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import gradio as gr
import argparse
import sys
import os
import torch
from time import sleep
from tqdm import tqdm
from lang_list import union_language_dict
# import pyperclip
from pytube import YouTube
import re
import transformers
NUMBER = 100
DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
# DEVICE = "cpu"
DOWNLOAD = True
SLICE_AUDIO = True
SEPARE_VOCALS = False
TRANSCRIBE_AUDIO = True
CONCATENATE_TRANSCRIPTIONS = True
TRANSLATE_TRANSCRIPTIONS = True
ADD_SUBTITLES_TO_VIDEO = True
REMOVE_FILES = False
if DEVICE == "cpu":
# I supose that I am on huggingface server
SECONDS = 300
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")
folder_vocals = "vocals"
folder_chunck = "chunks"
folder_concatenated = "concatenated_transcriptions"
folder_translated_transcriptions = "translated_transcriptions"
if not os.path.exists(folder_vocals):
os.makedirs(folder_vocals)
if not os.path.exists(folder_chunck):
os.makedirs(folder_chunck)
if not os.path.exists(folder_concatenated):
os.makedirs(folder_concatenated)
if not os.path.exists(folder_translated_transcriptions):
os.makedirs(folder_translated_transcriptions)
################## 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")
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)
def remove_all():
command = f"rm -r audios"
os.system(command)
command = f"rm -r chunks"
os.system(command)
command = f"rm -r concatenated_transcriptions"
os.system(command)
command = f"rm -r transcriptions"
os.system(command)
command = f"rm -r translated_transcriptions"
os.system(command)
command = f"rm -r videos"
os.system(command)
command = f"rm -r 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)
num_speaker = [10, 9, 8, 7, 6, 5, 4, 3, 2, 1]
number_of_speakers = gr.Dropdown(visible=visible, label="Number of speakers", show_label=True, value=10, choices=num_speaker, scale=1, interactive=True)
translate_button = gr.Button(size="lg", value="translate", min_width="10px", scale=0, visible=visible)
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,
number_of_speakers,
translate_button,
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)
num_speaker = [10, 9, 8, 7, 6, 5, 4, 3, 2, 1]
number_of_speakers = gr.Dropdown(visible=True, label="Number of speakers", show_label=True, value=10, choices=num_speaker, scale=1, interactive=True)
subtify_button = gr.Button(size="lg", value="subtify", min_width="10px", scale=0, 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,
number_of_speakers,
subtify_button,
subtitled_video,
)
else:
return (
gr.Image(value="assets/youtube-no-thumbnails.webp", visible=True, show_download_button=False, container=False),
source_languaje,
target_languaje,
number_of_speakers,
subtify_button,
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,
number_of_speakers,
subtify_button,
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)
number_of_speakers = gr.Dropdown(visible=visible, label="Number of speakers", show_label=True, value=10, choices=num_speaker, scale=1, interactive=True)
subtify_button = gr.Button(size="lg", value="subtify", min_width="10px", scale=0, visible=visible)
subtitled_video = gr.Video(label="Subtitled video", elem_id="subtitled_video", visible=visible, interactive=False),
return (
image,
source_languaje,
target_languaje,
number_of_speakers,
subtify_button,
subtitled_video,
)
def get_audio_and_video_from_video(url):
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.Textbox(value="Ok", label="Video downloaded", elem_id="video_downloaded", interactive=False, visible=True),
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 slice_audio(audio_path):
folder_vocals = "vocals"
folder_chunck = "chunks"
if not os.path.exists(folder_vocals):
os.makedirs(folder_vocals)
if not os.path.exists(folder_chunck):
os.makedirs(folder_chunck)
python_file = "slice_audio.py"
command = f"python {python_file} {audio_path} {SECONDS}"
os.system(command)
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)
# sleep(5)
return (
gr.Textbox(value="Ok", label="Video sliced", elem_id="video_sliced", interactive=False, visible=True)
)
def trascribe_audio(source_languaje):
folder_vocals = "vocals"
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)
return (
gr.Textbox(value="Ok", label="Video transcribed", elem_id="video_transcribed", interactive=False, visible=True)
)
def concatenate_transcriptions():
folder_concatenated = "concatenated_transcriptions"
if not os.path.exists(folder_concatenated):
os.makedirs(folder_concatenated)
chunck_file = "chunks/output_files.txt"
speakers_file = "vocals/speakers.txt"
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 (
gr.Textbox(value="Ok", label="Transcription translated", elem_id="transcription_translated", interactive=False, visible=True),
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):
folder_translated_transcriptions = "translated_transcriptions"
if not os.path.exists(folder_translated_transcriptions):
os.makedirs(folder_translated_transcriptions)
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 (
gr.Textbox(value="Ok", label="Video subtitled", elem_id="video_subtitled", interactive=False, visible=True),
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
num_speaker = [10, 9, 8, 7, 6, 5, 4, 3, 2, 1]
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)
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, info="Language of the video")
target_languaje = gr.Dropdown(visible=visible, label="Target languaje", show_label=True, value="Español", choices=language_dict, scale=1, interactive=True, info="Language to translate the subtitles")
number_of_speakers = gr.Dropdown(visible=visible, label="Number of speakers", show_label=True, value=10, choices=num_speaker, scale=1, interactive=True, info="Number of speakers in the video, if you don't know, select 10")
with gr.Row():
subtify_button = gr.Button(size="lg", value="subtify", min_width="10px", scale=0, visible=visible)
with gr.Row():
video_donwloaded = gr.Textbox(placeholder="Waiting", label="Video downloaded", elem_id="video_downloaded", interactive=False, visible=True)
video_sliced = gr.Textbox(placeholder="Waiting", label="Video sliced", elem_id="video_sliced", interactive=False, visible=True)
video_transcribed = gr.Textbox(placeholder="Waiting", label="Video transcribed", elem_id="video_transcribed", interactive=False, visible=True)
video_translated = gr.Textbox(placeholder="Waiting", label="Transcription translated", elem_id="transcription_translated", interactive=False, visible=True)
video_subtitled = gr.Textbox(placeholder="Waiting", label="Video subtitled", elem_id="video_subtitled", interactive=False, visible=True)
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_path = gr.Textbox(label="Original audio transcribed", elem_id="original_audio_transcribed", visible=False)
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,
# number_of_speakers,
# subtify_button,
# original_audio_transcribed,
# original_audio_translated,
# ]
# )
url_textbox.change(
fn=is_valid_url,
inputs=url_textbox,
outputs=[
image,
source_languaje,
target_languaje,
number_of_speakers,
subtify_button,
subtitled_video,
]
)
subtify_button.click(fn=get_audio_and_video_from_video, inputs=[url_textbox], outputs=[video_donwloaded, original_audio_path, original_video_path])
video_donwloaded.change(fn=slice_audio, inputs=[original_audio_path], outputs=[video_sliced])
video_sliced.change(fn=trascribe_audio, inputs=[source_languaje], outputs=[video_transcribed])
video_transcribed.change(fn=concatenate_transcriptions, inputs=[], outputs=[video_translated, original_audio_transcribed_path])
video_translated.change(fn=translate_transcription, inputs=[original_audio_transcribed_path, source_languaje, target_languaje], outputs=[video_subtitled, original_audio_translated_path])
video_subtitled.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")
parser.add_argument("--remove_all", action="store_true")
args = parser.parse_args()
if args.no_ui:
subtify_no_ui()
elif args.remove_all:
remove_all()
else:
subtify() |