Update app.py
Browse files
app.py
CHANGED
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import cohere
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import gradio as gr
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from pypdf import PdfReader
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import os
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from loguru import logger
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import
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# Function to extract text from PDF
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def extract_text_from_pdf(pdf_file):
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reader = PdfReader(pdf_file)
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text = ""
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for page in reader.pages:
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return text
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# Function to convert
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def
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try:
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text = extract_text_from_pdf(pdf_file)
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#
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response = cohere_client.generate(
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model='
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prompt=text,
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max_tokens=500 # Adjust based on your needs
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)
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generated_text = response.generations[0].text.strip()
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#
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return
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except Exception as e:
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logger.error(f"Error during PDF to audio conversion: {e}")
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return "An error occurred while processing the PDF."
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# Gradio interface
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def gradio_interface(pdf_file):
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return pdf_to_audio(pdf_file)
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# Launch the Gradio interface
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gr.Interface(
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import cohere
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import gradio as gr
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from pypdf import PdfReader
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from gtts import gTTS # Import Google Text-to-Speech
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from io import BytesIO # To handle audio in memory
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import os
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from loguru import logger
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import tempfile # To create temporary files
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from dotenv import load_dotenv # To load environment variables from a .env file
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# Load environment variables from .env file (if you're using one)
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load_dotenv()
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# Read the Cohere API key from an environment variable
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COHERE_API_KEY = os.getenv('COHERE_API_KEY')
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# Check if the API key is available
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if not COHERE_API_KEY:
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raise ValueError("Cohere API key not found. Please set the COHERE_API_KEY environment variable.")
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cohere_client = cohere.Client(COHERE_API_KEY)
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# Correct language codes for gTTS
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language_options = [
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("English", "en"),
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("Spanish", "es"),
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("French", "fr"),
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("German", "de"),
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("Italian", "it"),
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("Chinese", "zh-CN"),
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("Japanese", "ja"),
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("Hindi", "hi")
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]
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# Function to extract text from PDF
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def extract_text_from_pdf(pdf_file):
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reader = PdfReader(pdf_file)
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text = ""
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for page in reader.pages:
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page_text = page.extract_text()
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if page_text:
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text += page_text
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return text
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# Function to convert text to speech using gTTS
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def text_to_speech(text, language_code):
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if not text or not isinstance(text, str):
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logger.error("No valid text available for speech conversion.")
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return None
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try:
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tts = gTTS(text, lang=language_code)
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audio_fp = BytesIO() # In-memory file to store audio
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tts.write_to_fp(audio_fp) # Write audio data to the in-memory file
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audio_fp.seek(0) # Reset file pointer to the start
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# Create a temporary file to save the audio data for Gradio
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with tempfile.NamedTemporaryFile(delete=False, suffix=".mp3") as temp_audio_file:
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temp_audio_file.write(audio_fp.read()) # Write the audio data to the temp file
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temp_audio_path = temp_audio_file.name # Store the path of the temporary file
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return temp_audio_path # Return the file path
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except Exception as e:
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logger.error(f"Error during text-to-speech conversion: {e}")
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return None
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# Function to convert PDF text to audio via Cohere and gTTS
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def pdf_to_audio(pdf_file, language_code):
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try:
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text = extract_text_from_pdf(pdf_file)
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# Check if the extracted text is empty
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if not text.strip():
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logger.error("The PDF contains no extractable text.")
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return "The PDF contains no extractable text. Please try a different file.", None
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# Process the text with Cohere before audio generation
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response = cohere_client.generate(
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model='c4ai-aya-23', # Using your specified model
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prompt=text,
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max_tokens=500 # Adjust based on your needs
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)
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# Check if the response is valid
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if not response or not response.generations:
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logger.error("Cohere API did not return a valid response.")
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return "Error: Cohere API did not return a valid response.", None
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processed_text = response.generations[0].text.strip()
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# Check if processed_text is valid
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if not processed_text:
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logger.error("Cohere generated an empty response.")
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return "Error: Cohere generated an empty response.", None
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# Convert the processed text to speech and return the file path
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audio_file_path = text_to_speech(processed_text, language_code)
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if audio_file_path is None:
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return "Error: Failed to generate speech from the provided text.", None
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return processed_text, audio_file_path # Return the text and the path to the audio file
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except Exception as e:
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logger.error(f"Error during PDF to audio conversion: {e}")
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return "An error occurred while processing the PDF.", None
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# Gradio interface
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def gradio_interface(pdf_file, language_code):
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return pdf_to_audio(pdf_file, language_code)
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# Launch the Gradio interface with file input, language dropdown, text output, and audio output
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gr.Interface(
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fn=gradio_interface,
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inputs=[
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"file",
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gr.Dropdown(choices=language_options, label="Select Language")
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],
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outputs=[
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"text",
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"audio"
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],
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title="PDF to Audio using Cohere (Multi-language)"
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).launch(debug=True)
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