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import json | |
import requests | |
from datasets import load_dataset | |
import gradio as gr | |
from huggingface_hub import HfApi, hf_hub_download | |
from huggingface_hub.repocard import metadata_load | |
import pandas as pd | |
from matchmaking import * | |
from background_task import init_matchmaking, get_elo_data | |
from apscheduler.schedulers.background import BackgroundScheduler | |
import asyncio | |
matchmaking = Matchmaking() | |
api = HfApi() | |
# launch | |
scheduler = BackgroundScheduler() | |
scheduler.add_job(func=init_matchmaking, trigger="interval", seconds=60) | |
scheduler.start() | |
def update_elos(): | |
matchmaking.read_history() | |
matchmaking.compute_elo() | |
matchmaking.save_elo_data() | |
with gr.Blocks() as block: | |
gr.Markdown(f""" | |
# ๐ The Deep Reinforcement Learning Course Leaderboard ๐ | |
This is the leaderboard of trained agents during the Deep Reinforcement Learning Course. A free course from beginner to expert. | |
This is the Soccer environment leaderboard, use Ctrl+F to find your rank ๐ | |
We use an ELO rating to sort the models. | |
You **can click on the model's name** to be redirected to its model card which includes documentation. | |
๐ค You want to try to train your agents? <a href="http://eepurl.com/ic5ZUD" target="_blank">Sign up to the Hugging Face free Deep Reinforcement Learning Course ๐ค </a>. | |
You want to compare two agents? <a href="https://huggingface.co/spaces/ThomasSimonini/Compare-Reinforcement-Learning-Agents" target="_blank">It's possible using this Spaces demo ๐ </a>. | |
๐ง There is an **environment missing?** Please open an issue. | |
""") | |
with gr.Row(): | |
output = gr.components.Dataframe( | |
value=get_elo_data(), | |
headers=["Ranking ๐", "User ๐ค", "Model id ๐ค", "ELO ๐", "Games played ๐ฎ"], | |
datatype=["number", "markdown", "markdown", "number", "number"] | |
) | |
with gr.Row(): | |
refresh = gr.Button("Refresh") | |
refresh.click(get_elo_data, inputs=[], outputs=output) | |
block.launch() | |