mirror of
https://github.com/ArchiveBox/ArchiveBox
synced 2024-11-22 04:03:06 +00:00
better actor atomic claim
This commit is contained in:
parent
9b24fe7390
commit
2337f874ad
2 changed files with 215 additions and 159 deletions
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@ -2,6 +2,7 @@ __package__ = 'archivebox.actors'
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import os
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import time
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from abc import ABC, abstractmethod
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from typing import ClassVar, Generic, TypeVar, Any, cast, Literal, Type
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from django.utils.functional import classproperty
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@ -16,148 +17,77 @@ from threading import Thread, get_native_id
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# from archivebox.logging_util import TimedProgress
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ALL_SPAWNED_ACTORS: list[psutil.Process] = []
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LaunchKwargs = dict[str, Any]
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ModelType = TypeVar('ModelType', bound=models.Model)
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class ActorType(Generic[ModelType]):
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class ActorType(ABC, Generic[ModelType]):
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"""
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Base class for all actors. Usage:
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class FaviconActor(ActorType[ArchiveResult]):
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QUERYSET: ClassVar[QuerySet] = ArchiveResult.objects.filter(status='queued', extractor='favicon')
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CLAIM_WHERE: ClassVar[str] = 'status = "queued" AND extractor = "favicon"'
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CLAIM_ORDER: ClassVar[str] = 'created_at DESC'
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ATOMIC: ClassVar[bool] = True
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def claim_sql_set(self, obj: ArchiveResult) -> str:
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# SQL fields to update atomically while claiming an object from the queue
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retry_at = datetime.now() + timedelta(seconds=self.MAX_TICK_TIME)
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return f"status = 'started', locked_by = {self.pid}, retry_at = {retry_at}"
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def tick(self, obj: ArchiveResult) -> None:
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run_favicon_extractor(obj)
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ArchiveResult.objects.filter(pk=obj.pk, status='started').update(status='success')
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"""
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pid: int
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idle_count: int = 0
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launch_kwargs: LaunchKwargs = {}
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mode: Literal['thread', 'process'] = 'process'
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QUERYSET: ClassVar[QuerySet] # the QuerySet to claim objects from
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CLAIM_WHERE: ClassVar[str] = 'status = "queued"' # the WHERE clause to filter the objects when atomically getting the next object from the queue
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CLAIM_SET: ClassVar[str] = 'status = "started"' # the SET clause to claim the object when atomically getting the next object from the queue
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CLAIM_ORDER: ClassVar[str] = 'created_at DESC' # the ORDER BY clause to sort the objects with when atomically getting the next object from the queue
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CLAIM_FROM_TOP: ClassVar[int] = 50 # the number of objects to consider when atomically getting the next object from the queue
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ATOMIC: ClassVar[bool] = True # whether to atomically fetch+claim the nextobject in one step, or fetch and lock it in two steps
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# model_type: Type[ModelType]
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MAX_CONCURRENT_ACTORS: ClassVar[int] = min(max(2, int(cpu_count() * 0.6)), 8) # min 2, max 8
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MAX_TICK_TIME: ClassVar[int] = 60
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MAX_CONCURRENT_ACTORS: ClassVar[int] = min(max(2, int(cpu_count() * 0.6)), 8) # min 2, max 8, up to 60% of available cpu cores
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MAX_TICK_TIME: ClassVar[int] = 60 # maximum duration in seconds to process a single object
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def __init__(self, mode: Literal['thread', 'process']='process', **launch_kwargs: LaunchKwargs):
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self.mode = mode
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_SPAWNED_ACTOR_PIDS: ClassVar[list[psutil.Process]] = [] # record all the pids of Actors spawned by this class
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def __init__(self, mode: Literal['thread', 'process']|None=None, **launch_kwargs: LaunchKwargs):
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self.mode = mode or self.mode
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self.launch_kwargs = launch_kwargs or dict(self.launch_kwargs)
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def __repr__(self) -> str:
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label = 'pid' if self.mode == 'process' else 'tid'
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return f'[underline]{self.name}[/underline]\\[{label}={self.pid}]'
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def __str__(self) -> str:
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return self.__repr__()
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@classproperty
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def name(cls) -> str:
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return cls.__name__ # type: ignore
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def __str__(self) -> str:
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return self.__repr__()
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def __repr__(self) -> str:
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"""FaviconActor[pid=1234]"""
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label = 'pid' if self.mode == 'process' else 'tid'
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return f'[underline]{self.name}[/underline]\\[{label}={self.pid}]'
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### Class Methods: Called by Orchestrator on ActorType class before it has been spawned
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@classmethod
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def get_running_actors(cls) -> list[int]:
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"""returns a list of pids of all running actors of this type"""
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# WARNING: only works for process actors, not thread actors
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if cls.mode == 'thread':
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raise NotImplementedError('get_running_actors() is not implemented for thread actors')
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return [
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proc.pid for proc in ALL_SPAWNED_ACTORS
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proc.pid for proc in cls._SPAWNED_ACTOR_PIDS
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if proc.is_running() and proc.status() != 'zombie'
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]
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@classmethod
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def fork_actor_as_thread(cls, **launch_kwargs: LaunchKwargs) -> int:
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actor = cls(mode='thread', **launch_kwargs)
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bg_actor_thread = Thread(target=actor.runloop)
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bg_actor_thread.start()
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assert bg_actor_thread.native_id is not None
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return bg_actor_thread.native_id
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@classmethod
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def fork_actor_as_process(cls, **launch_kwargs: LaunchKwargs) -> int:
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actor = cls(mode='process', **launch_kwargs)
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bg_actor_process = Process(target=actor.runloop)
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bg_actor_process.start()
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assert bg_actor_process.pid is not None
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ALL_SPAWNED_ACTORS.append(psutil.Process(pid=bg_actor_process.pid))
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return bg_actor_process.pid
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@classmethod
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def start(cls, mode: Literal['thread', 'process']='process', **launch_kwargs: LaunchKwargs) -> int:
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if mode == 'thread':
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return cls.fork_actor_as_thread(**launch_kwargs)
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elif mode == 'process':
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return cls.fork_actor_as_process(**launch_kwargs)
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raise ValueError(f'Invalid actor mode: {mode}')
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@classmethod
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def get_queue(cls) -> QuerySet:
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"""override this to provide your queryset as the queue"""
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# return ArchiveResult.objects.filter(status='queued', extractor__in=('pdf', 'dom', 'screenshot'))
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raise NotImplementedError
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@classmethod
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def get_next(cls, atomic: bool=True) -> ModelType | None:
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if atomic:
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return cls.get_next_atomic(model=cls.get_queue().model)
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return cls.get_queue().last()
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@classmethod
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def get_random(cls, model: Type[ModelType], where='status = "queued"', set='status = "started"', choose_from_top=50) -> ModelType | None:
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app_label = model._meta.app_label
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model_name = model._meta.model_name
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with db.connection.cursor() as cursor:
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# subquery gets the pool of the top 50 candidates sorted by sort and order
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# main query selects a random one from that pool
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cursor.execute(f"""
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UPDATE {app_label}_{model_name}
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SET {set}
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WHERE {where} and id = (
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SELECT id FROM {app_label}_{model_name}
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WHERE {where}
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LIMIT 1
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OFFSET ABS(RANDOM()) % {choose_from_top}
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)
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RETURNING id;
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""")
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result = cursor.fetchone()
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# If no rows were claimed, return None
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if result is None:
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return None
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return model.objects.get(id=result[0])
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@classmethod
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def get_next_atomic(cls, model: Type[ModelType], where='status = "queued"', set='status = "started"', order_by='created_at DESC', choose_from_top=50) -> ModelType | None:
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"""
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atomically claim a random object from the top n=50 objects in the queue by updating status=queued->started
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optimized for minimizing contention on the queue with other actors selecting from the same list
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"""
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app_label = model._meta.app_label
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model_name = model._meta.model_name
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with db.connection.cursor() as cursor:
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# subquery gets the pool of the top 50 candidates sorted by sort and order
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# main query selects a random one from that pool
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cursor.execute(f"""
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UPDATE {app_label}_{model_name}
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SET {set}
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WHERE {where} and id = (
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SELECT id FROM (
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SELECT id FROM {app_label}_{model_name}
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WHERE {where}
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ORDER BY {order_by}
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LIMIT {choose_from_top}
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) candidates
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ORDER BY RANDOM()
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LIMIT 1
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)
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RETURNING id;
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""")
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result = cursor.fetchone()
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# If no rows were claimed, return None
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if result is None:
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return None
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return model.objects.get(id=result[0])
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@classmethod
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def get_actors_to_spawn(cls, queue, running_actors) -> list[LaunchKwargs]:
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def get_actors_to_spawn(cls, queue: QuerySet, running_actors: list[int]) -> list[LaunchKwargs]:
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"""Get a list of launch kwargs for the number of actors to spawn based on the queue and currently running actors"""
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actors_to_spawn: list[LaunchKwargs] = []
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max_spawnable = cls.MAX_CONCURRENT_ACTORS - len(running_actors)
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@ -175,69 +105,78 @@ class ActorType(Generic[ModelType]):
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else: # queue is short, spawn 1 actor
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actors_to_spawn += min(1, max_spawnable) * [{**cls.launch_kwargs}]
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return actors_to_spawn
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def on_startup(self):
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if self.mode == 'thread':
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self.pid = get_native_id() # thread id
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print(f'[green]🏃♂️ {self}.on_startup() STARTUP (THREAD)[/green]')
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else:
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self.pid = os.getpid() # process id
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print(f'[green]🏃♂️ {self}.on_startup() STARTUP (PROCESS)[/green]')
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# abx.pm.hook.on_actor_startup(self)
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def on_shutdown(self, err: BaseException | None=None):
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print(f'[grey53]🏃♂️ {self}.on_shutdown() SHUTTING DOWN[/grey53]', err or '[green](gracefully)[/green]')
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# abx.pm.hook.on_actor_shutdown(self)
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@classmethod
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def start(cls, mode: Literal['thread', 'process']='process', **launch_kwargs: LaunchKwargs) -> int:
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if mode == 'thread':
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return cls.fork_actor_as_thread(**launch_kwargs)
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elif mode == 'process':
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return cls.fork_actor_as_process(**launch_kwargs)
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raise ValueError(f'Invalid actor mode: {mode} must be "thread" or "process"')
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def on_tick_start(self, obj: ModelType):
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# print(f'🏃♂️ {self}.on_tick_start()', obj.abid or obj.id)
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# abx.pm.hook.on_actor_tick_start(self, obj_to_process)
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# self.timer = TimedProgress(self.MAX_TICK_TIME, prefix=' ')
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pass
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@classmethod
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def fork_actor_as_thread(cls, **launch_kwargs: LaunchKwargs) -> int:
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"""Spawn a new background thread running the actor's runloop"""
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actor = cls(mode='thread', **launch_kwargs)
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bg_actor_thread = Thread(target=actor.runloop)
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bg_actor_thread.start()
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assert bg_actor_thread.native_id is not None
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return bg_actor_thread.native_id
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def on_tick_end(self, obj: ModelType):
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# print(f'🏃♂️ {self}.on_tick_end()', obj.abid or obj.id)
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# abx.pm.hook.on_actor_tick_end(self, obj_to_process)
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# self.timer.end()
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pass
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@classmethod
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def fork_actor_as_process(cls, **launch_kwargs: LaunchKwargs) -> int:
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"""Spawn a new background process running the actor's runloop"""
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actor = cls(mode='process', **launch_kwargs)
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bg_actor_process = Process(target=actor.runloop)
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bg_actor_process.start()
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assert bg_actor_process.pid is not None
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cls._SPAWNED_ACTOR_PIDS.append(psutil.Process(pid=bg_actor_process.pid))
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return bg_actor_process.pid
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def on_tick_exception(self, obj: ModelType, err: BaseException):
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print(f'[red]🏃♂️ {self}.on_tick_exception()[/red]', obj.abid or obj.id, err)
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# abx.pm.hook.on_actor_tick_exception(self, obj_to_process, err)
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@classmethod
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def get_model(cls) -> Type[ModelType]:
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# wish this was a @classproperty but Generic[ModelType] return type cant be statically inferred for @classproperty
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return cls.QUERYSET.model
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@classmethod
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def get_queue(cls) -> QuerySet:
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"""override this to provide your queryset as the queue"""
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# return ArchiveResult.objects.filter(status='queued', extractor__in=('pdf', 'dom', 'screenshot'))
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return cls.QUERYSET
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### Instance Methods: Called by Actor after it has been spawned (i.e. forked as a thread or process)
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def runloop(self):
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"""The main runloop that starts running when the actor is spawned (as subprocess or thread) and exits when the queue is empty"""
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self.on_startup()
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try:
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while True:
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obj_to_process: ModelType | None = None
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try:
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obj_to_process = cast(ModelType, self.get_next())
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obj_to_process = cast(ModelType, self.get_next(atomic=self.atomic))
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except Exception:
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pass
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if obj_to_process:
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self.idle_count = 0
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self.idle_count = 0 # reset idle count if we got an object
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else:
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if self.idle_count >= 30:
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break # stop looping and exit if queue is empty and we have rechecked it 30 times
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break # stop looping and exit if queue is empty and we have idled for 30sec
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else:
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# print('Actor runloop()', f'pid={self.pid}', 'queue empty, rechecking...')
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self.idle_count += 1
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time.sleep(1)
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continue
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if not self.lock(obj_to_process):
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# we are unable to lock the object, some other actor got it first. skip it and get the next object
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continue
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self.on_tick_start(obj_to_process)
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# Process the object
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try:
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# run the tick function on the object
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self.tick(obj_to_process)
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except Exception as err:
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print(f'[red]🏃♂️ ERROR: {self}.tick()[/red]', err)
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db.connections.close_all()
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db.connections.close_all() # always reset the db connection after an exception to clear any pending transactions
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self.on_tick_exception(obj_to_process, err)
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finally:
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self.on_tick_end(obj_to_process)
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@ -249,12 +188,125 @@ class ActorType(Generic[ModelType]):
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else:
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print(f'\n[red]🏃♂️ {self}.runloop() FATAL:[/red]', err.__class__.__name__, err)
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self.on_shutdown(err=err)
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def get_next(self, atomic: bool | None=None) -> ModelType | None:
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"""get the next object from the queue, atomically locking it if self.atomic=True"""
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if atomic is None:
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atomic = self.ATOMIC
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def tick(self, obj: ModelType) -> None:
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print(f'[blue]🏃♂️ {self}.tick()[/blue]', obj.abid or obj.id)
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def lock(self, obj: ModelType) -> bool:
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print(f'[blue]🏃♂️ {self}.lock()[/blue]', obj.abid or obj.id)
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if atomic:
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# fetch and claim the next object from in the queue in one go atomically
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obj = self.get_next_atomic()
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else:
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# two-step claim: fetch the next object and lock it in a separate query
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obj = self.get_queue().last()
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assert obj and self.lock_next(obj), f'Unable to fetch+lock the next {self.get_model().__name__} ojbect from {self}.QUEUE'
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return obj
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def lock_next(self, obj: ModelType) -> bool:
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"""override this to implement a custom two-step (non-atomic)lock mechanism"""
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# For example:
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# assert obj._model.objects.filter(pk=obj.pk, status='queued').update(status='started', locked_by=self.pid)
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# Not needed if using get_next_and_lock() to claim the object atomically
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# print(f'[blue]🏃♂️ {self}.lock()[/blue]', obj.abid or obj.id)
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return True
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def claim_sql_where(self) -> str:
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"""override this to implement a custom WHERE clause for the atomic claim step e.g. "status = 'queued' AND locked_by = NULL" """
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return self.CLAIM_WHERE
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def claim_sql_set(self) -> str:
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"""override this to implement a custom SET clause for the atomic claim step e.g. "status = 'started' AND locked_by = {self.pid}" """
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return self.CLAIM_SET
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def claim_sql_order(self) -> str:
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"""override this to implement a custom ORDER BY clause for the atomic claim step e.g. "created_at DESC" """
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return self.CLAIM_ORDER
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def claim_from_top(self) -> int:
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"""override this to implement a custom number of objects to consider when atomically claiming the next object from the top of the queue"""
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return self.CLAIM_FROM_TOP
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def get_next_atomic(self, shallow: bool=True) -> ModelType | None:
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"""
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claim a random object from the top n=50 objects in the queue (atomically updates status=queued->started for claimed object)
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optimized for minimizing contention on the queue with other actors selecting from the same list
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slightly faster than claim_any_obj() which selects randomly from the entire queue but needs to know the total count
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"""
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Model = self.get_model() # e.g. ArchiveResult
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table = f'{Model._meta.app_label}_{Model._meta.model_name}' # e.g. core_archiveresult
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where_sql = self.claim_sql_where()
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set_sql = self.claim_sql_set()
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order_by_sql = self.claim_sql_order()
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choose_from_top = self.claim_from_top()
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with db.connection.cursor() as cursor:
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# subquery gets the pool of the top 50 candidates sorted by sort and order
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# main query selects a random one from that pool
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cursor.execute(f"""
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UPDATE {table}
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SET {set_sql}
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WHERE {where_sql} and id = (
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SELECT id FROM (
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SELECT id FROM {table}
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WHERE {where_sql}
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ORDER BY {order_by_sql}
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LIMIT {choose_from_top}
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) candidates
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ORDER BY RANDOM()
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LIMIT 1
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)
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RETURNING id;
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""")
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result = cursor.fetchone()
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if result is None:
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return None # If no rows were claimed, return None
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if shallow:
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# shallow: faster, returns potentially incomplete object instance missing some django auto-populated fields:
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columns = [col[0] for col in cursor.description or ['id']]
|
||||
return Model(**dict(zip(columns, result)))
|
||||
|
||||
# if not shallow do one extra query to get a more complete object instance (load it fully from scratch)
|
||||
return Model.objects.get(id=result[0])
|
||||
|
||||
@abstractmethod
|
||||
def tick(self, obj: ModelType) -> None:
|
||||
"""override this to process the object"""
|
||||
print(f'[blue]🏃♂️ {self}.tick()[/blue]', obj.abid or obj.id)
|
||||
# For example:
|
||||
# do_some_task(obj)
|
||||
# do_something_else(obj)
|
||||
# obj._model.objects.filter(pk=obj.pk, status='started').update(status='success')
|
||||
raise NotImplementedError('tick() must be implemented by the Actor subclass')
|
||||
|
||||
def on_startup(self) -> None:
|
||||
if self.mode == 'thread':
|
||||
self.pid = get_native_id() # thread id
|
||||
print(f'[green]🏃♂️ {self}.on_startup() STARTUP (THREAD)[/green]')
|
||||
else:
|
||||
self.pid = os.getpid() # process id
|
||||
print(f'[green]🏃♂️ {self}.on_startup() STARTUP (PROCESS)[/green]')
|
||||
# abx.pm.hook.on_actor_startup(self)
|
||||
|
||||
def on_shutdown(self, err: BaseException | None=None) -> None:
|
||||
print(f'[grey53]🏃♂️ {self}.on_shutdown() SHUTTING DOWN[/grey53]', err or '[green](gracefully)[/green]')
|
||||
# abx.pm.hook.on_actor_shutdown(self)
|
||||
|
||||
def on_tick_start(self, obj: ModelType) -> None:
|
||||
# print(f'🏃♂️ {self}.on_tick_start()', obj.abid or obj.id)
|
||||
# abx.pm.hook.on_actor_tick_start(self, obj_to_process)
|
||||
# self.timer = TimedProgress(self.MAX_TICK_TIME, prefix=' ')
|
||||
pass
|
||||
|
||||
def on_tick_end(self, obj: ModelType) -> None:
|
||||
# print(f'🏃♂️ {self}.on_tick_end()', obj.abid or obj.id)
|
||||
# abx.pm.hook.on_actor_tick_end(self, obj_to_process)
|
||||
# self.timer.end()
|
||||
pass
|
||||
|
||||
def on_tick_exception(self, obj: ModelType, err: BaseException) -> None:
|
||||
print(f'[red]🏃♂️ {self}.on_tick_exception()[/red]', obj.abid or obj.id, err)
|
||||
# abx.pm.hook.on_actor_tick_exception(self, obj_to_process, err)
|
||||
|
|
|
@ -191,22 +191,26 @@ class FaviconActor(ActorType[ArchiveResult]):
|
|||
# )
|
||||
return cls.get_random(
|
||||
model=ArchiveResult,
|
||||
where='status = "failed"',
|
||||
where='status = "failed" AND extractor = "favicon"',
|
||||
set='status = "queued"',
|
||||
choose_from_top=cls.get_queue().count(),
|
||||
choose_from_top=50,
|
||||
)
|
||||
|
||||
def tick(self, obj: ArchiveResult):
|
||||
print(f'[grey53]{self}.tick({obj.abid or obj.id}) remaining:[/grey53]', self.get_queue().count())
|
||||
print(f'[grey53]{self}.tick({obj.abid or obj.id}, status={obj.status}) remaining:[/grey53]', self.get_queue().count())
|
||||
updated = ArchiveResult.objects.filter(id=obj.id, status='started').update(status='success') == 1
|
||||
if not updated:
|
||||
raise Exception(f'Failed to update {obj.abid or obj.id}, interrupted by another actor writing to the same object')
|
||||
# obj.refresh_from_db()
|
||||
obj.status = 'success'
|
||||
|
||||
def lock(self, obj: ArchiveResult) -> bool:
|
||||
"""As an alternative to self.get_next_atomic(), we can use select_for_update() or manually update a semaphore field here"""
|
||||
|
||||
locked = ArchiveResult.objects.filter(id=obj.id, status='queued').update(status='started') == 1
|
||||
if locked:
|
||||
# obj.refresh_from_db()
|
||||
obj.status = 'started'
|
||||
# print(f'FaviconActor[{self.pid}] lock({obj.id}) 🔒')
|
||||
pass
|
||||
else:
|
||||
|
|
Loading…
Reference in a new issue