rishi1985 commited on
Commit
bb2320c
1 Parent(s): 86a7bed

Update app.py

Browse files
Files changed (1) hide show
  1. app.py +58 -96
app.py CHANGED
@@ -1,117 +1,79 @@
1
- # import firebase_admin
2
- # from firebase_admin import credentials
3
- # from firebase_admin import firestore
4
- import io
5
- from fastapi import FastAPI, File, UploadFile
6
- from werkzeug.utils import secure_filename
7
- # import speech_recognition as sr
8
- import subprocess
9
- import os
10
- import requests
11
- import random
12
- import pandas as pd
13
- from pydub import AudioSegment
14
- from datetime import datetime
15
- from datetime import date
16
- import numpy as np
17
- # from sklearn.ensemble import RandomForestRegressor
18
- import shutil
19
- import json
20
- # from transformers import AutoModelForQuestionAnswering, AutoTokenizer, pipeline
21
- from pydantic import BaseModel
22
- from typing import Annotated
23
- # from transformers import BertTokenizerFast, EncoderDecoderModel
24
- import torch
25
- import re
26
- # from transformers import AutoTokenizer, T5ForConditionalGeneration
27
- from fastapi import Form
28
- # from transformers import AutoModelForSequenceClassification
29
- # from transformers import TFAutoModelForSequenceClassification
30
- # from transformers import AutoTokenizer, AutoConfig
31
- import numpy as np
32
- # from scipy.special import softmax
33
- from sentence_transformers import SentenceTransformer
34
 
 
 
35
 
 
 
36
 
 
 
37
 
38
- # model = SentenceTransformer('flax-sentence-embeddings/all_datasets_v4_MiniLM-L6')
39
- model = SentenceTransformer("sentence-transformers/all-roberta-large-v1")
40
 
 
 
41
 
 
 
42
 
 
 
 
43
 
 
 
 
 
44
 
45
- class Query(BaseModel):
46
- text: str
 
 
 
47
 
48
-
 
 
 
49
 
 
 
 
50
 
51
- from fastapi import FastAPI, Request, Depends, UploadFile, File
52
- from fastapi.exceptions import HTTPException
53
- from fastapi.middleware.cors import CORSMiddleware
54
- from fastapi.responses import JSONResponse
55
 
 
 
56
 
57
- # now = datetime.now()
 
 
58
 
 
59
 
60
- # UPLOAD_FOLDER = '/files'
61
- # ALLOWED_EXTENSIONS = {'txt', 'pdf', 'png',
62
- # 'jpg', 'jpeg', 'gif', 'ogg', 'mp3', 'wav'}
63
 
 
 
64
 
65
- app = FastAPI()
 
 
66
 
67
- app.add_middleware(
68
- CORSMiddleware,
69
- allow_origins=['*'],
70
- allow_credentials=True,
71
- allow_methods=['*'],
72
- allow_headers=['*'],
73
- )
74
-
75
-
76
- # cred = credentials.Certificate('key.json')
77
- # app1 = firebase_admin.initialize_app(cred)
78
- # db = firestore.client()
79
- # data_frame = pd.read_csv('data.csv')
80
-
81
-
82
-
83
- @app.on_event("startup")
84
- async def startup_event():
85
- print("on startup")
86
-
87
-
88
-
89
-
90
- @app.post("/")
91
- async def get_answer(q: Query ):
92
-
93
- text = q.text
94
- text_e = model.encode(text)
95
-
96
-
97
- dict={ }
98
-
99
- c=0
100
- text_e= text_e.tolist()
101
-
102
- for num in text_e:
103
- dict[c]= num
104
- c= c+1
105
-
106
-
107
-
108
- return dict
109
-
110
-
111
-
112
-
113
-
114
- return "hello"
115
-
116
 
 
 
 
 
 
117
 
 
 
 
 
 
1
+ # Use the official Python 3.9 image as the base image
2
+ FROM python:3.9
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3
 
4
+ # Expose the port
5
+ EXPOSE 7860
6
 
7
+ # Keeps Python from generating .pyc files in the container
8
+ ENV PYTHONDONTWRITEBYTECODE=1
9
 
10
+ # Turns off buffering for easier container logging
11
+ ENV PYTHONUNBUFFERED=1
12
 
13
+ # Set the PYNGROK_CONFIG environment variable
14
+ ENV PYNGROK_CONFIG /tmp/pyngrok.yml
15
 
16
+ # Set the NGROK_PATH environment variable to a writable location
17
+ ENV NGROK_PATH /tmp/ngrok
18
 
19
+ # Copy requirements.txt into the container
20
+ COPY requirements.txt .
21
 
22
+ # Upgrade pip and install the required packages
23
+ RUN pip install --upgrade pip && \
24
+ pip install -r requirements.txt
25
 
26
+ # Install sudo and create the necessary directories before copying the files
27
+ RUN apt-get update && \
28
+ apt-get install -y sudo && \
29
+ mkdir -p /code/image
30
 
31
+ # Creates a non-root user with an explicit UID and adds permission to access the /code folder
32
+ RUN adduser -u 5678 --disabled-password --gecos "" appuser && \
33
+ usermod -aG sudo appuser && \
34
+ usermod -aG root appuser && \
35
+ chown -R appuser:appuser /code
36
 
37
+ # Create the pyngrok bin directory and set the ownership and permissions for appuser
38
+ RUN mkdir -p /usr/local/lib/python3.9/site-packages/pyngrok/bin && \
39
+ chown -R appuser:appuser /usr/local/lib/python3.9/site-packages/pyngrok/bin && \
40
+ chmod -R 777 /usr/local/lib/python3.9/site-packages/pyngrok/bin
41
 
42
+ RUN mkdir -p /.ngrok2 && \
43
+ chown -R appuser:appuser /.ngrok2 && \
44
+ chmod -R 777 /.ngrok2
45
 
46
+ RUN apt-get update && \
47
+ apt-get install -y curl
 
 
48
 
49
+ # Set the working directory and copy the files
50
+ WORKDIR /code
51
 
52
+ # Set the ownership and permissions for the /code directory and its contents
53
+ RUN chown -R appuser:appuser /code && \
54
+ chmod -R 777 /code
55
 
56
+ COPY . /code
57
 
58
+ # RUN chown -R appuser:appuser /code/data.csv && \
59
+ # chmod -R 777 /code/data.csv
 
60
 
61
+ # Copy the pyngrok.yml configuration file
62
+ COPY pyngrok.yml /tmp/pyngrok.yml
63
 
64
+ # Set the TRANSFORMERS_CACHE environment variable to a cache directory inside /tmp
65
+ ENV TRANSFORMERS_CACHE /tmp/transformers_cache
66
+ ENV TORCH_HOME /tmp/torch_cache
67
 
68
+ USER appuser
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
69
 
70
+ # Start the application using pyngrok
71
+ # CMD python main.py
72
+ # Get the public IP address and display it
73
+ RUN curl -s https://api.ipify.org | xargs echo "Public IP:"
74
+ RUN pip install gunicorn
75
 
76
+ # Start the Uvicorn server
77
+ # ENTRYPOINT ["python", "main.py"]
78
+ # CMD ["sh", "-c", "python main.py & sleep infinity"]
79
+ CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860","--workers","2"]