Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
|
@@ -1,102 +1,102 @@
|
|
| 1 |
-
from flask import Flask, render_template, request, jsonify
|
| 2 |
-
from googletrans import Translator
|
| 3 |
-
import io
|
| 4 |
-
import asyncio
|
| 5 |
-
from dotenv import load_dotenv
|
| 6 |
-
import os
|
| 7 |
-
import logging
|
| 8 |
-
from chatbot import process_uploaded_file, index_documents, rag_chatbot
|
| 9 |
-
|
| 10 |
-
# Set up logging
|
| 11 |
-
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
|
| 12 |
-
logger = logging.getLogger(__name__)
|
| 13 |
-
|
| 14 |
-
# Load environment variables
|
| 15 |
-
load_dotenv()
|
| 16 |
-
app = Flask(__name__)
|
| 17 |
-
|
| 18 |
-
LANGUAGE_MAP = {
|
| 19 |
-
"English (US)": "en",
|
| 20 |
-
"Hindi (India)": "hi",
|
| 21 |
-
"Spanish (Spain)": "es",
|
| 22 |
-
"French (France)": "fr",
|
| 23 |
-
"German (Germany)": "de",
|
| 24 |
-
"Arabic (Saudi Arabia)": "ar"
|
| 25 |
-
}
|
| 26 |
-
|
| 27 |
-
@app.route('/')
|
| 28 |
-
def index():
|
| 29 |
-
return render_template("index.html")
|
| 30 |
-
|
| 31 |
-
@app.route('/api/upload_document', methods=['POST'])
|
| 32 |
-
def upload_document():
|
| 33 |
-
try:
|
| 34 |
-
if 'file' not in request.files:
|
| 35 |
-
return jsonify({"error": "No file uploaded"}), 400
|
| 36 |
-
|
| 37 |
-
file = request.files['file']
|
| 38 |
-
if file.filename == '':
|
| 39 |
-
return jsonify({"error": "No file selected"}), 400
|
| 40 |
-
|
| 41 |
-
# Process file without saving locally
|
| 42 |
-
file_stream = io.BytesIO(file.read())
|
| 43 |
-
documents = process_uploaded_file(file_stream, file.filename)
|
| 44 |
-
|
| 45 |
-
# Index documents in Pinecone
|
| 46 |
-
vector_store = index_documents(documents)
|
| 47 |
-
|
| 48 |
-
return jsonify({"message": f"Successfully processed and indexed {len(documents)} chunks from {file.filename}"})
|
| 49 |
-
|
| 50 |
-
except Exception as e:
|
| 51 |
-
logger.error(f"Error in upload_document: {str(e)}")
|
| 52 |
-
return jsonify({"error": str(e)}), 500
|
| 53 |
-
|
| 54 |
-
@app.route('/api/process_text', methods=['POST'])
|
| 55 |
-
def process_text():
|
| 56 |
-
# Get JSON payload
|
| 57 |
-
data = request.get_json()
|
| 58 |
-
try:
|
| 59 |
-
original_text = data['text']
|
| 60 |
-
language_name = data['language']
|
| 61 |
-
except (KeyError, TypeError):
|
| 62 |
-
return jsonify({"error": "Missing 'text' or 'language' in JSON payload"}), 400
|
| 63 |
-
|
| 64 |
-
# Map language name to language code
|
| 65 |
-
if language_name not in LANGUAGE_MAP:
|
| 66 |
-
return jsonify({"error": f"Unsupported language: {language_name}"}), 400
|
| 67 |
-
original_lang_code = LANGUAGE_MAP[language_name]
|
| 68 |
-
|
| 69 |
-
logger.info(f"Original Text: {original_text}")
|
| 70 |
-
logger.info(f"Original Language: {language_name} ({original_lang_code})")
|
| 71 |
-
|
| 72 |
-
# Define an async function for translation
|
| 73 |
-
async def translate_async(text, dest_lang):
|
| 74 |
-
translator = Translator()
|
| 75 |
-
translated = translator.translate(text, dest=dest_lang)
|
| 76 |
-
return translated.text
|
| 77 |
-
|
| 78 |
-
# Translate to English
|
| 79 |
-
if original_lang_code != "en":
|
| 80 |
-
translated_text = asyncio.run(translate_async(original_text, dest_lang="en"))
|
| 81 |
-
else:
|
| 82 |
-
translated_text = original_text
|
| 83 |
-
|
| 84 |
-
logger.info(f"Translated to English: {translated_text}")
|
| 85 |
-
|
| 86 |
-
# Process with RAG
|
| 87 |
-
response = rag_chatbot(translated_text)
|
| 88 |
-
logger.info(f"English Response: {response}")
|
| 89 |
-
|
| 90 |
-
# Translate response back to original language
|
| 91 |
-
if original_lang_code != "en":
|
| 92 |
-
final_response = asyncio.run(translate_async(response, dest_lang=original_lang_code))
|
| 93 |
-
else:
|
| 94 |
-
final_response = response
|
| 95 |
-
|
| 96 |
-
logger.info(f"Final Response (in original language): {final_response}")
|
| 97 |
-
|
| 98 |
-
# Return the final response
|
| 99 |
-
return jsonify({"response": final_response, "language": language_name})
|
| 100 |
-
|
| 101 |
-
if __name__ == '__main__':
|
| 102 |
-
app.run(host='0.0.0.0', port=
|
|
|
|
| 1 |
+
from flask import Flask, render_template, request, jsonify
|
| 2 |
+
from googletrans import Translator
|
| 3 |
+
import io
|
| 4 |
+
import asyncio
|
| 5 |
+
from dotenv import load_dotenv
|
| 6 |
+
import os
|
| 7 |
+
import logging
|
| 8 |
+
from chatbot import process_uploaded_file, index_documents, rag_chatbot
|
| 9 |
+
|
| 10 |
+
# Set up logging
|
| 11 |
+
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
|
| 12 |
+
logger = logging.getLogger(__name__)
|
| 13 |
+
|
| 14 |
+
# Load environment variables
|
| 15 |
+
load_dotenv()
|
| 16 |
+
app = Flask(__name__)
|
| 17 |
+
|
| 18 |
+
LANGUAGE_MAP = {
|
| 19 |
+
"English (US)": "en",
|
| 20 |
+
"Hindi (India)": "hi",
|
| 21 |
+
"Spanish (Spain)": "es",
|
| 22 |
+
"French (France)": "fr",
|
| 23 |
+
"German (Germany)": "de",
|
| 24 |
+
"Arabic (Saudi Arabia)": "ar"
|
| 25 |
+
}
|
| 26 |
+
|
| 27 |
+
@app.route('/')
|
| 28 |
+
def index():
|
| 29 |
+
return render_template("index.html")
|
| 30 |
+
|
| 31 |
+
@app.route('/api/upload_document', methods=['POST'])
|
| 32 |
+
def upload_document():
|
| 33 |
+
try:
|
| 34 |
+
if 'file' not in request.files:
|
| 35 |
+
return jsonify({"error": "No file uploaded"}), 400
|
| 36 |
+
|
| 37 |
+
file = request.files['file']
|
| 38 |
+
if file.filename == '':
|
| 39 |
+
return jsonify({"error": "No file selected"}), 400
|
| 40 |
+
|
| 41 |
+
# Process file without saving locally
|
| 42 |
+
file_stream = io.BytesIO(file.read())
|
| 43 |
+
documents = process_uploaded_file(file_stream, file.filename)
|
| 44 |
+
|
| 45 |
+
# Index documents in Pinecone
|
| 46 |
+
vector_store = index_documents(documents)
|
| 47 |
+
|
| 48 |
+
return jsonify({"message": f"Successfully processed and indexed {len(documents)} chunks from {file.filename}"})
|
| 49 |
+
|
| 50 |
+
except Exception as e:
|
| 51 |
+
logger.error(f"Error in upload_document: {str(e)}")
|
| 52 |
+
return jsonify({"error": str(e)}), 500
|
| 53 |
+
|
| 54 |
+
@app.route('/api/process_text', methods=['POST'])
|
| 55 |
+
def process_text():
|
| 56 |
+
# Get JSON payload
|
| 57 |
+
data = request.get_json()
|
| 58 |
+
try:
|
| 59 |
+
original_text = data['text']
|
| 60 |
+
language_name = data['language']
|
| 61 |
+
except (KeyError, TypeError):
|
| 62 |
+
return jsonify({"error": "Missing 'text' or 'language' in JSON payload"}), 400
|
| 63 |
+
|
| 64 |
+
# Map language name to language code
|
| 65 |
+
if language_name not in LANGUAGE_MAP:
|
| 66 |
+
return jsonify({"error": f"Unsupported language: {language_name}"}), 400
|
| 67 |
+
original_lang_code = LANGUAGE_MAP[language_name]
|
| 68 |
+
|
| 69 |
+
logger.info(f"Original Text: {original_text}")
|
| 70 |
+
logger.info(f"Original Language: {language_name} ({original_lang_code})")
|
| 71 |
+
|
| 72 |
+
# Define an async function for translation
|
| 73 |
+
async def translate_async(text, dest_lang):
|
| 74 |
+
translator = Translator()
|
| 75 |
+
translated = translator.translate(text, dest=dest_lang)
|
| 76 |
+
return translated.text
|
| 77 |
+
|
| 78 |
+
# Translate to English
|
| 79 |
+
if original_lang_code != "en":
|
| 80 |
+
translated_text = asyncio.run(translate_async(original_text, dest_lang="en"))
|
| 81 |
+
else:
|
| 82 |
+
translated_text = original_text
|
| 83 |
+
|
| 84 |
+
logger.info(f"Translated to English: {translated_text}")
|
| 85 |
+
|
| 86 |
+
# Process with RAG
|
| 87 |
+
response = rag_chatbot(translated_text)
|
| 88 |
+
logger.info(f"English Response: {response}")
|
| 89 |
+
|
| 90 |
+
# Translate response back to original language
|
| 91 |
+
if original_lang_code != "en":
|
| 92 |
+
final_response = asyncio.run(translate_async(response, dest_lang=original_lang_code))
|
| 93 |
+
else:
|
| 94 |
+
final_response = response
|
| 95 |
+
|
| 96 |
+
logger.info(f"Final Response (in original language): {final_response}")
|
| 97 |
+
|
| 98 |
+
# Return the final response
|
| 99 |
+
return jsonify({"response": final_response, "language": language_name})
|
| 100 |
+
|
| 101 |
+
if __name__ == '__main__':
|
| 102 |
+
app.run(host='0.0.0.0', port=7860)
|