meili
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import os
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import asyncio
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import aiohttp
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import json
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import meilisearch
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from dataclasses import dataclass
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from typing import Dict, Any
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from dotenv import dotenv_values, load_dotenv
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from google.cloud import vision as google_vision
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from google.protobuf.json_format import MessageToDict, MessageToJson
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from google.cloud.vision_v1 import types
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# need to change the env for the google api calls
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load_dotenv()
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config = dotenv_values(".env")
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CHANNEL_IDS = [
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367936426962190336, # TPM shitposts
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1095060717117374687, # aella memes
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]
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headers = {
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'Authorization': config['DISCORD_AUTH'],
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}
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# TODO
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# [ ] Backfill last N images from a channel
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# [ ] Set oldest_img_id for channel
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# [ ] save img as json + imagefile
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# [ ] check extensions (ignore mp4 maybe)
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@dataclass
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class MemeMessage:
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id: int
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url: str
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guild_name: str
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channel_name: str
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text: str | None
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vision_json: str | None
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# maybe don't need these
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# kind of extra
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message_json: Dict[str, Any]
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guild_json: Dict[str, Any]
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channel_json: Dict[str, Any]
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async def save_img(self, session: aiohttp.ClientSession):
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output_dir = self.output_dir()
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# there's a big param of some kind after the image url that we remove
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url_filename = os.path.basename(self.url).split('?')[0]
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(filename, ext) = os.path.splitext(url_filename)
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print(f"filename={filename} ext={ext}")
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os.makedirs(output_dir, exist_ok=True);
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async with session.get(self.url) as response:
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if response.status == 200:
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with open(f'{output_dir}/{self.id}{ext}', 'wb') as f:
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f.write(await response.read())
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def output_dir(self):
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return f'./data/{self.guild_name}/{self.channel_name}'
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def annotate_image_request(self, vision):
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request = {
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'image': { 'source': { 'image_uri': self.url } },
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'features': [types.Feature(type=types.Feature.Type.TEXT_DETECTION)],
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}
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response: types.AnnotateImageResponse = vision.annotate_image(request=request)
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self.vision_json = json.loads(types.AnnotateImageResponse.to_json(response))
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if len(response.text_annotations) > 0:
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self.text = response.text_annotations[0].description
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return request
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def persist(self):
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with open(f'{self.output_dir()}/{self.id}.json', 'w') as f:
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json.dump(vars(self), f, indent=4)
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def to_meili_document(self):
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return {
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'id': self.id,
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'text': self.text,
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'url': self.url,
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}
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def filter_message_img_urls(messages):
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url_lists = map(
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lambda msg: list(map(lambda attachment: (attachment['url'], msg), msg['attachments']))
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, messages)
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return [item for group in url_lists for item in group]
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async def download_channel_imgs(session, vision, channel_id):
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async def fetch_channel_messages(channel_id):
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url = f"https://discord.com/api/v9/channels/{channel_id}/messages"
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async with session.get(url, headers=headers) as res:
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return await res.json()
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async def fetch_guild_details(guild_id):
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url = f"https://discord.com/api/v9/guilds/{guild_id}"
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async with session.get(url, headers=headers) as res:
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data = await res.json()
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keys_to_remove = ['emojis', 'stickers', 'roles']
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[data.pop(key, None) for key in keys_to_remove]
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return data
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async def fetch_channel(channel_id):
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url = f"https://discord.com/api/v9/channels/{channel_id}"
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async with session.get(url, headers=headers) as res:
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return await res.json()
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channel = await fetch_channel(channel_id)
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guild = await fetch_guild_details(channel['guild_id'])
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print(f"Fetching messages for channel guild={guild['name']} name={channel['name']} id={channel['id']}")
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messages = await fetch_channel_messages(channel_id)
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urls = filter_message_img_urls(messages)
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memes = list(map(
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lambda msg: MemeMessage(
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id=msg[1]['id'],
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url=msg[0],
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guild_name=guild['name'],
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channel_name=channel['name'],
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guild_json=guild,
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channel_json=channel,
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message_json=msg[1],
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vision_json=None,
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text=None,
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)
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, urls))
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tasks = [meme.save_img(session) for meme in memes]
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await asyncio.gather(*tasks)
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[meme.annotate_image_request(vision) for meme in memes]
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[meme.persist() for meme in memes]
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client = meilisearch.Client('http://localhost:7700', 'aSampleMasterKey')
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documents = [meme.to_meili_document() for meme in memes]
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client.index('memes').add_documents(documents)
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async def main():
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vision = google_vision.ImageAnnotatorClient()
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async with aiohttp.ClientSession() as session:
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channels = [download_channel_imgs(session, vision, channel_id) for channel_id in CHANNEL_IDS]
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memes = await asyncio.gather(*channels)
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asyncio.run(main())
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