siddhartharya
commited on
Update app.py
Browse files
app.py
CHANGED
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import gradio as gr
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from transformers import pipeline
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import PyPDF2
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import docx
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import requests
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#
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def
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if
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return ""
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def
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iface = gr.Interface(
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fn=generate_podcast,
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inputs=[
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gr.
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gr.
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],
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iface.launch()
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import gradio as gr
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import PyPDF2
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import docx
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import requests
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from bs4 import BeautifulSoup
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from groq import Groq
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from gtts import gTTS
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from pydub import AudioSegment
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import os
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import io
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# Initialize Groq client
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groq_client = Groq(api_key=os.environ["GROQ_API_KEY"])
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def extract_text(file_or_url):
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if isinstance(file_or_url, str): # URL
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response = requests.get(file_or_url)
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soup = BeautifulSoup(response.text, 'html.parser')
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return soup.get_text()
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elif file_or_url is not None:
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if file_or_url.name.endswith('.pdf'):
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reader = PyPDF2.PdfReader(file_or_url.file)
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return ' '.join([page.extract_text() for page in reader.pages])
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elif file_or_url.name.endswith('.docx'):
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doc = docx.Document(file_or_url.file)
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return ' '.join([para.text for para in doc.paragraphs])
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return ""
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def generate_podcast_script(text):
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prompt = f"""Generate a podcast script between a man and a woman discussing the following text:
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{text}
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The podcast should be informative and engaging, with a natural conversation flow.
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Limit the script to approximately 750 words to fit within a 5-minute podcast."""
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response = groq_client.chat.completions.create(
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messages=[
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{"role": "system", "content": "You are an AI assistant that generates podcast scripts based on given text."},
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{"role": "user", "content": prompt}
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],
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model="llama-3.1-70b-versatile", # Using LLaMa 3.1 70B model
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max_tokens=1000,
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temperature=0.7
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)
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return response.choices[0].message.content
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def text_to_speech(script):
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lines = script.split('\n')
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audio_segments = []
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for line in lines:
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if line.startswith("Man:"):
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tts = gTTS(line[4:], lang='en', tld='co.uk')
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elif line.startswith("Woman:"):
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tts = gTTS(line[6:], lang='en', tld='com.au')
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else:
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continue
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buffer = io.BytesIO()
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tts.write_to_fp(buffer)
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buffer.seek(0)
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audio_segments.append(AudioSegment.from_mp3(buffer))
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final_audio = sum(audio_segments)
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final_audio = final_audio[:300000] # Trim to 5 minutes (300,000 ms)
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buffer = io.BytesIO()
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final_audio.export(buffer, format="mp3")
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buffer.seek(0)
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return buffer
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def generate_podcast(file_or_url):
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text = extract_text(file_or_url)
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if not text:
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return None, "Failed to extract text. Please check your input."
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script = generate_podcast_script(text)
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audio_file = text_to_speech(script)
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return audio_file, script
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iface = gr.Interface(
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fn=generate_podcast,
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inputs=[
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gr.File(label="Upload PDF/DOC file"),
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gr.Textbox(label="Or enter URL")
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],
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outputs=[
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gr.Audio(label="Generated Podcast"),
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gr.Textbox(label="Podcast Script")
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],
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title="Custom NotebookLM-type Podcast Generator (LLaMa 3.1 70B)"
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)
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iface.launch()
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