Spaces:
Running
on
CPU Upgrade
Running
on
CPU Upgrade
Create app.py
Browse files
app.py
ADDED
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import asyncio
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import argparse
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from collections import Counter
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import json
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import pathlib
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import re
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import discord
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from discord.ext import commands
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import gradio as gr
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from gradio import utils
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import requests
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from typing import Dict, List
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from utils import *
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lock = asyncio.Lock()
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bot = commands.Bot("", intents=discord.Intents(messages=True, guilds=True))
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GUILD_SPACES_FILE = "guild_spaces.pkl"
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if pathlib.Path(GUILD_SPACES_FILE).exists():
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guild_spaces = read_pickle_file(GUILD_SPACES_FILE)
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assert isinstance(guild_spaces, dict), f"{GUILD_SPACES_FILE} in invalid format."
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guild_blocks = {}
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delete_keys = []
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for k, v in guild_spaces.items():
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try:
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guild_blocks[k] = gr.Interface.load(v, src="spaces")
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except ValueError:
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delete_keys.append(k)
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for k in delete_keys:
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del guild_spaces[k]
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else:
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guild_spaces: Dict[int, str] = {}
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guild_blocks: Dict[int, gr.Blocks] = {}
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HASHED_USERS_FILE = "users.pkl"
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if pathlib.Path(HASHED_USERS_FILE).exists():
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hashed_users = read_pickle_file(HASHED_USERS_FILE)
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assert isinstance(hashed_users, list), f"{HASHED_USERS_FILE} in invalid format."
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else:
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hashed_users: List[str] = []
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@bot.event
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async def on_ready():
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print(f"Logged in as {bot.user}")
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print(f"Running in {len(bot.guilds)} servers...")
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async def run_prediction(space: gr.Blocks, *inputs):
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inputs = list(inputs)
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fn_index = 0
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processed_inputs = space.serialize_data(fn_index=fn_index, inputs=inputs)
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batch = space.dependencies[fn_index]["batch"]
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if batch:
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processed_inputs = [[inp] for inp in processed_inputs]
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outputs = await space.process_api(
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fn_index=fn_index, inputs=processed_inputs, request=None, state={}
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)
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outputs = outputs["data"]
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if batch:
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outputs = [out[0] for out in outputs]
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processed_outputs = space.deserialize_data(fn_index, outputs)
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processed_outputs = utils.resolve_singleton(processed_outputs)
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return processed_outputs
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async def display_stats(message: discord.Message):
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await message.channel.send(
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f"Running in {len(bot.guilds)} servers\n"
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f"Total # of users: {len(hashed_users)}\n"
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f"------------------"
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)
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await message.channel.send(f"Most popular spaces:")
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# display the top 10 most frequently occurring strings and their counts
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spaces = guild_spaces.values()
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counts = Counter(spaces)
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for space, count in counts.most_common(10):
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await message.channel.send(f"- {space}: {count}")
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async def load_space(guild: discord.Guild, message: discord.Message, content: str):
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iframe_url = (
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requests.get(f"https://huggingface.co/api/spaces/{content}/host")
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.json()
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.get("host")
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)
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if iframe_url is None:
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return await message.channel.send(
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f"Space: {content} not found. If you'd like to make a prediction, enclose the inputs in quotation marks."
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)
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else:
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await message.channel.send(
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f"Loading Space: https://huggingface.co/spaces/{content}..."
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)
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interface = gr.Interface.load(content, src="spaces")
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guild_spaces[guild.id] = content
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guild_blocks[guild.id] = interface
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asyncio.create_task(update_pickle_file(guild_spaces, GUILD_SPACES_FILE))
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if len(content) > 32 - len(f"{bot.name} []"): # type: ignore
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nickname = content[: 32 - len(f"{bot.name} []") - 3] + "..." # type: ignore
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else:
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nickname = content
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nickname = f"{bot.name} [{nickname}]" # type: ignore
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await guild.me.edit(nick=nickname)
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await message.channel.send(
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"Ready to make predictions! Type in your inputs and enclose them in quotation marks."
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)
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async def disconnect_space(bot: commands.Bot, guild: discord.Guild):
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guild_spaces.pop(guild.id, None)
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guild_blocks.pop(guild.id, None)
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asyncio.create_task(update_pickle_file(guild_spaces, GUILD_SPACES_FILE))
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await guild.me.edit(nick=bot.name) # type: ignore
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async def make_prediction(guild: discord.Guild, message: discord.Message, content: str):
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if guild.id in guild_spaces:
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params = re.split(r' (?=")', content)
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params = [p.strip("'\"") for p in params]
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space = guild_blocks[guild.id]
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predictions = await run_prediction(space, *params)
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if isinstance(predictions, (tuple, list)):
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for p in predictions:
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await send_file_or_text(message.channel, p)
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else:
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await send_file_or_text(message.channel, predictions)
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return
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else:
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await message.channel.send(
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"No Space is currently running. Please type in the name of a Hugging Face Space name first, e.g. abidlabs/en2fr"
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)
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await guild.me.edit(nick=bot.name) # type: ignore
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@bot.event
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async def on_message(message: discord.Message):
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if message.author == bot.user:
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return
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h = hash_user_id(message.author.id)
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if h not in hashed_users:
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hashed_users.append(h)
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asyncio.create_task(update_pickle_file(hashed_users, HASHED_USERS_FILE))
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else:
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if message.content:
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content = remove_tags(message.content)
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guild = message.channel.guild
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assert guild, "Message not sent in a guild."
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if content.strip() == "exit":
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await disconnect_space(bot, guild)
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elif content.strip() == "stats":
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await display_stats(message)
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elif content.startswith('"') or content.startswith("'"):
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await make_prediction(guild, message, content)
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else:
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await load_space(guild, message, content)
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bot.run(os.getenv("discord_token"))
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