File size: 22,954 Bytes
36824cb
 
 
 
 
 
 
 
 
 
 
 
 
d4a445f
 
36824cb
 
 
 
 
 
 
d4a445f
36824cb
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
d4a445f
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
36824cb
 
 
 
 
 
 
 
 
 
 
 
 
 
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
import os
import torch
from time import sleep
from tqdm import tqdm
import argparse
import gradio as gr
from lang_list import union_language_dict
# import pyperclip
from pytube import YouTube
import re

NUMBER = 100
DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
# DEVICE = "cpu"
DOWNLOAD = True
SLICE_AUDIO = False
SEPARE_VOCALS = False
TRANSCRIBE_AUDIO = False
CONCATENATE_TRANSCRIPTIONS = False
TRANSLATE_TRANSCRIPTIONS = False
ADD_SUBTITLES_TO_VIDEO = False
REMOVE_FILES = False
REMOVE_ALL = False
if SEPARE_VOCALS:
    SECONDS = 150
else:
    SECONDS = 300

YOUTUBE = "youtube"
TWITCH = "twitch"
ERROR = "error"

language_dict = union_language_dict()

def subtify_no_ui():
    number_works = 7
    progress_bar = tqdm(total=number_works, desc="Subtify")

    ################## Download video and audio ##################
    if DOWNLOAD:
        print('*'*NUMBER)
        # url = "https://www.twitch.tv/videos/1936119752"             # twitch Rob Mula 2 horas
        # url = "https://www.youtube.com/watch?v=yX5EJf4R77s"         # ✅ debate, varios hablantes, 3 minutos
        # url = "https://www.youtube.com/watch?v=cgx0QnXo1OU"         # ✅ smart home, un solo hablante, 4:42 minutos
        url = "https://www.youtube.com/watch?v=dgOBxhi19T8"         # ✅ rob mula, muchos hablantes, 4:28 minutos
        # url = "https://www.youtube.com/watch?v=Coj72EzmX20"         # rob mula, un solo hablante, 16 minutos
        # url = "https://www.youtube.com/watch?v=Tqth0fKo0_g"           # Conversación short
        print(f"Downloading video and audio from {url}")
        python_file = "download.py"
        command = f"python {python_file} {url}"
        os.system(command)
        sleep(5)
        print('*'*NUMBER)
        print("\n\n")
    progress_bar.update(1)

    ################## Slice audio ##################
    if SLICE_AUDIO:
        print('*'*NUMBER)
        print("Slicing audio")
        python_file = "slice_audio.py"
        audio = "audios/download_audio.mp3"
        command = f"python {python_file} {audio} {SECONDS}"
        os.system(command)
        print('*'*NUMBER)
        print("\n\n")
    progress_bar.update(1)

    ################## Get vocals ##################
    chunck_file = "chunks/output_files.txt"
    print('*'*NUMBER)
    if SEPARE_VOCALS:
        print("Get vocals")
        python_file = "separe_vocals.py"
        command = f"python {python_file} {chunck_file} {DEVICE}"
        os.system(command)
        if REMOVE_FILES:
            with open(chunck_file, 'r') as f:
                files = f.read().splitlines()
            for file in files:
                command = f"rm {file}"
                os.system(command)
    else:
        print("Moving chunks")
        folder_vocals = "vocals"
        folder_chunck = "chunks"
        with open(f"{folder_vocals}/speakers.txt", 'w') as f:
            f.write(str(0))
        if REMOVE_FILES:
            command = f"mv {folder_chunck}/*.mp3 {folder_vocals}/"
            os.system(command)
        else:
            command = f"cp {folder_chunck}/*.mp3 {folder_vocals}/"
            os.system(command)
    print('*'*NUMBER)
    print("\n\n")
    progress_bar.update(1)

    ################# Transcript vocals ##################
    speakers_file = "vocals/speakers.txt"
    if TRANSCRIBE_AUDIO:
        print('*'*NUMBER)
        print("Transcript vocals")
        python_file = "transcribe.py"
        language = "English"
        command = f"python {python_file} {chunck_file} {language} {speakers_file} {DEVICE} {not SEPARE_VOCALS}"
        os.system(command)
        if REMOVE_FILES:
            vocals_folder = "vocals"
            with open(chunck_file, 'r') as f:
                files = f.read().splitlines()
            with open(speakers_file, 'r') as f:
                speakers = f.read().splitlines()
                speakers = int(speakers[0])
            for file in files:
                if speakers > 0:
                    vocals_extension = "wav"
                    for i in range(speakers):
                        file_name, _ = file.split(".")
                        _, file_name = file_name.split("/")
                        vocal = f'{vocals_folder}/{file_name}_speaker{i:003d}.{vocals_extension}'
                        command = f"rm {vocal}"
                        os.system(command)
                else:
                    vocals_extension = "mp3"
                    file_name, _ = file.split(".")
                    _, file_name = file_name.split("/")
                    vocal = f'{vocals_folder}/{file_name}.{vocals_extension}'
                    command = f"rm {vocal}"
                    os.system(command)
        print('*'*NUMBER)
        print("\n\n")
    progress_bar.update(1)

    ################## Concatenate transcriptions ##################
    if CONCATENATE_TRANSCRIPTIONS:
        print('*'*NUMBER)
        print("Concatenate transcriptions")
        python_file = "concat_transcriptions.py"
        command = f"python {python_file} {chunck_file} {SECONDS} {speakers_file}"
        os.system(command)
        if REMOVE_FILES:
            with open(chunck_file, 'r') as f:
                files = f.read().splitlines()
            for file in files:
                file_name, _ = file.split(".")
                _, file_name = file_name.split("/")
                transcriptions_folder = "transcriptions"
                transcription_extension = "srt"
                command = f"rm {transcriptions_folder}/{file_name}.{transcription_extension}"
                os.system(command)
        print('*'*NUMBER)
        print("\n\n")
    progress_bar.update(1)

    ################## Translate transcription ##################
    target_languaje = "Español"
    if TRANSLATE_TRANSCRIPTIONS:
        print('*'*NUMBER)
        print("Translate transcription")
        transcription_file = "concatenated_transcriptions/download_audio.srt"
        source_languaje = "English"
        python_file = "translate_transcriptions.py"
        command = f"python {python_file} {transcription_file} --source_languaje {source_languaje} --target_languaje {target_languaje} --device {DEVICE}"
        os.system(command)
        if REMOVE_FILES:
            command = f"rm {transcription_file}"
            os.system(command)
        print('*'*NUMBER)
        print("\n\n")
    progress_bar.update(1)

    ################## Add subtitles to video ##################
    if ADD_SUBTITLES_TO_VIDEO:
        print('*'*NUMBER)
        print("Add subtitles to video")
        python_file = "add_subtitles_to_video.py"
        transcription_file = f"translated_transcriptions/download_audio_{target_languaje}.srt"
        input_video_file = "videos/download_video.mp4"
        input_audio_file = "audios/download_audio.mp3"
        command = f"python {python_file} {transcription_file} {input_video_file} {input_audio_file}"
        os.system(command)
        if REMOVE_FILES:
            command = f"rm {input_video_file}"
            os.system(command)
            command = f"rm {input_audio_file}"
            os.system(command)
            command = f"rm {transcription_file}"
            os.system(command)
            command = f"rm chunks/output_files.txt"
            os.system(command)
            command = f"rm vocals/speakers.txt"
            os.system(command)
        print('*'*NUMBER)
        print("\n\n")
    progress_bar.update(1)

    ################## Remove all ##################
    if REMOVE_ALL:
        command = f"rm audios/*"
        os.system(command)
        command = f"rm chunks/*"
        os.system(command)
        command = f"rm concatenated_transcriptions/*"
        os.system(command)
        command = f"rm transcriptions/*"
        os.system(command)
        command = f"rm translated_transcriptions/*"
        os.system(command)
        # Check if videos/download_video.mp4 exists
        if os.path.isfile("videos/download_video.mp4"):
            command = f"rm videos/download_video.mp4"
            os.system(command)
        # command = f"rm videos/*"
        # os.system(command)
        command = f"rm vocals/*"
        os.system(command)

# def copy_url_from_clipboard():
#     return pyperclip.paste()

def clear_video_url():
    visible = False
    image = gr.Image(visible=visible, scale=1)
    source_languaje = gr.Dropdown(visible=visible, label="Source languaje", show_label=True, value="English", choices=language_dict, scale=1, interactive=True)
    target_languaje = gr.Dropdown(visible=visible, label="Target languaje", show_label=True, value="Español", choices=language_dict, scale=1, interactive=True)
    translate_button = gr.Button(size="lg", value="translate", min_width="10px", scale=0, visible=visible)
    original_audio = gr.Audio(label="Original audio", elem_id="original_audio", visible=visible, interactive=False)
    original_audio_transcribed = gr.Textbox(label="Original audio transcribed", elem_id="original_audio_transcribed", interactive=False, visible=visible)
    original_audio_translated = gr.Textbox(label="Original audio translated", elem_id="original_audio_translated", interactive=False, visible=visible)
    return (
        "",
        image, 
        source_languaje, 
        target_languaje, 
        translate_button, 
        original_audio, 
        original_audio_transcribed, 
        original_audio_translated,
    )

def get_youtube_thumbnail(url):
    yt = YouTube(url)
    thumbnail_url = yt.thumbnail_url
    return thumbnail_url

def is_valid_youtube_url(url):
    patron_youtube = r'(https?://)?(www\.)?(youtube\.com/watch\?v=|youtu\.be/)[\w-]+'
    if not re.match(patron_youtube, url):
        return False
    return True

def is_valid_url(url):
    source_languaje = gr.Dropdown(visible=True, label="Source languaje", show_label=True, value="English", choices=language_dict, scale=1, interactive=True)
    target_languaje = gr.Dropdown(visible=True, label="Target languaje", show_label=True, value="Español", choices=language_dict, scale=1, interactive=True)
    translate_button = gr.Button(size="lg", value="translate", min_width="10px", scale=0, visible=True)
    original_audio = gr.Audio(label="Original audio", elem_id="original_audio", visible=True, interactive=False)
    original_audio_transcribed = gr.Textbox(label="Original audio transcribed", elem_id="original_audio_transcribed", interactive=False, visible=True)
    original_audio_translated = gr.Textbox(label="Original audio translated", elem_id="original_audio_translated", interactive=False, visible=True)
    subtitled_video = gr.Video(label="Subtitled video", elem_id="subtitled_video", visible=True, interactive=False)

    # Youtube
    if "youtube" in url.lower() or "youtu.be" in url.lower():
        if is_valid_youtube_url(url):
            thumbnail = get_youtube_thumbnail(url)
            if thumbnail:
                return (
                    gr.Image(value=thumbnail, visible=True, show_download_button=False, container=False), 
                    source_languaje,
                    target_languaje,
                    translate_button, 
                    gr.Textbox(value=YOUTUBE, label="Stream page", elem_id="stream_page", visible=False),
                    original_audio,
                    original_audio_transcribed, 
                    original_audio_translated,
                    subtitled_video
                )
            else:
                return (
                    gr.Image(value="assets/youtube-no-thumbnails.webp", visible=True, show_download_button=False, container=False), 
                    source_languaje,
                    target_languaje,
                    translate_button, 
                    gr.Textbox(value=YOUTUBE, label="Stream page", elem_id="stream_page", visible=False),
                    original_audio,
                    original_audio_transcribed, 
                    original_audio_translated,
                    subtitled_video
                )
    
    # Twitch
    elif "twitch" in url.lower() or "twitch.tv" in url.lower():
        return (
            gr.Image(value="assets/twitch.webp", visible=True, show_download_button=False, container=False), 
            source_languaje,
            target_languaje,
            translate_button, 
            gr.Textbox(value=TWITCH, label="Stream page", elem_id="stream_page", visible=False),
            original_audio,
            original_audio_transcribed, 
            original_audio_translated,
            subtitled_video
        )
    
    # Error
    visible = False
    image = gr.Image(value="assets/youtube_error.webp", visible=visible, show_download_button=False, container=False)
    source_languaje = gr.Dropdown(visible=visible, label="Source languaje", show_label=True, value="English", choices=language_dict, scale=1, interactive=True)
    target_languaje = gr.Dropdown(visible=visible, label="Target languaje", show_label=True, value="Español", choices=language_dict, scale=1, interactive=True)
    translate_button = gr.Button(size="lg", value="translate", min_width="10px", scale=0, visible=visible)
    stream_page = gr.Textbox(value=ERROR, label="Stream page", elem_id="stream_page", visible=visible)
    original_audio = gr.Audio(label="Original audio", elem_id="original_audio", visible=visible, interactive=False)
    original_audio_transcribed = gr.Textbox(label="Original audio transcribed", elem_id="original_audio_transcribed", interactive=False, visible=visible)
    original_audio_translated = gr.Textbox(label="Original audio translated", elem_id="original_audio_translated", interactive=False, visible=visible)
    subtitled_video = gr.Video(label="Subtitled video", elem_id="subtitled_video", visible=visible, interactive=False)
    return (
        image, 
        source_languaje,
        target_languaje,
        translate_button, 
        stream_page,
        original_audio,
        original_audio_transcribed, 
        original_audio_translated,
        subtitled_video
    )

def get_audio_and_video_from_video(url, stream_page):
    python_file = "download.py"
    command = f"python {python_file} {url}"
    os.system(command)
    # sleep(5)

    audio = "audios/download_audio.mp3"
    video = "videos/download_video.mp4"

    return (
        gr.Audio(value=audio, label="Original audio", elem_id="original_audio", visible=True, interactive=False),
        gr.Textbox(value=audio, label="Original audio path", elem_id="original_audio_path", visible=False),
        gr.Textbox(value=video, label="Original video path", elem_id="original_video_path", visible=False)
    )

def trascribe_audio(audio_path, source_languaje):
    python_file = "slice_audio.py"
    command = f"python {python_file} {audio_path} {SECONDS}"
    os.system(command)

    folder_vocals = "vocals"
    folder_chunck = "chunks"
    with open(f"{folder_vocals}/speakers.txt", 'w') as f:
        f.write(str(0))
    command = f"mv {folder_chunck}/*.mp3 {folder_vocals}/"
    os.system(command)

    python_file = "transcribe.py"
    chunck_file = "chunks/output_files.txt"
    speakers_file = "vocals/speakers.txt"
    command = f"python {python_file} {chunck_file} {source_languaje} {speakers_file} {DEVICE} {not SEPARE_VOCALS}"
    os.system(command)
    with open(chunck_file, 'r') as f:
        files = f.read().splitlines()
    with open(speakers_file, 'r') as f:
        speakers = f.read().splitlines()
        speakers = int(speakers[0])
    for file in files:
        if speakers > 0:
            vocals_extension = "wav"
            for i in range(speakers):
                file_name, _ = file.split(".")
                _, file_name = file_name.split("/")
                vocal = f'{folder_vocals}/{file_name}_speaker{i:003d}.{vocals_extension}'
                command = f"rm {vocal}"
                os.system(command)
        else:
            vocals_extension = "mp3"
            file_name, _ = file.split(".")
            _, file_name = file_name.split("/")
            vocal = f'{folder_vocals}/{file_name}.{vocals_extension}'
            command = f"rm {vocal}"
            os.system(command)

    python_file = "concat_transcriptions.py"
    command = f"python {python_file} {chunck_file} {SECONDS} {speakers_file}"
    os.system(command)
    with open(chunck_file, 'r') as f:
        files = f.read().splitlines()
    for file in files:
        file_name, _ = file.split(".")
        _, file_name = file_name.split("/")
        transcriptions_folder = "transcriptions"
        transcription_extension = "srt"
        command = f"rm {transcriptions_folder}/{file_name}.{transcription_extension}"
        os.system(command)

    audio_transcribed = "concatenated_transcriptions/download_audio.srt"
    with open(audio_transcribed, 'r') as f:
        result = f.read()

    return (
        result,
        gr.Textbox(value=audio_transcribed, label="Original audio transcribed", elem_id="original_audio_transcribed", visible=False)
    )

def translate_transcription(original_audio_transcribed_path, source_languaje, target_languaje):
    python_file = "translate_transcriptions.py"
    command = f"python {python_file} {original_audio_transcribed_path} --source_languaje {source_languaje} --target_languaje {target_languaje} --device {DEVICE}"
    os.system(command)

    translated_transcription = f"translated_transcriptions/download_audio_{target_languaje}.srt"
    with open(translated_transcription, 'r') as f:
        result = f.read()
    transcription_file = "concatenated_transcriptions/download_audio.srt"
    command = f"rm {transcription_file}"
    os.system(command)

    return (
        result,
        gr.Textbox(value=translated_transcription, label="Original audio translated", elem_id="original_audio_translated", visible=False)
    )

def add_translated_subtitles_to_video(original_video_path, original_audio_path, original_audio_translated_path):
    python_file = "add_subtitles_to_video.py"
    command = f"python {python_file} {original_audio_translated_path} {original_video_path} {original_audio_path}"
    os.system(command)

    command = f"rm {original_video_path}"
    os.system(command)
    command = f"rm {original_audio_path}"
    os.system(command)
    command = f"rm {original_audio_translated_path}"
    os.system(command)
    command = f"rm chunks/output_files.txt"
    os.system(command)
    command = f"rm vocals/speakers.txt"
    os.system(command)

    subtitled_video = "videos/download_video_with_subtitles.mp4"
    
    return gr.Video(value=subtitled_video, label="Subtitled video", elem_id="subtitled_video", visible=True, interactive=False)

def subtify():
    with gr.Blocks() as demo:
        # Layout
        gr.Markdown("""# Subtify""")
        # with gr.Row(variant="panel"):
        #     url_textbox = gr.Textbox(placeholder="Add video URL here", label="Video URL", elem_id="video_url", scale=1, interactive=True)
        #     copy_button   = gr.Button(size="sm", icon="icons/copy.svg",   value="", min_width="10px", scale=0)
        #     delete_button = gr.Button(size="sm", icon="icons/delete.svg", value="", min_width="10px", scale=0)

        # stream_page = gr.Textbox(label="Stream page", elem_id="stream_page", visible=False)
        # visible = False
        # with gr.Row(equal_height=False):
        #     image = gr.Image(visible=visible, scale=1)
        #     with gr.Column():
        #         with gr.Row():
        #             source_languaje = gr.Dropdown(visible=visible, label="Source languaje", show_label=True, value="English", choices=language_dict, scale=1, interactive=True)
        #             target_languaje = gr.Dropdown(visible=visible, label="Target languaje", show_label=True, value="Español", choices=language_dict, scale=1, interactive=True)
        #         with gr.Row():
        #             subtify_button = gr.Button(size="lg", value="subtify", min_width="10px", scale=0, visible=visible)

        # original_audio = gr.Audio(label="Original audio", elem_id="original_audio", visible=visible, interactive=False)
        # original_audio_path = gr.Textbox(label="Original audio path", elem_id="original_audio_path", visible=False)
        # original_video_path = gr.Textbox(label="Original video path", elem_id="original_video_path", visible=False)
        # original_audio_transcribed = gr.Textbox(label="Original audio transcribed", elem_id="original_audio_transcribed", interactive=False, visible=visible)
        # original_audio_transcribed_path = gr.Textbox(label="Original audio transcribed", elem_id="original_audio_transcribed", visible=False)
        # original_audio_translated = gr.Textbox(label="Original audio translated", elem_id="original_audio_translated", interactive=False, visible=visible)
        # original_audio_translated_path = gr.Textbox(label="Original audio translated", elem_id="original_audio_translated", visible=False)
        # subtitled_video = gr.Video(label="Subtitled video", elem_id="subtitled_video", visible=visible, interactive=False)

        # # Events
        # # copy_button.click(fn=copy_url_from_clipboard, outputs=url_textbox)
        # delete_button.click(
        #     fn=clear_video_url, 
        #     outputs=[
        #         url_textbox, 
        #         image, 
        #         source_languaje, 
        #         target_languaje, 
        #         subtify_button, 
        #         original_audio, 
        #         original_audio_transcribed, 
        #         original_audio_translated,
        #     ]
        # )
        # url_textbox.change(
        #     fn=is_valid_url, 
        #     inputs=url_textbox, 
        #     outputs=[
        #         image, 
        #         source_languaje, 
        #         target_languaje, 
        #         subtify_button, 
        #         stream_page, 
        #         original_audio, 
        #         original_audio_transcribed, 
        #         original_audio_translated,
        #         subtitled_video
        #     ]
        # )
        # subtify_button.click(fn=get_audio_and_video_from_video, inputs=[url_textbox, stream_page], outputs=[original_audio, original_audio_path, original_video_path])
        # original_audio.change(fn=trascribe_audio, inputs=[original_audio_path, source_languaje], outputs=[original_audio_transcribed, original_audio_transcribed_path])
        # original_audio_transcribed.change(fn=translate_transcription, inputs=[original_audio_transcribed_path, source_languaje, target_languaje], outputs=[original_audio_translated, original_audio_translated_path])
        # original_audio_translated.change(fn=add_translated_subtitles_to_video, inputs=[original_video_path, original_audio_path, original_audio_translated_path], outputs=subtitled_video)


    demo.launch()


if __name__ == "__main__":
    parser = argparse.ArgumentParser()
    parser.add_argument("--no_ui", action="store_true")
    args = parser.parse_args()

    if args.no_ui:
        subtify_no_ui()
    else:
        subtify()