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import gradio as gr
import argparse
import spaces
import os
import torch
import shutil
from time import sleep
from tqdm import tqdm
from lang_list import union_language_dict
# import pyperclip
import re
from PIL import Image
# import urllib.request
from ui_config import (
BACKGROUND_COLOR, BUTTON_COLOR, SVG_COLOR, PANEL_COLOR,
PRIMARY_TEXT_COLOR, SUBDUED_TEXT_COLOR, BACKGROUND_PRIMARY_COLOR,
BACKGROUND_SECONDARY_COLOR, PRIMARY_BODER_COLOR, BLOCK_TITLE_TEXT_COLOR,
INPUT_BACKGROUND_COLOR, INPUT_BORDER_COLOR, INPUT_PLACEHOLDER_COLOR,
ERROR_BACKGROUND_COLOR, ERROR_TEXT_COLOR, ERROR_BORDER_COLOR,
BUTTON_SECONDARY_BACKGROUND_COLOR, BUTTON_SECONDARY_BORDER_COLOR,
BUTTON_SECONDARY_TEXT_COLOR, RED, GREEN, BLUE,
html_social_media, get_html_subtify_logo_big, get_html_subtify_logo_small, html_buy_me_a_coffe
)
# from url_manager import get_youtube_thumbnail, is_valid_youtube_url, is_valid_twitch_url, is_valid_url
from slice_audio import slice_audio as slice_audio_main
from audio import get_audio_from_video
from transcribe import transcribe, get_language_dict
from diarize_library import diarize_audio
import json
NUMBER = 100
DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
# DEVICE = "cpu"
DOWNLOAD = True
SLICE_AUDIO = True
TRANSCRIBE_AUDIO = True
CONCATENATE_TRANSCRIPTIONS = True
TRANSLATE_TRANSCRIPTIONS = True
ADD_SUBTITLES_TO_VIDEO = True
REMOVE_FILES = True
if DEVICE == "cpu":
# Assuming we are on huggingface server
ram = 16000
factor = 1
CHUNK_SECONDS = int(ram*factor)
CHUNK_SECONDS = 30
CHUNK_OVERLAP_SECONDS = 5
print(f"RAM: {ram}, CHUNK_SECONDS: {CHUNK_SECONDS}, CHUNK_OVERLAP_SECONDS: {CHUNK_OVERLAP_SECONDS}")
else:
# Assuming we are on local machine
CHUNK_SECONDS = 30
CHUNK_OVERLAP_SECONDS = 5
YOUTUBE = "youtube"
TWITCH = "twitch"
ERROR = "error"
VIEW_OUTPUTS = True
DEBUG = True
subtify_logo = Image.open("assets/subtify_logo-scaled.png")
subtify_logo_width, subtify_logo_height = subtify_logo.size
factor = 4
new_width = subtify_logo_width // factor
new_height = subtify_logo_height // factor
html_subtify_logo_big = get_html_subtify_logo_big(new_width, new_height)
html_subtify_logo_small = get_html_subtify_logo_small(new_width, new_height)
language_dict = union_language_dict()
def remove_all_files():
"""Remove all temporary files and folders"""
if os.path.exists("audios"):
command = f"rm -r audios"
os.system(command)
if os.path.exists("chunks"):
command = f"rm -r chunks"
os.system(command)
if os.path.exists("concatenated_transcriptions"):
command = f"rm -r concatenated_transcriptions"
os.system(command)
if os.path.exists("transcriptions"):
command = f"rm -r transcriptions"
os.system(command)
if os.path.exists("translated_transcriptions"):
command = f"rm -r translated_transcriptions"
os.system(command)
if os.path.exists("videos"):
command = f"rm -r videos"
os.system(command)
if os.path.exists("vocals"):
command = f"rm -r vocals"
os.system(command)
def reset_frontend():
"""Reset all frontend elements to their default state"""
visible = False
return (
None,
gr.Image(visible=visible),
gr.Dropdown(visible=visible),
gr.Dropdown(visible=visible),
gr.Dropdown(visible=visible),
gr.Accordion(visible=visible),
gr.Button(visible=visible),
gr.Textbox(visible=visible),
gr.Textbox(visible=visible),
gr.Textbox(visible=visible),
gr.Textbox(visible=visible),
gr.Textbox(visible=visible),
gr.Textbox(visible=visible),
gr.Textbox(visible=visible),
gr.Textbox(visible=visible),
gr.Textbox(visible=visible),
gr.Video(visible=visible),
)
def show_auxiliar_block1():
"""Show auxiliary block 1 with URL checked message"""
return gr.Textbox(value="URL checked", visible=False)
def change_visibility_texboxes():
"""Change visibility of progress info textboxes"""
return (
gr.update(value="Done"), # auxiliar_block1
gr.update(visible=True), # get_audio_from_video_info
gr.update(visible=True), # merged_transcription
gr.update(visible=True), # video_sliced_progress_info
gr.update(visible=True), # video_transcribed_progress_info
gr.update(visible=True), # diarization_progress_info
gr.update(visible=True), # transcriptions_concatenated_progress_info
gr.update(visible=True), # video_translated_progress_info
gr.update(visible=True), # video_subtitled_progress_info
)
def get_audio(video_path):
"""
Extract audio from video file.
Args:
video_path (str): Path to video file
Returns:
list: Status update and audio file path
"""
print('*'*NUMBER)
print(f"Getting audio from video {video_path}")
audios_folder = "audios"
if DEBUG:
audio_file = f"{audios_folder}/download_audio.mp3"
if os.path.exists(audio_file):
return [
gr.update(value="Loaded"), # get_audio_from_video_info
gr.update(value=audio_file) # original_audio_path
]
try:
audio_path = get_audio_from_video(video_path, audios_folder)
return [
gr.update(value="Ok"), # get_audio_from_video_info
gr.update(value=audio_path) # original_audio_path
]
except Exception as e:
print(f"Error: {str(e)}")
return [
gr.update(value="Error"), # get_audio_from_video_info
gr.update(value="") # original_audio_path
]
def slice_audio(input_audio_path):
"""
Slice audio into chunks.
Args:
input_audio_path (str): Path to input audio file
"""
print('*'*NUMBER)
print(f"Slicing audio {input_audio_path} in chunks of {CHUNK_SECONDS} seconds with {CHUNK_OVERLAP_SECONDS} seconds overlap")
# Create vocals and chunks folders
print("Creating vocals and chunks folders")
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)
slice_audio_main(input_audio_path, folder_chunck, CHUNK_SECONDS, CHUNK_OVERLAP_SECONDS)
return (
gr.update(value="Ok"), # video_sliced_progress_info
)
def diarize(input_audio_path, num_speakers, min_speakers, max_speakers):
"""
Perform speaker diarization on audio file.
Args:
input_audio_path (str): Path to audio file
num_speakers (int): Expected number of speakers
min_speakers (int): Minimum number of speakers
max_speakers (int): Maximum number of speakers
"""
print('*'*NUMBER)
print(f"Diarize {input_audio_path}")
# Diarization file
diarization_file = f"diarization/diarization.json"
if DEBUG:
if os.path.exists(diarization_file):
with open(diarization_file, "r") as f:
diarization = f.read()
return [
gr.update(value="Loaded"),
gr.update(value=diarization)
]
# Diarize audio
diarization = diarize_audio(input_audio_path, num_speakers, min_speakers, max_speakers, DEVICE)
# Save diarization
with open(diarization_file, "w") as f:
json.dump(diarization, f)
return [
gr.update(value="Ok"),
gr.update(value=diarization)
]
def trascribe_audio(input_audio_path, source_languaje):
print('*'*NUMBER)
print(f"Transcript {input_audio_path}")
# Transcription file
transcription_file = f"transcriptions/transcription_{source_languaje}.json"
if DEBUG:
if os.path.exists(transcription_file):
transcription = open(transcription_file, "r").read()
transcription = json.loads(transcription)
return [
gr.update(value="Loaded"),
gr.update(value=transcription)
]
# Get language dict
language_dict = get_language_dict()
# Transcribe audio file
transcription_str, transcription_dict = transcribe(input_audio_path, language_dict[source_languaje]["transcriber"], DEVICE, CHUNK_SECONDS, CHUNK_OVERLAP_SECONDS)
# Save transcription
with open(transcription_file, "w") as f:
transcription_json = json.dumps(transcription_dict)
f.write(transcription_json)
return (
gr.update(value="Ok"),
gr.update(value=transcription_dict)
)
def concatenate_transcriptions():
print('*'*NUMBER)
print("Concatenate transcriptions")
folder_concatenated = "concatenated_transcriptions"
if not os.path.exists(folder_concatenated):
os.makedirs(folder_concatenated)
chunck_file = "chunks/output_files.txt"
python_file = "concat_transcriptions.py"
command = f"python {python_file} {chunck_file} {CHUNK_SECONDS} {CHUNK_OVERLAP_SECONDS}"
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"
return (
gr.Textbox(value="Ok"),
gr.Textbox(value=audio_transcribed),
)
def translate_transcription(original_audio_transcribed_path, source_languaje, target_languaje):
print('*'*NUMBER)
print("Translate transcription")
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"
transcription_file = "concatenated_transcriptions/download_audio.srt"
if os.path.exists(transcription_file):
command = f"rm {transcription_file}"
os.system(command)
return (
gr.Textbox(value="Ok"),
gr.Textbox(value=translated_transcription)
)
def add_translated_subtitles_to_video(original_video_path, original_audio_path, original_audio_translated_path):
print('*'*NUMBER)
print("Add subtitles to video")
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)
if os.path.exists(original_video_path):
command = f"rm {original_video_path}"
os.system(command)
if os.path.exists(original_audio_path):
command = f"rm {original_audio_path}"
os.system(command)
if os.path.exists(original_audio_translated_path):
command = f"rm {original_audio_translated_path}"
os.system(command)
if os.path.exists("chunks/output_files.txt"):
command = f"rm chunks/output_files.txt"
os.system(command)
subtitled_video = "videos/download_video_with_subtitles.mp4"
visible = False
return (
gr.Video(value=subtitled_video, visible=True),
gr.Textbox(value="Ok", visible=visible),
gr.Textbox(value="Ok"),
)
def hide_textbobes_progress_info():
visible = False
return (
gr.Textbox(value="Waiting", visible=visible),
gr.Textbox(value="Waiting", visible=visible),
gr.Textbox(value="Waiting", visible=visible),
gr.Textbox(value="Waiting", visible=visible),
gr.Textbox(value="Waiting", visible=visible),
gr.Textbox(value="Waiting", visible=visible),
)
def process_uploaded_video(video_path):
# Create videos folder
videos_folder = "videos"
if not os.path.exists(videos_folder):
os.makedirs(videos_folder)
if DEBUG:
video_file = f"{videos_folder}/download_video.mp4"
if os.path.exists(video_file):
return [
gr.update(label="Video uploaded"), # video_input
gr.update(visible=True), # config_block
gr.update(value=video_file), # original_video_path
gr.update(value=html_subtify_logo_small) # html_subtify_logo_component
]
# Copy uploaded video to videos folder
new_video_path = os.path.join(videos_folder, "download_video.mp4")
shutil.copy(video_path, new_video_path)
# Return updated config block with new scale and the new video path
return [
gr.update(label="Video uploaded"), # video_input
gr.update(visible=True), # config_block
gr.update(value=new_video_path), # original_video_path
gr.update(value=html_subtify_logo_small) # html_subtify_logo_component
]
def merge_transcription_and_diarization():
"""
Merge transcription and diarization results to assign speakers to each word.
Returns:
dict: Combined transcription with speaker information
"""
print('*'*NUMBER)
print("Merge transcription and diarization")
if DEBUG:
merged_transcription_path = "merged_transcription_diarization/merged.json"
if os.path.exists(merged_transcription_path):
with open(merged_transcription_path, 'r') as f:
merged_transcription = json.load(f)
return [
gr.update(value="Loaded"),
gr.update(value=merged_transcription)
]
# Load JSON files
transcription_path = "transcriptions/transcription_English.json"
diarization_path = "diarization/diarization.json"
with open(transcription_path, 'r') as f:
transcription = json.load(f)
with open(diarization_path, 'r') as f:
diarization = json.load(f)
# Create new list for combined chunks
merged_chunks = []
# For each word in transcription
for chunk in transcription.get('chunks', []):
# Verify chunk has valid timestamps
if not (isinstance(chunk.get('start'), (int, float)) and
isinstance(chunk.get('end'), (int, float))):
continue
word_start = float(chunk['start'])
word_end = float(chunk['end'])
# Find corresponding speaker in diarization
speaker = None
for segment in diarization:
# Verify segment has valid timestamps
if not (isinstance(segment.get('start'), (int, float)) and
isinstance(segment.get('end'), (int, float))):
continue
segment_start = float(segment['start'])
segment_end = float(segment['end'])
# If word is within segment time range
if (word_start >= segment_start and word_end <= segment_end):
speaker = segment['speaker']
break
# If word is mostly within segment (>50% duration)
word_duration = word_end - word_start
overlap_start = max(word_start, segment_start)
overlap_end = min(word_end, segment_end)
overlap_duration = max(0, overlap_end - overlap_start)
if overlap_duration > word_duration * 0.5:
speaker = segment['speaker']
break
# Create new chunk with speaker information
merged_chunk = {
'start': word_start,
'end': word_end,
'text': chunk['text'],
'speaker': speaker if speaker else 'UNKNOWN'
}
merged_chunks.append(merged_chunk)
# Create final dictionary
merged_transcription = {
'text': transcription.get('text', ''),
'chunks': merged_chunks
}
# Create directory if it doesn't exist
if not os.path.exists(merged_transcription_path):
os.makedirs(merged_transcription_path)
# Save result to new directory
with open(merged_transcription_path, 'w', encoding='utf-8') as f:
json.dump(merged_transcription, f, ensure_ascii=False, indent=2)
return [
gr.update(value="Ok"),
gr.update(value=merged_transcription)
]
@spaces.GPU
def subtify():
with gr.Blocks(
theme=gr.themes.Default().set
(
body_background_fill=BACKGROUND_COLOR,
body_background_fill_dark=BACKGROUND_COLOR,
body_text_color=PRIMARY_TEXT_COLOR,
body_text_color_dark=PRIMARY_TEXT_COLOR,
body_text_color_subdued=SUBDUED_TEXT_COLOR,
body_text_color_subdued_dark=SUBDUED_TEXT_COLOR,
background_fill_primary=BACKGROUND_PRIMARY_COLOR,
background_fill_primary_dark=BACKGROUND_PRIMARY_COLOR,
background_fill_secondary=BACKGROUND_SECONDARY_COLOR,
background_fill_secondary_dark=BACKGROUND_SECONDARY_COLOR,
border_color_primary=PRIMARY_BODER_COLOR,
border_color_primary_dark=PRIMARY_BODER_COLOR,
block_background_fill=BACKGROUND_PRIMARY_COLOR,
block_background_fill_dark=BACKGROUND_PRIMARY_COLOR,
block_title_text_color=BLOCK_TITLE_TEXT_COLOR,
block_title_text_color_dark=BLOCK_TITLE_TEXT_COLOR,
input_background_fill=INPUT_BACKGROUND_COLOR,
input_background_fill_dark=INPUT_BACKGROUND_COLOR,
input_border_color=INPUT_BORDER_COLOR,
input_border_color_dark=INPUT_BORDER_COLOR,
input_placeholder_color=INPUT_PLACEHOLDER_COLOR,
input_placeholder_color_dark=INPUT_PLACEHOLDER_COLOR,
error_background_fill=ERROR_BACKGROUND_COLOR,
error_background_fill_dark=ERROR_BACKGROUND_COLOR,
error_text_color=ERROR_TEXT_COLOR,
error_text_color_dark=ERROR_TEXT_COLOR,
error_border_color=ERROR_BORDER_COLOR,
error_border_color_dark=ERROR_BORDER_COLOR,
button_secondary_background_fill=BUTTON_SECONDARY_BACKGROUND_COLOR,
button_secondary_background_fill_dark=BUTTON_SECONDARY_BACKGROUND_COLOR,
button_secondary_border_color=BUTTON_SECONDARY_BORDER_COLOR,
button_primary_background_fill_dark=BUTTON_SECONDARY_BORDER_COLOR,
button_secondary_text_color=BUTTON_SECONDARY_TEXT_COLOR,
button_secondary_text_color_dark=BUTTON_SECONDARY_TEXT_COLOR,
)
) as demo:
num_speaker = []
for i in range(100, 0, -1):
num_speaker.append(i)
# Layout
gr.HTML(html_social_media)
gr.HTML("<h1 style='text-align: center;'>Subtify</h1>")
html_subtify_logo_component = gr.HTML(html_subtify_logo_big)
# Input block, where the user can upload a video and configure the subtify process
visible = False
input_block = gr.Row(variant="panel")
with input_block:
input_video_block = gr.Row(scale=2)
with input_video_block:
video_input = gr.Video(
label="Upload video",
sources=["upload"],
scale=1,
interactive=True
)
delete_button = gr.Button(size="sm", icon="icons/delete.svg", value="clear", min_width="10px", scale=0)
config_block = gr.Column(scale=1, visible=visible)
with config_block:
with gr.Row():
source_languaje = gr.Dropdown(visible=True, 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=True, label="Target languaje", show_label=True, value="Español", choices=language_dict, scale=1, interactive=True, info="Language to translate the subtitles")
with gr.Accordion("Advanced settings", open=True, visible=True) as Advanced_setings:
number_of_speakers = gr.Number(visible=True, label="Number of speakers", show_label=True, value=0, interactive=True, info="Number of speakers in the video, if you don't know, select 0")
min_speakers = gr.Number(visible=True, label="Min speakers", show_label=True, value=0, scale=0, interactive=True, info="Minimum number of speakers in the video")
max_speakers = gr.Number(visible=True, label="Max speakers", show_label=True, value=0, scale=0, interactive=True, info="Maximum number of speakers in the video")
subtify_button = gr.Button(size="lg", value="subtify", min_width="10px", scale=0, visible=True)
auxiliar_block1 = gr.Textbox(placeholder="", interactive=False, visible=visible)
with gr.Row():
get_audio_from_video_info = gr.Textbox(placeholder="Waiting", label="Get audio from video info", elem_id="get_audio_from_video_info", interactive=False, visible=visible)
video_transcribed_progress_info = gr.Textbox(placeholder="Waiting", label="Transcribe progress info", elem_id="video_transcribed_progress_info", interactive=False, visible=visible)
diarization_progress_info = gr.Textbox(placeholder="Waiting", label="Diarize progress info", elem_id="diarization_progress_info", interactive=False, visible=visible)
merged_transcription_progress_info = gr.Textbox(placeholder="Waiting", label="Merge transcription and diarization progress info", elem_id="merged_transcription_progress_info", interactive=False, visible=visible)
transcriptions_concatenated_progress_info = gr.Textbox(placeholder="Waiting", label="Concatenate progress info", elem_id="transcriptions_concatenated_progress_info", interactive=False, visible=visible)
video_translated_progress_info = gr.Textbox(placeholder="Waiting", label="Translate progress info", elem_id="transcription_translated_progress_info", interactive=False, visible=visible)
video_subtitled_progress_info = gr.Textbox(placeholder="Waiting", label="Video subtitle progress info", elem_id="video_subtitled_progress_info", interactive=False, visible=visible)
original_audio_path = gr.Textbox(label="Original audio path", elem_id="original_audio_path", visible=visible)
original_video_path = gr.Textbox(label="Original video path", visible=visible)
transcription = gr.Textbox(label="transcription", elem_id="transcription", visible=VIEW_OUTPUTS)
diarization = gr.Textbox(label="diarization", elem_id="diarization", visible=VIEW_OUTPUTS)
merged_transcription = gr.Textbox(label="merged_transcription", elem_id="merged_transcription", visible=VIEW_OUTPUTS)
original_audio_translated_path = gr.Textbox(label="Original audio translated", elem_id="original_audio_translated", visible=visible)
subtitled_video = gr.Video(label="Subtitled video", elem_id="subtitled_video", visible=visible, interactive=visible)
auxiliar_block3 = gr.Textbox(placeholder="Waiting", label="Auxiliar block 3", elem_id="auxiliar_block3", interactive=False, visible=visible)
gr.HTML(html_buy_me_a_coffe)
# Events
# paste_button.click(fn=paste_url_from_clipboard, outputs=url_textbox)
delete_button.click(
fn=reset_frontend,
outputs=[
video_input,
source_languaje,
target_languaje,
Advanced_setings,
number_of_speakers,
subtify_button,
auxiliar_block1,
video_transcribed_progress_info,
transcriptions_concatenated_progress_info,
video_translated_progress_info,
video_subtitled_progress_info,
subtitled_video,
]
)
video_input.change(
fn=process_uploaded_video,
inputs=[video_input],
outputs=[video_input, config_block, original_video_path, html_subtify_logo_component]
)
subtify_button.click(
fn=change_visibility_texboxes,
outputs=[auxiliar_block1, get_audio_from_video_info, merged_transcription_progress_info, video_transcribed_progress_info, diarization_progress_info, transcriptions_concatenated_progress_info, video_translated_progress_info, video_subtitled_progress_info]
)
auxiliar_block1.change(
fn=get_audio,
inputs=[original_video_path],
outputs=[get_audio_from_video_info, original_audio_path]
)
get_audio_from_video_info.change(
fn=trascribe_audio,
inputs=[original_audio_path, source_languaje],
outputs=[video_transcribed_progress_info, transcription]
)
video_transcribed_progress_info.change(
fn=diarize,
inputs=[original_audio_path, number_of_speakers, min_speakers, max_speakers],
outputs=[diarization_progress_info, diarization]
)
diarization_progress_info.change(
fn=merge_transcription_and_diarization,
outputs=[merged_transcription_progress_info, merged_transcription]
)
# transcriptions_concatenated_progress_info.change(
# fn=translate_transcription,
# inputs=[original_audio_transcribed_path, source_languaje, target_languaje],
# outputs=[video_translated_progress_info, original_audio_translated_path]
# )
# video_translated_progress_info.change(
# fn=add_translated_subtitles_to_video,
# inputs=[original_video_path, original_audio_path, original_audio_translated_path],
# outputs=[subtitled_video, video_subtitled_progress_info, auxiliar_block3]
# )
# auxiliar_block3.change(
# fn=hide_textbobes_progress_info,
# outputs=[video_sliced_progress_info, video_transcribed_progress_info, transcriptions_concatenated_progress_info, video_translated_progress_info, video_subtitled_progress_info]
# )
demo.launch()
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument("--no_ui", action="store_true")
parser.add_argument("--remove_all_files", action="store_true")
args = parser.parse_args()
if args.no_ui:
subtify_no_ui()
elif args.remove_all_files:
remove_all_files()
else:
subtify()
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