better actor atomic claim

This commit is contained in:
Nick Sweeting 2024-11-02 19:54:25 -07:00
parent 9b24fe7390
commit 2337f874ad
No known key found for this signature in database
2 changed files with 215 additions and 159 deletions

View file

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

View file

@ -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: