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capradeepgujaran
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Update app.py
Browse files
app.py
CHANGED
@@ -12,8 +12,8 @@ from llama_index.llms.openai import OpenAI
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from llama_index.core import get_response_synthesizer
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from dotenv import load_dotenv
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from sentence_transformers import SentenceTransformer, util
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from openai_tts_tool import text_to_speech_openai # Importing updated TTS tool
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import logging
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# Set up logging configuration
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logging.basicConfig(level=logging.INFO, format='%(asctime)s | %(levelname)s | %(message)s')
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@@ -24,7 +24,6 @@ load_dotenv()
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# Initialize global variables
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vector_index = None
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query_log = []
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answer_state = gr.State() # State object to hold answer
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sentence_model = SentenceTransformer('all-MiniLM-L6-v2')
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langs = os.popen('tesseract --list-langs').read().split('\n')[1:-1]
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@@ -127,12 +126,8 @@ def calculate_similarity(response, ground_truth):
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return similarity_percentage
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def
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return text_to_speech_openai(text, audio_path, voice_type, voice_speed)
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def query_app(query, model_name, use_similarity_check, openai_api_key):
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global vector_index, query_log, answer_state
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if vector_index is None:
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logging.error("No documents indexed yet. Please upload documents first.")
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@@ -158,7 +153,6 @@ def query_app(query, model_name, use_similarity_check, openai_api_key):
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return f"Error during query processing: {e}", None
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generated_response = response.response
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answer_state.value = generated_response # Update the answer state
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query_log.append({
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"query_id": str(len(query_log) + 1),
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"query": query,
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@@ -179,72 +173,51 @@ def query_app(query, model_name, use_similarity_check, openai_api_key):
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logging.error(f"Error during similarity calculation: {e}")
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metrics['error'] = f"Error during similarity calculation: {e}"
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return generated_response, metrics if use_similarity_check else None
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def main():
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with gr.Blocks(title="Document Processing App") as demo:
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gr.Markdown("# π Document Processing
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with gr.Tab("π€ Upload Documents"):
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gr.Markdown("### Enter your OpenAI API Key and Upload PDF, DOCX, or TXT files to index")
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api_key_input = gr.Textbox(label="Enter OpenAI API Key", placeholder="Paste your OpenAI API Key here")
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file_upload = gr.File(label="Upload Files", file_count="multiple", type="filepath")
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lang_dropdown = gr.Dropdown(choices=langs, label="Select OCR Language", value='eng')
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upload_button = gr.Button("Upload and Index")
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upload_status = gr.Textbox(label="Status", interactive=False)
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fn=process_upload,
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inputs=[api_key_input, file_upload, lang_dropdown],
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outputs=[upload_status]
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)
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with gr.Tab("β Ask a Question"):
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gr.
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)
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with gr.Tab("π£οΈ Generate Audio/Text"):
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gr.Markdown("### Convert your text to audio or generate text summary with audio narration")
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with gr.Row():
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text_input = gr.Textbox(label="Enter text for generation", value=answer_state)
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model_dropdown = gr.Dropdown(choices=["tts-1-hd"], value="tts-1-hd", label="Select TTS Model")
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voice_type = gr.Textbox(label="Voice Type", value="female") # Example of setting default values
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voice_speed = gr.Slider(0.5, 2.0, 1.0, label="Voice Speed")
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with gr.Row():
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generate_button = gr.Button("Generate")
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audio_output = gr.Audio(label="Generated Audio")
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text_output = gr.Textbox(label="Generated Text", interactive=False)
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generate_button.click(
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fn=process_tts,
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inputs=[api_key_input, text_input, model_dropdown, voice_type, voice_speed, "en", "Both", None, ""],
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outputs=[text_output, audio_output]
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)
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gr.Markdown("""
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---
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**Note:** Ensure you upload documents before attempting to query. Enter a valid OpenAI API Key to interact with the models.
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""")
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demo.launch()
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from llama_index.core import get_response_synthesizer
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from dotenv import load_dotenv
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from sentence_transformers import SentenceTransformer, util
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import logging
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from openai_tts_tool import generate_audio_and_text # Importing the TTS tool
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# Set up logging configuration
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logging.basicConfig(level=logging.INFO, format='%(asctime)s | %(levelname)s | %(message)s')
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# Initialize global variables
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vector_index = None
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query_log = []
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sentence_model = SentenceTransformer('all-MiniLM-L6-v2')
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langs = os.popen('tesseract --list-langs').read().split('\n')[1:-1]
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return similarity_percentage
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def query_app(query, model_name, use_similarity_check, openai_api_key, answer_state):
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global vector_index, query_log
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if vector_index is None:
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logging.error("No documents indexed yet. Please upload documents first.")
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return f"Error during query processing: {e}", None
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generated_response = response.response
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query_log.append({
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"query_id": str(len(query_log) + 1),
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"query": query,
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logging.error(f"Error during similarity calculation: {e}")
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metrics['error'] = f"Error during similarity calculation: {e}"
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if answer_state is None:
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answer_state = gr.State()
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answer_state.value = generated_response
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return generated_response, metrics if use_similarity_check else None
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def process_tts(api_key, text, model_name, voice_type, voice_speed, language, output_option, summary_length, additional_prompt):
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return generate_audio_and_text(api_key, text, model_name, voice_type, voice_speed, language, output_option, summary_length, additional_prompt)
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def main():
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with gr.Blocks(title="Document Processing and TTS App") as demo:
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gr.Markdown("# π Document Processing, Text & Audio Generation App")
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# Upload documents and chat functionality
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with gr.Tab("π€ Upload Documents"):
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api_key_input = gr.Textbox(label="Enter OpenAI API Key", placeholder="Paste your OpenAI API Key here")
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file_upload = gr.File(label="Upload Files", file_count="multiple", type="filepath")
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lang_dropdown = gr.Dropdown(choices=langs, label="Select OCR Language", value='eng')
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upload_button = gr.Button("Upload and Index")
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upload_status = gr.Textbox(label="Status", interactive=False)
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upload_button.click(fn=process_upload, inputs=[api_key_input, file_upload, lang_dropdown], outputs=[upload_status])
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answer_state = gr.State() # Initialize answer state here
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with gr.Tab("β Ask a Question"):
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query_input = gr.Textbox(label="Enter your question")
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model_dropdown = gr.Dropdown(choices=["gpt-4o", "gpt-4o-mini"], label="Select Model", value="gpt-4o")
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similarity_checkbox = gr.Checkbox(label="Use Similarity Check", value=False)
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query_button = gr.Button("Ask")
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answer_output = gr.Textbox(label="Answer", interactive=False)
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metrics_output = gr.JSON(label="Metrics")
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query_button.click(fn=query_app, inputs=[query_input, model_dropdown, similarity_checkbox, api_key_input, answer_state], outputs=[answer_output, metrics_output])
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with gr.Tab("π£οΈ Generate Audio and Text"):
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text_input = gr.Textbox(label="Enter text for generation", value=answer_state)
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voice_type = gr.Dropdown(choices=["alloy", "echo", "fable", "onyx"], label="Voice Type", value="alloy")
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voice_speed = gr.Dropdown(choices=["normal", "slow", "fast"], label="Voice Speed", value="normal")
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language = gr.Dropdown(choices=["en", "ar", "de", "hi"], label="Language", value="en")
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output_option = gr.Radio(choices=["audio", "summary_text", "both"], label="Output Option", value="both")
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summary_length = gr.Number(label="Summary Length", value=100)
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additional_prompt = gr.Textbox(label="Additional Prompt (Optional)")
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generate_button = gr.Button("Generate")
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audio_output = gr.Audio(label="Generated Audio", interactive=False)
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summary_output = gr.Textbox(label="Generated Summary Text", interactive=False)
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generate_button.click(fn=process_tts, inputs=[api_key_input, text_input, model_dropdown, voice_type, voice_speed, language, output_option, summary_length, additional_prompt], outputs=[audio_output, summary_output])
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demo.launch()
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