SaladSlayer00
the new app with translation support, youtube and summarizaiton, pdf, tts, examples
c0f1632
import gradio as gr | |
import pytube as pt | |
from transformers import pipeline | |
import os | |
from huggingface_hub import HfFolder | |
from gtts import gTTS | |
from fpdf import FPDF | |
from pdfminer.high_level import extract_text | |
# Initialize pipelines for transcription, summarization, and translation | |
transcription_pipe = pipeline(model="SaladSlayer00/another_local", token=HfFolder.get_token()) | |
summarizer = pipeline("summarization", model="it5/it5-efficient-small-el32-news-summarization") | |
translator = pipeline("translation", model="Helsinki-NLP/opus-mt-it-en") | |
def process_audio(file_path): | |
text = transcription_pipe(file_path)["text"] | |
summary = summarizer(text, min_length=25, max_length=50)[0]["summary_text"] | |
translation = translator(text)[0]["translation_text"] | |
return text, summary, translation | |
def download_youtube_audio(yt_url): | |
yt = pt.YouTube(yt_url) | |
stream = yt.streams.filter(only_audio=True).first() | |
file_path = stream.download(filename="temp_audio.mp3") | |
return file_path | |
def youtube_transcription(yt_url): | |
audio_path = download_youtube_audio(yt_url) | |
results = process_audio(audio_path) | |
os.remove(audio_path) # Clean up the downloaded file | |
return results | |
def transcribe_and_process(rec=None, file=None): | |
if rec is not None: | |
audio = rec | |
elif file is not None: | |
audio = file | |
else: | |
return "Provide a recording or a file." | |
return process_audio(audio) | |
def save_text_to_pdf(text, filename="output.pdf"): | |
# Create instance of FPDF class | |
pdf = FPDF() | |
# Add a page | |
pdf.add_page() | |
# Set font: Arial, bold, 12 | |
pdf.set_font("Arial", size=12) | |
# Add a cell | |
pdf.multi_cell(0, 10, text) | |
# Save the pdf with name .pdf | |
pdf.output(filename) | |
return filename | |
def pdf_to_text(file_path): | |
text = extract_text(file_path) | |
audio_file = "tts_audio.wav" | |
myobj = gTTS(text=text, lang='en', slow=False) | |
myobj.save(audio_file) | |
return audio_file | |
def audio_to_pdf(file_path): | |
text, summary, translation = process_audio(file_path) | |
pdf_file = save_text_to_pdf(translation) | |
tts_audio_file = pdf_to_text(pdf_file) # Generate TTS audio from the PDF | |
return translation, pdf_file, tts_audio_file | |
def pdf_to_audio(file_path): | |
text = extract_text(file_path) | |
myobj = gTTS(text=text, lang='en', slow=False) | |
audio_file = "output_audio.wav" | |
myobj.save(audio_file) | |
return audio_file | |
app = gr.Blocks() | |
with app: | |
gr.Markdown("### Whisper Small Italian Transcription, Summarization, and Translation") | |
gr.Markdown("Talk, upload an audio file or enter a YouTube URL for processing.") | |
with gr.Tab("Audio Processing"): | |
gr.Markdown("### Example Audio Files") | |
gr.Audio("/La_Casa.mp3", label="Short Audio 1") | |
gr.Audio("/La_Neve.mp3", label="Short Audio 2") | |
gr.Audio("/La_Lettera.mp3", label="Long Audio 3") | |
gr.Audio("/Le_Feste.mp3", label="Long Audio 4") | |
with gr.Row(): | |
audio_input = gr.Audio(label="Upload Audio or Record", type="filepath") | |
audio_process_button = gr.Button("Process Audio") | |
audio_transcription, audio_summary, audio_translation = gr.Textbox(label="Transcription"), gr.Textbox(label="Summary"), gr.Textbox(label="Translation") | |
audio_process_button.click(fn=transcribe_and_process, inputs=audio_input, outputs=[audio_transcription, audio_summary, audio_translation]) | |
with gr.Tab("YouTube Processing"): | |
gr.Markdown("### Example YouTube URLs") | |
gr.Markdown("1. [The House](https://www.youtube.com/watch?v=Is6nHH43rnQ)") | |
gr.Markdown("2. [Introduction](https://www.youtube.com/watch?v=l_p0UVsdc6A)") | |
gr.Markdown("3. [Where Are You From?](https://www.youtube.com/watch?v=4QobTwKT_Xc)") | |
gr.Markdown("4. [The Colors](https://www.youtube.com/watch?v=HsSLwV1yEjc)") | |
with gr.Row(): | |
yt_input = gr.Textbox(label="YouTube URL") | |
yt_process_button = gr.Button("Process YouTube Video") | |
yt_transcription, yt_summary, yt_translation = gr.Textbox(label="Transcription"), gr.Textbox(label="Summary"), gr.Textbox(label="Translation") | |
yt_process_button.click(fn=youtube_transcription, inputs=yt_input, outputs=[yt_transcription, yt_summary, yt_translation]) | |
with gr.Tab("Italian Audio to English PDF"): | |
gr.Markdown("### Example Audio Files") | |
gr.Audio("/La_Casa.mp3", label="Short Audio 1") | |
gr.Audio("/La_Neve.mp3", label="Short Audio 2") | |
gr.Audio("/La_Lettera.mp3", label="Long Audio 3") | |
gr.Audio("/Le_Feste.mp3", label="Long Audio 4") | |
with gr.Row(): | |
audio_input = gr.Audio(label="Upload Italian Audio", type="filepath") | |
translate_process_button = gr.Button("Translate and Save as PDF") | |
translation_textbox, pdf_download, tts_audio = gr.Textbox(label="Translation"), gr.File(label="Download PDF"), gr.Audio(label="TTS Audio") | |
translate_process_button.click(fn=audio_to_pdf, inputs=audio_input, outputs=[translation_textbox, pdf_download, tts_audio]) | |
(app.launch()) |