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# coding=utf8
# Youtube Video Translator
# Developed by Ruslan Magana Vsevolodovna
# https://ruslanmv.com/
# importing all necessary libraries
import pathlib
import sys, os
from gtts import gTTS
import gradio as gr
import os
import speech_recognition as sr
from googletrans import Translator, constants
from pprint import pprint
from moviepy.editor import *
from pytube import YouTube
from youtube_transcript_api import YouTubeTranscriptApi
from utils import *
def download_video(url):
print("Downloading...")
local_file = (
YouTube(url)
.streams.filter(progressive=True, file_extension="mp4")
.first()
.download()
)
print("Downloaded")
return local_file
def validate_url(url):
import validators
if not validators.url(url):
print("Hi there URL seems invalid ")
def cleanup():
import pathlib
import glob
types = ('*.mp4', '*.wav') # the tuple of file types
#Finding mp4 and wave files
junks = []
for files in types:
junks.extend(glob.glob(files))
try:
# Deleting those files
for junk in junks:
print("Deleting",junk)
# Setting the path for the file to delete
file = pathlib.Path(junk)
# Calling the unlink method on the path
file.unlink()
except Exception:
print("I cannot delete the file because it is being used by another process")
def getSize(filename):
st = os.stat(filename)
return st.st_size
def generate_transcript(url,lang_api):
id = url[url.index("=")+1:]
transcript = YouTubeTranscriptApi.get_transcript(id,languages=[lang_api])
script = ""
for text in transcript:
t = text["text"]
if t != '[Music]':
script += t + " "
return script
def video_to_translate(url,initial_language,final_language):
#Internal definitions
if initial_language == "English":
lang_in='en-US'
lang_api='en'
elif initial_language == "Italian":
lang_in='it-IT'
lang_api='it'
elif initial_language == "Spanish":
lang_in='es-MX'
lang_api='es'
elif initial_language == "Russian":
lang_in='ru-RU'
lang_api='rus'
elif initial_language == "German":
lang_in='de-DE'
lang_api='de'
elif initial_language == "Japanese":
lang_in='ja-JP'
lang_api='ja'
if final_language == "English":
lang='en'
elif final_language == "Italian":
lang='it'
elif final_language == "Spanish":
lang='es'
elif final_language == "Russian":
lang='ru'
elif final_language == "German":
lang='de'
elif final_language == "Japanese":
lang='ja'
# Initial directory
home_dir = os.getcwd()
print('Initial directory:',home_dir)
cleanup()
# Temporal directory
temp_dir=os.path.join(home_dir, "temp")
print('Temporal directory:',temp_dir)
#Create temp directory
pathlib.Path(temp_dir).mkdir(parents=True, exist_ok=True)
# Go to temp directory
os.chdir(temp_dir)
print('Changing temporal directory',os.getcwd())
# Cleaning previous files
cleanup()
file_obj=download_video(url)
print(file_obj)
# Insert Local Video File Path
videoclip = VideoFileClip(file_obj)
try:
# Trying to get transcripts
text = generate_transcript(url,lang_api)
print("Transcript Found")
except Exception:
print("No Transcript Found")
# Trying to recognize audio
# Insert Local Audio File Path
videoclip.audio.write_audiofile("audio.wav",codec='pcm_s16le')
# initialize the recognizer
r = sr.Recognizer()
# open the file
with sr.AudioFile("audio.wav") as source:
# listen for the data (load audio to memory)
audio_data = r.record(source)
# recognize (convert from speech to text)
print("Recognize from ",lang_in)
#There is a limit of 10 MB on all single requests sent to the API using local file
size_wav=getSize("audio.wav")
if size_wav > 50000000:
print("The wav is too large")
audio_chunks=split_audio_wav("audio.wav")
text=""
for chunk in audio_chunks:
print("Converting audio to text",chunk)
try:
text_chunk= r.recognize_google(audio_data, language = lang_in)
except Exception:
print("This video cannot be recognized")
cleanup()
# Return back to main directory
os.chdir(home_dir)
return "./demo/tryagain.mp4"
text=text+text_chunk+" "
text=str(text)
print(type(text))
else:
text = r.recognize_google(audio_data, language = lang_in)
#print(text)
print("Destination language ",lang)
# init the Google API translator
translator = Translator()
try:
translation = translator.translate(text, dest=lang)
except Exception:
print("This text cannot be translated")
cleanup()
# Return back to main directory
os.chdir(home_dir)
return "./demo/tryagain.mp4"
#translation.text
trans=translation.text
myobj = gTTS(text=trans, lang=lang, slow=False)
myobj.save("audio.wav")
# loading audio file
audioclip = AudioFileClip("audio.wav")
# adding audio to the video clip
new_audioclip = CompositeAudioClip([audioclip])
videoclip.audio = new_audioclip
new_video="video_translated_"+lang+".mp4"
# Return back to main directory
os.chdir(home_dir)
print('Final directory',os.getcwd())
videoclip.write_videofile(new_video)
videoclip.close()
del file_obj
return new_video
initial_language = gr.inputs.Dropdown(["English","Italian","Japanese","Russian","Spanish","German"])
final_language = gr.inputs.Dropdown([ "Russian","Italian","Spanish","German","English","Japanese"])
url =gr.inputs.Textbox(label = "Enter the YouTube URL below:")
gr.Interface(fn = video_to_translate,
inputs = [url,initial_language,final_language],
outputs = 'video',
verbose = True,
title = 'Video Youtube Translator',
description = 'A simple application that translates Youtube videos from English, Italian, Japanese, Russian, Spanish, and German to Italian, Spanish, Russian, English and Japanese. Wait one minute to process.',
article =
'''<div>
<p style="text-align: center"> All you need to do is to paste the Youtube link and hit submit, then wait for compiling. After that click on Play/Pause for listing to the video. The video is saved in an mp4 format.
For more information visit <a href="https://ruslanmv.com/">ruslanmv.com</a>
</p>
</div>''',
examples = [
["https://www.youtube.com/watch?v=Cu3R5it4cQs&list", "English","Italian"],
["https://www.youtube.com/watch?v=fkGCLIQx1MI", "English","Spanish"],
["https://www.youtube.com/watch?v=fkGCLIQx1MI", "English","Russian"],
["https://www.youtube.com/watch?v=_5YeX8eCLgA&ab_channel=TheTelegraph", "Russian","English"],
["https://www.youtube.com/watch?v=qzzweIQoIOU", "Japanese","English"],
["https://www.youtube.com/watch?v=eo17uDr2_XA", "German","Spanish"]
]
).launch() |