dvc-render is a library for rendering data stored in DVC plots format into different output formats, like Vega. It can also generate HTML and MarkDown reports containing multiple plots.
It is used internally by DVC, DVCLive, and Studio.
- Renderers
Take data stored in DVC plots format alongside plot properties in order to render a plot in different formats.
- Reports
Take multiple renderers and build an HTML or MarkDown report.
- Templates
Support for rendering Vega plots using custom of pre-defined templates.
The basic usage of rendering Vega Plots doesn't have any dependencies outside Python>=3.8.
Additional features are specified as optional requirements:
Lines 27 to 32 in 49b8f8a
You can install DVC render via pip from PyPI:
$ pip install dvc-render- Renderer & Templates
from dvc_render import VegaRenderer
properties = {"template": "confusion", "x": "predicted", "y": "actual"}
datapoints = [
{"predicted": "B", "actual": "A"},
{"predicted": "A", "actual": "A"},
]
renderer = VegaRenderer(datapoints, "foo", **properties)
plot_content = renderer.get_filled_template()plot_content contains a valid Vega plot using the confusion matrix template.
- Report
from dvc_render import render_html
render_html([renderer], "report.html")Contributions are very welcome. To learn more, see the Contributor Guide.
Distributed under the terms of the Apache 2.0 license, DVC render is free and open source software.
If you encounter any problems, please file an issue along with a detailed description.