app.py

import streamlit as st
import wandb
import pandas as pd
import os
import time
import datetime
from utils import fetch_competition_summary, fetch_models_evaluation, get_all_competition_summary, highlight_score_column
# from dotenv import load_dotenv
from cfg import * 
# load_dotenv()

st.set_page_config(layout="wide")

table_font_size = 16
st.markdown(TABLE_STYLE, unsafe_allow_html=True)

### WANDB

# Access the API key from the environment variable
wandb_api_key = os.getenv('WANDB_API_KEY')

# Log in to wandb using the API key
if wandb_api_key:
 wandb.login(key=wandb_api_key)
 # wandb.login()
else:
 st.error("WANDB_API_KEY not found in environment variables.")

wandb_api = wandb.Api()

@st.cache_data
def update_leader_info(leader_info, competition, best_model):
 if leader_info.get(competition) is None:
 leader_info[competition] = {
 "Hotkey": best_model["Hotkey"],
 "Date": time.strftime("%Y-%m-%d"),
 "Days on Top": 1
 }
 else:
 if leader_info[competition]["Hotkey"] == best_model["Hotkey"]:
 # count the number of days on top
 start_date = datetime.datetime.strptime(leader_info[competition]["Date"], "%Y-%m-%d")
 current_date = datetime.datetime.now()
 days_on_top = (current_date - start_date).days
 leader_info[competition]["Days on Top"] = days_on_top + 1
 else:
 leader_info[competition]["Hotkey"] = best_model["Hotkey"]
 leader_info[competition]["Date"] = time.strftime("%Y-%m-%d")
 leader_info[competition]["Days on Top"] = 1
 return leader_info[competition]

@st.cache_data()
def load_competition_data(last_update_time=None):
 competition_summaries = {}
 model_evaluations = {}
 for competition in COMPETITIONS:
 competition_summaries[competition] = fetch_competition_summary(wandb_api, COMPETITIONS, competition)
 model_evaluations[competition] = fetch_models_evaluation(wandb_api, COMPETITIONS, competition)
 
 last_update_time = time.time()
 return competition_summaries, model_evaluations, last_update_time

# Streamlit app main function
def main():
 st.markdown(HEADER, unsafe_allow_html=True)

 if 'last_update_time' not in st.session_state:
 st.session_state.last_update_time = None
 if "leader_info" not in st.session_state:
 st.session_state.leader_info = {}
 if 'selected_competition' not in st.session_state:
 st.session_state.selected_competition = None

 if st.session_state.last_update_time is None or (time.time() - st.session_state.last_update_time > UPDATE_INTERVAL):
 competition_summaries, model_evaluations, st.session_state.last_update_time = load_competition_data(st.session_state.last_update_time)

 for competition in COMPETITIONS:
 if not competition_summaries[competition].empty:
 # get all winning hotkeys and number of wins
 winning_hotkeys = competition_summaries[competition]["Winning Hotkey"].value_counts()

 # if not empty, get the best hotkey
 if not winning_hotkeys.empty:
 best_hotkey = winning_hotkeys.idxmax()

 # get the best model with the winning hotkey
 best_model = model_evaluations[competition][model_evaluations[competition]["Hotkey"] == best_hotkey].iloc[0]
 st.session_state.leader_info[competition] = update_leader_info(st.session_state.leader_info, competition, best_model)
 else:
 st.session_state.leader_info[competition] = {
 "Hotkey": "N/A",
 "Date": "N/A", 
 "UID": "N/A", 
 "Days on Top": "N/A"
 }
 else:
 competition_summaries, model_evaluations, _ = load_competition_data(st.session_state.last_update_time)

 number_of_competitions, number_of_runs = get_all_competition_summary(wandb_api, COMPETITIONS)
 last_updated = datetime.datetime.fromtimestamp(st.session_state.last_update_time).strftime('%Y-%m-%d %H:%M:%S')


 st.subheader("Summary information")
 st.markdown(f"""
 <div class="table-container">
 <table class="summary-table">
 <tr>
 <th>Number of competitions</th>
 <th>Number of models run</th>
 <th>Last updated</th>
 </tr>
 <tr>
 <td>{number_of_competitions}</td>
 <td>{number_of_runs}</td>
 <td>{last_updated}</td>
 </tr>
 </table>
 </div>
 """, unsafe_allow_html=True)

 st.subheader("###")
 st.markdown("<h2 style='text-align: center; font-size: 28px;'>Competitions</h2>", unsafe_allow_html=True)
 st.write("#### Select a competition to view more details and rankings.")
 
 # Create a header for the table
 cols = st.columns([1, 3, 2, 2, 1, 2])
 headers = ["Index", "Competition Name", "Date", "Hotkey", "Days on Top"]
 for col, header in zip(cols, headers):
 col.write(header)

 
 for index, (competition, details) in enumerate(COMPETITIONS.items(), start=1):
 leader_info = st.session_state.get("leader_info", {}).get(competition, {})

 cols = st.columns([1, 3, 2, 2, 1, 2])
 cols[0].write(index)

 if cols[1].button(competition):
 st.session_state.selected_competition = competition
 cols[2].write(leader_info.get("Date", "N/A"))
 cols[3].write(leader_info.get("Hotkey", "N/A"))
 cols[4].write(leader_info.get("Days on Top", "N/A"))
 if st.session_state.selected_competition:
 competition_name = st.session_state.selected_competition
 competition_details = COMPETITIONS.get(competition_name, {})
 description = competition_details.get("description", "No description available.")
 
 st.subheader(f"Competition: {competition_name}")
 st.write(description)

 st.subheader("Competition Summary")
 competition_summary_df = competition_summaries.get(competition_name, pd.DataFrame())
 if not competition_summary_df.empty:
 st.dataframe(competition_summary_df, height=500)
 else:
 st.warning("No competition summary data available.")

 st.subheader("Models Evaluation")
 models_evaluation_df = model_evaluations.get(competition_name, pd.DataFrame())
 if not models_evaluation_df.empty:
 st.dataframe(models_evaluation_df.style.apply(highlight_score_column, axis=0))
 else:
 st.warning("No models evaluation data available.")
 else:
 st.write("Please select a competition to view details.")

 

# Run the app
if __name__ == "__main__":
 main()