Spaces:
Runtime error
Runtime error
alonsosilva
commited on
Add app.py
Browse files
app.py
CHANGED
@@ -1,470 +1,140 @@
|
|
1 |
import marimo
|
2 |
|
3 |
-
__generated_with = "0.9.
|
4 |
-
app = marimo.App()
|
5 |
-
|
6 |
-
|
7 |
-
@app.cell
|
8 |
-
def __():
|
9 |
-
import marimo as mo
|
10 |
-
|
11 |
-
mo.md("# Welcome to marimo! ππ")
|
12 |
-
return (mo,)
|
13 |
|
14 |
|
15 |
@app.cell
|
16 |
def __(mo):
|
17 |
-
|
18 |
-
return (slider,)
|
19 |
-
|
20 |
-
|
21 |
-
@app.cell
|
22 |
-
def __(mo, slider):
|
23 |
-
mo.md(
|
24 |
-
f"""
|
25 |
-
marimo is a **reactive** Python notebook.
|
26 |
-
|
27 |
-
This means that unlike traditional notebooks, marimo notebooks **run
|
28 |
-
automatically** when you modify them or
|
29 |
-
interact with UI elements, like this slider: {slider}.
|
30 |
-
|
31 |
-
{"##" + "π" * slider.value}
|
32 |
-
"""
|
33 |
-
)
|
34 |
return
|
35 |
|
36 |
|
37 |
-
@app.cell
|
38 |
-
def __(
|
39 |
-
|
40 |
-
|
41 |
-
|
42 |
-
|
43 |
-
|
44 |
-
|
45 |
-
|
46 |
-
|
47 |
-
|
48 |
-
When the runtime is lazy, after running a cell, marimo marks its
|
49 |
-
descendants as stale instead of automatically running them. The
|
50 |
-
lazy runtime puts you in control over when cells are run, while
|
51 |
-
still giving guarantees about the notebook state.
|
52 |
-
"""
|
53 |
-
)
|
54 |
-
}
|
55 |
-
)
|
56 |
return
|
57 |
|
58 |
|
59 |
-
@app.cell
|
60 |
def __(mo):
|
61 |
-
mo.
|
62 |
-
|
63 |
-
Tip: This is a tutorial notebook. You can create your own notebooks
|
64 |
-
by entering `marimo edit` at the command line.
|
65 |
-
"""
|
66 |
-
).callout()
|
67 |
-
return
|
68 |
|
69 |
-
|
70 |
-
@app.cell(hide_code=True)
|
71 |
def __(mo):
|
72 |
-
mo.
|
73 |
-
|
74 |
-
## 1. Reactive execution
|
75 |
-
|
76 |
-
A marimo notebook is made up of small blocks of Python code called
|
77 |
-
cells.
|
78 |
|
79 |
-
marimo reads your cells and models the dependencies among them: whenever
|
80 |
-
a cell that defines a global variable is run, marimo
|
81 |
-
**automatically runs** all cells that reference that variable.
|
82 |
-
|
83 |
-
Reactivity keeps your program state and outputs in sync with your code,
|
84 |
-
making for a dynamic programming environment that prevents bugs before they
|
85 |
-
happen.
|
86 |
-
"""
|
87 |
-
)
|
88 |
-
return
|
89 |
|
|
|
|
|
|
|
90 |
|
91 |
-
|
92 |
-
|
93 |
-
(
|
94 |
-
mo.md(
|
95 |
-
f"""
|
96 |
-
**β¨ Nice!** The value of `changed` is now {changed}.
|
97 |
-
|
98 |
-
When you updated the value of the variable `changed`, marimo
|
99 |
-
**reacted** by running this cell automatically, because this cell
|
100 |
-
references the global variable `changed`.
|
101 |
-
|
102 |
-
Reactivity ensures that your notebook state is always
|
103 |
-
consistent, which is crucial for doing good science; it's also what
|
104 |
-
enables marimo notebooks to double as tools and apps.
|
105 |
-
"""
|
106 |
-
)
|
107 |
-
if changed
|
108 |
-
else mo.md(
|
109 |
-
"""
|
110 |
-
**π See it in action.** In the next cell, change the value of the
|
111 |
-
variable `changed` to `True`, then click the run button.
|
112 |
-
"""
|
113 |
-
)
|
114 |
-
)
|
115 |
-
return
|
116 |
|
117 |
|
118 |
@app.cell
|
119 |
def __():
|
120 |
-
|
121 |
-
return (changed,)
|
122 |
-
|
123 |
-
|
124 |
-
@app.cell(hide_code=True)
|
125 |
-
def __(mo):
|
126 |
-
mo.accordion(
|
127 |
-
{
|
128 |
-
"Tip: execution order": (
|
129 |
-
"""
|
130 |
-
The order of cells on the page has no bearing on
|
131 |
-
the order in which cells are executed: marimo knows that a cell
|
132 |
-
reading a variable must run after the cell that defines it. This
|
133 |
-
frees you to organize your code in the way that makes the most
|
134 |
-
sense for you.
|
135 |
-
"""
|
136 |
-
)
|
137 |
-
}
|
138 |
-
)
|
139 |
-
return
|
140 |
-
|
141 |
-
|
142 |
-
@app.cell(hide_code=True)
|
143 |
-
def __(mo):
|
144 |
-
mo.md(
|
145 |
-
"""
|
146 |
-
**Global names must be unique.** To enable reactivity, marimo imposes a
|
147 |
-
constraint on how names appear in cells: no two cells may define the same
|
148 |
-
variable.
|
149 |
-
"""
|
150 |
-
)
|
151 |
-
return
|
152 |
-
|
153 |
-
|
154 |
-
@app.cell(hide_code=True)
|
155 |
-
def __(mo):
|
156 |
-
mo.accordion(
|
157 |
-
{
|
158 |
-
"Tip: encapsulation": (
|
159 |
-
"""
|
160 |
-
By encapsulating logic in functions, classes, or Python modules,
|
161 |
-
you can minimize the number of global variables in your notebook.
|
162 |
-
"""
|
163 |
-
)
|
164 |
-
}
|
165 |
-
)
|
166 |
-
return
|
167 |
-
|
168 |
-
|
169 |
-
@app.cell(hide_code=True)
|
170 |
-
def __(mo):
|
171 |
-
mo.accordion(
|
172 |
-
{
|
173 |
-
"Tip: private variables": (
|
174 |
-
"""
|
175 |
-
Variables prefixed with an underscore are "private" to a cell, so
|
176 |
-
they can be defined by multiple cells.
|
177 |
-
"""
|
178 |
-
)
|
179 |
-
}
|
180 |
-
)
|
181 |
-
return
|
182 |
-
|
183 |
-
|
184 |
-
@app.cell(hide_code=True)
|
185 |
-
def __(mo):
|
186 |
-
mo.md(
|
187 |
-
"""
|
188 |
-
## 2. UI elements
|
189 |
-
|
190 |
-
Cells can output interactive UI elements. Interacting with a UI
|
191 |
-
element **automatically triggers notebook execution**: when
|
192 |
-
you interact with a UI element, its value is sent back to Python, and
|
193 |
-
every cell that references that element is re-run.
|
194 |
-
|
195 |
-
marimo provides a library of UI elements to choose from under
|
196 |
-
`marimo.ui`.
|
197 |
-
"""
|
198 |
-
)
|
199 |
-
return
|
200 |
-
|
201 |
|
202 |
-
|
203 |
-
|
204 |
-
mo
|
205 |
-
return
|
206 |
|
207 |
|
208 |
@app.cell
|
209 |
-
def __(
|
210 |
-
|
211 |
-
|
|
|
|
|
|
|
|
|
212 |
|
213 |
|
214 |
@app.cell
|
215 |
-
def __(
|
216 |
-
|
217 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
218 |
|
219 |
|
220 |
@app.cell
|
221 |
-
def __(
|
222 |
-
|
223 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
224 |
|
225 |
|
226 |
@app.cell
|
227 |
-
def __(
|
228 |
-
|
229 |
-
return
|
230 |
-
|
231 |
-
|
232 |
-
@app.cell(hide_code=True)
|
233 |
-
def __(mo):
|
234 |
-
mo.md(
|
235 |
-
"""
|
236 |
-
## 3. marimo is just Python
|
237 |
-
|
238 |
-
marimo cells parse Python (and only Python), and marimo notebooks are
|
239 |
-
stored as pure Python files β outputs are _not_ included. There's no
|
240 |
-
magical syntax.
|
241 |
-
|
242 |
-
The Python files generated by marimo are:
|
243 |
-
|
244 |
-
- easily versioned with git, yielding minimal diffs
|
245 |
-
- legible for both humans and machines
|
246 |
-
- formattable using your tool of choice,
|
247 |
-
- usable as Python scripts, with UI elements taking their default
|
248 |
-
values, and
|
249 |
-
- importable by other modules (more on that in the future).
|
250 |
-
"""
|
251 |
-
)
|
252 |
-
return
|
253 |
-
|
254 |
|
255 |
-
|
256 |
-
|
257 |
-
|
258 |
-
|
259 |
-
## 4. Running notebooks as apps
|
260 |
|
261 |
-
marimo notebooks can double as apps. Click the app window icon in the
|
262 |
-
bottom-right to see this notebook in "app view."
|
263 |
|
264 |
-
|
265 |
-
|
266 |
-
|
267 |
-
|
268 |
-
|
269 |
-
|
|
|
|
|
270 |
|
271 |
|
272 |
-
@app.cell
|
273 |
def __(mo):
|
274 |
-
mo.
|
275 |
-
"""
|
276 |
-
## 5. The `marimo` command-line tool
|
277 |
-
|
278 |
-
**Creating and editing notebooks.** Use
|
279 |
-
|
280 |
-
```
|
281 |
-
marimo edit
|
282 |
-
```
|
283 |
-
|
284 |
-
in a terminal to start the marimo notebook server. From here
|
285 |
-
you can create a new notebook or edit existing ones.
|
286 |
-
|
287 |
-
|
288 |
-
**Running as apps.** Use
|
289 |
-
|
290 |
-
```
|
291 |
-
marimo run notebook.py
|
292 |
-
```
|
293 |
-
|
294 |
-
to start a webserver that serves your notebook as an app in read-only mode,
|
295 |
-
with code cells hidden.
|
296 |
-
|
297 |
-
**Convert a Jupyter notebook.** Convert a Jupyter notebook to a marimo
|
298 |
-
notebook using `marimo convert`:
|
299 |
-
|
300 |
-
```
|
301 |
-
marimo convert your_notebook.ipynb > your_app.py
|
302 |
-
```
|
303 |
-
|
304 |
-
**Tutorials.** marimo comes packaged with tutorials:
|
305 |
-
|
306 |
-
- `dataflow`: more on marimo's automatic execution
|
307 |
-
- `ui`: how to use UI elements
|
308 |
-
- `markdown`: how to write markdown, with interpolated values and
|
309 |
-
LaTeX
|
310 |
-
- `plots`: how plotting works in marimo
|
311 |
-
- `sql`: how to use SQL
|
312 |
-
- `layout`: layout elements in marimo
|
313 |
-
- `fileformat`: how marimo's file format works
|
314 |
-
- `markdown-format`: for using `.md` files in marimo
|
315 |
-
- `for-jupyter-users`: if you are coming from Jupyter
|
316 |
-
|
317 |
-
Start a tutorial with `marimo tutorial`; for example,
|
318 |
-
|
319 |
-
```
|
320 |
-
marimo tutorial dataflow
|
321 |
-
```
|
322 |
-
|
323 |
-
In addition to tutorials, we have examples in our
|
324 |
-
[our GitHub repo](https://www.github.com/marimo-team/marimo/tree/main/examples).
|
325 |
-
"""
|
326 |
)
|
327 |
-
return
|
328 |
|
329 |
|
330 |
-
@app.cell
|
331 |
-
def __(
|
332 |
-
|
333 |
"""
|
334 |
-
|
335 |
|
336 |
-
|
|
|
|
|
337 |
"""
|
338 |
-
|
339 |
-
return
|
340 |
|
341 |
|
342 |
@app.cell
|
343 |
-
def __(
|
344 |
-
|
345 |
-
return
|
346 |
-
|
347 |
-
|
348 |
-
@app.cell(hide_code=True)
|
349 |
-
def __(mo):
|
350 |
-
mo.md("""## Finally, a fun fact""")
|
351 |
-
return
|
352 |
-
|
353 |
-
|
354 |
-
@app.cell(hide_code=True)
|
355 |
-
def __(mo):
|
356 |
-
mo.md(
|
357 |
-
"""
|
358 |
-
The name "marimo" is a reference to a type of algae that, under
|
359 |
-
the right conditions, clumps together to form a small sphere
|
360 |
-
called a "marimo moss ball". Made of just strands of algae, these
|
361 |
-
beloved assemblages are greater than the sum of their parts.
|
362 |
-
"""
|
363 |
-
)
|
364 |
return
|
365 |
|
366 |
-
|
367 |
-
@app.cell(hide_code=True)
|
368 |
-
def __():
|
369 |
-
tips = {
|
370 |
-
"Saving": (
|
371 |
-
"""
|
372 |
-
**Saving**
|
373 |
-
|
374 |
-
- _Name_ your app using the box at the top of the screen, or
|
375 |
-
with `Ctrl/Cmd+s`. You can also create a named app at the
|
376 |
-
command line, e.g., `marimo edit app_name.py`.
|
377 |
-
|
378 |
-
- _Save_ by clicking the save icon on the bottom right, or by
|
379 |
-
inputting `Ctrl/Cmd+s`. By default marimo is configured
|
380 |
-
to autosave.
|
381 |
-
"""
|
382 |
-
),
|
383 |
-
"Running": (
|
384 |
-
"""
|
385 |
-
1. _Run a cell_ by clicking the play ( β· ) button on the top
|
386 |
-
right of a cell, or by inputting `Ctrl/Cmd+Enter`.
|
387 |
-
|
388 |
-
2. _Run a stale cell_ by clicking the yellow run button on the
|
389 |
-
right of the cell, or by inputting `Ctrl/Cmd+Enter`. A cell is
|
390 |
-
stale when its code has been modified but not run.
|
391 |
-
|
392 |
-
3. _Run all stale cells_ by clicking the play ( β· ) button on
|
393 |
-
the bottom right of the screen, or input `Ctrl/Cmd+Shift+r`.
|
394 |
-
"""
|
395 |
-
),
|
396 |
-
"Console Output": (
|
397 |
-
"""
|
398 |
-
Console output (e.g., `print()` statements) is shown below a
|
399 |
-
cell.
|
400 |
-
"""
|
401 |
-
),
|
402 |
-
"Creating, Moving, and Deleting Cells": (
|
403 |
-
"""
|
404 |
-
1. _Create_ a new cell above or below a given one by clicking
|
405 |
-
the plus button to the left of the cell, which appears on
|
406 |
-
mouse hover.
|
407 |
-
|
408 |
-
2. _Move_ a cell up or down by dragging on the handle to the
|
409 |
-
right of the cell, which appears on mouse hover.
|
410 |
-
|
411 |
-
3. _Delete_ a cell by clicking the trash bin icon. Bring it
|
412 |
-
back by clicking the undo button on the bottom right of the
|
413 |
-
screen, or with `Ctrl/Cmd+Shift+z`.
|
414 |
-
"""
|
415 |
-
),
|
416 |
-
"Disabling Automatic Execution": (
|
417 |
-
"""
|
418 |
-
Via the notebook settings (gear icon) or footer panel, you
|
419 |
-
can disable automatic execution. This is helpful when
|
420 |
-
working with expensive notebooks or notebooks that have
|
421 |
-
side-effects like database transactions.
|
422 |
-
"""
|
423 |
-
),
|
424 |
-
"Disabling Cells": (
|
425 |
-
"""
|
426 |
-
You can disable a cell via the cell context menu.
|
427 |
-
marimo will never run a disabled cell or any cells that depend on it.
|
428 |
-
This can help prevent accidental execution of expensive computations
|
429 |
-
when editing a notebook.
|
430 |
-
"""
|
431 |
-
),
|
432 |
-
"Code Folding": (
|
433 |
-
"""
|
434 |
-
You can collapse or fold the code in a cell by clicking the arrow
|
435 |
-
icons in the line number column to the left, or by using keyboard
|
436 |
-
shortcuts.
|
437 |
-
|
438 |
-
Use the command palette (`Ctrl/Cmd+k`) or a keyboard shortcut to
|
439 |
-
quickly fold or unfold all cells.
|
440 |
-
"""
|
441 |
-
),
|
442 |
-
"Code Formatting": (
|
443 |
-
"""
|
444 |
-
If you have [ruff](https://github.com/astral-sh/ruff) installed,
|
445 |
-
you can format a cell with the keyboard shortcut `Ctrl/Cmd+b`.
|
446 |
-
"""
|
447 |
-
),
|
448 |
-
"Command Palette": (
|
449 |
-
"""
|
450 |
-
Use `Ctrl/Cmd+k` to open the command palette.
|
451 |
-
"""
|
452 |
-
),
|
453 |
-
"Keyboard Shortcuts": (
|
454 |
-
"""
|
455 |
-
Open the notebook menu (top-right) or input `Ctrl/Cmd+Shift+h` to
|
456 |
-
view a list of all keyboard shortcuts.
|
457 |
-
"""
|
458 |
-
),
|
459 |
-
"Configuration": (
|
460 |
-
"""
|
461 |
-
Configure the editor by clicking the gears icon near the top-right
|
462 |
-
of the screen.
|
463 |
-
"""
|
464 |
-
),
|
465 |
-
}
|
466 |
-
return (tips,)
|
467 |
-
|
468 |
-
|
469 |
-
if __name__ == "__main__":
|
470 |
-
app.run()
|
|
|
1 |
import marimo
|
2 |
|
3 |
+
__generated_with = "0.9.14"
|
4 |
+
app = marimo.App(width="medium")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
5 |
|
6 |
|
7 |
@app.cell
|
8 |
def __(mo):
|
9 |
+
mo.md(r"""# Chat is an abstraction""")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
10 |
return
|
11 |
|
12 |
|
13 |
+
@app.cell
|
14 |
+
def __(
|
15 |
+
add_generation_prompt,
|
16 |
+
mo,
|
17 |
+
model_id,
|
18 |
+
multiselect,
|
19 |
+
output2,
|
20 |
+
system_message,
|
21 |
+
user_message,
|
22 |
+
):
|
23 |
+
mo.hstack([mo.vstack([model_id, system_message, user_message, add_generation_prompt, multiselect]), mo.vstack([mo.md("**What the LLM sees:**"), output2], align="start", justify="start")], gap=2, widths=[1,2])
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
24 |
return
|
25 |
|
26 |
|
27 |
+
@app.cell
|
28 |
def __(mo):
|
29 |
+
add_generation_prompt = mo.ui.checkbox(label="Add generation prompt:")
|
30 |
+
return (add_generation_prompt,)
|
|
|
|
|
|
|
|
|
|
|
31 |
|
32 |
+
@app.cell
|
|
|
33 |
def __(mo):
|
34 |
+
model_id = mo.ui.text_area("Qwen/Qwen2.5-0.5B-Instruct", label="Model", rows=1)
|
35 |
+
return (model_id,)
|
|
|
|
|
|
|
|
|
36 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
37 |
|
38 |
+
@app.cell
|
39 |
+
def __(model_id):
|
40 |
+
from transformers import AutoTokenizer
|
41 |
|
42 |
+
tokenizer = AutoTokenizer.from_pretrained(model_id.value)
|
43 |
+
return AutoTokenizer, tokenizer
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
44 |
|
45 |
|
46 |
@app.cell
|
47 |
def __():
|
48 |
+
import marimo as mo
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
49 |
|
50 |
+
system_message = mo.ui.text_area("", rows=1, debounce=False, label="System message:")
|
51 |
+
user_message = mo.ui.text_area("", rows=2, debounce=False, label="User message:")
|
52 |
+
return mo, system_message, user_message
|
|
|
53 |
|
54 |
|
55 |
@app.cell
|
56 |
+
def __(system_message, user_message):
|
57 |
+
messages = []
|
58 |
+
if system_message.value != "":
|
59 |
+
messages.append({"role": "system", "content": system_message.value})
|
60 |
+
if user_message.value != "":
|
61 |
+
messages.append({"role": "user", "content": user_message.value})
|
62 |
+
return (messages,)
|
63 |
|
64 |
|
65 |
@app.cell
|
66 |
+
def __(add_generation_prompt, messages, mo, tokenizer, tools):
|
67 |
+
if messages != []:
|
68 |
+
output = mo.md(repr(tokenizer.apply_chat_template(messages,
|
69 |
+
add_generation_prompt=add_generation_prompt.value,
|
70 |
+
tools=tools,
|
71 |
+
tokenize=False)))
|
72 |
+
else:
|
73 |
+
output = ""
|
74 |
+
return (output,)
|
75 |
|
76 |
|
77 |
@app.cell
|
78 |
+
def __(add_generation_prompt, messages, mo, tokenizer, tools):
|
79 |
+
if messages != []:
|
80 |
+
if tools != []:
|
81 |
+
output2 = mo.md(tokenizer.apply_chat_template(messages,
|
82 |
+
add_generation_prompt= add_generation_prompt.value,
|
83 |
+
tools=tools,
|
84 |
+
tokenize=False).replace("\n","\n\n").replace("#", "\#"))
|
85 |
+
else:
|
86 |
+
output2 = mo.md(tokenizer.apply_chat_template(messages,
|
87 |
+
add_generation_prompt= add_generation_prompt.value,
|
88 |
+
tokenize=False).replace("\n","\n\n").replace("#", "\#"))
|
89 |
+
else:
|
90 |
+
output2 = ""
|
91 |
+
return (output2,)
|
92 |
|
93 |
|
94 |
@app.cell
|
95 |
+
def __():
|
96 |
+
import datetime
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
97 |
|
98 |
+
def current_time():
|
99 |
+
"""Get the current local time as a string."""
|
100 |
+
return str(datetime.now())
|
101 |
+
return current_time, datetime
|
|
|
102 |
|
|
|
|
|
103 |
|
104 |
+
@app.cell
|
105 |
+
def __(current_time, multiply, multiselect):
|
106 |
+
tools = []
|
107 |
+
if "current_time" in multiselect.value:
|
108 |
+
tools.append(current_time)
|
109 |
+
if "multiply" in multiselect.value:
|
110 |
+
tools.append(multiply)
|
111 |
+
return (tools,)
|
112 |
|
113 |
|
114 |
+
@app.cell
|
115 |
def __(mo):
|
116 |
+
multiselect = mo.ui.multiselect(
|
117 |
+
options=["current_time", "multiply"], label="Provide some tools:"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
118 |
)
|
119 |
+
return (multiselect,)
|
120 |
|
121 |
|
122 |
+
@app.cell
|
123 |
+
def __():
|
124 |
+
def multiply(a: float, b: float):
|
125 |
"""
|
126 |
+
A function that multiplies two numbers
|
127 |
|
128 |
+
Args:
|
129 |
+
a: The first number to multiply
|
130 |
+
b: The second number to multiply
|
131 |
"""
|
132 |
+
return a * b
|
133 |
+
return (multiply,)
|
134 |
|
135 |
|
136 |
@app.cell
|
137 |
+
def __():
|
138 |
+
# tokenizer.chat_template
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
139 |
return
|
140 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|