File size: 22,089 Bytes
4e925af
 
 
 
741c163
bc87bb9
741c163
 
 
d29a48a
dbdfc66
741c163
064d8d7
a0359a1
 
066a12f
4e925af
 
 
 
741c163
4e0c371
d29a48a
4e0c371
 
 
 
741c163
d29a48a
4e0c371
d29a48a
4e0c371
d29a48a
4e0c371
 
 
 
 
 
741c163
 
 
4e0c371
 
 
 
 
 
e2605ea
4e0c371
741c163
4e0c371
 
741c163
 
4e925af
f710cf8
4e925af
741c163
 
e2605ea
4e0c371
741c163
f74b9fc
 
a0359a1
 
 
e2605ea
 
 
e4675d4
 
 
 
 
f74b9fc
 
4e0c371
 
 
 
 
741c163
8c5c31d
 
 
 
 
 
741c163
f74b9fc
 
 
 
 
 
 
 
 
 
 
 
066a12f
 
bc87bb9
e4675d4
 
 
 
 
 
f74b9fc
 
 
 
 
 
 
 
5024e8d
f74b9fc
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5024e8d
f74b9fc
 
 
e2605ea
f74b9fc
 
bc87bb9
 
f74b9fc
 
 
 
00176e9
f74b9fc
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
f710cf8
f74b9fc
 
 
4e925af
8c5c31d
 
e2605ea
741c163
 
f74b9fc
064d8d7
 
 
 
 
dbdfc66
 
 
 
 
 
8c5c31d
dbdfc66
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
a0359a1
 
4e925af
 
 
 
 
df43c05
 
1a22124
e4675d4
4e925af
 
 
 
 
 
 
e4675d4
 
4e925af
 
 
 
 
 
 
 
 
 
 
 
 
 
 
df43c05
 
1a22124
e4675d4
4e925af
 
 
e4675d4
4e925af
 
 
 
 
 
 
df43c05
 
1a22124
e4675d4
4e925af
 
 
 
 
 
 
e4675d4
 
 
4e925af
 
 
 
 
 
 
 
 
 
 
 
 
 
 
df43c05
 
1a22124
e4675d4
4e925af
 
 
e4675d4
4e925af
 
 
 
 
 
 
df43c05
 
1a22124
e4675d4
4e925af
 
 
 
 
 
 
 
df43c05
 
1a22124
e4675d4
4e925af
 
 
 
 
 
 
 
df43c05
 
1a22124
e4675d4
4e925af
 
 
 
 
 
 
 
 
 
 
 
 
 
df43c05
1a22124
00176e9
4e925af
 
 
 
 
 
00176e9
4e925af
00176e9
4e925af
 
 
 
 
 
 
df43c05
 
1a22124
e4675d4
4e925af
 
 
 
 
 
 
 
 
 
 
 
 
 
df43c05
1a22124
e4675d4
4e925af
 
 
 
 
 
00176e9
4e925af
00176e9
4e925af
 
e4675d4
df43c05
 
 
 
 
 
1a22124
e4675d4
df43c05
 
 
 
 
 
 
4e0c371
df43c05
 
1a22124
 
 
 
4e0c371
1a22124
 
4e925af
 
 
df43c05
e4675d4
4e0c371
4e925af
 
 
 
 
df43c05
e4675d4
4e0c371
4e925af
 
 
 
 
 
 
4e0c371
4e925af
 
 
 
 
 
 
4e0c371
4e925af
 
 
 
 
 
00176e9
4e0c371
4e925af
 
 
 
 
 
00176e9
4e0c371
4e925af
 
e4675d4
 
 
 
 
4e0c371
e4675d4
 
4e925af
1a22124
 
 
 
 
 
 
 
 
 
 
 
 
 
f74b9fc
f710cf8
f74b9fc
 
a0359a1
 
ba9c2b3
8c5c31d
5cb0697
1a22124
a0359a1
 
 
 
f74b9fc
054ceea
 
869d667
c3dd7a0
 
 
6f74be6
 
 
 
 
 
054ceea
869d667
 
 
 
 
 
 
 
 
 
f74b9fc
 
 
a0359a1
 
 
 
 
c1f3a99
ba9c2b3
f74b9fc
ba9c2b3
1a22124
 
4e925af
 
 
 
4e0c371
1a22124
 
8c5c31d
 
4e0c371
 
 
 
 
 
4e925af
 
 
 
 
 
 
 
8c5c31d
4e925af
 
 
 
 
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
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
import gradio as gr
from df.PaperCentral import PaperCentral
from gradio_calendar import Calendar
from datetime import datetime, timedelta
from typing import Union, List, Optional, Tuple
from author_leaderboard_tab import author_leaderboard_tab
from pr_paper_central_tab import pr_paper_central_tab
from huggingface_hub import whoami
import json
import requests
from bs4 import BeautifulSoup

from author_leaderboard_contrib_tab import author_resource_leaderboard_tab
from paper_chat_tab import paper_chat_tab

from zoneinfo import ZoneInfo  # Available in Python 3.9 and later

# Initialize the PaperCentral class instance
paper_central_df = PaperCentral()


def logging_flow(oauth_token: Optional[gr.OAuthToken]):
    if oauth_token is None:
        # User is not logged in
        visibility_update = gr.update(visible=True)
        user_info_update = gr.update(value="", label="User")
        return visibility_update, user_info_update

    try:
        # Attempt to get user information
        user_info = whoami(oauth_token.token)
        visibility_update = gr.update(visible=False)
    except requests.exceptions.HTTPError as e:
        # If there's an error (e.g., token is invalid), treat as not logged in
        visibility_update = gr.update(visible=True)
        user_info_update = gr.update(value="", label="User")
        return visibility_update, user_info_update

    # Prepare user information for display
    avatar_url = user_info.get("avatarUrl", "")
    name = user_info.get("name", "")

    avatar_html = f'''
    <div style="display: flex; align-items: center;">   
        <img alt="Avatar" src="{avatar_url}" 
             style="border: 2px solid rgb(245, 158, 11); border-radius: 50%; width: 1.38rem; height: 1.38rem; margin-right: 0.5rem;">
        <span style="font-size: 1rem;">{name}</span>
    </div>
    Head to "Edit papers" tab to modify your paper!
    '''

    user_info_update = gr.update(value=avatar_html, label="User")
    return visibility_update, user_info_update


# Create the Gradio Blocks app with custom CSS
with gr.Blocks(css_paths="style.css") as demo:
    gr.Markdown("# Paper Central")
    with gr.Row():
        with gr.Column(scale=1):
            login_button = gr.LoginButton(value="Add or edit your papers")
            user_info_md = gr.HTML()
        with gr.Column(scale=1):
            with gr.Accordion(label="⭐Release notes", open=False):
                gr.Markdown("""
                - **November 21, 2024** – Neurips D&B 2024 proceedings added.
                - **November 20, 2024** – Neurips 2024 proceedings added.
                - **November 15, 2024** – EMNLP 2024 proceedings added.
                - **October 24, 2024** – CoRL 2024 proceedings added.
                - **October 20, 2024** – You can now add or edit papers.
                - **October 19, 2024** – Papers with github now have github stars.
                - **October 16, 2024** – Added functionality to filter papers by date ranges.
                - **October 11, 2024** – Introduced leaderboards feature.
                - **October 8, 2024** – MICCAI 2024 proceedings added.
                - **October 7, 2024** – COLM 2024 proceedings added.
                - **October 4, 2024** – Added functionality to filter papers by title.
                """)

            gr.Button(value="Use paper-central in datasets",
                      icon="https://huggingface.co/front/assets/huggingface_logo-noborder.svg",
                      size="sm",
                      link="https://huggingface.co/datasets/huggingface/paper-central-data")

    with gr.Tabs() as tabs:
        with gr.Tab("Chat With Paper", id="tab-chat-with-paper", visible=True) as tab_chat_paper:
            gr.Markdown("## Chat with Paper")
            arxiv_id = gr.State(value=None)
            paper_from = gr.State(value=None)
            paper_chat_tab(arxiv_id, paper_from, paper_central_df)

        with gr.Tab("Paper-central", id="tab-paper-central"):
            # Create a row for navigation buttons and calendar
            with gr.Row():
                with gr.Column(scale=1):
                    # Define the 'Next Day' and 'Previous Day' buttons
                    next_day_btn = gr.Button("Next Day")
                    prev_day_btn = gr.Button("Previous Day")
                with gr.Column(scale=4):
                    # Define the calendar component for date selection
                    calendar = Calendar(
                        type="datetime",
                        label="Select a date",
                        info="Click the calendar icon to bring up the calendar.",
                        value=datetime.now(ZoneInfo('America/Los_Angeles')).strftime('%Y-%m-%d')
                        # Default to today's date in PST
                    )
                    # Add Radio buttons for date ranges
                    date_range_radio = gr.Radio(
                        label="Date Range",
                        choices=["This week", "This month", "This year", "All time"],
                        value=None,
                    )

            # Create a row for Hugging Face options and Conference options
            with gr.Row():
                with gr.Column():
                    # Define the checkbox group for Hugging Face options
                    cat_options = gr.CheckboxGroup(
                        label="Category",
                        choices=[
                            '(ALL)',
                            'cs.*',
                            'eess.*',
                            'econ.*',
                            'math.*',
                            'astro-ph.*',
                            'cond-mat.*',
                            'gr-qc',
                            'hep-ex',
                            'hep-lat',
                            'hep-ph',
                            'hep-th',
                            'math-ph',
                            'nlin.*',
                            'nucl-ex',
                            'nucl-th',
                            'physics.*',
                            'quant-ph',
                            'q-bio.*',
                            'q-fin.*',
                            'stat.*',
                        ],
                        value=["(ALL)"]
                    )
                    hf_options = gr.CheckboxGroup(
                        label="Hugging Face options",
                        choices=["🤗 artifacts", "datasets", "models", "spaces", "github", "project page"],
                        value=[],
                        elem_id="hf_options"
                    )

                with gr.Column():
                    # Define the checkbox group for Conference options
                    conference_options = gr.CheckboxGroup(
                        label="Conference options",
                        choices=["ALL"] + PaperCentral.CONFERENCES
                    )
                    with gr.Row():
                        # Define a Textbox for author search
                        author_search = gr.Textbox(
                            label="Search Authors",
                            placeholder="Enter author name",
                        )
                        title_search = gr.Textbox(
                            label="Search Title",
                            placeholder="Enter keywords",
                        )

            # Define the Dataframe component to display paper data
            # List of columns in your DataFrame
            columns = paper_central_df.COLUMNS_START_PAPER_PAGE

            paper_central_component = gr.Dataframe(
                label="Paper Data",
                value=paper_central_df.df_prettified[columns],
                datatype=[
                    paper_central_df.DATATYPES[column]
                    for column in columns
                ],
                row_count=(0, "dynamic"),
                interactive=False,
                max_height=1000,
                elem_id="table",
                wrap=True,
            )



        with gr.Tab("Edit papers", id="tab-pr"):
            pr_paper_central_tab(paper_central_df.df_raw)

        with gr.Tab("Leaderboards", id="tab-leaderboards"):
            with gr.Tab("Authors"):
                author_leaderboard_tab()
            with gr.Tab("Contributors"):
                author_resource_leaderboard_tab()


    # chat with paper
    def get_selected(evt: gr.SelectData, dataframe_origin):

        paper_id = gr.update(value=None)
        paper_from = gr.update(value=None)
        tab_chat_paper = gr.update(visible=True)
        selected_tab = gr.Tabs()

        try:
            # Parse the HTML content
            soup = BeautifulSoup(evt.value, "html.parser")

            # Find all <a> tags
            a_tags = soup.find_all('a')
            for a_tag in a_tags:
                # Check if 'action_id' attribute exists and equals 'chat-with-paper'
                if a_tag.get('action_id') == 'chat-with-paper':
                    paper_id = a_tag.get("paper_id")
                    paper_from = a_tag.get("paper_from")
                    tab_chat_paper = gr.update(visible=True)
                    selected_tab = gr.Tabs(selected="tab-chat-with-paper")

        except Exception as e:
            print("The content is not valid HTML or another error occurred:", str(e))
            pass

        return paper_id, paper_from, tab_chat_paper, selected_tab


    paper_central_component.select(get_selected, inputs=[paper_central_component],
                                   outputs=[arxiv_id, paper_from, tab_chat_paper, tabs])


    # Define function to move to the next day
    def go_to_next_day(
            date: Union[str, datetime],
            cat_options_list: List[str],
            hf_options_list: List[str],
            conference_options_list: List[str],
            author_search_input: str,
            title_search_input: str,
            date_range_option: Optional[str],
    ) -> tuple:
        """
        Moves the selected date to the next day and updates the data.

        Returns:
            tuple: The new date as a string and the updated Dataframe component.
        """
        date_range_update = gr.update(value=None)

        # Ensure the date is in string format
        if isinstance(date, datetime):
            date_str = date.strftime('%Y-%m-%d')
        else:
            date_str = date

        # Parse the date string and add one day
        new_date = datetime.strptime(date_str, '%Y-%m-%d') + timedelta(days=1)
        new_date_str = new_date.strftime('%Y-%m-%d')

        # Update the Dataframe
        updated_data = paper_central_df.filter(
            selected_date=new_date_str,
            cat_options=cat_options_list,
            hf_options=hf_options_list,
            conference_options=conference_options_list,
            author_search_input=author_search_input,
            title_search_input=title_search_input,
            date_range_option=date_range_option,
        )

        # Return the new date and updated Dataframe
        return new_date_str, updated_data, date_range_update


    # Define function to move to the previous day
    def go_to_previous_day(
            date: Union[str, datetime],
            cat_options_list: List[str],
            hf_options_list: List[str],
            conference_options_list: List[str],
            author_search_input: str,
            title_search_input: str,
            date_range_option: Optional[str],
    ) -> tuple:
        """
        Moves the selected date to the previous day and updates the data.

        Returns:
            tuple: The new date as a string and the updated Dataframe component.
        """
        # If date_range_option is selected, do nothing
        date_range_update = gr.update(value=None)

        # Ensure the date is in string format
        if isinstance(date, datetime):
            date_str = date.strftime('%Y-%m-%d')
        else:
            date_str = date

        # Parse the date string and subtract one day
        new_date = datetime.strptime(date_str, '%Y-%m-%d') - timedelta(days=1)
        new_date_str = new_date.strftime('%Y-%m-%d')

        # Update the Dataframe
        updated_data = paper_central_df.filter(
            selected_date=new_date_str,
            cat_options=cat_options_list,
            hf_options=hf_options_list,
            conference_options=conference_options_list,
            author_search_input=author_search_input,
            title_search_input=title_search_input,
            date_range_option=date_range_option,
        )

        # Return the new date and updated Dataframe
        return new_date_str, updated_data, date_range_update


    # Define function to update data when date or options change
    def update_data(
            date: Union[str, datetime],
            cat_options_list: List[str],
            hf_options_list: List[str],
            conference_options_list: List[str],
            author_search_input: str,
            title_search_input: str,
            date_range_option: Optional[str],
    ):
        """
        Updates the data displayed in the Dataframe based on the selected date and options.
        """
        return paper_central_df.filter(
            selected_date=date,
            cat_options=cat_options_list,
            hf_options=hf_options_list,
            conference_options=conference_options_list,
            author_search_input=author_search_input,
            title_search_input=title_search_input,
            date_range_option=date_range_option,
        )


    # Function to handle conference options change
    def on_conference_options_change(
            date: Union[str, datetime],
            cat_options_list: List[str],
            hf_options_list: List[str],
            conference_options_list: List[str],
            author_search_input: str,
            title_search_input: str,
            date_range_option: Optional[str],
    ):
        cat_options_update = gr.update()
        paper_central_component_update = gr.update()
        visible = True

        # Some conference options are selected
        # Update cat_options to empty list
        if conference_options_list:
            cat_options_update = gr.update(value=[])
            paper_central_component_update = update_data(
                date,
                [],
                hf_options_list,
                conference_options_list,
                author_search_input,
                title_search_input,
                None,
            )
            visible = False

        calendar_update = gr.update(visible=visible)
        next_day_btn_update = gr.update(visible=visible)
        prev_day_btn_update = gr.update(visible=visible)
        date_range_option_update = gr.update(visible=visible, value=None)

        return paper_central_component_update, cat_options_update, calendar_update, next_day_btn_update, prev_day_btn_update, date_range_option_update


    # Function to handle category options change
    def on_cat_options_change(
            date: Union[str, datetime],
            cat_options_list: List[str],
            hf_options_list: List[str],
            conference_options_list: List[str],
            author_search_input: str,
            title_search_input: str,
            date_range_option: Optional[str],
    ):
        conference_options_update = gr.update()
        paper_central_component_update = gr.update()
        visible = False

        # Some category options are selected
        # Update conference_options to empty list
        if cat_options_list:
            conference_options_update = gr.update(value=[])
            paper_central_component_update = update_data(
                date,
                cat_options_list,
                hf_options_list,
                [],
                author_search_input,
                title_search_input,
                date_range_option,
            )
            visible = True

        calendar_update = gr.update(visible=visible)
        next_day_btn_update = gr.update(visible=visible)
        prev_day_btn_update = gr.update(visible=visible)
        date_range_option_update = gr.update(visible=visible)

        return paper_central_component_update, conference_options_update, calendar_update, next_day_btn_update, prev_day_btn_update, date_range_option_update


    # Include date_range_radio in the inputs
    inputs = [
        calendar,
        cat_options,
        hf_options,
        conference_options,
        author_search,
        title_search,
        date_range_radio,
    ]

    # Set up the event listener for the author search
    author_search.submit(
        fn=update_data,
        inputs=inputs,
        outputs=paper_central_component,
        api_name=False
    )

    title_search.submit(
        fn=update_data,
        inputs=inputs,
        outputs=paper_central_component,
        api_name=False
    )

    # Set up the event listener for the 'Next Day' button
    next_day_btn.click(
        fn=go_to_next_day,
        inputs=inputs,
        outputs=[calendar, paper_central_component, date_range_radio],
        api_name=False
    )

    # Set up the event listener for the 'Previous Day' button
    prev_day_btn.click(
        fn=go_to_previous_day,
        inputs=inputs,
        outputs=[calendar, paper_central_component, date_range_radio],
        api_name=False
    )

    # Set up the event listener for the calendar date change
    calendar.change(
        fn=update_data,
        inputs=inputs,
        outputs=paper_central_component,
        api_name=False
    )

    # Set up the event listener for the Hugging Face options change
    hf_options.change(
        fn=update_data,
        inputs=inputs,
        outputs=paper_central_component,
        api_name=False
    )

    # Event chaining for conference options change
    conference_options.change(
        fn=on_conference_options_change,
        inputs=inputs,
        outputs=[paper_central_component, cat_options, calendar, next_day_btn, prev_day_btn, date_range_radio],
        api_name=False
    )

    # Event chaining for category options change
    cat_options.change(
        fn=on_cat_options_change,
        inputs=inputs,
        outputs=[paper_central_component, conference_options, calendar, next_day_btn, prev_day_btn, date_range_radio],
        api_name=False
    )

    # Set up the event listener for the date range radio button change
    date_range_radio.change(
        fn=update_data,
        inputs=inputs,
        outputs=paper_central_component,
        api_name=False
    )

    # Load the initial data when the app starts
    request = gr.Request()


    def echo(request: gr.Request):
        """
        Echoes the input text and prints request details.

        Args:
            text (str): The input text from the user.
            request (gr.Request): The HTTP request object.

        Returns:
            str: The echoed text.
        """
        calendar = gr.update(datetime.today().strftime('%Y-%m-%d'))
        date_range = gr.update(value=None)
        conferences = gr.update(value=[])
        hf_options = gr.update(value=[])
        selected_tab = gr.Tabs()
        paper_id = gr.update(value=None)
        paper_from = gr.update(value=None)
        tab_chat_paper = gr.update(visible=True)

        if request:
            # print("Request headers dictionary:", dict(request.headers))
            # print("IP address:", request.client.host)
            # print("Query parameters:", dict(request.query_params))
            # print("Session hash:", request.session_hash)

            if 'date' in request.query_params:
                calendar = gr.update(value=request.query_params['date'])

            if 'date_range' in request.query_params:
                date_range = gr.update(value=request.query_params['date_range'])

            if 'conferences' in request.query_params:
                conferences = request.query_params['conferences']
                try:
                    conferences = [value for value in conferences.split(',')]
                except ValueError:
                    conferences = []

                conferences = gr.update(value=conferences)

            if "hf_options" in request.query_params:
                hf_options = request.query_params['hf_options']
                try:
                    hf_options = [value for value in hf_options.split(',')]
                except ValueError:
                    hf_options = []
                hf_options = gr.update(value=hf_options)

            if "tab" in request.query_params:
                tab = request.query_params['tab']
                if tab == "tab-leaderboards":
                    selected_tab = gr.Tabs(selected="tab-leaderboards")
                elif tab == "tab-chat-with-paper":
                    selected_tab = gr.Tabs(selected="tab-chat-with-paper")
                    if "paper_id" in request.query_params:
                        paper_id = request.query_params['paper_id']
                        tab_chat_paper = gr.update(visible=True)
                        paper_from = request.query_params['paper_from']

        return calendar, date_range, conferences, hf_options, selected_tab, paper_id, paper_from, tab_chat_paper


    demo.load(
        fn=update_data,
        inputs=inputs,
        outputs=paper_central_component,
        api_name="update_data",
    ).then(
        fn=echo,
        outputs=[calendar, date_range_radio, conference_options, hf_options, tabs, arxiv_id, paper_from,
                 tab_chat_paper],
        api_name=False,
    ).then(
        # New then to handle LoginButton and HTML components
        fn=logging_flow,
        outputs=[login_button, user_info_md],
        api_name=False,
    )


# Define the main function to launch the app
def main():
    """
    Launches the Gradio app.
    """
    demo.launch(share=True)


# Run the main function when the script is executed
if __name__ == "__main__":
    main()