Spaces:
Sleeping
Sleeping
File size: 12,683 Bytes
324ae1d |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 |
import marimo
__generated_with = "0.9.2"
app = marimo.App()
@app.cell
def __():
import marimo as mo
mo.md("# Welcome to marimo! ππ")
return (mo,)
@app.cell
def __(mo):
slider = mo.ui.slider(1, 22)
return (slider,)
@app.cell
def __(mo, slider):
mo.md(
f"""
marimo is a **reactive** Python notebook.
This means that unlike traditional notebooks, marimo notebooks **run
automatically** when you modify them or
interact with UI elements, like this slider: {slider}.
{"##" + "π" * slider.value}
"""
)
return
@app.cell(hide_code=True)
def __(mo):
mo.accordion(
{
"Tip: disabling automatic execution": mo.md(
rf"""
marimo lets you disable automatic execution: just go into the
notebook settings and set
"Runtime > On Cell Change" to "lazy".
When the runtime is lazy, after running a cell, marimo marks its
descendants as stale instead of automatically running them. The
lazy runtime puts you in control over when cells are run, while
still giving guarantees about the notebook state.
"""
)
}
)
return
@app.cell(hide_code=True)
def __(mo):
mo.md(
"""
Tip: This is a tutorial notebook. You can create your own notebooks
by entering `marimo edit` at the command line.
"""
).callout()
return
@app.cell(hide_code=True)
def __(mo):
mo.md(
"""
## 1. Reactive execution
A marimo notebook is made up of small blocks of Python code called
cells.
marimo reads your cells and models the dependencies among them: whenever
a cell that defines a global variable is run, marimo
**automatically runs** all cells that reference that variable.
Reactivity keeps your program state and outputs in sync with your code,
making for a dynamic programming environment that prevents bugs before they
happen.
"""
)
return
@app.cell(hide_code=True)
def __(changed, mo):
(
mo.md(
f"""
**β¨ Nice!** The value of `changed` is now {changed}.
When you updated the value of the variable `changed`, marimo
**reacted** by running this cell automatically, because this cell
references the global variable `changed`.
Reactivity ensures that your notebook state is always
consistent, which is crucial for doing good science; it's also what
enables marimo notebooks to double as tools and apps.
"""
)
if changed
else mo.md(
"""
**π See it in action.** In the next cell, change the value of the
variable `changed` to `True`, then click the run button.
"""
)
)
return
@app.cell
def __():
changed = False
return (changed,)
@app.cell(hide_code=True)
def __(mo):
mo.accordion(
{
"Tip: execution order": (
"""
The order of cells on the page has no bearing on
the order in which cells are executed: marimo knows that a cell
reading a variable must run after the cell that defines it. This
frees you to organize your code in the way that makes the most
sense for you.
"""
)
}
)
return
@app.cell(hide_code=True)
def __(mo):
mo.md(
"""
**Global names must be unique.** To enable reactivity, marimo imposes a
constraint on how names appear in cells: no two cells may define the same
variable.
"""
)
return
@app.cell(hide_code=True)
def __(mo):
mo.accordion(
{
"Tip: encapsulation": (
"""
By encapsulating logic in functions, classes, or Python modules,
you can minimize the number of global variables in your notebook.
"""
)
}
)
return
@app.cell(hide_code=True)
def __(mo):
mo.accordion(
{
"Tip: private variables": (
"""
Variables prefixed with an underscore are "private" to a cell, so
they can be defined by multiple cells.
"""
)
}
)
return
@app.cell(hide_code=True)
def __(mo):
mo.md(
"""
## 2. UI elements
Cells can output interactive UI elements. Interacting with a UI
element **automatically triggers notebook execution**: when
you interact with a UI element, its value is sent back to Python, and
every cell that references that element is re-run.
marimo provides a library of UI elements to choose from under
`marimo.ui`.
"""
)
return
@app.cell
def __(mo):
mo.md("""**π Some UI elements.** Try interacting with the below elements.""")
return
@app.cell
def __(mo):
icon = mo.ui.dropdown(["π", "π", "β¨"], value="π")
return (icon,)
@app.cell
def __(icon, mo):
repetitions = mo.ui.slider(1, 16, label=f"number of {icon.value}: ")
return (repetitions,)
@app.cell
def __(icon, repetitions):
icon, repetitions
return
@app.cell
def __(icon, mo, repetitions):
mo.md("# " + icon.value * repetitions.value)
return
@app.cell(hide_code=True)
def __(mo):
mo.md(
"""
## 3. marimo is just Python
marimo cells parse Python (and only Python), and marimo notebooks are
stored as pure Python files β outputs are _not_ included. There's no
magical syntax.
The Python files generated by marimo are:
- easily versioned with git, yielding minimal diffs
- legible for both humans and machines
- formattable using your tool of choice,
- usable as Python scripts, with UI elements taking their default
values, and
- importable by other modules (more on that in the future).
"""
)
return
@app.cell(hide_code=True)
def __(mo):
mo.md(
"""
## 4. Running notebooks as apps
marimo notebooks can double as apps. Click the app window icon in the
bottom-right to see this notebook in "app view."
Serve a notebook as an app with `marimo run` at the command-line.
Of course, you can use marimo just to level-up your
notebooking, without ever making apps.
"""
)
return
@app.cell(hide_code=True)
def __(mo):
mo.md(
"""
## 5. The `marimo` command-line tool
**Creating and editing notebooks.** Use
```
marimo edit
```
in a terminal to start the marimo notebook server. From here
you can create a new notebook or edit existing ones.
**Running as apps.** Use
```
marimo run notebook.py
```
to start a webserver that serves your notebook as an app in read-only mode,
with code cells hidden.
**Convert a Jupyter notebook.** Convert a Jupyter notebook to a marimo
notebook using `marimo convert`:
```
marimo convert your_notebook.ipynb > your_app.py
```
**Tutorials.** marimo comes packaged with tutorials:
- `dataflow`: more on marimo's automatic execution
- `ui`: how to use UI elements
- `markdown`: how to write markdown, with interpolated values and
LaTeX
- `plots`: how plotting works in marimo
- `sql`: how to use SQL
- `layout`: layout elements in marimo
- `fileformat`: how marimo's file format works
- `markdown-format`: for using `.md` files in marimo
- `for-jupyter-users`: if you are coming from Jupyter
Start a tutorial with `marimo tutorial`; for example,
```
marimo tutorial dataflow
```
In addition to tutorials, we have examples in our
[our GitHub repo](https://www.github.com/marimo-team/marimo/tree/main/examples).
"""
)
return
@app.cell(hide_code=True)
def __(mo):
mo.md(
"""
## 6. The marimo editor
Here are some tips to help you get started with the marimo editor.
"""
)
return
@app.cell
def __(mo, tips):
mo.accordion(tips)
return
@app.cell(hide_code=True)
def __(mo):
mo.md("""## Finally, a fun fact""")
return
@app.cell(hide_code=True)
def __(mo):
mo.md(
"""
The name "marimo" is a reference to a type of algae that, under
the right conditions, clumps together to form a small sphere
called a "marimo moss ball". Made of just strands of algae, these
beloved assemblages are greater than the sum of their parts.
"""
)
return
@app.cell(hide_code=True)
def __():
tips = {
"Saving": (
"""
**Saving**
- _Name_ your app using the box at the top of the screen, or
with `Ctrl/Cmd+s`. You can also create a named app at the
command line, e.g., `marimo edit app_name.py`.
- _Save_ by clicking the save icon on the bottom right, or by
inputting `Ctrl/Cmd+s`. By default marimo is configured
to autosave.
"""
),
"Running": (
"""
1. _Run a cell_ by clicking the play ( β· ) button on the top
right of a cell, or by inputting `Ctrl/Cmd+Enter`.
2. _Run a stale cell_ by clicking the yellow run button on the
right of the cell, or by inputting `Ctrl/Cmd+Enter`. A cell is
stale when its code has been modified but not run.
3. _Run all stale cells_ by clicking the play ( β· ) button on
the bottom right of the screen, or input `Ctrl/Cmd+Shift+r`.
"""
),
"Console Output": (
"""
Console output (e.g., `print()` statements) is shown below a
cell.
"""
),
"Creating, Moving, and Deleting Cells": (
"""
1. _Create_ a new cell above or below a given one by clicking
the plus button to the left of the cell, which appears on
mouse hover.
2. _Move_ a cell up or down by dragging on the handle to the
right of the cell, which appears on mouse hover.
3. _Delete_ a cell by clicking the trash bin icon. Bring it
back by clicking the undo button on the bottom right of the
screen, or with `Ctrl/Cmd+Shift+z`.
"""
),
"Disabling Automatic Execution": (
"""
Via the notebook settings (gear icon) or footer panel, you
can disable automatic execution. This is helpful when
working with expensive notebooks or notebooks that have
side-effects like database transactions.
"""
),
"Disabling Cells": (
"""
You can disable a cell via the cell context menu.
marimo will never run a disabled cell or any cells that depend on it.
This can help prevent accidental execution of expensive computations
when editing a notebook.
"""
),
"Code Folding": (
"""
You can collapse or fold the code in a cell by clicking the arrow
icons in the line number column to the left, or by using keyboard
shortcuts.
Use the command palette (`Ctrl/Cmd+k`) or a keyboard shortcut to
quickly fold or unfold all cells.
"""
),
"Code Formatting": (
"""
If you have [ruff](https://github.com/astral-sh/ruff) installed,
you can format a cell with the keyboard shortcut `Ctrl/Cmd+b`.
"""
),
"Command Palette": (
"""
Use `Ctrl/Cmd+k` to open the command palette.
"""
),
"Keyboard Shortcuts": (
"""
Open the notebook menu (top-right) or input `Ctrl/Cmd+Shift+h` to
view a list of all keyboard shortcuts.
"""
),
"Configuration": (
"""
Configure the editor by clicking the gears icon near the top-right
of the screen.
"""
),
}
return (tips,)
if __name__ == "__main__":
app.run()
|