app.py

import gradio as gr
import requests
import asyncio
from typing import Any, Iterable
from gradio.themes.base import Base
from gradio.themes.utils import colors, fonts, sizes
from gradio.themes.utils.colors import Color
from communex.client import CommuneClient
from communex.misc import get_map_modules
from typing import Any, cast
import aiohttp
import time

FONT = """<link href="https://fonts.googleapis.com/css2?family=Roboto+Mono&display=swap" rel="stylesheet">"""
HEADER = """
<h2 align="center" class="typewriter">Welcome to the Zangief - CommuneAI Translation Subnet Leaderboard!</h2>
<p align="center">This leaderboard showcases the top-performing miners in the Zangief - CommuneAI Translation Subnet. The models are ranked based on their daily rewards.</p>
<p align="center">Zangief is a subnet dedicated to language translation. The goal of the subnet is to collectively bootstrap a language translation application that supports dozens of different languages, communication styles, and specific areas of expertise.</p>
<p align="center">The actors that power the subnet are the miners and validators. The validators generate source material to be translated and pass the source material to the miners. The miners run web services that respond to the given source input with high quality translation. The miners also respond to queries that are served from an end-user application. Over time, the validators will also curate high quality translations to the source material which itself will be cleaned and compiled into a dataset. The dataset that is produced from the mining and validating activity on the subnet will be open source. This dataset can be used to train models or provide useful translations for subtitles or other online media.</p>
"""
EVALUATION_HEADER = """<h3 align="center">Evaluation Details</h3>"""
EVALUATION_DETAILS = """<p align="center"><b>Name</b> represents the model name. <b>Rewards / Day</b> indicates the expected daily rewards for each model in <b>$COMAI</b>. <b>UID</b> is the unique identifier of the miner. <b>$USD Value</b> is the estimated dollar value of the daily rewards.</p>"""
LANGUAGES_SUPPORTED = """
<h3 align="center">Languages Supported</h3>
<p align="center">Arabic, Chinese, English, French, German, Hebrew, Hindi, Portuguese, Russian, Spanish, Urdu, Vietnamese, and more to come!</p>
"""
netuid = 13
node_url = "wss://commune-api-node-2.communeai.net"

def get_validator_uids(client, netuid):
    modules = cast(dict[str, Any], get_map_modules(client, netuid=netuid))
    modules = [value for _, value in modules.items()]
    validator_uids = []
    for module in modules:
        if not (module["incentive"] == module["dividends"] == 0 or module["incentive"] > module["dividends"]):
            validator_uids.append(int(module['uid']))
    return validator_uids

async def get_com_price(session: aiohttp.ClientSession) -> float:
    try:
        async with session.get("https://api.mexc.com/api/v3/avgPrice?symbol=COMAIUSDT") as response:
            response.raise_for_status()
            price = float((await response.json())["price"])
            print(f"Fetched COM price: {price}")
            return price
    except Exception as e:
        print(f"Error fetching COM price: {e}")
        raise RuntimeError("Failed to fetch COM price")

async def make_query(client: CommuneClient) -> tuple[dict[int, int], dict[int, str]]:
    request_dict = {
        "SubspaceModule": [
            ("Name", [netuid]),
            ("Emission", []),
            ("Incentive", []),
            ("Dividends", []),
        ],
    }
    emission_dict = {}
    name_dict = {}
    result = client.query_batch_map(request_dict)

    print("Query result:", result)

    emission = result["Emission"]
    netuid_emission = emission[netuid]
    incentive = result["Incentive"]
    netuid_incentive = incentive[netuid]
    dividends = result["Dividends"]
    netuid_dividends = dividends[netuid]

    names = result["Name"]
    highest_uid = max(names.keys())
    validator_uids = get_validator_uids(client, netuid)
    for uid in range(highest_uid + 1):
        if uid in validator_uids:
            continue
        emission = netuid_emission[uid]
        if emission != 0:
            incentive = netuid_incentive[uid]
            dividends = netuid_dividends[uid]
            if incentive > 0:
                emission_dict[uid] = netuid_emission[uid]
                name_dict[uid] = names[uid]
    print("Emission dict:", emission_dict)
    print("Name dict:", name_dict)
    return emission_dict, name_dict

async def get_leaderboard_data():
    async with aiohttp.ClientSession() as session:
        com_price = await get_com_price(session)
        blocks_in_day = 10_800
        client = CommuneClient(node_url)
        emission_dict, name_dict = await make_query(client)
        print("Got the emission")
        scores = {}
        for uid, emi in emission_dict.items():
            scores[uid] = (emi / 10**11) * blocks_in_day
        sorted_scores = sorted(scores.items(), key=lambda x: x[1], reverse=True)
        leaderboard_data = []
        for rank, (uid, score) in enumerate(sorted_scores, start=1):
            name = name_dict[uid]
            units = score
            usd_value = score * com_price
            leaderboard_data.append((rank, uid, name, units, f"${usd_value:.2f}"))
        print("Leaderboard data:", leaderboard_data)
        return leaderboard_data

async def update_leaderboard_table():
    start_time = time.time()
    leaderboard_data = await get_leaderboard_data()
    leaderboard_data = [list(row) for row in leaderboard_data]
    for row in leaderboard_data:
        row[0] = f"{row[0]} 🏆"
    total_usd_value = sum(float(row[4][1:]) for row in leaderboard_data)
    rewards_per_week = total_usd_value * 7
    rewards_per_month = total_usd_value * 30
    print(f"Updated leaderboard in {time.time() - start_time:.2f} seconds")
    return leaderboard_data, f'''
    <div style="display: flex; justify-content: space-between; align-items: center; font-size: 16px; font-weight: bold;">
        <div>𝙏𝙤𝙩𝙖𝙡 $ 𝙈𝙞𝙣𝙞𝙣𝙜 𝙍𝙚𝙬𝙖𝙧𝙙𝙨 𝙋𝙚𝙧 𝙒𝙚𝙚𝙠: ${rewards_per_week:,.0f}</div>
        <div>𝙏𝙤𝙩𝙖𝙡 $ 𝙈𝙞𝙣𝙞𝙣𝙜 𝙍𝙚𝙬𝙖𝙧𝙙𝙨 𝙋𝙚𝙧 𝘿𝙖𝙮: ${total_usd_value:,.0f}</div>
        <div>𝙏𝙤𝙩𝙖𝙡 $ 𝙈𝙞𝙣𝙞𝙣𝙜 𝙍𝙚𝙬𝙖𝙧𝙙𝙨 𝙋𝙚𝙧 𝙈𝙤𝙣𝙩𝙝: ${rewards_per_month:,.0f}</div>
    </div>
    '''

stone_gray = Color(
    name="stone_gray",
    c50="#f5f5f5",
    c100="#e9e9e9",
    c200="#d9d9d9",
    c300="#c4c4c4",
    c400="#a6a6a6",
    c500="#8f8f8f",
    c600="#737373",
    c700="#595959",
    c800="#464646",
    c900="#262626",
    c950="#1a1a1a",
)

class Seafoam(Base):
    def __init__(
        self,
        primary_hue: colors.Color | str = stone_gray,
        secondary_hue: colors.Color | str = stone_gray,
        neutral_hue: colors.Color | str = stone_gray,
        spacing_size: sizes.Size | str = sizes.spacing_md,
        radius_size: sizes.Size | str = sizes.radius_md,
        text_size: sizes.Size | str = sizes.text_lg,
        font: fonts.Font | str | Iterable[fonts.Font | str] = (
            fonts.GoogleFont("Quicksand"),
            "ui-sans-serif",
            "sans-serif",
        ),
        font_mono: fonts.Font | str | Iterable[fonts.Font | str] = (
            fonts.GoogleFont("IBM Plex Mono"),
            "ui-monospace",
            "monospace",
        ),
    ):
        super().__init__(
            primary_hue=primary_hue,
            secondary_hue=secondary_hue,
            neutral_hue=neutral_hue,
            spacing_size=spacing_size,
            radius_size=radius_size,
            text_size=text_size,
            font=font,
            font_mono=font_mono,
        )
        super().set(
            block_title_text_weight="600",
            block_border_width="3px",
            block_shadow="*shadow_drop_lg",
            button_shadow="*shadow_drop_lg",
            button_large_padding="32px",
            button_primary_background_fill_hover="*button_primary_background_fill",
            button_primary_background_fill="#333333",
            button_primary_text_color="#ffffff",
        )

seafoam = Seafoam()

custom_css = """
#custom-image {
    display: block;
    margin-left: auto;
    margin-right: auto;
    width: 50%;
}
"""

with gr.Blocks(theme=seafoam, analytics_enabled=True, css=custom_css) as demo:
    gr.HTML(FONT)
    gr.Image("zang_pi.png", elem_id="custom-image")
    gr.HTML(HEADER)
    gr.HTML(EVALUATION_HEADER)
    gr.HTML(EVALUATION_DETAILS)
    gr.HTML(LANGUAGES_SUPPORTED)

    total_usd_value_html = gr.HTML(
        elem_id="total-usd-value",
        value='''
            <div style="display: flex; justify-content: space-between; align-items: center; font-size: 16px; font-weight: bold;">
                <div>𝙏𝙤𝙩𝙖𝙡 $ 𝙈𝙞𝙣𝙞𝙣𝙜 𝙍𝙚𝙬𝙖𝙧𝙙𝙨 𝙋𝙚𝙧 𝙒𝙚𝙚𝙠: $0.00</div>
                <div>𝙏𝙤𝙩𝙖𝙡 $ 𝙈𝙞𝙣𝙞𝙣𝙜 𝙍𝙚𝙬𝙖𝙧𝙙𝙨 𝙋𝙚𝙧 𝘿𝙖𝙮: $0.00</div>
                <div>𝙏𝙤𝙩𝙖𝙡 $ 𝙈𝙞𝙣𝙞𝙣𝙜 𝙍𝙚𝙬𝙖𝙧𝙙𝙨 𝙋𝙚𝙧 𝙈𝙤𝙣𝙩𝙝: $0.00</div>
            </div>
        '''
    )
    leaderboard_table = gr.Dataframe(
        headers=["Rank 🏆", "UID", "Name", "Rewards / Day", "$USD Value"],
        datatype=["str", "str", "str", "str", "str"],
        interactive=False,
        visible=True,
        elem_id="leaderboard-table",
    )
    refresh_button = gr.Button("Refresh Leaderboard")
    refresh_button.click(fn=update_leaderboard_table, outputs=[
                         leaderboard_table, total_usd_value_html])

    demo.load(update_leaderboard_table, inputs=None, outputs=[
              leaderboard_table, total_usd_value_html])

if __name__ == "__main__":
    demo.launch()