Spaces:
Sleeping
Sleeping
File size: 9,404 Bytes
5847b80 4583ebb a008b1a c7aea9b 9a1b773 bca5d39 c7aea9b 00caf10 bca5d39 8534dd6 c7aea9b 5847b80 b27fbe8 5847b80 c7aea9b b27fbe8 9bdbb68 b27fbe8 c7aea9b b27fbe8 c7aea9b 5847b80 bca5d39 a008b1a 4583ebb 8534dd6 4583ebb c7aea9b 9a1b773 bca5d39 9a1b773 bca5d39 9a1b773 bca5d39 5847b80 bca5d39 8534dd6 c7aea9b 5847b80 c7aea9b bca5d39 c7aea9b 5847b80 00caf10 5847b80 c7aea9b 5847b80 bca5d39 c7aea9b bca5d39 c7aea9b bca5d39 c7aea9b a008b1a c7aea9b a008b1a c7aea9b a008b1a c7aea9b a008b1a c7aea9b bca5d39 c7aea9b bca5d39 c7aea9b |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 |
import streamlit as st
import random
from helpers import query_you_com, query_tavily, query_perplexity, query_brave
from provider_info import search_providers
from mongod_db import MongoDBHandler
from bson.objectid import ObjectId
# from swarms.utils.loguru_logger import logger
import time
import uuid
# mongo = MongoDBHandler()
# Set Streamlit to wide mode
st.set_page_config(layout="wide", page_title="SearchArena")
# Add information to sidebar
# st.sidebar.title("About the App")
# st.sidebar.write("""
# This app allows you to compare responses from different search engines.
# Submit a question, and you'll receive answers from two randomly selected search engines.
# You can then vote on which response you prefer.
# """)
# st.sidebar.write("""
# **[GitHub](https://github.com/leowalker89/SearchArena)**""")
# Header section
st.title("βοΈ Search Arena: Evaluating and Comparing Search Providers")
# Subheader with introduction
st.header("Welcome to Search Arena")
st.write("""
Welcome to Search Arena, an open platform for evaluating and comparing search providers through crowdsourced preferences. Inspired by the groundbreaking work of LMSYS's Chatbot Arena in benchmarking large language models (LLMs), Search Arena aims to bring a similar approach to the world of search.
Our platform allows you to input a query and receive results from two anonymous search providers. After reviewing the results, you can vote for the provider that delivered the most relevant and helpful information. The search providers' identities are kept hidden during the voting process to ensure unbiased evaluation. You can continue refining your query and interacting with the search results until you are satisfied with the outcome.
Currently, Search Arena compares results from four leading search providers: Tavily, Brave Search, Perplexity, and You.com. By collecting votes from a wide user base, we aim to establish a robust leaderboard that reflects the real-world performance and user preferences of these search engines.
Join us in our mission to advance search technology through open collaboration and data-driven insights. Your participation will contribute to a growing dataset that will be made available to the research community, fostering innovation and improvement in the field of information retrieval.
""")
# Define the function to process the question
def ProcessQuestion(question):
document_id = None
# Randomly select two out of the four functions
functions = [query_you_com, query_tavily, query_perplexity, query_brave]
selected_functions = random.sample(functions, 2)
# Get answers from the selected functions
answer_a = selected_functions[0](question)
answer_b = selected_functions[1](question)
# Log into mongodb
mongo = MongoDBHandler()
try:
# logger.info(f"Logging question: {question}")
document_id = mongo.add(
{
"question": question,
"answer_a": answer_a,
"answer_b": answer_b,
"selected_functions": [f.__name__ for f in selected_functions],
"query_time": time.time(),
"session_id": st.session_state.session_id,
}
)
# logger.info("Successfully logged into mongodb")
except Exception as e:
# logger.error(f"Error logging into mongodb: {e}")
print(f"Error logging into mongodb: {e}")
return answer_a, answer_b, selected_functions, document_id
def UpdateVote(session_id, vote):
mongo = MongoDBHandler()
try:
mongo.update(
{"session_id": session_id},
{"$set": {"vote": vote}}
)
except Exception as e:
print(f"Error updating vote in mongodb: {e}")
def UpdateFeedback(session_id, feedback):
mongo = MongoDBHandler()
try:
mongo.update(
{"session_id": session_id},
{"$set": {"feedback": feedback}}
)
except Exception as e:
print(f"Error updating feedback in mongodb: {e}")
# Initialize session state if not already done
default_values = {
"state": "arena_ready",
"question": "",
"answer_a": "",
"answer_b": "",
"source_a": "",
"source_b": "",
"winner": "",
"selected_button": "",
"document_id": "",
"feedback": "",
"session_id": str(uuid.uuid4())
}
for key, value in default_values.items():
if key not in st.session_state:
st.session_state[key] = value
# Streamlit app layout
st.title("Search Engine Agent Comparison")
def on_submit():
question = st.session_state["question_input"]
if question:
answer_a, answer_b, selected_functions, document_id = ProcessQuestion(question)
st.session_state["question"] = question
st.session_state["answer_a"] = answer_a
st.session_state["answer_b"] = answer_b
st.session_state["source_a"] = selected_functions[0].__name__
st.session_state["source_b"] = selected_functions[1].__name__
st.session_state["state"] = "arena_review"
st.session_state["document_id"] = document_id
def handle_vote(vote):
st.session_state["winner"] = vote
st.session_state["state"] = "arena_results"
UpdateVote(st.session_state["session_id"], vote)
def get_provider_info(provider_function_name):
provider_name_map = {
'query_you_com': 'You.com',
'query_tavily': 'Tavily',
'query_perplexity': 'Perplexity AI',
'query_brave': 'Brave Search'
}
provider_name = provider_name_map.get(provider_function_name)
return next((provider for provider in search_providers if provider['company_name'] == provider_name), {})
def render_ready_state():
st.text_area("Enter your question here (max 1000 characters):",
max_chars=1000,
key="question_input",
on_change=on_submit)
st.button("Submit", on_click=on_submit)
def render_review_state():
st.write("## Results")
col1, col2 = st.columns(2)
with col1:
st.write("### Answer A")
st.write(st.session_state["answer_a"])
with col2:
st.write("### Answer B")
st.write(st.session_state["answer_b"])
st.write("### Vote for the Best Answer")
col1, col2, col3, col4 = st.columns(4)
if col1.button("It's a Tie π€"):
handle_vote("Tie")
if col2.button("A is better πͺ"):
handle_vote("A")
if col3.button("B is better π₯"):
handle_vote("B")
if col4.button("Both are bad π"):
handle_vote("Both are bad")
def render_results_state():
st.write("## Results")
st.write(f"### Question: {st.session_state['question']}")
provider_info_a = get_provider_info(st.session_state["source_a"])
provider_info_b = get_provider_info(st.session_state["source_b"])
col1, col2 = st.columns(2)
with col1:
if st.session_state["winner"] == "A":
st.write(f"### β {provider_info_a['company_name']} π₯")
elif st.session_state["winner"] == "Tie":
st.write(f"### π€ {provider_info_a['company_name']} π€")
elif st.session_state["winner"] == "Both are bad":
st.write(f"### π {provider_info_a['company_name']} π")
else:
st.write(f"### {provider_info_a['company_name']} π₯")
st.write("**Response:**")
st.markdown(f"<div style='padding: 10px; border: 1px solid #ddd;'>{st.session_state['answer_a']}</div>", unsafe_allow_html=True)
with col2:
if st.session_state["winner"] == "B":
st.write(f"### β {provider_info_b['company_name']} π₯")
elif st.session_state["winner"] == "Tie":
st.write(f"### π€ {provider_info_b['company_name']} π€")
elif st.session_state["winner"] == "Both are bad":
st.write(f"### π {provider_info_b['company_name']} π")
else:
st.write(f"### {provider_info_b['company_name']} π₯")
st.write("**Response:**")
st.markdown(f"<div style='padding: 10px; border: 1px solid #ddd;'>{st.session_state['answer_b']}</div>", unsafe_allow_html=True)
st.write("### Feedback")
feedback = st.text_area("Please provide feedback on why you chose the winner:")
if feedback:
UpdateFeedback(st.session_state["session_id"], feedback)
st.write("### About the search providers:")
col1, col2 = st.columns(2)
with col1:
st.write(f"**Website:** [{provider_info_a['website']}]({provider_info_a['website']})")
st.write(f"**Overview:** {provider_info_a['overview']}")
with col2:
st.write(f"**Website:** [{provider_info_b['website']}]({provider_info_b['website']})")
st.write(f"**Overview:** {provider_info_b['overview']}")
if st.session_state["state"] == "arena_ready":
render_ready_state()
elif st.session_state["state"] == "arena_review":
render_review_state()
elif st.session_state["state"] == "arena_results":
render_results_state()
# Apply custom CSS to highlight the selected button
selected_button = st.session_state.get("selected_button", "")
if selected_button:
st.markdown(
f"""
<style>
button[kind="primary"]{{
background-color: #4CAF50 !important;
color: white !important;
}}
</style>
""",
unsafe_allow_html=True
) |