Spaces:
Sleeping
Sleeping
mmccanse
commited on
Commit
·
b8b4d41
1
Parent(s):
9d45390
convert Jupyter notebook to .py file
Browse files- merge_NEW_mm.py +126 -0
merge_NEW_mm.py
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#!/usr/bin/env python
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# coding: utf-8
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# In[1]:
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# pip install langdetect
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# pip install sentencepiece
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# pip install boto3
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# pip install awscli
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# pip install sacremoses
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# In[2]:
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import gradio as gr
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from transformers import pipeline, AutoTokenizer, TFAutoModelForSeq2SeqLM
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from dotenv import load_dotenv
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import os
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import subprocess
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import torch
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import tempfile
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from langdetect import detect
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from transformers import MarianMTModel, MarianTokenizer
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import re
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import boto3
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# In[3]:
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# import functions from functions file
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from functions_mm import handle_query, transcribe_audio_original, submit_question, polly_text_to_speech, translate, translate_and_speech, clear_inputs, voice_map, language_map, default_language, languages
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# In[4]:
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# Load environment variables.
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load_dotenv()
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# Set the model name for our LLMs.
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OPENAI_MODEL = "gpt-3.5-turbo"
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# Store the API key in a variable.
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OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
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# In[5]:
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instructions = """
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# Diabetes Chatbot
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#### Step 1: Record your audio OR input text (NOT both!)
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#### Step 2: Would you like response in new language? Choose your language
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#### Step 3: Submit question
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#### Step 4: Translate response
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#### Step 5: Clear inputs and start fresh
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"""
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with gr.Blocks() as app2:
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with gr.Row():
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gr.Markdown(instructions)
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with gr.Row():
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input_audio = gr.Audio(
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label="Ask a question about Diabetes, then click 'Transcribe audio",
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type="filepath")
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language_dropdown = gr.Dropdown(label="Click the middle of the dropdown bar to select translation language",
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choices=list(language_map.keys()), value=default_language, type='value')
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with gr.Row():
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transcribe_button = gr.Button("Transcribe audio")
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submit_button = gr.Button("Submit your question")
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translate_button = gr.Button("Translate the response")
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clear_button = gr.Button("Clear All")
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#Divide the screen horizontally into 2 columns
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with gr.Row():
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#This column will be on the left side of screen
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with gr.Column():
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query_text = gr.Textbox(label="Type your question here. If there is audio recorded AND question text, app will submit question text. Click transcribe button to populate with audio text")
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# output_original_speech = gr.Audio(label="Text to speech here")
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with gr.Column():
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response_text = gr.Textbox(label="Chatbot response")
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response_speech = gr.Audio(label="Chatbot response speech")
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#This column will be on the right side of screen
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with gr.Column():
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output_translated = gr.Textbox(label="Translated text")
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output_translated_speech = gr.Audio(label="Translated speech")
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# Audio transcription
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transcribe_button.click(
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fn=transcribe_audio_original,
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inputs=[input_audio],
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outputs=[query_text]
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)
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submit_button.click(
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fn=submit_question,
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inputs=[input_audio, query_text, language_dropdown],
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outputs=[response_text, response_speech]
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)
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# Translation
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translate_button.click(
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fn=translate_and_speech,
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inputs=[response_text, language_dropdown],
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outputs=[output_translated, output_translated_speech]
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)
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#Clearing all inputs and outputs
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clear_button.click(
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fn=clear_inputs,
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inputs=[],
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outputs=[input_audio, query_text, response_text, response_speech, output_translated, output_translated_speech]
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)
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app2.launch(show_error=True, share=True)
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