Upload 5 files

Readme.md

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+This is a RAG project for Tech Weekend 2024 Hackathon
+
+Team Members:
+1. Romit Ganjoo
+2. Srinivas Rao Chavan
+
+File Description:
+1. app.py: This app.py file serves as the main script for the #@ck-RAG application. The application integrates Streamlit for user interface and utilizes various libraries including requests and qdrant_client. It interacts with an external API for predictions and provides query results based on user input.
+
+2. docker.ipynb: The docker.ipynb file outlines the process of setting up a Docker container to run the Qdrant service. It utilizes Docker to deploy the Qdrant container with specified port mappings. Additionally, it demonstrates how to use the qdrant_client library to interact with the Qdrant service within the Docker container.
+
+3. Data_PreProcess.ipynb: The Data_PreProcess.ipynb file filters the dataset and summarizes the contexts and exports it to an external file.
+
+Building the Project:
+First we need to perform data poreprocessing as done in the python notebook.
+This will generate a list of summarized hotel descriptions which will contain information from features such as locality(city), hotel_name, hotel_description, review_text.
+This list of summaries are converted into embeddings using Qdrant.client library
+Next, we push the embeddings in the Qdrant db
+Then we integrate the ares api with the Qdrant db which utilizes the context given by qdrant client.
+Hence the ares api returns the response conatining the hotel names along with reason to the user on the website
+
+Link to Presentation: https://docs.google.com/presentation/d/1oXu1vuy3TJfYXYG-Gp_fIQrMTNdHPnrCFfhBZu3igH8/edit?usp=sharing

app.py

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+import os
+import streamlit as st
+import requests
+
+import qdrant_client
+
+
+
+client = qdrant_client.QdrantClient("http://localhost:6333", prefer_grpc=True)
+client.get_collections()
+
+
+url = "https://api-ares.traversaal.ai/live/predict"
+headers = {
+  "x-api-key": "ares_5e61d51f3abc8feb37710d8784fa49e11426ee25d7ec5236b80362832f306ed2",
+  "content-type": "application/json"
+}
+
+st.title('#@ck-RAG')
+def inference(query):
+    payload = { "query": [query] }
+    response = requests.post(url, json=payload, headers=headers)
+    # st.error(response)
+    # st.error(response.text)
+    response_text=response.json().get('data').get('response_text')
+    urls=response.json().get('data').get('web_url')
+    return response_text, urls
+
+prompt = st.text_input('Enter a query', value='')
+
+if prompt:
+    
+
+    results = client.query(
+    collection_name="knowledge-base",
+    query_text=prompt,
+    limit=10,
+    )
+    #results
+
+    context = "Hotel Name: " + "\n".join(r.document for r in results ) 
+    #context 
+    metaprompt = f"""
+    Based on the context provided, provide information about the Question. You can give multiple points based on the question asked or context.
+
+    Question: {prompt.strip()}
+
+    Context: 
+    {context.strip()}
+
+    Answer:
+    """
+    response_text,urls = inference(metaprompt)
+
+    # Look at the full metaprompt
+    # print(metaprompt)
+    st.write('Query Results:')
+    st.write(response_text)
+    st.write('Sources:')
+    st.write(urls)

docker.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "69050aa19c302b38e5698575eaa553bf137b0cd391c976a74c6767f6c46ced66\n"
+     ]
+    }
+   ],
+   "source": [
+    "!docker run -p \"6333:6333\" -p \"6334:6334\" --name \"rag-traversaal-qdrant\" --rm -d qdrant/qdrant:latest"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "CollectionsResponse(collections=[])"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import qdrant_client\n",
+    "\n",
+    "client = qdrant_client.QdrantClient(\"http://localhost:6333\", prefer_grpc=True)\n",
+    "client.get_collections()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open(\"summ_texts.txt\", \"r\", encoding=\"utf-8\") as file:\n",
+    "    document = file.readlines()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "client.add(\n",
+    "    collection_name=\"knowledge-base\",\n",
+    "    documents=document\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

summ_texts.txt

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+Istanbul AJWA Sultanahmet  AJWA  The hotel
+Istanbul Cheers Lighthouse  Cheers  Cheers
+Istanbul Conrad Istanbul Bosphorus  Conrad Istanbul  Everything was
+Istanbul Demiray Hotel&Spa  Demir  Eva B
+Istanbul Elite World Grand İstanbul Basın Ekspres  Elite World  The hotel
+Istanbul Hilton Istanbul Bomonti Hotel & Conference Center  Hilton Istanbul  Hilton bom
+Istanbul Hotel Amira Istanbul  Hotel Am  Hotel Am
+Istanbul Hotel Yasmak Sultan  Yasm  Yasm
+Istanbul InterContinental Istanbul  InterContin  Ceylan
+Istanbul Mula Hotel  Mula  Mula
+Istanbul MySuite Istanbul  All suites  My Suite
+Istanbul Pell Palace Hotel Spa  Pell Palace  The dining
+Istanbul Pera Palace Hotel  Pera  The hotel
+Istanbul Primero Hotel No description  Primero
+Istanbul Radisson Blu Hotel Istanbul Ottomare  Radisson  Reception
+Istanbul Ramada by Wyndham Istanbul Old City  Ramada  Hotel Ram
+Istanbul Richmond Istanbul  Richmond Istanbul  The worst
+Istanbul Romance Istanbul Hotel  Romance Istanbul  Romance Istanbul
+Istanbul Sirkeci Mansion  Konak  Sirke
+Istanbul Skalion Hotel & Spa  Skalion  The hotel
+Istanbul Sura Hagia Sophia Hotel  Sura  The bed
+Istanbul Swissotel The Bosphorus, Istanbul  Swissot  Swissô
+Istanbul The Story Hotel Pera  The Story  Hotel Story
+Istanbul Tomtom Suites  Tomtom  Tomtom
+Istanbul White House Hotel Istanbul  White House  White House
+Istanbul Wyndham Grand Istanbul Kalamis Marina Hotel  Anti allergic  The restaurant
+Istanbul Wyndham Istanbul Oldcity  Wynd  Hotel Istanbul
+Istanbul YOTEL Istanbul Airport Hotel (Landside)  Istanbul Airport  Yot
+New York City Ace Hotel New York Reception - Ace Hotel NYC.  The Ace
+New York City Ameritania At Times Square  The Amer  The Amer
+New York City Arlo SoHo  Arlo  Hotel is
+New York City Courtyard by Marriott New York Manhattan / Midtown East  Courtyard  HV
+New York City Crowne Plaza Times Square Manhattan, an IHG Hotel  Stay steps  The Crown
+New York City Dream Downtown  Dream Downtown  Hotel has
+New York City Hampton Inn Manhattan / Times Square Central  Hampton Inn  The hotel
+New York City Hilton New York Times Square No description  Hotel is
+New York City Homewood Suites by Hilton New York/Midtown Manhattan Times Square-South, NY  The Hom  The breakfast
+New York City Hotel Edison  Hotel Edison  Hotel Edison
+New York City Hotel Riu Plaza New York Times Square  El Hotel  The hotel
+New York City Hyatt Grand Central New York  Hyatt  Hotel is
+New York City Margaritaville Resort Times Square  Margar  Front desk
+New York City Motto by Hilton New York City Chelsea  Towering  The hotel
+New York City Moxy NYC East Village  Designed for  The M
+New York City Moxy NYC Times Square  Moxy  Moxy
+New York City Paramount Hotel Times Square  Paramount Hotel  Location is
+New York City Park Central Hotel New York No description  Park Central
+New York City Pod 51 Hotel  Pod 51  Pod 51
+New York City Pod Times Square  Pod Times  Pod is
+New York City Sanctuary Hotel New York  Sanctuary Hotel  The Sanctuary
+New York City Tempo by Hilton New York Times Square No description  Hotel rooms
+New York City The Bryant Park Hotel  The Bryant  The Bryant
+New York City The Empire Hotel  The Empire  The Empire
+New York City The FIDI Hotel  FID  Fidi
+New York City The Knickerbocker  The Kn  The Kn
+New York City The Manhattan at Times Square Hotel  Manhattan at  The Manhattan
+New York City The New Yorker, A Wyndham Hotel  The New  The New
+New York City The Plaza New York - A Fairmont Managed Hotel  The Plaza  Afternoon
+New York City Warwick New York  Warwick New  The Warwick
+San Francisco Argonaut Hotel  The Argon  The Argon
+San Francisco Axiom Hotel  Axiom  The Ax
+San Francisco BEI San Francisco, Trademark Collection by Wyndham  BEI  BEI
+San Francisco Beacon Grand A Union Square Hotel No description  The Beacon
+San Francisco Chancellor Hotel on Union Square  The Chancellor  Hotel is
+San Francisco Cow Hollow Inn and Suites No description  The hotel
+San Francisco Fairmont San Francisco  Fairmont  The Fair
+San Francisco Grant Plaza Hotel  Grant Plaza  The hotel
+San Francisco Hilton San Francisco Financial District No description  The hotel
+San Francisco Hotel Caza Fisherman's Wharf  Hotel C  Hotel C
+San Francisco Hotel Emblem San Francisco  Hotel Emblem  Free sang
+San Francisco Hotel Griffon  Hotel Griff  Hotel Griff
+San Francisco Hotel Nikko San Francisco  Hotel Nik  Hotel Nik
+San Francisco Hotel Riu Plaza Fisherman’s Wharf  The R  RIU
+San Francisco Hotel Zephyr San Francisco  Historic Fisher  Hotel Z
+San Francisco Hotel Zoe Fisherman's Wharf  Hotel Zoe  Hotel Zoe
+San Francisco Hyatt Centric Fisherman's Wharf San Francisco  Located in  Front desk
+San Francisco Hyatt Place San Francisco Downtown  The Hy  Free breakfast
+San Francisco Hyatt Regency San Francisco  The 8  The hotel
+San Francisco Hyatt Regency San Francisco Downtown SOMA  Hyatt  The hotel
+San Francisco LUMA Hotel San Francisco  LUMA  LUMA
+San Francisco Marriott Marquis San Francisco  Marriott Marqu  Hotel may
+San Francisco Parc 55 San Francisco - a Hilton Hotel No description  Stayed
+San Francisco San Francisco Marriott Fisherman's Wharf  Fisherman  The hotel
+San Francisco San Remo Hotel  North Beach  The San
+San Francisco Stanford Court San Francisco  Stanford Court  The Stanford
+San Francisco Stanyan Park Hotel  The St  Stany
+San Francisco Staypineapple - An Elegant Hotel  Staypine  Staypine
+San Francisco The Donatello  Located in  Hotel is
+San Francisco The Westin St. Francis San Francisco on Union Square  The West  The West
+Paris Best Western Plus La Demeure  Best Western  The room
+Paris Citadines Tour Eiffel Paris No description  Hotel is
+Paris Cler Hotel  Le Cl  Hotel Cl
+Paris Grand Hotel Malher  The Grand  Hotel is
+Paris Grand Hotel du Palais Royal  Grand H  Hotel is
+Paris Hotel 34B - Astotel  Hotel 34  Hotel 34
+Paris Hotel Astoria - Astotel  Astoria  Astoria
+Paris Hotel B55 No description  Hotel B
+Paris Hotel Campanile Paris Bercy Village  Campan  The hotel
+Paris Hotel Europe Saint Severin  The hotel  Hotel Europe
+Paris Hotel Joke - Astotel  Located in  Joke
+Paris Hotel La Comtesse No description  Hotel La
+Paris Hotel Maison Mere  Maison  Maison
+Paris Hotel Malte - Astotel  Hotel Malta  Hotel is
+Paris Hotel Marignan Champs-Elysees  Hotel Mar  Hotel Mar
+Paris Hotel Moliere  4*  Hotel Mol
+Paris Hotel Piapia  The P  Piap
+Paris Hotel Square Louvois  The spa  The Square
+Paris Hotel Tourisme Avenue  Hotel Tourism  Hotel Tourism
+Paris Hotel des Arts - Montmartre  Hotel des  Hotel des
+Paris Hotel du Danube Saint Germain  A charming  Hotel du
+Paris Hotel du Printemps  Hotel du  Hotel du
+Paris La Maison Favart  La Ma  The Ma
+Paris Novotel Paris Les Halles  The Nov  Novot
+Paris Passy Eiffel Hotel  Passy  Hotel Pass
+Paris Pullman Paris Eiffel Tower Hotel  The Pull  The hotel
+Paris St Christopher's Gare du Nord Paris  Award winning  If you
+Paris St Christopher's Inn Canal Paris  Hostel  St Christopher
+Paris The People - Paris Belleville  Les P  The People
+Paris citizenM Paris Champs-Elysees  CitizenM  CitizenM
+London Canopy by Hilton London City  Canopy  The Can
+London Holiday Inn London - West, an IHG Hotel  Holiday Inn  Location is
+London Leonardo Royal Hotel London Tower Bridge No description  Hotel le
+London Novotel London Blackfriars  Novot  Novot
+London Palmers Lodge Swiss Cottage No description  Hostel
+London Park Grand London Hyde Park No description  The Park
+London Park Grand London Kensington  Park Grand  Park Grand
+London Park Grand Paddington Court  Park Grand  Reception
+London Park Plaza Westminster Bridge London  Park Plaza  Park Plaza
+London Royal National Hotel No description  Room is
+London St. Athans Hotel  The St  St.
+London Strand Palace  Strand  Strand
+London The Chesterfield Mayfair  The Chester  The Chester
+London The Clermont London, Charing Cross  Charing  Hotel is
+London The Clermont, Victoria  Grade II  The rooms
+London The Gate  The Gate  The Gate
+London The Montcalm Royal London House  Montcal  Staff at
+London The Piccadilly London West End  Modern hotel  The hotel
+London The Resident Covent Garden  The Resident  The Resident
+London The Royal Horseguards  Five-  Staff at
+London The Tower Hotel  The Tower  Reviewer
+London Travelodge London Central City Road No description  Staff very
+London Travelodge London Central Kings Cross No description  Stayed
+London Travelodge London City hotel No description  Staff at
+London Travelodge London Covent Garden  Hotel in  Hotel is
+London Travelodge London Docklands Central No description  Hotel was
+London Travelodge London Excel No description  Service in
+London Travelodge London Kings Cross Royal Scot  Six-  The ub
+London Wilde Aparthotels, London, Aldgate Tower Bridge  156-  Wilde A
+London ibis London Canning Town  The Sweet  Located near