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1 Parent(s): ed85eaf

add notebook

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  1. app.py +84 -406
app.py CHANGED
@@ -1,469 +1,147 @@
 
 
 
 
 
 
 
 
1
  import marimo
2
 
3
- __generated_with = "0.9.2"
4
- app = marimo.App()
5
 
6
 
7
  @app.cell
8
- def __():
9
  import marimo as mo
10
-
11
- mo.md("# Welcome to marimo! 🌊🍃")
12
  return (mo,)
13
 
14
 
15
- @app.cell
16
- def __(mo):
17
- slider = mo.ui.slider(1, 22)
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
- {"##" + "🍃" * slider.value}
32
- """
33
- )
34
- return
35
-
36
-
37
  @app.cell(hide_code=True)
38
- def __(mo):
39
- mo.accordion(
40
- {
41
- "Tip: disabling automatic execution": mo.md(
42
- rf"""
43
- marimo lets you disable automatic execution: just go into the
44
- notebook settings and set
45
-
46
- "Runtime > On Cell Change" to "lazy".
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(hide_code=True)
60
- def __(mo):
61
- mo.md(
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.md(
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
  @app.cell(hide_code=True)
92
- def __(changed, mo):
93
- (
94
- mo.md(
95
- f"""
96
- **✨ 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
- **🌊 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
- changed = False
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
- @app.cell
203
- def __(mo):
204
- mo.md("""**🌊 Some UI elements.** Try interacting with the below elements.""")
205
- return
206
-
207
-
208
- @app.cell
209
- def __(mo):
210
- icon = mo.ui.dropdown(["🍃", "🌊", "✨"], value="🍃")
211
- return (icon,)
212
-
213
-
214
- @app.cell
215
- def __(icon, mo):
216
- repetitions = mo.ui.slider(1, 16, label=f"number of {icon.value}: ")
217
- return (repetitions,)
218
-
219
-
220
- @app.cell
221
- def __(icon, repetitions):
222
- icon, repetitions
223
- return
224
-
225
-
226
- @app.cell
227
- def __(icon, mo, repetitions):
228
- mo.md("# " + icon.value * repetitions.value)
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 — 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
  @app.cell(hide_code=True)
256
- def __(mo):
257
- mo.md(
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
- Serve a notebook as an app with `marimo run` at the command-line.
265
- Of course, you can use marimo just to level-up your
266
- notebooking, without ever making apps.
267
- """
268
- )
269
- return
270
-
271
-
272
- @app.cell(hide_code=True)
273
- def __(mo):
274
  mo.md(
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(hide_code=True)
331
- def __(mo):
332
- mo.md(
333
- """
334
- ## 6. The marimo editor
335
-
336
- Here are some tips to help you get started with the marimo editor.
337
- """
 
338
  )
339
- return
340
-
341
-
342
- @app.cell
343
- def __(mo, tips):
344
- mo.accordion(tips)
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 ( ▷ ) 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 ( ▷ ) 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__":
 
1
+ # /// script
2
+ # requires-python = ">=3.12"
3
+ # dependencies = [
4
+ # "marimo-labs==0.1.0",
5
+ # "marimo",
6
+ # ]
7
+ # ///
8
+
9
  import marimo
10
 
11
+ __generated_with = "0.11.5"
12
+ app = marimo.App(width="medium")
13
 
14
 
15
  @app.cell
16
+ def _():
17
  import marimo as mo
 
 
18
  return (mo,)
19
 
20
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
21
  @app.cell(hide_code=True)
22
+ def _(mo):
23
+ default_model = mo.query_params().get("model") or ""
24
+ model_repo = mo.ui.text(
25
+ label="Model repo",
26
+ full_width=True,
27
+ value=default_model,
28
+ placeholder="e.g. gpt2, bert-base-uncased",
29
+ ).form(bordered=False)
30
+ model_repo
31
+ return default_model, model_repo
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
32
 
33
 
34
  @app.cell(hide_code=True)
35
+ def _(mo):
36
  mo.md(
37
+ r"""
38
+ Interactively try out AI models hosted on HuggingFace!
 
 
 
39
 
40
+ Some popular models to try:
 
 
41
 
42
+ - **Feature Extraction**: `julien-c/distilbert-feature-extraction`
43
+ - **Text to Speech**: `julien-c/ljspeech_tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space_train`
44
+ - **Text to Image**: `runwayml/stable-diffusion-v1-5`
45
  """
46
  )
47
  return
48
 
49
 
50
  @app.cell(hide_code=True)
51
+ def _(mo):
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
52
  mo.accordion(
53
  {
54
+ "View more": mo.md("""
55
+ _Audio Models_
 
 
 
 
 
 
 
 
 
 
 
56
 
57
+ - **Audio Classification**: `ehcalabres/wav2vec2-lg-xlsr-en-speech-emotion-recognition`
58
+ - **Audio to Audio**: `facebook/xm_transformer_sm_all-en`
59
+ - **Speech Recognition**: `facebook/wav2vec2-base-960h`
 
 
 
 
 
 
 
60
 
61
+ _Image Models_
62
 
63
+ - **Image Classification**: `google/vit-base-patch16-224`
64
+ - **Image to Text**: `Salesforce/blip-image-captioning-base`
65
+ - **Object Detection**: `microsoft/table-transformer-detection`
 
 
 
 
 
 
 
 
 
 
66
 
67
+ _Text Models_
68
 
69
+ - **Fill Mask**: `distilbert/distilbert-base-uncased`
70
+ - **Zero-shot Classification**: `facebook/bart-large-mnli`
71
+ - **Sentence Similarity**: `sentence-transformers/all-MiniLM-L6-v2`
72
+ """)
 
 
 
 
 
 
73
  }
74
  )
75
  return
76
 
77
 
78
  @app.cell(hide_code=True)
79
+ def _(mo):
80
+ token = mo.ui.text(
81
+ label="HuggingFace token (optional)",
82
+ kind="password",
83
+ ).form(bordered=False)
 
 
 
 
 
 
 
 
 
 
84
 
85
+ mo.accordion({"Enter your HuggingFace token (optional)": token})
86
+ return (token,)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
87
 
88
 
89
  @app.cell(hide_code=True)
90
+ def _(mo, model_repo, molabs, token):
91
+ if not model_repo.value:
92
+ mo.stop("Please enter a model name")
 
 
 
 
 
93
 
94
+ model_path = "models/" + model_repo.value.replace("models/", "")
95
+ model = molabs.huggingface.load(
96
+ model_path, hf_token=token.value if token.value else None
 
 
 
 
 
 
97
  )
98
+ return model, model_path
99
 
100
 
101
  @app.cell(hide_code=True)
102
+ def _(mo, model):
103
+ mo.stop(not model)
 
 
 
 
 
104
 
 
 
 
 
 
 
 
 
 
 
105
  mo.md(
106
+ f"""
107
+ ### Example inputs
108
+ Try these sample inputs with the model:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
109
 
110
+ {mo.as_html(model.examples)}
 
111
  """
112
  )
113
  return
114
 
115
 
116
  @app.cell(hide_code=True)
117
+ def _(mo, model):
118
+ inputs = model.inputs
119
+ mo.vstack(
120
+ [
121
+ mo.md("### Model Inputs"),
122
+ mo.md("_Submit inputs below to run inference_ 👇"),
123
+ inputs,
124
+ ],
125
  )
126
+ return (inputs,)
 
 
 
 
 
 
127
 
128
 
129
  @app.cell(hide_code=True)
130
+ def _(inputs, mo, model):
131
+ if inputs.value is None:
132
+ mo.stop("Please provide input values")
 
133
 
134
+ with mo.status.spinner("Running inference..."):
135
+ output = model.inference_function(inputs.value)
136
+ mo.output.replace(mo.vstack([mo.md("### Results"), output]))
137
+ return (output,)
 
 
 
 
 
 
 
138
 
139
 
140
+ @app.cell
141
+ def _():
142
+ import sys
143
+ import marimo_labs as molabs
144
+ return molabs, sys
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
145
 
146
 
147
  if __name__ == "__main__":