memestream bb
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@@ -1,24 +1,35 @@
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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 urllib3.util import parse_url
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from pathlib import Path
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from io import BytesIO
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from dataclasses import dataclass
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from uuid import uuid4, UUID
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from typing import Dict, Any, List
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import aiohttp
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from aiobotocore.session import get_session as aiobotocore_get_session
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from types_aiobotocore_s3.client import S3Client
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from PIL import Image
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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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from PIL import Image
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from minio import Minio
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import meilisearch
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from urllib3.util import Url, url
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import uploader
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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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DATA_DIR = './data/memesearch'
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DATA_DIR = './data/memestream'
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MEILI_INDEX = 'memes'
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MEILI_URL = 'http://localhost:7700'
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@@ -39,57 +50,31 @@ headers = {
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@dataclass
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class MemeDocument:
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id: int
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url: str
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text: str | None
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id: UUID
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url: Url
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text: str
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tags: List[str]
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@dataclass
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class MemeMessage:
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id: int
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class DiscordAttachmentMessage:
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id: UUID
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msg_id: int
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url: str
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upload_url: str
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guild_name: str
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channel_name: str
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vision_json: str | None
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text: 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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def output_dir(self):
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def document_dir(self):
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return f'{DATA_DIR}/guilds/{self.guild_name}/{self.channel_name}'
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def img_dir(self):
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def file_dir(self):
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return f"{DATA_DIR}/imgs/"
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async def save_img(self, session: aiohttp.ClientSession):
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webp_output = f'{DATA_DIR}/imgs/'
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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(self.output_dir(), exist_ok=True);
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os.makedirs(self.img_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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res_bytes = await response.read()
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with open(f'{self.output_dir()}/{self.id}{ext}', 'wb') as f:
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f.write(res_bytes)
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convert_extensions = ['jpg', 'png', 'jpeg', 'webp']
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if ext.lower() in convert_extensions:
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image = Image.open(BytesIO(res_bytes))
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image.save(f"{self.img_dir()}/{self.id}.webp", format='WebP')
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def annotate_image_request(self, vision):
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def detect_text(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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@@ -104,24 +89,16 @@ class MemeMessage:
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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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with open(f'{self.document_dir()}/{self.id}.json', 'w') as f:
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json.dump(vars(self), f, indent=4)
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def to_document(self):
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return MemeDocument(
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id=self.id,
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url=f'{DATA_DIR}/{self.id}.webp',
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text=self.text,
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tags=[self.guild_name, self.channel_name],
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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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lambda msg: list(map(lambda attachment: (parse_url(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 download_channel_attachments(session, storage, 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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@@ -142,42 +119,122 @@ async def download_channel_imgs(session, vision, 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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async def download_attachment(
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session: aiohttp.ClientSession,
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storage: S3Client,
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url: Url,
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message,
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):
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# there's a big param of some kind after the image url that we remove
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if not url.path:
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raise RuntimeError(f"url missing path url={url}")
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storage_bucket = config['UPLOAD_BUCKET']
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if not storage_bucket:
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raise RuntimeError(f"config missing UPLOAD_BUCKET")
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(filename, ext) = os.path.splitext(os.path.basename(url.path))
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# TODO
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# FILTER WANTED TYPES
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id = uuid4()
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async with session.get(url.url) as response:
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if response.status == 200:
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# make a webp conversion for obvious image types
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convert_extensions = ['jpg', 'png', 'jpeg', 'webp']
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res_bytes = await response.read()
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object_name: str
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# trim the .
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if ext.lower()[1:] in convert_extensions:
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image = Image.open(BytesIO(res_bytes))
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webp_output = BytesIO()
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image.save(webp_output, format='WebP')
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webp_output.seek(0)
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object_name = f"{id}.webp"
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print(f"uploading object_name={object_name} filename={filename} ext={ext}")
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return await storage.put_object(Bucket=storage_bucket, Key=object_name, Body=webp_output)
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object_name = f"{id}{ext}"
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print(f"uploading object_name={object_name} filename={filename} ext={ext}")
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return await storage.put_object(Bucket=storage_bucket, Key=object_name, Body=res_bytes)
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# add discord id to server processed msgs list
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# if there then nothing to do
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# return MemeDocument(
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# id=id,
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# url=self.upload_url,
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# text=self.text or '',
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# tags=[self.guild_name, self.channel_name],
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# )
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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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urls_and_messages = 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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tasks = [download_attachment(session, storage, url, message) for (url, message) in urls_and_messages]
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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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# [attachment.detect_text(vision) for attachment in attachments]
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# [attachment.persist() for attachment in attachments]
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client = meilisearch.Client(MEILI_URL, config['MEILI_MASTER_KEY'])
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# client = meilisearch.Client(MEILI_URL, config['MEILI_MASTER_KEY'])
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# have to vars the dataclass out for meili
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documents = [vars(meme.to_document()) for meme in memes]
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client.index(MEILI_INDEX).add_documents(documents)
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# # have to vars the dataclass out for meili
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# documents = [vars(attachment.to_meme()) for attachment in attachments]
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# client.index(MEILI_INDEX).add_documents(documents)
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async def check_bucket_exists(storage, bucket_name):
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try:
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await storage.head_bucket(Bucket=bucket_name)
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return True
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except storage.exceptions.ClientError as e:
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error_code = e.response.get('Error', {}).get('Code')
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if error_code == '404':
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return False # Bucket does not exist
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else:
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raise # Reraise other exceptions
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async def main():
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assert config['MINIO_URL']
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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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# storage = Minio(config['MINIO_URL'],
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# access_key=config['MINIO_ACCESS_KEY'],
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# secret_key=config['MINIO_SECRET_KEY'],
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# )
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aioboto = aiobotocore_get_session()
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async with aioboto.create_client(
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's3',
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endpoint_url=config['STORAGE_URL'],
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aws_access_key_id=config['STORAGE_ACCESS_KEY'],
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aws_secret_access_key=config['STORAGE_SECRET_KEY'],
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) as storage:
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storage: S3Client
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storage_bucket = config['UPLOAD_BUCKET']
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assert storage_bucket
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# Make the bucket if it doesn't exist.
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exists = await check_bucket_exists(storage, storage_bucket)
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if not exists:
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await storage.create_bucket(Bucket=storage_bucket)
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print("Created bucket", storage_bucket)
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else:
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print("Bucket", storage_bucket, "already exists")
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async with aiohttp.ClientSession() as session:
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channels = [download_channel_attachments(session, storage, 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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