plot spec | |
format : string {'html', 'json', 'png', 'svg', 'pdf', 'vega', 'vega-lite'} | |
the file format to be saved. | |
mode : string {'vega-lite'} | |
The rendering mode. | |
vega_version : string | |
The version of vega.js to use | |
vegaembed_version : string | |
The version of vegaembed.js to use | |
vegalite_version : string | |
The version of vegalite.js to use. Only required if mode=='vega-lite' | |
embed_options : dict (optional) | |
The vegaEmbed options dictionary. Defaults to the embed options set with | |
alt.renderers.set_embed_options(). | |
(See https://github.com/vega/vega-embed for details) | |
engine: string {'vl-convert', 'altair_saver'} | |
the conversion engine to use for 'png', 'svg', 'pdf', and 'vega' formats | |
**kwargs : | |
Additional arguments will be passed to the generating function | |
Returns | |
------- | |
output : dict | |
a mime-bundle representing the image | |
Note | |
---- | |
The png, svg, pdf, and vega outputs require the altair_saver package | |
""" | |
# Local import to avoid circular ImportError | |
from altair.utils.display import ( | |
compile_with_vegafusion, | |
using_vegafusion, | |
) | |
from altair import renderers | |
if mode != "vega-lite": | |
raise ValueError("mode must be 'vega-lite'") | |
internal_mode: Literal["vega-lite", "vega"] = mode | |
if using_vegafusion(): | |
spec = compile_with_vegafusion(spec) | |
internal_mode = "vega" | |
# Default to the embed options set by alt.renderers.set_embed_options | |
if embed_options is None: | |
final_embed_options = renderers.options.get("embed_options", {}) | |
else: | |
final_embed_options = embed_options | |
embed_options = preprocess_embed_options(final_embed_options) | |
if format in ["png", "svg", "pdf", "vega"]: | |
format = cast(Literal["png", "svg", "pdf", "vega"], format) | |
return _spec_to_mimebundle_with_engine( | |
spec, | |
format, | |
internal_mode, | |
engine=engine, | |
format_locale=embed_options.get("formatLocale", None), | |
time_format_locale=embed_options.get("timeFormatLocale", None), | |
**kwargs, | |
) | |
if format == "html": | |
html = spec_to_html( | |
spec, | |
mode=internal_mode, | |
vega_version=vega_version, | |
vegaembed_version=vegaembed_version, | |
vegalite_version=vegalite_version, | |
embed_options=embed_options, | |
**kwargs, | |
) | |
return {"text/html": html} | |
if format == "vega-lite": | |
if vegalite_version is None: | |
raise ValueError("Must specify vegalite_version") | |
return {"application/vnd.vegalite.v{}+json".format(vegalite_version[0]): spec} | |
if format == "json": | |
return {"application/json": spec} | |
raise ValueError( | |
"format must be one of " | |
"['html', 'json', 'png', 'svg', 'pdf', 'vega', 'vega-lite']" | |
) | |
def _spec_to_mimebundle_with_engine( | |
spec: dict, | |
format: Literal["png", "svg", "pdf", "vega"], | |
mode: Literal["vega-lite", "vega"], | |
format_locale: Optional[Union[str, dict]] = None, | |
time_format_locale: Optional[Union[str, dict]] = None, | |
**kwargs, | |
) -> Union[dict, Tuple[dict, dict]]: | |
"""Helper for Vega-Lite to mimebundle conversions that require an engine | |
Parameters | |
---------- | |
spec : dict | |
a dictionary representing a vega-lite plot spec | |
format : string {'png', 'svg', 'pdf', 'vega'} | |
the format of the mimebundle to be returned | |
mode : string {'vega-lite', 'vega'} | |
The rendering mode. | |
engine: string {'vl-convert', 'altair_saver'} | |
the conversion engine to use | |
format_locale : str or dict | |
d3-format locale name or dictionary. Defaults to "en-US" for United States English. | |
See https://github.com/d3/d3-format/tree/main/locale for available names and example | |
definitions. | |
time_format_locale : str or dict | |
d3-time-format locale name or dictionary. Defaults to "en-US" for United States English. | |
See https://github.com/d3/d3-time-format/tree/main/locale for available names and example | |
definitions. | |
**kwargs : | |
Additional arguments will be passed to the conversion function | |
""" | |
# Normalize the engine string (if any) by lower casing | |
# and removing underscores and hyphens | |
engine = kwargs.pop("engine", None) | |
normalized_engine = _validate_normalize_engine(engine, format) | |
if normalized_engine == "vlconvert": | |
vlc = import_vl_convert() | |
vl_version = vl_version_for_vl_convert() | |
if format == "vega": | |
if mode == "vega": | |
vg = spec | |
else: | |
vg = vlc.vegalite_to_vega(spec, vl_version=vl_version) | |
return {"application/vnd.vega.v5+json": vg} | |
elif format == "svg": | |
if mode == "vega": | |
svg = vlc.vega_to_svg( | |
spec, | |
format_locale=format_locale, | |
time_format_locale=time_format_locale, | |
) | |
else: | |
svg = vlc.vegalite_to_svg( | |
spec, | |
vl_version=vl_version, | |
format_locale=format_locale, | |
time_format_locale=time_format_locale, | |
) | |
return {"image/svg+xml": svg} | |
elif format == "png": | |
scale = kwargs.get("scale_factor", 1) | |
# The default ppi for a PNG file is 72 | |
default_ppi = 72 | |
ppi = kwargs.get("ppi", default_ppi) | |
if mode == "vega": | |
png = vlc.vega_to_png( | |
spec, | |
scale=scale, | |
ppi=ppi, | |
format_locale=format_locale, | |
time_format_locale=time_format_locale, | |
) | |
else: | |
png = vlc.vegalite_to_png( | |
spec, | |
vl_version=vl_version, | |
scale=scale, | |
ppi=ppi, | |
format_locale=format_locale, | |
time_format_locale=time_format_locale, | |
) | |
factor = ppi / default_ppi | |
w, h = _pngxy(png) | |
return {"image/png": png}, { | |
"image/png": {"width": w / factor, "height": h / factor} | |
} | |
elif format == "pdf": | |
scale = kwargs.get("scale_factor", 1) | |
if mode == "vega": | |
pdf = vlc.vega_to_pdf( | |
spec, | |
scale=scale, | |
format_locale=format_locale, | |
time_format_locale=time_format_locale, | |
) | |
else: | |
pdf = vlc.vegalite_to_pdf( | |
spec, | |
vl_version=vl_version, | |
scale=scale, | |
format_locale=format_locale, | |
time_format_locale=time_format_locale, | |
) | |
return {"application/pdf": pdf} | |
else: | |
# This should be validated above | |
# but raise exception for the sake of future development | |
raise ValueError("Unexpected format {fmt!r}".format(fmt=format)) | |
elif normalized_engine == "altairsaver": | |
warnings.warn( | |
"The altair_saver export engine is deprecated and will be removed in a future version.\n" | |
"Please migrate to the vl-convert engine", | |
AltairDeprecationWarning, | |
stacklevel=1, | |
) | |
import altair_saver | |
return altair_saver.render(spec, format, mode=mode, **kwargs) | |
else: | |
# This should be validated above | |
# but raise exception for the sake of future development | |
raise ValueError( | |
"Unexpected normalized_engine {eng!r}".format(eng=normalized_engine) | |
) | |
def _validate_normalize_engine( | |
engine: Optional[Literal["vl-convert", "altair_saver"]], | |
format: Literal["png", "svg", "pdf", "vega"], | |
) -> str: | |
"""Helper to validate and normalize the user-provided engine | |
engine : {None, 'vl-convert', 'altair_saver'} | |
the user-provided engine string | |
format : string {'png', 'svg', 'pdf', 'vega'} | |
the format of the mimebundle to be returned | |
""" | |
# Try to import vl_convert | |
try: | |
vlc = import_vl_convert() | |
except ImportError: | |
vlc = None | |
# Try to import altair_saver | |
try: | |
import altair_saver | |
except ImportError: | |
altair_saver = None | |
# Normalize engine string by lower casing and removing underscores and hyphens | |
normalized_engine = ( | |
None if engine is None else engine.lower().replace("-", "").replace("_", "") | |
) | |
# Validate or infer default value of normalized_engine | |
if normalized_engine == "vlconvert": | |
if vlc is None: | |
raise ValueError( | |
"The 'vl-convert' conversion engine requires the vl-convert-python package" | |
) | |
elif normalized_engine == "altairsaver": | |
if altair_saver is None: | |
raise ValueError( | |
"The 'altair_saver' conversion engine requires the altair_saver package" | |
) | |
elif normalized_engine is None: | |
if vlc is not None: | |
normalized_engine = "vlconvert" | |
elif altair_saver is not None: | |
normalized_engine = "altairsaver" | |
else: | |
raise ValueError( | |
"Saving charts in {fmt!r} format requires the vl-convert-python or altair_saver package: " | |
"see http://github.com/altair-viz/altair_saver/".format(fmt=format) | |
) | |
else: | |
raise ValueError( | |
"Invalid conversion engine {engine!r}. Expected one of {valid!r}".format( | |
engine=engine, valid=("vl-convert", "altair_saver") | |
) | |
) | |
return normalized_engine | |
def _pngxy(data): | |
"""read the (width, height) from a PNG header | |
Taken from IPython.display | |
""" | |
ihdr = data.index(b"IHDR") | |
# next 8 bytes are width/height | |
return struct.unpack(">ii", data[ihdr + 4 : ihdr + 12]) | |
def preprocess_embed_options(embed_options: dict) -> dict: | |
"""Preprocess embed options to a form compatible with Vega Embed | |
Parameters | |
---------- | |
embed_options : dict | |
The embed options dictionary to preprocess. | |
Returns | |
------- | |
embed_opts : dict | |
The preprocessed embed options dictionary. | |
""" | |
embed_options = (embed_options or {}).copy() | |
# Convert locale strings to objects compatible with Vega Embed using vl-convert | |
format_locale = embed_options.get("formatLocale", None) | |
if isinstance(format_locale, str): | |
vlc = import_vl_convert() | |
embed_options["formatLocale"] = vlc.get_format_locale(format_locale) | |
time_format_locale = embed_options.get("timeFormatLocale", None) | |
if isinstance(time_format_locale, str): | |
vlc = import_vl_convert() | |
embed_options["timeFormatLocale"] = vlc.get_time_format_locale( | |
time_format_locale | |
) | |
return embed_options | |