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	* feat(ml): ARMNN acceleration for CLIP * wrap ANN as ONNX-Session * strict typing * normalize ARMNN CLIP embedding * mutex to handle concurrent execution * make inputs contiguous * fine-grained locking; concurrent network execution --------- Co-authored-by: mertalev <101130780+mertalev@users.noreply.github.com>
		
			
				
	
	
		
			100 lines
		
	
	
		
			2.6 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			100 lines
		
	
	
		
			2.6 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
import logging
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import os
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import sys
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from pathlib import Path
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from socket import socket
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import starlette
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from gunicorn.arbiter import Arbiter
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from pydantic import BaseSettings
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from rich.console import Console
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from rich.logging import RichHandler
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from uvicorn import Server
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from uvicorn.workers import UvicornWorker
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from .schemas import ModelType
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class Settings(BaseSettings):
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    cache_folder: str = "/cache"
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    model_ttl: int = 300
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    model_ttl_poll_s: int = 10
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    host: str = "0.0.0.0"
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    port: int = 3003
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    workers: int = 1
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    test_full: bool = False
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    request_threads: int = os.cpu_count() or 4
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    model_inter_op_threads: int = 1
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    model_intra_op_threads: int = 2
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    ann: bool = True
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    class Config:
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        env_prefix = "MACHINE_LEARNING_"
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        case_sensitive = False
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class LogSettings(BaseSettings):
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    log_level: str = "info"
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    no_color: bool = False
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    class Config:
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        case_sensitive = False
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_clean_name = str.maketrans(":\\/", "___", ".")
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def clean_name(model_name: str) -> str:
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    return model_name.split("/")[-1].translate(_clean_name)
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def get_cache_dir(model_name: str, model_type: ModelType) -> Path:
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    return Path(settings.cache_folder) / model_type.value / clean_name(model_name)
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def get_hf_model_name(model_name: str) -> str:
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    return f"immich-app/{clean_name(model_name)}"
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LOG_LEVELS: dict[str, int] = {
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    "critical": logging.ERROR,
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    "error": logging.ERROR,
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    "warning": logging.WARNING,
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    "warn": logging.WARNING,
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    "info": logging.INFO,
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    "log": logging.INFO,
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    "debug": logging.DEBUG,
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    "verbose": logging.DEBUG,
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}
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settings = Settings()
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log_settings = LogSettings()
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class CustomRichHandler(RichHandler):
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    def __init__(self) -> None:
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        console = Console(color_system="standard", no_color=log_settings.no_color)
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        super().__init__(show_path=False, omit_repeated_times=False, console=console, tracebacks_suppress=[starlette])
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log = logging.getLogger("gunicorn.access")
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log.setLevel(LOG_LEVELS.get(log_settings.log_level.lower(), logging.INFO))
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# patches this issue https://github.com/encode/uvicorn/discussions/1803
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class CustomUvicornServer(Server):
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    async def shutdown(self, sockets: list[socket] | None = None) -> None:
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        for sock in sockets or []:
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            sock.close()
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        await super().shutdown()
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class CustomUvicornWorker(UvicornWorker):
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    async def _serve(self) -> None:
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        self.config.app = self.wsgi
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        server = CustomUvicornServer(config=self.config)
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        self._install_sigquit_handler()
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        await server.serve(sockets=self.sockets)
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        if not server.started:
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            sys.exit(Arbiter.WORKER_BOOT_ERROR)
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