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ComfyUI/memedeck.py
drunkplato 742ca174e2 split the queue to consume with 2 channels
2025-03-03 20:50:27 +00:00

670 lines
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Python
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import asyncio
from io import BytesIO
import os
import logging
import uuid
from PIL import Image, ImageOps
from functools import partial
import pika
import json
import requests
from dotenv import load_dotenv
load_dotenv()
amqp_addr = os.getenv('AMQP_ADDR') or 'amqp://api:gacdownatravKekmy9@51.8.120.154:5672/dev'
from enum import Enum
class QueueProgressKind(Enum):
ImageGenerated = "image_generated"
ImageGenerating = "image_generating"
SamePrompt = "same_prompt"
FaceswapGenerated = "faceswap_generated"
FaceswapGenerating = "faceswap_generating"
Failed = "failed"
class MemedeckWorker:
class BinaryEventTypes:
PREVIEW_IMAGE = 1
UNENCODED_PREVIEW_IMAGE = 2
class JsonEventTypes(Enum):
PROGRESS = "progress"
EXECUTING = "executing"
EXECUTED = "executed"
ERROR = "error"
STATUS = "status"
"""
MemedeckWorker is a class that is responsible for relaying messages between comfy and the memedeck backend api
it is used to send images to the memedeck backend api and to receive prompts from the memedeck backend api
"""
def __init__(self, loop):
MemedeckWorker.instance = self
logging.getLogger().setLevel(logging.INFO)
self.loop = loop
self.messages = asyncio.Queue()
self.ws_id = None
self.http_client = None
self.prompt_queue = None
self.validate_prompt = None
self.last_prompt_id = None
self.amqp_url = amqp_addr
self.queue_name = os.getenv('QUEUE_NAME') or 'generic-queue'
self.api_url = os.getenv('API_ADDRESS') or 'http://0.0.0.0:8079/v2'
self.api_key = os.getenv('API_KEY') or 'eb46e20a-cc25-4ed4-a39b-f47ca8ff3383'
# Internal job queue
self.internal_job_queue = asyncio.Queue()
# Dictionary to keep track of tasks by ws_id
self.tasks_by_ws_id = {}
# Configure logging
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
self.logger = logging.getLogger(__name__)
self.logger.info(f"\n[memedeck]: initialized with API URL: {self.api_url} and API Key: {self.api_key}\n")
def start(self, prompt_queue, validate_prompt):
self.prompt_queue = prompt_queue
self.validate_prompt = validate_prompt
# Start the process_job_queue task **after** prompt_queue is set
self.loop.create_task(self.process_job_queue())
parameters = pika.URLParameters(self.amqp_url)
logging.getLogger('pika').setLevel(logging.WARNING) # suppress all logs from pika
self.connection = pika.SelectConnection(parameters, on_open_callback=self.on_connection_open)
try:
self.connection.ioloop.start()
except KeyboardInterrupt:
self.stop()
def stop(self):
self.connection.close()
self.connection.ioloop.stop()
# --------------------------------------------------
# AMQP
# --------------------------------------------------
def on_connection_open(self, connection):
self.connection = connection
# Open the first channel
self.connection.channel(on_open_callback=self.on_channel_open)
# Open the second channel
self.connection.channel(on_open_callback=self.on_faceswap_channel_open)
def on_channel_open(self, channel):
self.channel = channel
# Only consume one message at a time
self.channel.basic_qos(prefetch_size=0, prefetch_count=1)
# Declare the queue and set the callback
self.channel.queue_declare(queue=self.queue_name, durable=True, callback=self.on_queue_declared)
def on_queue_declared(self, frame):
self.channel.basic_consume(queue=self.queue_name, on_message_callback=self.on_message_received)
def on_faceswap_channel_open(self, channel):
self.faceswap_channel = channel
self.faceswap_channel.basic_qos(prefetch_size=0, prefetch_count=1)
# Declare the faceswap queue and set the callback
self.faceswap_channel.queue_declare(queue='faceswap-queue', durable=True, callback=self.on_faceswap_queue_declared)
def on_faceswap_queue_declared(self, frame):
self.faceswap_channel.basic_consume(queue='faceswap-queue', on_message_callback=self.on_faceswap_message_received)
def on_faceswap_message_received(self, channel, method, properties, body):
self.on_message_received(channel, method, properties, body)
def on_message_received(self, channel, method, properties, body):
decoded_string = body.decode('utf-8')
payload = json.loads(decoded_string)
# Execute the task
prompt = payload["nodes"]
valid = self.validate_prompt(prompt)
# Prepare task_info
prompt_id = str(uuid.uuid4())
outputs_to_execute = valid[2]
routing_key = method.routing_key
task_info = {
"workflow": 'faceswap' if routing_key == 'faceswap-queue' else 'generation',
"prompt_id": prompt_id,
"prompt": prompt,
"outputs_to_execute": outputs_to_execute,
"client_id": "memedeck-1",
"is_memedeck": True,
"websocket_node_id": None,
"ws_id": payload["source_ws_id"],
"context": payload["req_ctx"],
"current_node": None,
"current_progress": 0,
"delivery_tag": method.delivery_tag,
"task_status": "waiting",
}
# Find the websocket_node_id
for node in prompt:
if isinstance(prompt[node], dict) and prompt[node].get("class_type") == "SaveImageWebsocket":
task_info['websocket_node_id'] = node
break
if valid[0]:
# Enqueue the task into the internal job queue
self.loop.call_soon_threadsafe(self.internal_job_queue.put_nowait, (prompt_id, prompt, task_info))
else:
channel.basic_nack(delivery_tag=method.delivery_tag, requeue=False) # Unack the message
# def on_channel_open(self, channel):
# self.channel = channel
# # only consume one message at a time
# self.channel.basic_qos(prefetch_size=0, prefetch_count=1)
# self.channel.queue_declare(queue=self.queue_name, durable=True)
# self.channel.basic_consume(queue=self.queue_name, on_message_callback=self.on_message_received)
# # declare another queue
# self.channel.queue_declare(queue='faceswap-queue', durable=True)
# self.channel.basic_consume(queue='faceswap-queue', on_message_callback=self.on_message_received)
# def on_message_received(self, channel, method, properties, body):
# decoded_string = body.decode('utf-8')
# json_object = json.loads(decoded_string)
# payload = json_object[1]
# # execute the task
# prompt = payload["nodes"]
# valid = self.validate_prompt(prompt)
# # Prepare task_info
# prompt_id = str(uuid.uuid4())
# outputs_to_execute = valid[2]
# # get the routing key from the method
# routing_key = method.routing_key
# task_info = {
# "workflow": 'faceswap' if routing_key == 'faceswap-queue' else 'generation',
# "prompt_id": prompt_id,
# "prompt": prompt,
# "outputs_to_execute": outputs_to_execute,
# "client_id": "memedeck-1",
# "is_memedeck": True,
# "websocket_node_id": None,
# "ws_id": payload["source_ws_id"],
# "context": payload["req_ctx"],
# "current_node": None,
# "current_progress": 0,
# "delivery_tag": method.delivery_tag,
# "task_status": "waiting",
# }
# # Find the websocket_node_id
# for node in prompt:
# if isinstance(prompt[node], dict) and prompt[node].get("class_type") == "SaveImageWebsocket":
# task_info['websocket_node_id'] = node
# break
# if valid[0]:
# # Enqueue the task into the internal job queue
# self.loop.call_soon_threadsafe(self.internal_job_queue.put_nowait, (prompt_id, prompt, task_info))
# # self.logger.info(f"[memedeck]: Enqueued task for {task_info['ws_id']}")
# else:
# channel.basic_nack(delivery_tag=method.delivery_tag, requeue=False) # unack the message
# --------------------------------------------------
# Internal job queue
# --------------------------------------------------
async def process_job_queue(self):
while True:
prompt_id, prompt, task_info = await self.internal_job_queue.get()
# Start a new coroutine for each task
self.loop.create_task(self.process_task(prompt_id, prompt, task_info))
async def process_task(self, prompt_id, prompt, task_info):
ws_id = task_info['ws_id']
# Add the task to tasks_by_ws_id
self.tasks_by_ws_id[ws_id] = task_info
# Put the prompt into the prompt_queue
self.prompt_queue.put((0, prompt_id, prompt, {
"client_id": task_info["client_id"],
'is_memedeck': task_info['is_memedeck'],
'websocket_node_id': task_info['websocket_node_id'],
'ws_id': task_info['ws_id'],
'context': task_info['context']
}, task_info['outputs_to_execute']))
if 'faceswap_strength' not in task_info['context']['prompt_config']:
# pretty print the prompt config
self.logger.info(f"[memedeck]: prompt: {task_info['context']['prompt_config']['character']['id']} {task_info['context']['prompt_config']['positive_prompt']}")
# Wait until the current task is completed
await self.wait_for_task_completion(ws_id)
# Task is done
self.internal_job_queue.task_done()
async def wait_for_task_completion(self, ws_id):
"""
Wait until the task with the given ws_id is completed.
"""
task = self.tasks_by_ws_id[ws_id]
delivery_tag = task['delivery_tag']
while ws_id in self.tasks_by_ws_id:
await asyncio.sleep(0.25)
# Acknowledge the message when the task is completed
if task['workflow'] == 'faceswap':
self.faceswap_channel.basic_ack(delivery_tag=delivery_tag)
else:
self.channel.basic_ack(delivery_tag=delivery_tag)
# --------------------------------------------------
# allbacks for the prompt queue
# --------------------------------------------------
def queue_updated(self):
info = self.get_queue_info()
# self.send_sync("status", { "status": self.get_queue_info() })
def get_queue_info(self):
prompt_info = {}
exec_info = {}
exec_info['queue_remaining'] = self.prompt_queue.get_tasks_remaining()
prompt_info['exec_info'] = exec_info
return prompt_info
def send_sync(self, event, data, sid=None):
self.loop.call_soon_threadsafe(
self.messages.put_nowait, (event, data, sid))
async def publish_loop(self):
while True:
msg = await self.messages.get()
await self.send(*msg)
async def send(self, event, data, sid=None):
if sid is None:
self.logger.warning("Received event without sid")
return
# Retrieve the task based on sid
task = self.tasks_by_ws_id.get(sid)
if not task:
self.logger.warning(f"Received event {event} for unknown sid: {sid}")
return
if event == MemedeckWorker.BinaryEventTypes.UNENCODED_PREVIEW_IMAGE:
await self.send_preview(
data,
sid=sid,
progress=task['current_progress'],
context=task['context'],
workflow=task['workflow']
)
else:
# Send JSON data / text data
if event == "executing":
task['current_node'] = data['node']
if task['workflow'] == 'faceswap' and task["task_status"] == "waiting":
start_data = {
"ws_id": task['ws_id'],
"status": "started",
"info": None,
}
await self.send_to_api(start_data)
# self.logger.info(f"[memedeck]: faceswap executing: {data}")
task["task_status"] = "executing"
elif event == "progress":
if task['current_node'] == task['websocket_node_id']:
# If the node is the websocket node, then set the progress to 100
task['current_progress'] = 100
else:
# If the node is not the websocket node, then set the progress based on the node's progress
task['current_progress'] = (data['value'] / data['max']) * 100
if task['current_progress'] == 100 and task['current_node'] != task['websocket_node_id']:
# In case the progress is 100 but the node is not the websocket node, set progress to 95
task['current_progress'] = 95 # Allows the full resolution image to be sent on the 100 progress event
if data['value'] == 1:
# If the value is 1, send started to API
start_data = {
"ws_id": task['ws_id'],
"status": "started",
"info": None,
}
task["task_status"] = "executing"
await self.send_to_api(start_data)
elif event == "status":
self.logger.info(f"[memedeck]: sending status event: {data}")
# Update the task in tasks_by_ws_id
self.tasks_by_ws_id[sid] = task
async def send_preview(self, image_data, sid=None, progress=None, context=None, workflow=None):
if sid is None:
self.logger.warning("Received preview without sid")
return
task = self.tasks_by_ws_id.get(sid)
if not task:
self.logger.warning(f"Received preview for unknown sid: {sid}")
return
if progress is None:
progress = task['current_progress']
# if progress is odd, then don't send the preview
if int(progress) % 2 == 1:
return
image_type = image_data[0]
image = image_data[1]
max_size = image_data[2]
if max_size is not None:
if hasattr(Image, 'Resampling'):
resampling = Image.Resampling.BILINEAR
else:
resampling = Image.ANTIALIAS
image = ImageOps.contain(image, (max_size, max_size), resampling)
bytesIO = BytesIO()
image.save(bytesIO, format=image_type, quality=100 if progress == 95 else 75, compress_level=1)
preview_bytes = bytesIO.getvalue()
kind = "image_generating" if progress < 100 else "image_generated"
ai_queue_progress = {
"ws_id": sid,
"kind": kind,
"data": list(preview_bytes),
"progress": int(progress),
"context": context
}
# set the kind to faceswap_generated if workflow is faceswap
if workflow == 'faceswap':
ai_queue_progress['kind'] = "faceswap_generated"
del ai_queue_progress['progress']
await self.send_to_api(ai_queue_progress)
if progress == 100 or workflow == 'faceswap':
del self.tasks_by_ws_id[sid] # Remove the task from tasks_by_ws_id
# self.logger.info(f"[memedeck]: Task {sid} completed")
async def send_to_api(self, data):
ws_id = data.get('ws_id')
if not ws_id:
self.logger.error("[memedeck]: Missing ws_id in data")
return
task = self.tasks_by_ws_id.get(ws_id)
if not task:
self.logger.error(f"[memedeck]: No task found for ws_id {ws_id}")
return
if task['websocket_node_id'] is None:
self.logger.error(f"[memedeck]: websocket_node_id is None for {ws_id}")
return
try:
# this request is not sending properly for faceswap
post_func = partial(requests.post, f"{self.api_url}/generation/update", json=data)
await self.loop.run_in_executor(None, post_func)
except Exception as e:
self.logger.info(f"[memedeck]: error sending to api: {e}")
# --------------------------------------------------------------------------
# MemedeckAzureStorage
# --------------------------------------------------------------------------
# from azure.storage.blob.aio import BlobClient, BlobServiceClient
# from azure.storage.blob import ContentSettings
# from typing import Optional, Tuple
# import cairosvg
# WATERMARK = '<svg width="256" height="256" viewBox="0 0 256 256" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M60.0859 196.8C65.9526 179.067 71.5526 161.667 76.8859 144.6C79.1526 137.4 81.4859 129.867 83.8859 122C86.2859 114.133 88.6859 106.333 91.0859 98.6C93.4859 90.8667 95.6859 83.4 97.6859 76.2C99.8193 69 101.686 62.3333 103.286 56.2C110.619 56.2 117.553 55.8 124.086 55C130.619 54.2 137.686 53.4667 145.286 52.8C144.886 55.7333 144.419 59.0667 143.886 62.8C143.486 66.4 142.953 70.2 142.286 74.2C141.753 78.2 141.153 82.3333 140.486 86.6C139.819 90.8667 139.019 96.3333 138.086 103C137.153 109.667 135.886 118 134.286 128H136.886C140.753 117.867 143.953 109.467 146.486 102.8C149.019 96 151.086 90.4667 152.686 86.2C154.286 81.9333 155.886 77.8 157.486 73.8C159.219 69.6667 160.819 65.8 162.286 62.2C163.886 58.4667 165.353 55.2 166.686 52.4C170.019 52.1333 173.153 51.8 176.086 51.4C179.019 51 181.953 50.6 184.886 50.2C187.819 49.6667 190.753 49.2 193.686 48.8C196.753 48.2667 200.086 47.6667 203.686 47C202.353 54.7333 201.086 62.6667 199.886 70.8C198.686 78.9333 197.619 87.0667 196.686 95.2C195.753 103.2 194.819 111.133 193.886 119C193.086 126.867 192.353 134.333 191.686 141.4C190.086 157.933 188.686 174.067 187.486 189.8L152.686 196C152.686 195.333 152.753 193.533 152.886 190.6C153.153 187.667 153.419 184.067 153.686 179.8C154.086 175.533 154.553 170.8 155.086 165.6C155.753 160.4 156.353 155.2 156.886 150C157.553 144.8 158.219 139.8 158.886 135C159.553 130.067 160.219 125.867 160.886 122.4H159.086C157.219 128 155.153 133.933 152.886 140.2C150.619 146.333 148.286 152.6 145.886 159C143.619 165.4 141.353 171.667 139.086 177.8C136.819 183.933 134.819 189.8 133.086 195.4C128.419 195.533 124.419 195.733 121.086 196C117.753 196.133 113.886 196.333 109.486 196.6L115.886 122.4H112.886C112.619 124.133 111.953 127.067 110.886 131.2C109.819 135.2 108.553 139.867 107.086 145.2C105.753 150.4 104.286 155.867 102.686 161.6C101.086 167.2 99.5526 172.467 98.0859 177.4C96.7526 182.2 95.6193 186.2 94.6859 189.4C93.7526 192.467 93.2193 194.2 93.0859 194.6L60.0859 196.8Z" fill="white"/></svg>'
# WATERMARK_SIZE = 40
# class MemedeckAzureStorage:
# def __init__(self, connection_string):
# # get environment variables
# self.storage_account = os.getenv('STORAGE_ACCOUNT')
# self.storage_access_key = os.getenv('STORAGE_ACCESS_KEY')
# self.storage_container = os.getenv('STORAGE_CONTAINER')
# self.logger = logging.getLogger(__name__)
# self.blob_service_client = BlobServiceClient.from_connection_string(conn_str=connection_string)
# async def upload_image(
# self,
# by: str,
# image_id: str,
# source_url: Optional[str],
# bytes_data: Optional[bytes],
# filetype: Optional[str],
# ) -> Tuple[str, Tuple[int, int]]:
# """
# Uploads an image to Azure Blob Storage.
# Args:
# by (str): Identifier for the uploader.
# image_id (str): Unique identifier for the image.
# source_url (Optional[str]): URL to fetch the image from.
# bytes_data (Optional[bytes]): Image data in bytes.
# filetype (Optional[str]): Desired file type (e.g., 'jpeg', 'png').
# Returns:
# Tuple[str, Tuple[int, int]]: URL of the uploaded image and its dimensions.
# """
# # Retrieve image bytes either from the provided bytes_data or by fetching from source_url
# if source_url is None:
# if bytes_data is None:
# raise ValueError("Could not get image bytes")
# image_bytes = bytes_data
# else:
# self.logger.info(f"Requesting image from URL: {source_url}")
# async with aiohttp.ClientSession() as session:
# try:
# async with session.get(source_url) as response:
# if response.status != 200:
# raise Exception(f"Failed to fetch image, status code {response.status}")
# image_bytes = await response.read()
# except Exception as e:
# raise Exception(f"Error fetching image from URL: {e}")
# # Open image using Pillow to get dimensions and format
# try:
# img = Image.open(BytesIO(image_bytes))
# width, height = img.size
# inferred_filetype = img.format.lower()
# except Exception as e:
# raise Exception(f"Failed to decode image: {e}")
# # Determine the final file type
# final_filetype = filetype.lower() if filetype else inferred_filetype
# # Construct the blob name
# blob_name = f"{by}/{image_id.replace('image:', '')}.{final_filetype}"
# # Upload the image to Azure Blob Storage
# try:
# image_url = await self.save_image(blob_name, img.format, image_bytes)
# return image_url, (width, height)
# except Exception as e:
# self.logger.error(f"Trouble saving image: {e}")
# raise Exception(f"Trouble saving image: {e}")
# async def save_image(
# self,
# blob_name: str,
# content_type: str,
# bytes_data: bytes
# ) -> str:
# """
# Saves image bytes to Azure Blob Storage.
# Args:
# blob_name (str): Name of the blob in Azure Storage.
# content_type (str): MIME type of the content.
# bytes_data (bytes): Image data in bytes.
# Returns:
# str: URL of the uploaded blob.
# """
# # Retrieve environment variables
# account = os.getenv("STORAGE_ACCOUNT")
# access_key = os.getenv("STORAGE_ACCESS_KEY")
# container = os.getenv("STORAGE_CONTAINER")
# if not all([account, access_key, container]):
# raise EnvironmentError("Missing STORAGE_ACCOUNT, STORAGE_ACCESS_KEY, or STORAGE_CONTAINER environment variables")
# # Initialize BlobServiceClient
# blob_service_client = BlobServiceClient(
# account_url=f"https://{account}.blob.core.windows.net",
# credential=access_key
# )
# blob_client = blob_service_client.get_blob_client(container=container, blob=blob_name)
# # Upload the blob
# try:
# await blob_client.upload_blob(
# bytes_data,
# overwrite=True,
# content_settings=ContentSettings(content_type=content_type)
# )
# except Exception as e:
# raise Exception(f"Failed to upload blob: {e}")
# self.logger.debug(f"Blob uploaded: name={blob_name}, content_type={content_type}")
# # Construct and return the blob URL
# blob_url = f"https://media.memedeck.xyz//{container}/{blob_name}"
# return blob_url
# async def add_watermark(
# self,
# base_blob_name: str,
# base_image: bytes
# ) -> str:
# """
# Adds a watermark to the provided image and uploads the watermarked image.
# Args:
# base_blob_name (str): Original blob name of the image.
# base_image (bytes): Image data in bytes.
# Returns:
# str: URL of the watermarked image.
# """
# # Load the input image
# try:
# img = Image.open(BytesIO(base_image)).convert("RGBA")
# except Exception as e:
# raise Exception(f"Failed to load image: {e}")
# # Calculate position for the watermark (bottom right corner with padding)
# padding = 12
# x = img.width - WATERMARK_SIZE - padding
# y = img.height - WATERMARK_SIZE - padding
# # Analyze background brightness where the watermark will be placed
# background_brightness = self.analyze_background_brightness(img, x, y, WATERMARK_SIZE)
# self.logger.info(f"Background brightness: {background_brightness}")
# # Render SVG watermark to PNG bytes using cairosvg
# try:
# watermark_png_bytes = cairosvg.svg2png(bytestring=WATERMARK.encode('utf-8'), output_width=WATERMARK_SIZE, output_height=WATERMARK_SIZE)
# watermark = Image.open(BytesIO(watermark_png_bytes)).convert("RGBA")
# except Exception as e:
# raise Exception(f"Failed to render watermark SVG: {e}")
# # Determine watermark color based on background brightness
# if background_brightness > 128:
# # Dark watermark for light backgrounds
# watermark_color = (0, 0, 0, int(255 * 0.65)) # Black with 65% opacity
# else:
# # Light watermark for dark backgrounds
# watermark_color = (255, 255, 255, int(255 * 0.65)) # White with 65% opacity
# # Apply the watermark color by blending
# solid_color = Image.new("RGBA", watermark.size, watermark_color)
# watermark = Image.alpha_composite(watermark, solid_color)
# # Overlay the watermark onto the original image
# img.paste(watermark, (x, y), watermark)
# # Save the watermarked image to bytes
# buffer = BytesIO()
# img = img.convert("RGB") # Convert back to RGB for JPEG format
# img.save(buffer, format="JPEG")
# buffer.seek(0)
# jpeg_bytes = buffer.read()
# # Modify the blob name to include '_watermarked'
# try:
# if "memes/" in base_blob_name:
# base_blob_name_right = base_blob_name.split("memes/", 1)[1]
# else:
# base_blob_name_right = base_blob_name
# base_blob_name_split = base_blob_name_right.rsplit(".", 1)
# base_blob_name_without_extension = base_blob_name_split[0]
# extension = base_blob_name_split[1]
# except Exception as e:
# raise Exception(f"Failed to process blob name: {e}")
# watermarked_blob_name = f"{base_blob_name_without_extension}_watermarked.{extension}"
# # Upload the watermarked image
# try:
# watermarked_blob_url = await self.save_image(
# watermarked_blob_name,
# "image/jpeg",
# jpeg_bytes
# )
# return watermarked_blob_url
# except Exception as e:
# raise Exception(f"Failed to upload watermarked image: {e}")
# def analyze_background_brightness(
# self,
# img: Image.Image,
# x: int,
# y: int,
# size: int
# ) -> int:
# """
# Analyzes the brightness of a specific region in the image.
# Args:
# img (Image.Image): The image to analyze.
# x (int): X-coordinate of the top-left corner of the region.
# y (int): Y-coordinate of the top-left corner of the region.
# size (int): Size of the square region to analyze.
# Returns:
# int: Average brightness (0-255) of the region.
# """
# # Crop the specified region
# sub_image = img.crop((x, y, x + size, y + size)).convert("RGB")
# # Calculate average brightness using the luminance formula
# total_brightness = 0
# pixel_count = 0
# for pixel in sub_image.getdata():
# r, g, b = pixel
# brightness = (r * 299 + g * 587 + b * 114) // 1000
# total_brightness += brightness
# pixel_count += 1
# if pixel_count == 0:
# return 0
# average_brightness = total_brightness // pixel_count
# return average_brightness
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