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Update app.py
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app.py
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# from firebase_admin import firestore
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import io
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from fastapi import FastAPI, File, UploadFile
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from werkzeug.utils import secure_filename
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# import speech_recognition as sr
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import subprocess
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import os
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import requests
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import random
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import pandas as pd
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from pydub import AudioSegment
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from datetime import datetime
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from datetime import date
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import numpy as np
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# from sklearn.ensemble import RandomForestRegressor
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import shutil
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import json
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# from transformers import AutoModelForQuestionAnswering, AutoTokenizer, pipeline
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from pydantic import BaseModel
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from typing import Annotated
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# from transformers import BertTokenizerFast, EncoderDecoderModel
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import torch
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import re
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# from transformers import AutoTokenizer, T5ForConditionalGeneration
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from fastapi import Form
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# from transformers import AutoModelForSequenceClassification
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# from transformers import TFAutoModelForSequenceClassification
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# from transformers import AutoTokenizer, AutoConfig
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import numpy as np
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# from scipy.special import softmax
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from sentence_transformers import SentenceTransformer
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from fastapi.middleware.cors import CORSMiddleware
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from fastapi.responses import JSONResponse
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#
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#
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# 'jpg', 'jpeg', 'gif', 'ogg', 'mp3', 'wav'}
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CORSMiddleware,
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allow_origins=['*'],
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allow_credentials=True,
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allow_methods=['*'],
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allow_headers=['*'],
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)
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# cred = credentials.Certificate('key.json')
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# app1 = firebase_admin.initialize_app(cred)
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# db = firestore.client()
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# data_frame = pd.read_csv('data.csv')
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@app.on_event("startup")
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async def startup_event():
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print("on startup")
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@app.post("/")
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async def get_answer(q: Query ):
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text = q.text
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text_e = model.encode(text)
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dict={ }
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c=0
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text_e= text_e.tolist()
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for num in text_e:
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dict[c]= num
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c= c+1
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return dict
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return "hello"
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# Use the official Python 3.9 image as the base image
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FROM python:3.9
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# Expose the port
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EXPOSE 7860
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# Keeps Python from generating .pyc files in the container
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ENV PYTHONDONTWRITEBYTECODE=1
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# Turns off buffering for easier container logging
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ENV PYTHONUNBUFFERED=1
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# Set the PYNGROK_CONFIG environment variable
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ENV PYNGROK_CONFIG /tmp/pyngrok.yml
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# Set the NGROK_PATH environment variable to a writable location
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ENV NGROK_PATH /tmp/ngrok
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# Copy requirements.txt into the container
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COPY requirements.txt .
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# Upgrade pip and install the required packages
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RUN pip install --upgrade pip && \
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pip install -r requirements.txt
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# Install sudo and create the necessary directories before copying the files
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RUN apt-get update && \
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apt-get install -y sudo && \
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mkdir -p /code/image
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# Creates a non-root user with an explicit UID and adds permission to access the /code folder
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RUN adduser -u 5678 --disabled-password --gecos "" appuser && \
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usermod -aG sudo appuser && \
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usermod -aG root appuser && \
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chown -R appuser:appuser /code
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# Create the pyngrok bin directory and set the ownership and permissions for appuser
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RUN mkdir -p /usr/local/lib/python3.9/site-packages/pyngrok/bin && \
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chown -R appuser:appuser /usr/local/lib/python3.9/site-packages/pyngrok/bin && \
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chmod -R 777 /usr/local/lib/python3.9/site-packages/pyngrok/bin
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RUN mkdir -p /.ngrok2 && \
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chown -R appuser:appuser /.ngrok2 && \
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chmod -R 777 /.ngrok2
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RUN apt-get update && \
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apt-get install -y curl
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# Set the working directory and copy the files
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WORKDIR /code
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# Set the ownership and permissions for the /code directory and its contents
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RUN chown -R appuser:appuser /code && \
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chmod -R 777 /code
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COPY . /code
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# RUN chown -R appuser:appuser /code/data.csv && \
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# chmod -R 777 /code/data.csv
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# Copy the pyngrok.yml configuration file
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COPY pyngrok.yml /tmp/pyngrok.yml
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# Set the TRANSFORMERS_CACHE environment variable to a cache directory inside /tmp
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ENV TRANSFORMERS_CACHE /tmp/transformers_cache
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ENV TORCH_HOME /tmp/torch_cache
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USER appuser
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# Start the application using pyngrok
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# CMD python main.py
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# Get the public IP address and display it
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RUN curl -s https://api.ipify.org | xargs echo "Public IP:"
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RUN pip install gunicorn
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# Start the Uvicorn server
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# ENTRYPOINT ["python", "main.py"]
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# CMD ["sh", "-c", "python main.py & sleep infinity"]
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CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860","--workers","2"]
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