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---
jupytext:
text_representation:
extension: .md
format_name: myst
kernelspec:
display_name: Python 3
language: python
name: python3
---
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# Creating an Example
This is an example template file for writing Jupyter Notebooks in markdown, using MyST. For more information on MyST notebooks, see the [MyST-NB documentation](https://myst-nb.readthedocs.io/en/latest/index.html). If you want to learn more about the MyST parser, see the [MyST documentation](https://myst-parser.readthedocs.io/en/latest/).
MyST is CommonMark compliant, so you can use plain markdown here. In case you need to execute restructured text (rST) directives, you can use `{eval-rst}` to execute the code. For instance, here's a note written in rST:
```{eval-rst}
.. note::
A note written in reStructuredText.
```
```{margin}
You can create margins with this syntax for smaller notes that don't make it into the main
text.
```
You can also easily define footnotes.[^example]
[^example]: This is a footnote.
## Adding code cells
```{code-cell} python3
import ray
import ray.rllib.agents.ppo as ppo
from ray import serve
def train_ppo_model():
trainer = ppo.PPOTrainer(
config={"framework": "torch", "num_workers": 0},
env="CartPole-v0",
)
# Train for one iteration
trainer.train()
trainer.save("/tmp/rllib_checkpoint")
return "/tmp/rllib_checkpoint/checkpoint_000001/checkpoint-1"
checkpoint_path = train_ppo_model()
```
## Hiding and removing cells
You can hide cells, so that they toggle when you click the cell header. You can use different `:tags:` like `hide-cell`, `hide-input`, or `hide-output` to hide cell content, and you can use `remove-cell`, `remove-input`, or `remove-output` to completely remove the cell when rendered. Those cells still show up in the notebook itself.
```{code-cell} python3
:tags: [hide-cell]
# This can be useful if you don't want to clutter the page with details.
import ray
import ray.rllib.agents.ppo as ppo
from ray import serve
```
:::{tip}
Here's a quick tip.
:::
:::{note}
And this is a note.
:::
The following cell doesn't render:
```{code-cell} python3
:tags: [remove-cell]
ray.shutdown()
```
## Equations
\begin{equation}
\frac {\partial u}{\partial x} + \frac{\partial v}{\partial y} = - \, \frac{\partial w}{\partial z}
\end{equation}
\begin{align*}
2x - 5y &= 8 \\
3x + 9y &= -12
\end{align*}