{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Creating an Example Notebook\n", "\n", "Functionality of ProbNum is explained in detail in the form of Jupyter notebooks in the\n", "[tutorials section](../development/developer_guides.rst) of the documentation.\n", "If you want to add an example showcasing the functionality of ProbNum, follow the instructions below." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "nbsphinx-thumbnail": { "output-index": 0 } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": { "image/png": { "width": 250 } }, "output_type": "display_data" } ], "source": [ "from IPython.display import Image\n", "\n", "display(Image(url='https://upload.wikimedia.org/wikipedia/commons/thumb/3/38/Jupyter_logo.svg/1200px-Jupyter_logo.svg.png', \n", " width=250, embed=True))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting up the Jupyter Notebook\n", "\n", "We begin by creating a new Jupyter notebook under `./docs/source/tutorials/`. If you want some guidance on the\n", "style, you can copy one of the existing notebooks.\n", "\n", "### Style and HTML conversion\n", "If you create your own ensure that the first cell is a markdown cell containing an upper level markdown header (# Header) to be converted correctly to HTML.\n", "This header will appear in the sidebar of the documentation. In the body of the notebook only\n", "use headers of a lower level (## and more) to ensure correct sidebar appearance.\n", "\n", "In order to keep the style of the output consistent, the first code cell of the notebook should contain the following code snippet." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Make inline plots vector graphics instead of raster graphics\n", "%matplotlib inline\n", "from IPython.display import set_matplotlib_formats\n", "\n", "set_matplotlib_formats(\"pdf\", \"svg\")\n", "\n", "# Plotting\n", "import matplotlib.pyplot as plt\n", "\n", "plt.style.use(\"../probnum.mplstyle\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This snippet defines the style of plots generated by Matplotlib. For example, it\n", "defines the font and makes sure any output is a vector graphic. If you need to use specific LaTeX packages, e.g. to label your plots, simply add them to the list via:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "plt.rcParams[\"text.latex.preamble\"] += r\" \\usepackage{siunitx}\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'\\\\usepackage[cm]{sfmath} \\\\usepackage{amsmath, amssymb} \\\\usepackage{bm} \\\\renewcommand{\\\\familydefault}{\\\\sfdefault} \\\\usepackage{siunitx}'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.rcParams[\"text.latex.preamble\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adding the Notebook to the Website\n", "\n", "Now that you've created your notebook, we have to add it in the right place on the website. Check the existing\n", "topics in `./docs/source/tutorials/.rst` and add your notebook name to the appropriate `nbgallery`.\n", "\n", "```rst\n", ".. nbgallery::\n", "\n", " my_example_notebook\n", "```\n", "This creates a gallery item on the corresponding topic page in the documentation under tutorials. You can set the preview image for your example notebook by choosing a cell that produces an output plot and adding a tag to the metadata of the corresponding Jupyter notebook cell.\n", "\n", "```json\n", "{\n", " \"tags\": [\n", " \"nbsphinx-thumbnail\"\n", " ]\n", "}\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Viewing the Result\n", "\n", "In order to view the resulting page from the notebook, build the documentation locally via\n", "\n", "```bash\n", "tox -e docs\n", "```\n", "If the notebook compiles successfully, you should see similar output to the one below.\n", "```bash\n", "...\n", "copying static files... ... done\n", "copying extra files... done\n", "dumping search index in English (code: en)... done\n", "dumping object inventory... done\n", "build succeeded.\n", "\n", "The HTML pages are in _build/html.\n", "\n", "Build finished. The HTML pages are in _build/html.\n", "___________________________________ summary ____________________________________\n", " docs: commands succeeded\n", " congratulations :)\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can now view your results locally by opening the website in `./docs/_build/html`. Make sure you fix any error messages popping up in the build before making a pull request to the `main` branch. Once you've created a pull request [ReadTheDocs](https://readthedocs.org/projects/probnum/) will automatically build the documentation including your new example notebook." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" }, "tags": [ "nbsphinx-thumbnail" ] }, "nbformat": 4, "nbformat_minor": 4 }