app.py

import os
import re
import csv
import json
import time
import math
import random
import asyncio
import discord
import logging
import os.path
import secrets
import gspread
import datetime
import requests
import threading
import gradio_client

import numpy as np
import pandas as pd
import gradio as gr
import plotly.graph_objects as go

from tabulate import tabulate
from requests import HTTPError
from gradio_client import Client
from discord import Color, Embed
from discord.ui import Button, View
from discord.ext import commands, tasks
from datetime import datetime, timedelta
from urllib.parse import urlparse, parse_qs
from apscheduler.executors.pool import ThreadPoolExecutor
from apscheduler.executors.asyncio import AsyncIOExecutor
from apscheduler.schedulers.asyncio import AsyncIOScheduler
from gspread_formatting.dataframe import format_with_dataframe
from apscheduler.schedulers.background import BackgroundScheduler
from gspread_dataframe import get_as_dataframe, set_with_dataframe
from huggingface_hub import HfApi, list_liked_repos, list_metrics, list_models

DISCORD_TOKEN = os.environ.get("DISCORD_TOKEN", None)
intents = discord.Intents.all() 
bot = commands.Bot(command_prefix='!', intents=intents)

GRADIO_APP_URL = "https://huggingface.co/spaces/discord-community/LevelBot"
# Dictionary to store user IDs and their corresponding unique strings
user_tokens = {}

EXPONENT = 3


""""""
XP_PER_MESSAGE = 10 # 100k messages = 1M exp = lvl 100
""""""
service_account = json.loads(os.environ.get('KEY'))
file_path = 'service_account.json'
with open(file_path, 'w') as json_file:
    json.dump(service_account, json_file)
gspread_bot = gspread.service_account(filename='service_account.json')
worksheet = gspread_bot.open("levelbot").sheet1
test_merge_worksheet = gspread_bot.open("test_merge").sheet1
""""""
bot_ids = [1136614989411655780, 1166392942387265536, 1158038249835610123, 1130774761031610388, 1155489509518098565, 1155169841276260546, 1152238037355474964, 1154395078735953930]
""""""
api = HfApi()
""""""
global_df = pd.DataFrame()
print(type(global_df))
community_global_df = pd.DataFrame() 
community_global_df_with_id = pd.DataFrame()
community_global_df_gradio = pd.DataFrame()
test_merge = pd.read_csv("https://docs.google.com/spreadsheets/d/1C8aLqgCqLYcMiIFf-P_Aosaa03C_WLIB_UyqvjSdWg8/export?format=csv&gid=0")


class DMButton(Button):
    def __init__(self, label, style):
        super().__init__(label=label, style=style)

    async def callback(self, interaction: discord.Interaction):
        # await interaction.user.send(self.message) # this is for DMs, but users may have DMs disabled
        user_id = interaction.user.id
        if int(user_id) in user_tokens:
            del user_tokens[int(user_id)] # always delete all past tokens for a given user when creating new link
        unique_string = generate_unique_string()
        user_tokens[user_id] = unique_string
        unique_link = f"<{GRADIO_APP_URL}?user_id={user_id}&token={unique_string}>"
        message = f"Login link generated! To complete the verification process:\n- 1 Visit this link,\n- 2 click the '🤗Sign in with Hugging Face' button\n\n{unique_link}"
        await interaction.response.send_message(message, ephemeral=True)


def generate_unique_string(length=6):
    return secrets.token_hex(length // 2)

    
@bot.event
async def on_ready():
    try:
        global global_df
        await asyncio.sleep(1.1)
        print(f'Logged in as {bot.user.name}')
        print(f"XP_PER_MESSAGE: {XP_PER_MESSAGE}")

        guild = bot.get_guild(879548962464493619)
        await guild.chunk() # get all users into bot cache

        channel = bot.get_channel(900125909984624713)
        if channel:
            try:
                message = await channel.fetch_message(1271145797433557023)
                if message:
                    button = DMButton(label="Verify Discord Account", style=discord.ButtonStyle.primary)
                    view = View(timeout=None)
                    view.add_item(button)
                    await message.edit(view=view)
                    print("message edited")
            except discord.NotFound:
                print(f"Message with ID 1271145797433557023 not found.")
            except discord.HTTPException as e:
                print(f"Failed to fetch message with ID 1271145797433557023: {e}")        
   
    
        """import data from google sheets -> HF Space df (doesn't make API call this way, as it's read-only)""" 
        global_df = test_merge
        print(f"csv successfully retrieved: \n {global_df}")


        # updates both leaderboards
        give_verified_roles.start()
        remove_huggingfolks.start()

        print("------------------------------------------------------------------------")
    except Exception as e:
        print(f"on_ready Error: {e}")


def update_google_sheet():
    """save data from HF Space -> google sheets (makes 1 API call)"""
    try:
        print("Updating google sheets...")
        print("------------------------------------------------------------------------")
        name = "test_merge_worksheet"
        set_with_dataframe(test_merge_worksheet, global_df)
        timestamp = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
        print("------------------------------------------------------------------------")
        print(f"Google sheet {name} {test_merge_worksheet} successfully updated at {timestamp}! \n{global_df}")
        print("------------------------------------------------------------------------")
    except Exception as e:
        print(f"update_google_sheet Error: {e}")


#@tasks.loop(minutes=1) tasks.loop leads to heartbeat blocked issues (merging calculations too much with normal discord bot functions)
def update_hub_stats():
    try:
        global global_df
        print("Updating hub stats...")
        print("------------------------------------------------------------------------")

        for index, row in global_df.iterrows():
            user = row['hf_user_name']
            if pd.notna(user):
                #print(f"user: {user}")
                url = f"https://huggingface.co/api/users/{user}/overview"
                #print(f"url: {url}")
                response = requests.get(url)
                #print(f"response: {response}")
                if response.status_code == 200:
                    data = response.json()
                    #print(f"data: {data}")
                    likes = data["numLikes"]
                    models = data["numModels"]
                    datasets = data["numDatasets"]
                    spaces = data["numSpaces"]
                    discussions = data["numDiscussions"]
                    papers = data["numPapers"]
                    upvotes = data["numUpvotes"]

                    # recalculate level as well (no longer only depends on discord activity)
                    try:
                        global_df.loc[index, 'likes'] = likes
                        global_df.loc[index, 'models'] = models
                        global_df.loc[index, 'datasets'] = datasets
                        global_df.loc[index, 'spaces'] = spaces
                        global_df.loc[index, 'discussions'] = discussions
                        global_df.loc[index, 'papers'] = papers
                        global_df.loc[index, 'upvotes'] = upvotes    

                        total_hub_activity = likes + models + datasets + spaces + discussions + papers + upvotes
                        total_hub_exp = total_hub_activity * 20 #2x better than discord
                        total_hub_exp_string = "L" + str(total_hub_exp) + "L"

                        # hub exp
                        global_df.loc[index, 'hub_exp'] = total_hub_exp_string
                        
                        # total exp (discord + hub)
                        discord_exp = row['discord_exp']
                        discord_exp_int = discord_exp.strip('L')
                        total_exp = int(discord_exp_int) + int(total_hub_exp)
                        total_exp_string = "L" + str(total_exp) + "L"
                        global_df.loc[index, 'total_exp'] = total_exp_string

                        # level
                        level = calculate_level(total_exp)
                        global_df.loc[index, 'discord_level'] = level
                        
                    except Exception as e:
                        print(f"{e} error updating the dataframe")      


    except Exception as e:
        print(f"Failed to parse data for user {user}. {e}")
    timestamp = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
    print("------------------------------------------------------------------------")
    print(f"Hub stats successfully updated at {timestamp}! \n{global_df}")
    print("------------------------------------------------------------------------")


@tasks.loop(minutes=1)
async def give_verified_roles():
    global global_df
    guild = bot.get_guild(879548962464493619)
    role = guild.get_role(900063512829755413)
    org_link = "https://huggingface.co/organizations/discord-community/share/wPKRAHYbAlaEaCxUxcqVyaaaeZcYagDvqc"
    invite_message = "Click to join our community org on the HF Hub!"
    await guild.chunk()
    for index, row in global_df.iterrows():
        hf_user_name = row['hf_user_name']
        if pd.notna(hf_user_name) and hf_user_name.lower() != 'n/a':
            discord_id = row['discord_user_id'].strip('L')
            member = guild.get_member(int(discord_id))
            if not member:
                continue
            if role not in member.roles:
                await member.add_roles(role)
                lunar = bot.get_user(811235357663297546)
                await lunar.send(f"Verified role given to {member}!") 
                await member.send(f"Verification successful! [{member} <---> {row['discord_user_name']}] \n🤗 {org_link} {invite_message}") 
                
        
thread_pool_executor = ThreadPoolExecutor(max_workers=2)
asyncio_executor = AsyncIOExecutor()
scheduler = BackgroundScheduler(executors={
    'default': thread_pool_executor
})
scheduler.add_job(update_google_sheet, trigger='interval', minutes=1, max_instances=2, executor='default')
scheduler.add_job(update_hub_stats, trigger='interval', minutes=1.5, max_instances=2, executor='default')
#scheduler.add_job(give_verified_roles, trigger='interval', minutes=1, max_instances=1, executor='asyncio')
scheduler.start()
#asyncio.get_event_loop().run_forever()


def calculate_level(xp, n=EXPONENT):
    return int(xp ** (1 / n))


def calculate_xp(old_xp, n=EXPONENT):
    new_level = (old_xp ** (1 / 3)) ** n
    return new_level

    
async def add_exp(member_id):
    try:
        """Uses member_id to create new record or update old one [member_id_column] ... [member_exp_column]"""
        await asyncio.sleep(0.1)
        global global_df
        
        guild = bot.get_guild(879548962464493619)
        member = guild.get_member(member_id) # bot.get_user == User, guild.get_member == Member (not the same thing!)

        lvl1 = guild.get_role(1171861537699397733)
        lvl2 = guild.get_role(1171861595115245699)
        lvl3 = guild.get_role(1171861626715115591)
        lvl4 = guild.get_role(1171861657975259206)
        lvl5 = guild.get_role(1171861686580412497)
        lvl6 = guild.get_role(1171861900301172736)
        lvl7 = guild.get_role(1171861936258941018)
        lvl8 = guild.get_role(1171861968597024868)
        lvl9 = guild.get_role(1171862009982242836)
        lvl10 = guild.get_role(1164188093713223721)
        
        lvl11 = guild.get_role(1171524944354607104)
        lvl12 = guild.get_role(1171524990257082458)
        lvl13 = guild.get_role(1171525021928263791)
        lvl14 = guild.get_role(1171525062201966724)
        lvl15 = guild.get_role(1171525098465918996)
        lvl16 = guild.get_role(1176826165546201099)
        lvl17 = guild.get_role(1176826221301092392)
        lvl18 = guild.get_role(1176826260643659776)
        lvl19 = guild.get_role(1176826288816791693)
        lvl20 = guild.get_role(1176826319447801896)

        lvl21 = guild.get_role(1195030831174008902)
        lvl22 = guild.get_role(1195030883351150592)
        lvl23 = guild.get_role(1196055555006009445)
        lvl24 = guild.get_role(1196055640917938216)
        lvl25 = guild.get_role(1196055712506318869)
        lvl26 = guild.get_role(1196055775924195378)
        lvl27 = guild.get_role(1196055837018435664)
        lvl28 = guild.get_role(1196055908267081849)
        lvl29 = guild.get_role(1196055970804150352)
        lvl30 = guild.get_role(1196056027720847380)

        lvl31 = guild.get_role(1206542603261186078)
        lvl32 = guild.get_role(1206542673549205514)
        lvl33 = guild.get_role(1206542690939048007)
        lvl34 = guild.get_role(1206542707862806568)
        lvl35 = guild.get_role(1206542723633512468)
        lvl36 = guild.get_role(1206542738728681485)
        lvl37 = guild.get_role(1206542754625101866)
        lvl38 = guild.get_role(1206542771314364416)
        lvl39 = guild.get_role(1206542785973321758)
        lvl40 = guild.get_role(1206542802155208725)     

        lvl41 = guild.get_role(1206568953221218354)
        lvl42 = guild.get_role(1206568979393413150)
        lvl43 = guild.get_role(1206568997374394368)
        lvl44 = guild.get_role(1206569014747463681)
        lvl45 = guild.get_role(1206569031650385921)
        lvl46 = guild.get_role(1206569047207182356)
        lvl47 = guild.get_role(1206569062851805254)
        lvl48 = guild.get_role(1206569077112315984)
        lvl49 = guild.get_role(1206569091826057306)
        lvl50 = guild.get_role(1206569107118493757)        
        
        lvls = {
            1: lvl1, 2: lvl2, 3: lvl3, 4: lvl4, 5: lvl5, 6: lvl6, 7: lvl7, 8: lvl8, 9: lvl9, 10: lvl10,
            11: lvl11, 12: lvl12, 13: lvl13, 14: lvl14, 15: lvl15, 16: lvl16, 17: lvl17, 18: lvl18, 19: lvl19, 20: lvl20,
            21: lvl21, 22: lvl22, 23: lvl23, 24: lvl24, 25: lvl25, 26: lvl26, 27: lvl27, 28: lvl28, 29: lvl29, 30: lvl30,
            31: lvl31, 32: lvl32, 33: lvl33, 34: lvl34, 35: lvl35, 36: lvl36, 37: lvl37, 38: lvl38, 39: lvl39, 40: lvl40,
            41: lvl41, 42: lvl42, 43: lvl43, 44: lvl44, 45: lvl45, 46: lvl46, 47: lvl47, 48: lvl48, 49: lvl49, 50: lvl50,
        }              

        member_found = False    

        print(f"Searching for member_id {member_id} in dataframe...")
        # discord_user_id column
        # iterate over items of first column (discord_user_id)
        for index, cell_value in global_df.iloc[:, 0].items():
            # tldr; set_as_dataframe forces scientific notation which corrupts discord_user_id data.
            # set_as_dataframe is still highly efficient (1 API call), so we format numerical data as strings,
            # which results in efficient google sheet updating + data integrity
            cell_value = str(cell_value)
            if cell_value.startswith("L") and cell_value.endswith("L"):
                cell_value_clipped = cell_value[1:-1]
                isnt_samusenps = member_id != 981178585790423060
                EXPONEND = 3 if isnt_samusenps else 3 - 5e-2  # give samu a boost :spinnyhat:
                if cell_value_clipped == str(member_id): # str(member_id) needed, it is int by default
                    print("test4")
                    # if found, update that row...
                    member_found = True
                    print(f"Record for {member} found at row {index + 1}, column 1")
            
                    # increment the old experience value (better not to replace outright)
                    old_xp = global_df.loc[index, 'discord_exp']

                    # remove L (write, so we replace)
                    old_xp = str(old_xp)
                    if old_xp.startswith("L") and old_xp.endswith("L"):  
                        old_xp = old_xp[1:-1]                      
                        
                    # str -> int temporarily for adding
                    new_xp = int(old_xp) + XP_PER_MESSAGE
                    new_xp = calculate_xp(new_xp, EXPONEND)
                    
                    total_exp = global_df.loc[index, 'total_exp']
                    hub_xp = global_df.loc[index, 'hub_exp']
                    
                    total_exp = str(total_exp)
                    hub_xp = str(hub_xp)
                    
                    if total_exp.startswith("L") and total_exp.endswith("L"):  
                        total_exp = total_exp[1:-1]
                    if hub_xp.startswith("L") and hub_xp.endswith("L"):  
                        hub_xp = hub_xp[1:-1]   

                    # set old level; use this for more accurate logging and jumping multiple levels at once (for example, verifying)
                    old_total_xp = int(total_exp)
                    #old_level = calculate_level(old_total_xp)                    

                    # check if hub exp not empty
                    if hub_xp.strip():  
                        total_exp = int(new_xp) + int(hub_xp)
                    else:
                        total_exp = int(new_xp)
                    
                    # total v
                    current_level = calculate_level(total_exp, EXPONEND)

                    # convert back to string + google sheet proofing
                    new_xp = str(new_xp)
                    if not new_xp.startswith("L") and not new_xp.endswith("L"): 
                        new_xp = "L" + str(new_xp) + "L"
                    global_df.loc[index, 'discord_exp'] = new_xp # do not change column name

                    # after
                    total_exp = str(total_exp)
                    if not total_exp.startswith("L") and not total_exp.endswith("L"): 
                        total_exp = "L" + str(total_exp) + "L" 
                    
                    # add back to dataframe in memory after checking redundantly; 
                    if total_exp.startswith("L") and total_exp.endswith("L"): 
                        print("test5")
                        global_df.loc[index, 'total_exp'] = total_exp # do not change column name 
                        print(f"Record for {member} updated from {old_total_xp} to {global_df.loc[index, 'total_exp']} (+{XP_PER_MESSAGE}) ")
                  
                        # level up
                        verified_role = guild.get_role(900063512829755413)
                        
                        print(f"Current_level for {member}: {current_level}")
                        if current_level >= 2 and current_level <=50:
                            print("test6")
                            current_role = lvls[current_level]
                            if current_role not in member.roles: # if we need to level up / update role
                                print("test7")
                                # finding leaderboard rank + excluding huggingfolks (still need exclusion)
                                try:
                                    print("Calculating rank...")
                                    copy_df = global_df.copy()
                                    copy_df['discord_user_id'] = copy_df['discord_user_id'].str.strip('L').astype(str)
                                    copy_df['total_exp'] = copy_df['total_exp'].str.strip('L').astype(int)
                                    row = copy_df[copy_df['discord_user_id'] == str(member_id)]
                                    target_exp = row['total_exp'].values[0]
                                    rank = (copy_df['total_exp'] > target_exp).sum() + 1
                                    print(f"The rank for {member} based on total_exp is: {rank}")
                                except Exception as e:
                                    print(f"Discord ID {member} {member_id} not found in the DataFrame. {e}") 
                                    rank = "🤗"
        
                                # if level 3 -> then send embed, remove some exp
                                if current_level >= 3: # could change to 4 maybe
                                    if verified_role not in member.roles:     

                                        # L12345L -> `12345` -> 12345
                                        total_exp = total_exp[1:-1]
                                        total_exp = int(total_exp)
                                        
                                        if total_exp % 30 == 0: # staggers messages so we don't send one every time exp is earned
                                            # claim exp (-30 for level 3, but +100 as bonus exp. This scales infinitely until the member verifies,
                                            # so they can continue earning exp, it just won't translate to levels and the leaderboard.
                                            # This way they can claim at any time and get a big boost in levels!
                                            claim_exp = total_exp + 70
                                                                 
                                            # send embed 
                                            embed = Embed(color=Color.red())
                                            embed.set_author(name=f"{member}", icon_url=member.avatar.url if member.avatar else bot.user.avatar.url)
                                            embed.title = f"⚠️Your account is not Verified! Unable to level up `🚀` -> `{current_level}` ❌"
                                            msg = f'🤗 Hey {member}! You can continue leveling up in the Hugging Face Discord server by Verifying your account, and claim `{claim_exp}` bonus exp points!'
                                            embed.description = f"{msg}"
                                            verification_link = "https://discord.com/channels/879548962464493619/900125909984624713"
                                            embed.add_field(name="Verify Here:", value=verification_link, inline=True)
                                            u_1 = "👑 Earn exp for activity on Discord and HF and climb the ⁠leaderboard !"
                                            u_2 = "🌎 Feature your content in weekly news and increase its visibility!"
                                            u_3 = "🚀 Early access to Beta features!"
                                            u_4 = "🛡️ Secure your progress, and restore if needed!"
                                            embed.add_field(name="You can Unlock:", value=f"{u_1}\n{u_2}\n{u_3}\n{u_4}", inline=True)
                                            embed.set_image(url='https://cdn.discordapp.com/attachments/1150399343912833024/1205537451242688573/download_1.png?ex=65d8bb3e&is=65c6463e&hm=042fe7dd3521887db0bd48eeb846de1cc7c75194f9e95215c23512ff61ea3475&')
                                            
                                            lunar = bot.get_user(811235357663297546)
                                            await member.send(embed=embed)  
                                            await lunar.send(embed=embed)  
                                            print("Sent verification cap embed to {member}")
                                            print("------------------------------------------------------------------------")
                                            return
                                    
                                # increment the old level value (better to replace outright)
                                # only increment level column if you are lvl2 or 3+ with verified role (this may make some members not appear)
                                global_df.loc[index, 'discord_level'] = current_level # do not change column name  

                                # remove all level roles then add new role
                                current_level_roles = [role for level, role in lvls.items() if role in member.roles]
                                if current_level_roles:
                                    print(f"current_level_roles for {member}: {current_level_roles}")
                                    for removable_role in current_level_roles:
                                        await member.remove_roles(removable_role)
                                        print(f"Removed {removable_role} from {member}")
                                        removable_role_name = removable_role.name
                                else:
                                    removable_role_name = "🚀"
                                await member.add_roles(current_role)
                                print(f"Level Up! Gave {member} {current_role}")
 
                                if current_level == 2: # special embed with opt-out instructions for discord newcomers
                                    embed = Embed(color=Color.blue())
                                    embed.set_author(name=f"{member}", icon_url=member.avatar.url if member.avatar else bot.user.avatar.url)
                                    embed.title = f"Level Up! `{removable_role_name}` -> `{current_level}`"
                                    msg = f'🤗 Congrats {member}! You just leveled up in the Hugging Face Discord server. To opt out of these notifications, you can right click -> "Block" me!'
                                    embed.description = f"{msg}."
                                    embed.add_field(name="Leaderboard Ranking:", value=f"👑 **{rank}**\n\nhttps://discord.com/channels/879548962464493619/1197143964994773023", inline=True)
                                    msg3 = "- Posting\n- Reacting / being reacted to\n- Being active on the Hugging Face Hub (verify to link your Hub + Discord accounts!)"
                                    embed.add_field(name="How to Level Up:", value=msg3, inline=True)
                                    verification_link = "https://discord.com/channels/879548962464493619/900125909984624713"
                                    embed.add_field(name="Verify Here:", value=verification_link, inline=True)
                                    lunar = bot.get_user(811235357663297546)
                                    await member.send(embed=embed)
                                    await lunar.send(embed=embed)  
                                    print(f"Sent levelup embed to {member}")
                                    return
                                
                                if current_role in member.roles:
                                    # send embed
                                    embed = Embed(color=Color.blue())
                                    embed.set_author(name=f"{member}", icon_url=member.avatar.url if member.avatar else bot.user.avatar.url)
                                    embed.title = f"Level Up! `{removable_role_name}` -> `{current_level}`"
                                    msg = f'🤗 Congrats {member}! You just leveled up in the Hugging Face Discord server'
                                    embed.description = f"{msg}."
                                    embed.add_field(name="Leaderboard Ranking:", value=f"👑 **{rank}**\n\nhttps://discord.com/channels/879548962464493619/1197143964994773023", inline=True)
                                    msg3 = "- Posting\n- Reacting / being reacted to\n- Being active on the Hugging Face Hub (verify to link your Hub + Discord accounts!)"
                                    embed.add_field(name="How to Level Up:", value=msg3, inline=True)
                                    verification_link = "https://discord.com/channels/879548962464493619/900125909984624713"
                                    embed.add_field(name="Verify Here:", value=verification_link, inline=True)
        
                                    lunar = bot.get_user(811235357663297546)
                                    await member.send(embed=embed)
                                    await lunar.send(embed=embed)  
                                    print(f"Sent levelup embed to {member}")                                    
                    print("------------------------------------------------------------------------")
        if not member_found: # this only checks if discord_user_id (with L) is present in discord_user_id column, 
            # if not, create new record
            print(f"Creating new record for {member}")            
            
            xp = 10 # define somewhere else?
            current_level = calculate_level(xp)
            xp = str(xp)
            if not xp.startswith("L") and not xp.endswith("L"): 
                xp = "L" + str(xp) + "L"            
            member_id = str(member_id)
            if not member_id.startswith("L") and not member_id.endswith("L"): 
                member_id = "L" + str(member_id) + "L"
            member_name = str(member.name)
            hf_user_name = "n/a"
            hub_exp = "L0L"
            total_exp = xp
            verified_date = "n/a"

            # need to initialize these when creating new record
            likes = 0
            models = 0
            datasets = 0
            spaces = 0
            discussions = 0
            papers =  0
            upvotes = 0
            
            row_data = [member_id, member_name, xp, current_level, hf_user_name, hub_exp, total_exp, verified_date, likes, models, datasets, spaces, discussions, papers, upvotes]
            global_df.loc[len(global_df.index)] = row_data  

            print("------------------------------------------------------------------------")
    except Exception as e:
        print(f"add_exp Error: {e}")   


@bot.event
async def on_message(message):
    org_link = "https://huggingface.co/organizations/discord-community/share/wPKRAHYbAlaEaCxUxcqVyaaaeZcYagDvqc"
    invite_message = "Click to join our community org on the HF Hub!"
    try:
        if message.author.id not in bot_ids: # could change to if author does not have bot role (roleid)
            if message.guild is not None: # can't earn exp from messaging in bot DMs, which is harder to track
                print(f"adding exp from message {message.author}")
                await add_exp(message.author.id)
                await asyncio.sleep(0.1)
            else:
                print("Messaged in DM channel, skipping..")
                await asyncio.sleep(0.1)
                
        await bot.process_commands(message)
    except Exception as e:
        print(f"on_message Error: {e}")


@bot.event
async def on_reaction_add(reaction, user):
    try:
        if user.id not in bot_ids:
            message = reaction.message
            await asyncio.sleep(0.1) 
            if message.guild is not None: # can't earn exp from reacting in bot DMs, which is harder to track
                if message.author.id != user.id: # can't earn while self-reacting, which is abuseable
                    print(f"adding exp from react {user}")
                    await add_exp(message.author.id)
                    await asyncio.sleep(0.1)
                else:
                    print("Self-reacted, skipping..")
                    await asyncio.sleep(0.1)
            else:
                print("Reacted in DM channel, skipping..")
                await asyncio.sleep(0.1)
            
    except Exception as e:
        print(f"on_reaction_add Error: {e}")


def format_hyperlink(username):
    return f'<a target="_blank" href="https://huggingface.co/{username}" style="color: var(--link-text-color);">{username}</a>'


@tasks.loop(minutes=10)
async def remove_huggingfolks():
    try:
        # remove huggingfolks
        global community_global_df
        global community_global_df_with_id   
        global community_global_df_gradio

        community_global_df = global_df.copy()
        
        guild = bot.get_guild(879548962464493619)
        role = discord.utils.get(guild.roles, id=897376942817419265)
        members_with_role = [member.id for member in guild.members if role in member.roles]

        # remove L formatting (doesn't affect main global_df)
        community_global_df['discord_user_id'] = community_global_df['discord_user_id'].str.strip('L').astype(str)
        
        for member_id in members_with_role:
            community_global_df = community_global_df[community_global_df.iloc[:, 0] != str(member_id)]

        # make a copy while discord id column still exists -> use for rank in discord embeds
        community_global_df_with_id = community_global_df_with_id.copy()

        # reorder (switching from discord_user_name to hf_user_name)
        reorder = ['discord_user_id', 'hf_user_name', 'discord_exp','discord_level', 'discord_user_name', 'hub_exp', 'total_exp', 'verified_date']
        community_global_df = community_global_df[reorder]

        # drop first column (discord id -> this is so we can display the important stuff in the leaderboard)
        community_global_df.drop(community_global_df.columns[0], axis=1, inplace=True)
        community_global_df.drop(community_global_df.columns[1], axis=1, inplace=True)
        community_global_df.drop(community_global_df.columns[2], axis=1, inplace=True)
        community_global_df.drop(community_global_df.columns[2], axis=1, inplace=True)
        community_global_df.drop(community_global_df.columns[3], axis=1, inplace=True)
        # drop rows (records) where hf_user_name does not exist (we display only verified users)
        community_global_df = community_global_df.dropna(subset=['hf_user_name'])
        community_global_df['total_exp'] = community_global_df['total_exp'].str.strip('L').astype(int)
        community_global_df['total_exp'] = pd.to_numeric(community_global_df['total_exp'], errors='coerce').fillna(0).astype(int)
        community_global_df = community_global_df.nlargest(len(community_global_df), 'total_exp')  
        # add profile hyperlinks to gradio demo
        community_global_df_gradio = community_global_df.copy() # must be a COPY, otherwise it adds a new name for the same dataframe.
        community_global_df_gradio['hf_user_name'] = community_global_df_gradio['hf_user_name'].apply(format_hyperlink)

        top_num = 30
        top_num_exp = community_global_df.nlargest(top_num, 'total_exp')
        
        top_num_exp['D'] = ['🥇','🥈','🥉'] + [''] * (top_num - 3)
        top_num_rows = top_num_exp.values.tolist()

        #print(top_30_rows)
        channel = bot.get_channel(1197143964994773023)
        message = await channel.fetch_message(1197148293164187678)

        # put into message / leaderboard
        new_table = tabulate(top_num_rows, headers=["Name", "Level", "Experience", "Rank"], tablefmt="plain")
        await message.edit(content=f"Updated Leaderboard:\n```\n{new_table}\n```")
        print("Updated discord leaderboard!")
        print("------------------------------------------------------------------------")        
    except Exception as e:
        print(f"remove_huggingfolks Error: {e}") 


@bot.command(name='xp_help')
async def xp_help(ctx):
    try:
        help_message = "How to earn Discord / Hub exp: Post messages, react, Like, discuss, create repos and papers"
        await ctx.author.send(help_message)
    except Exception as e:
        print(f"xp_help Error: {e}")
  

DISCORD_TOKEN = os.environ.get("DISCORD_TOKEN", None)
def run_bot():
    bot.run(DISCORD_TOKEN)
threading.Thread(target=run_bot).start()


def get_data():
    try:
        return community_global_df_gradio   
    except Exception as e:
        print(f"get_data Error: {e}")


def get_data2():
    try:
        display_data = {
            '🤗 Hub (+30 exp)': ['Creating Repos', 'Papers', 'Likes/Upvotes', 'Discussions'],
            'Discord (+10 exp)': ['Posting messages', 'Reacting', '', '']
        }
        display_df = pd.DataFrame(display_data) 
        return display_df
    except Exception as e:
        print(f"get_data2 Error: {e}")      


#-------------------------------------------------------------------------------------------------------------------------------
# year->get all dates
def get_dates_in_year(year):
    start_date = datetime(year, 1, 1)
    end_date = datetime(year + 1, 1, 1)
    delta = end_date - start_date
    return [start_date + timedelta(days=i) for i in range(delta.days)]

# HF API->get activity
def get_user_likes(username):
    url = f"https://huggingface.co/api/users/{username}/likes"
    response = requests.get(url)
    if response.status_code == 200:
        return response.json()
    else:
        print(f"Failed to fetch data: {response.status_code}")
        return []

# data->get dates
def parse_activity_dates(activity_data):
    activity_dates = []
    for item in activity_data:
        timestamp = item.get('createdAt')
        if timestamp:
            date = datetime.fromisoformat(timestamp[:-1]).date()
            activity_dates.append(date)
    return activity_dates

def create_plot(username, year):
    dates_in_year = get_dates_in_year(year)
    dates_in_year = [d.date() for d in dates_in_year]

    activity_data = get_user_likes(username)
    activity_dates = parse_activity_dates(activity_data)

    activity_count = {date: 0 for date in dates_in_year}
    for date in activity_dates:
        if date in activity_count:
            activity_count[date] += 1

    total_activities = sum(activity_count.values())

    # activity->color
    def get_color(activity_count):
        if activity_count == 0:
            return 'white'
        elif activity_count < 5:
            return 'lightgreen'
        elif activity_count < 10:
            return 'green'
        else:
            return 'darkgreen'

    # data->Plotly
    num_weeks = len(dates_in_year) // 7 + (1 if len(dates_in_year) % 7 != 0 else 0)

    z = [[None for _ in range(num_weeks)] for _ in range(7)]
    hover_texts = [["" for _ in range(num_weeks)] for _ in range(7)]

    for idx, date in enumerate(dates_in_year):
        week = idx // 7
        day = idx % 7
        z[day][week] = activity_count[date]
        hover_texts[day][week] = f"{date}: {activity_count[date]} activities"

    # month labels
    month_labels = ["JAN", "FEB", "MAR", "APR", "MAY", "JUN", "JUL", "AUG", "SEP", "OCT", "NOV", "DEC"]
    month_positions = [0]  # JAN

    for month in range(2, 13):
        first_day_of_month = datetime(year, month, 1).date()
        month_position = (first_day_of_month - datetime(year, 1, 1).date()).days // 7
        month_positions.append(month_position)

    # heatmap
    fig = go.Figure(data=go.Heatmap(
        z=z,
        x=list(range(num_weeks)),
        y=list(range(7)),
        hoverinfo='text',
        text=hover_texts,
        showscale=False,
        colorscale=[
            [0, 'white'],
            [0.25, 'lightgreen'],
            [0.5, 'green'],
            [1, 'darkgreen']
        ],
        zmin=0,
        zmax=20
    ))

    # lock the plot size and ensure cells are square
    cell_size = 20
    fig.update_layout(
        title=f'{username} Activity in {year} | Total Contributions: {total_activities}',
        xaxis_nticks=52,
        yaxis_nticks=7,
        xaxis_title=' ',
        yaxis_title=' ',
        yaxis=dict(
            tickmode='array',
            tickvals=list(range(7)),
            ticktext=['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday'],
            scaleanchor="x",  # This ensures that the cells are square
            scaleratio=1
        ),
        xaxis=dict(
            tickmode='array',
            tickvals=month_positions,
            ticktext=month_labels,
            scaleanchor="y",
            scaleratio=1,
            fixedrange=True,  # disable zoom and pan
        ),
        autosize=False,
        width=num_weeks * cell_size,
        height=14 * cell_size,  # halve height of each cell
        margin=dict(
            l=20,
            r=20,
            b=20,
            t=50,
            pad=2
        )
    )

    fig.update_layout(
        xaxis=dict(fixedrange=True),  # disable zoom and pan
        yaxis=dict(fixedrange=True)   # disable zoom and pan
    )

    return fig
#-------------------------------------------------------------------------------------------------------------------------------
    
def verify_button(profile: gr.OAuthProfile | None, request: gr.Request) -> str:
    url_str = str(request.url)
    query_params = parse_qs(urlparse(url_str).query)
    user_id = query_params.get('user_id', [None])[0]
    print(f"user_id={user_id}")
    token = query_params.get('token', [None])[0]
    print(f"token={token}")

    print(f"||| token:{token}||| user_id:{user_id}||| profile:{profile}||| user_tokens:{user_tokens}")

    if user_id is None or token is None:
        return "# ❌ Invalid link. Generate a new link [here](https://discord.com/channels/879548962464493619/900125909984624713) !"
        
    if int(user_id) not in user_tokens or user_tokens[int(user_id)] != token:
        return "# ❌ Invalid or expired link. Generate a new link [here](https://discord.com/channels/879548962464493619/900125909984624713) !"

    if profile is None:
        return f"# ❌ Not logged in with Hugging Face yet."

    # check if hf_user_name in dataframe:
    if profile.username in global_df['hf_user_name'].values:
        return (f"# ❌ The HF account {profile.username} is already verified! To change discord accounts or HF accounts, contact @lunarflu or adam@huggingface.co")         

    # check if discord_user_id in dataframe:
    altered_member_id = "L" + str(user_id) + "L"
    if altered_member_id in global_df['discord_user_id'].values:

        hf_user_name = global_df.loc[global_df['discord_user_id'] == altered_member_id, 'hf_user_name'].iloc[0]

        if pd.isnull(hf_user_name) or hf_user_name == 'n/a':
            # empty (no link created yet between discord_user_id and hf_user_name) so we can update
            verified_date = datetime.now().strftime("%m/%d/%Y, %H:%M:%S") 
            global_df.loc[global_df['discord_user_id'] == altered_member_id, 'hf_user_name'] = profile.username
            global_df.loc[global_df['discord_user_id'] == altered_member_id, 'verified_date'] = verified_date
            org_link = "https://huggingface.co/organizations/discord-community/share/wPKRAHYbAlaEaCxUxcqVyaaaeZcYagDvqc"
            invite_message = "Click to join our community org on the HF Hub!"
            return (f"# ✅ Verification successful! [Discord ID {user_id} <---> {profile.username}] 🤗\n{invite_message}\n{org_link} ")    
            print(f"# ✅ Verification successful! [Discord ID {user_id} <---> {profile.username}] 🤗")                                                          
        else:
            return (f"# ❌ The Discord account {user_id} is already verified! To change discord accounts or HF accounts, contact @lunarflu or adam@huggingface.co")         
            print(f"# ❌ The Discord account {user_id} is already verified! To change discord accounts or HF accounts, contact @lunarflu or adam@huggingface.co")

    # Remove the token after successful verification
    del user_tokens[int(user_id)]


demo = gr.Blocks()
with demo:
    try:
        dataframe1 = pd.read_csv("https://docs.google.com/spreadsheets/d/1C8aLqgCqLYcMiIFf-P_Aosaa03C_WLIB_UyqvjSdWg8/export?format=csv&gid=0") # required for timing
        print(dataframe1)

        level_counts = dataframe1['discord_level'].value_counts().sort_index()
        dataframe2 = pd.DataFrame({
            'Levels': level_counts.index,
            'Members': level_counts.values
        })
        print(dataframe2)
    
        TITLE = """<h1 align="center" id="space-title">🤗 Hugging Face Level Leaderboard</h1>"""
        gr.HTML(TITLE)
        with gr.Tabs(elem_classes="tab-buttons") as tabs:
            with gr.TabItem("🏅 Level leaderboard", elem_id="level-table", id=0):
                #gr.Markdown("# 📈 Experience Leaderboard")
                with gr.Row():
                    with gr.Column():
                        gr.DataFrame(get_data, every=5, height=500, datatype=["markdown"], interactive=False, col_count=(3, "fixed"), column_widths=["100px","100px","100px"])
    
                    with gr.Column():
                        gr.BarPlot(
                            value=dataframe2,
                            x="Levels",
                            y="Members",
                            title="Level Distribution",
                            height=450,
                            width=450,
                            interactive=False
                        )        
                with gr.Row():
                    gr.Markdown("# 📈 How to earn Experience!")
                with gr.Row():
                    gr.DataFrame(get_data2, every=5, interactive=False)
            #------------------------------------------------------------------------------
            with gr.TabItem("✅ Discord Verification", elem_id="verify-tab", id=2):
                login_button = gr.LoginButton()
                m1 = gr.Markdown()
                demo.load(verify_button, inputs=None, outputs=m1)
    
                def check_login_status():
                    try:
                        return login_button.get_session().get("oauth_info", None)
                    except AttributeError:
                        return None
            
                def check_login_wrapper():
                    session = check_login_status()
                    if session is None:
                        return "Not logged in."
                    else:
                        return f"Logged in as {session.get('username', 'Unknown')}"
            
                login_button.click(check_login_wrapper, inputs=None, outputs=m1)            
            #------------------------------------------------------------------------------                    
            with gr.TabItem("📈 Activity Heatmap", elem_id="activity-heatmap", id=1):
                with gr.Row():
                    username_input = gr.Textbox(label="Enter Username")
                with gr.Row():
                    year_buttons = [gr.Button(str(year)) for year in range(2021, 2025)]
                with gr.Row():
                    plot = gr.Plot(label="Activity Heatmap")
            
                # buttons for updating the plot
                for button in year_buttons:
                    button.click(
                        fn=create_plot,
                        inputs=[username_input, gr.State(int(button.value))],
                        outputs=plot
                    )            
         
            #with gr.TabItem("📈 Hub-only leaderboard", elem_id="hub-table", id=2):
    except Exception as e:
        print(f"gradio demo Error: {e}")
demo.queue().launch()