A framework for customizing NBConvert templates and building reports
Project description
A framework for building print media with nbconvert.
Installation
Install with pip
:
pip install nbprint
Install with conda
conda install nbprint -c conda-forge
Background
Jupyter Notebooks are widely used for reports via nbconvert
. Most efforts focus on building web reports / websites from notebooks, including Voilà
and Jupyter Book
.
Despite being the primary goal of early notebook conversion efforts, in recent years much less focus has been spent on print media - PDFs for reports, academic papers, newspapers, etc. There are many examples of nbconvert
templates for academic papers, as well as projects like ipypublish
. Most of these efforts focus on $\LaTeX$, and indeed nbprint
itself started as convenience framework for formatting charts and tables similarly between html and pdf outputs.
However, with recent releases to nbconvert
, which now supports webpdf
(printing as pdf from within a headless web browser), and with advances to the @media print
CSS directive spearheaded by the lovely folks at pagedjs
, it is now much easier to build publication ready print-oriented media on the web.
This is the goal of nbprint
. Using pagedjs
, nbprint
provides templates and utilities for building web reports targetting print media. Beyong that, it provides infrastructure for parameterizing and configuring documents via pydantic
, which makes designing and generating reports a breeze, even without knowledge of Python.
Quickstart
nbprint
can be used purely via notebook metadata, but it also provides a yaml
-based framework for configuration (via pydantic
and omegaconf
). This is particularly convenient when generating parameterized reports, for example when configuring a large number of hyperparameters for a model's evaluation report. This configuration also allows for easier iteration on a report's design and content.
Configuration
Let's take a simple placeholder report.
---
debug: false
outputs:
_target_: nbprint:NBConvertOutputs
path_root: ./examples/output
target: "html"
content:
- _target_: nbprint:ContentMarkdown
content: |
# A Generic Report
## A Subtitle
css: ":scope { text-align: center; }"
- _target_: nbprint:ContentPageBreak
- _target_: nbprint:ContentTableOfContents
- _target_: nbprint:ContentPageBreak
- _target_: nbprint:ContentMarkdown
content: |
# Section One
Lorem ipsum dolor sit amet.
## Subsection One
Consectetur adipiscing elit, sed do eiusmod tempor incididunt.
## Subsection Two
Ut labore et dolore magna aliqua.
- _target_: nbprint:ContentPageBreak
- _target_: nbprint:ContentFlexRowLayout
sizes: [1, 1]
content:
- _target_: nbprint:ContentFlexColumnLayout
content:
- _target_: nbprint:ContentMarkdown
content: |
# Section Two
Lorem ipsum dolor sit amet.
## Subsection One
Consectetur adipiscing elit, sed do eiusmod tempor incididunt.
- _target_: nbprint:ContentFlexColumnLayout
content:
- _target_: nbprint:ContentMarkdown
content: |
# Section Three
Ut labore et dolore magna aliqua.
## Subsection One
Ut enim ad minim veniam, quis nostrud.
Let's break this down step by step.
First, we configure debug: false
. This tells nbprint
to run pagedjs
print preview. We also set the output to run nbconvert
and configure the folder for outputs to be placed.
Next we fill in some content. Here we use a few components:
ContentMarkdown
to generate Markdown cellsContentPageBreak
to split onto a new page in our pdfContentTableOfContents
to create a table of contents. Note that this will work in both html preview, and pdf form!ContentFlexRowLayout
andContentFlexColumnLayout
to create some layout structure for our document.
Run
We can now generate the report by running the CLI:
nbprint run examples/basic.yaml basic
This will create a Notebook output in our specified folder examples/output
, as well as an html asset (since that is what we specified in the yaml file). Both will have the date as a suffix, which is also configureable in our yaml. We see the generated report notebook, which we can open and use for further experimentation or to investigate the report itself.
We also see the html document itself, which will be rendered via pagedjs
print preview.
You can find a pdf form of this document here.
Development
Warning: This project is under active development, so all APIs are subject to change!
Related Projects
- nbconvert: Convert Notebooks to other formats
- pagedjs: Paged.js is a free and open-source library that paginates any HTML content to produce beautiful print-ready PDF
- Voilà: Voilà turns Jupyter notebooks into standalone web applications
- Jupyter Book: Build beautiful, publication-quality books and documents from computational content
- ipypublish: A workflow for creating and editing publication ready scientific reports and presentations, from one or more Jupyter Notebooks, without leaving the browser!
Additionally, this project relies heavily on:
- pydantic: Pydantic is the most widely used data validation library for Python.
- omegaconf: OmegaConf is a hierarchical configuration system, with support for merging configurations from multiple sources
- typer: Typer is a library for building CLI applications based on Python type hints
License
This software is licensed under the Apache 2.0 license. See the LICENSE file for details.
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