improvements to new actor and orchestrators

archivebox/actors/actor.py

@@ -3,8 +3,12 @@ __package__ = 'archivebox.actors'
 import os
 import time
 import psutil
-from typing import ClassVar, Generic, TypeVar, Any, cast, Literal
+from typing import ClassVar, Generic, TypeVar, Any, cast, Literal, Type
 
+from rich import print
+
+from django import db
+from django.db import models
 from django.db.models import QuerySet
 from multiprocessing import Process, cpu_count
 from threading import Thread, get_native_id
@@ -16,129 +20,210 @@ ALL_SPAWNED_ACTORS: list[psutil.Process] = []
 
 LaunchKwargs = dict[str, Any]
 
-ObjectType = TypeVar('ObjectType')
+ModelType = TypeVar('ModelType', bound=models.Model)
 
-class ActorType(Generic[ObjectType]):
+class ActorType(Generic[ModelType]):
     pid: int
+    idle_count: int = 0
+    launch_kwargs: LaunchKwargs = {}
     
-    MAX_CONCURRENT_ACTORS: ClassVar[int] = min(max(2, int(cpu_count() * 0.7)), 8)   # min 2, max 8
+    # 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
     
     def __init__(self, mode: Literal['thread', 'process']='process', **launch_kwargs: LaunchKwargs):
         self.mode = mode
-        self.launch_kwargs = launch_kwargs
+        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.__class__.__name__}[/underline]\\[{label}={self.pid}]'
+    
+    def __str__(self) -> str:
+        return self.__repr__()
     
     @classmethod
     def get_running_actors(cls) -> list[int]:
-        # returns a list of pids of all running actors of this type
+        """returns a list of pids of all running actors of this type"""
+        # WARNING: only works for process actors, not thread actors
         return [
             proc.pid for proc in ALL_SPAWNED_ACTORS
             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 spawn_actor(cls, mode: Literal['thread', 'process']='process', **launch_kwargs: LaunchKwargs) -> int:
-        actor = cls(mode=mode, **launch_kwargs)
-        # bg_actor_proccess = Process(target=actor.runloop)
+    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':
-            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
-        else:
-            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
+            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) -> ObjectType | None:
+    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_next_atomic(cls, model: Type, filter=('status', 'queued'), update=('status', 'started'), sort='created_at', order='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 {update[0]} = '{update[1]}'
+                WHERE {filter[0]} = '{filter[1]}' and id = (
+                    SELECT id FROM (
+                        SELECT id FROM {app_label}_{model_name}
+                        WHERE {filter[0]} = '{filter[1]}'
+                        ORDER BY {sort} {order}
+                        LIMIT {choose_from_top}
+                    ) candidates
+                    ORDER BY RANDOM()
+                    LIMIT 1
+                )
+                RETURNING *;
+            """)
+            result = cursor.fetchone()
+            
+            # If no rows were claimed, return None
+            if result is None:
+                return None
+                
+            # reconstruct model instance from the row tuple
+            columns = [col[0] for col in cursor.description]
+            return model(**dict(zip(columns, result)))
+    
     @classmethod
     def get_actors_to_spawn(cls, queue, running_actors) -> 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)
         queue_length = queue.count()
         
-        if not queue_length:                                           # queue is empty, spawn 0 actors
+        # spawning new actors is expensive, avoid spawning all the actors at once. To stagger them,
+        # let the next orchestrator tick handle starting another 2 on the next tick()
+        # if queue_length > 10:                                   # queue is long, spawn as many as possible
+        #   actors_to_spawn += max_spawnable * [{}]
+        
+        if not queue_length:                                      # queue is empty, spawn 0 actors
             return actors_to_spawn
-        elif queue_length > 10:                                   # queue is long, spawn as many as possible
-            actors_to_spawn += max_spawnable * [{}]
-        elif queue_length > 5:                                    # queue is medium, spawn 1 or 2 actors
-            actors_to_spawn += min(2, max_spawnable) * [{}]
-        else:                                                   # queue is short, spawn 1 actor
-            actors_to_spawn += min(1, max_spawnable) * [{}]
+        elif queue_length > 4:                                    # queue is medium, spawn 1 or 2 actors
+            actors_to_spawn += min(2, max_spawnable) * [{**cls.launch_kwargs}]
+        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()
+            self.pid = get_native_id()  # thread id
+            print(f'[green]🏃‍♂️ {self}.on_startup() STARTUP (THREAD)[/green]')
         else:
-            self.pid = os.getpid()
-        print('Actor on_startup()', f'pid={self.pid}')
+            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):
-        print('Actor on_shutdown()', f'pid={self.pid}')
+    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)
+        
+    def on_tick_start(self, obj: ModelType):
+        # print(f'🏃‍♂️ {self}.on_tick_start()', getattr(obj, 'abid', 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):
+        # print(f'🏃‍♂️ {self}.on_tick_end()', getattr(obj, 'abid', 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):
+        print(f'[red]🏃‍♂️ {self}.on_tick_exception()[/red]', getattr(obj, 'abid', obj.id), err)
+        # abx.pm.hook.on_actor_tick_exception(self, obj_to_process, err)
     
     def runloop(self):
         self.on_startup()
-        
-        rechecks = 30
-        
-        while True:
-            obj_to_process: ObjectType | None = None
-            try:
-                obj_to_process = cast(ObjectType, self.get_next())
-            except Exception:
-                pass
-            
-            if obj_to_process:
-                rechecks = 30
-            else:
-                if rechecks == 0:
-                    break          # stop looping and exit if queue is empty
-                else:
-                    # print('Actor runloop()', f'pid={self.pid}', 'queue empty, rechecking...')
-                    rechecks -= 1
-                    time.sleep(1)
-                    continue
-            
-            if not self.lock(obj_to_process):
-                continue
-            
-            # abx.pm.hook.on_actor_tick_start(self, obj_to_process)
-            try:
-                # timer = TimedProgress(self.MAX_TICK_TIME, prefix='      ')
+        try:
+            while True:
+                obj_to_process: ModelType | None = None
+                try:
+                    obj_to_process = cast(ModelType, self.get_next())
+                except Exception:
+                    pass
                 
-                # run the tick function on the object
-                self.tick(obj_to_process)
-            except Exception as err:
-                # abx.pm.hook.on_actor_tick_exception(self, obj_to_process, err)
-                print('ERROR: actor tick failed', err)
-                # refresh the db connection
-                from django import db
-                db.connections.close_all()
-            finally:
-                # timer.end()
-                pass
-            # abx.pm.hook.on_actor_tick_end(self, obj_to_process)
+                if obj_to_process:
+                    self.idle_count = 0
+                else:
+                    if self.idle_count >= 30:
+                        break          # stop looping and exit if queue is empty and we have rechecked it 30 times
+                    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)
+                
+                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()
+                    self.on_tick_exception(obj_to_process, err)
+                finally:
+                    self.on_tick_end(obj_to_process)
+            
+            self.on_shutdown(err=None)
+        except BaseException as err:
+            if isinstance(err, KeyboardInterrupt):
+                print()
+            else:
+                print(f'\n[red]🏃‍♂️ {self}.runloop() FATAL:[/red]', err.__class__.__name__, err)
+            self.on_shutdown(err=err)
+
+    def tick(self, obj: ModelType) -> None:
+        print(f'[blue]🏃‍♂️ {self}.tick()[/blue]', getattr(obj, 'abid', obj.id))
         
-        self.on_shutdown()
-        
-    def tick(self, obj: ObjectType) -> None:
-        print('Actor Processing tick()', obj)
-        
-    def lock(self, obj: ObjectType) -> bool:
-        print('Actor lock()', obj)
+    def lock(self, obj: ModelType) -> bool:
+        print(f'[blue]🏃‍♂️ {self}.lock()[/blue]', getattr(obj, 'abid', obj.id))
         return True
 
 

archivebox/actors/orchestrator.py

@@ -2,104 +2,132 @@ __package__ = 'archivebox.actors'
 
 import os
 import time
-from typing import Dict
+import itertools
+import uuid
+from typing import Dict, Type
 
-from multiprocessing import Process
+from multiprocessing import Process, cpu_count
+
+from rich import print
 
 from django.db.models import QuerySet
 
+from django.apps import apps
 from .actor import ActorType
 
 class Orchestrator:
     pid: int
+    idle_count: int = 0
+    actor_types: Dict[str, Type[ActorType]]
 
-    @classmethod
-    def spawn_orchestrator(cls) -> int:
-        orchestrator = cls()
-        orchestrator_bg_proc = Process(target=orchestrator.runloop)
+    def __init__(self, actor_types: Dict[str, Type[ActorType]] | None = None):
+        self.actor_types = actor_types or self.actor_types or self.autodiscover_actor_types()
+
+    def __repr__(self) -> str:
+        return f'[underline]{self.__class__.__name__}[/underline]\\[pid={self.pid}]'
+    
+    def __str__(self) -> str:
+        return self.__repr__()
+
+    def start(self) -> int:
+        orchestrator_bg_proc = Process(target=self.runloop)
         orchestrator_bg_proc.start()
         assert orchestrator_bg_proc.pid is not None
         return orchestrator_bg_proc.pid
     
     @classmethod
-    def get_all_actor_types(cls) -> Dict[str, ActorType]:
-        # returns a Dict of all discovered {actor_type_id: ActorType} ...
+    def autodiscover_actor_types(cls) -> Dict[str, Type[ActorType]]:
+        # returns a Dict of all discovered {actor_type_id: ActorType} across the codebase
+        # override this method in a subclass to customize the actor types that are used
         # return {'Snapshot': SnapshotActorType, 'ArchiveResult_chrome': ChromeActorType, ...}
         return {
-            'TestActor': TestActor(),
+            # look through all models and find all classes that inherit from ActorType
+            # ...
         }
     
     @classmethod
     def get_orphaned_objects(cls, all_queues) -> list:
         # returns a list of objects that are in the queues of all actor types but not in the queues of any other actor types
-        return []
+        all_queued_ids = itertools.chain(*[queue.values('id', flat=True) for queue in all_queues.values()])
+        orphaned_objects = []
+        for model in apps.get_models():
+            if hasattr(model, 'retry_at'):
+                orphaned_objects.extend(model.objects.filter(retry_at__lt=timezone.now()).exclude(id__in=all_queued_ids))
+        return orphaned_objects
     
     def on_startup(self):
         self.pid = os.getpid()
-        print('Orchestrator startup', self.pid)
+        print(f'[green]👨‍✈️ {self}.on_startup() STARTUP (PROCESS)[/green]')
         # abx.pm.hook.on_orchestrator_startup(self)
     
     def on_shutdown(self, err: BaseException | None = None):
-        print('Orchestrator shutdown', self.pid, err)
+        print(f'[grey53]👨‍✈️ {self}.on_shutdown() SHUTTING DOWN[/grey53]', err or '[green](gracefully)[/green]')
         # abx.pm.hook.on_orchestrator_shutdown(self)
         
-    def on_tick_started(self, actor_types, all_queues):
-        total_pending = sum(queue.count() for queue in all_queues.values())
-        print('Orchestrator tick +', self.pid, f'total_pending={total_pending}')
+    def on_tick_started(self, all_queues):
+        # total_pending = sum(queue.count() for queue in all_queues.values())
+        # print(f'👨‍✈️ {self}.on_tick_started()', f'total_pending={total_pending}')
         # abx.pm.hook.on_orchestrator_tick_started(self, actor_types, all_queues)
+        pass
     
-    def on_tick_finished(self, actor_types, all_queues):
-        # print('Orchestrator tick √', self.pid)
+    def on_tick_finished(self, all_queues, all_existing_actors, all_spawned_actors):
+        if all_spawned_actors:
+            total_queue_length = sum(queue.count() for queue in all_queues.values())
+            print(f'[grey53]👨‍✈️ {self}.on_tick_finished() queue={total_queue_length} existing_actors={len(all_existing_actors)} spawned_actors={len(all_spawned_actors)}[/grey53]')
         # abx.pm.hook.on_orchestrator_tick_finished(self, actor_types, all_queues)
-        pass
-    
-    def on_idle(self):
-        # print('Orchestrator idle', self.pid)
+
+    def on_idle(self, all_queues):
+        # print(f'👨‍✈️ {self}.on_idle()')
         # abx.pm.hook.on_orchestrator_idle(self)
-        pass
-    
+        # check for orphaned objects left behind
+        if self.idle_count == 60:
+            orphaned_objects = self.get_orphaned_objects(all_queues)
+            if orphaned_objects:
+                print('[red]👨‍✈️ WARNING: some objects may not be processed, no actor has claimed them after 60s:[/red]', orphaned_objects)
+
     def runloop(self):
-        self.pid = os.getpid()
-        
+        self.on_startup()
         try:
             while True:
-                actor_types = self.get_all_actor_types()
                 all_queues = {
                     actor_type: actor_type.get_queue()
-                    for actor_type in actor_types.values()
+                    for actor_type in self.actor_types.values()
                 }
-                self.on_tick_started(actor_types, all_queues)
+                if not all_queues:
+                    raise Exception('Failed to find any actor_types to process')
+
+                self.on_tick_started(all_queues)
 
                 all_existing_actors = []
                 all_spawned_actors = []
 
                 for actor_type, queue in all_queues.items():
-                    existing_actors = actor_type.get_running_actors()
-                    all_existing_actors.extend(existing_actors)
-                    actors_to_spawn = actor_type.get_actors_to_spawn(queue, existing_actors)
-                    for launch_kwargs in actors_to_spawn:
-                        all_spawned_actors.append(actor_type.spawn_actor(**launch_kwargs))
-                
-                if all_spawned_actors:
-                    print(f'Found {len(all_existing_actors)} existing actors, Spawned {len(all_spawned_actors)} new actors')
-                else:
-                    # print(f'No actors to spawn, currently_running: {len(all_existing_actors)}')
-                    time.sleep(1)
-
-                orphaned_objects = self.get_orphaned_objects(all_queues)
-                if orphaned_objects:
-                    print('WARNING: some objects may will not be processed', orphaned_objects)
+                    try:
+                        existing_actors = actor_type.get_running_actors()
+                        all_existing_actors.extend(existing_actors)
+                        actors_to_spawn = actor_type.get_actors_to_spawn(queue, existing_actors)
+                        for launch_kwargs in actors_to_spawn:
+                            new_actor_pid = actor_type.start(mode='process', **launch_kwargs)
+                            all_spawned_actors.append(new_actor_pid)
+                    except BaseException as err:
+                        print(f'🏃‍♂️ ERROR: {self} Failed to get {actor_type} queue & running actors', err)
 
                 if not any(queue.exists() for queue in all_queues.values()):
-                    # we are idle
-                    self.on_idle()
-                    # time.sleep(0.250)
-                    time.sleep(2)
+                    self.on_idle(all_queues)
+                    self.idle_count += 1
+                    time.sleep(1)
+                else:
+                    self.idle_count = 0
                     
-                self.on_tick_finished(actor_types, all_queues)
+                self.on_tick_finished(all_queues, all_existing_actors, all_spawned_actors)
+                time.sleep(1)
 
-        except (KeyboardInterrupt, SystemExit) as err:
-            self.on_shutdown(err)
+        except BaseException as err:
+            if isinstance(err, KeyboardInterrupt):
+                print()
+            else:
+                print(f'\n[red]🏃‍♂️ {self}.runloop() FATAL:[/red]', err.__class__.__name__, err)
+            self.on_shutdown(err=err)
 
 
 
@@ -114,94 +142,82 @@ from django.utils import timezone
 from django import db
 from django.db import connection
 
-def get_next_archiveresult_atomically() -> ArchiveResult | None:
-    with connection.cursor() as cursor:
-        # select a random archiveresult out of the next 50 pending ones
-        # (to avoid clashing with another actor thats also selecting from the same list)
-        cursor.execute("""
-            UPDATE core_archiveresult 
-            SET status = 'started'
-            WHERE status = 'failed' and id = (
-                SELECT id FROM (
-                    SELECT id FROM core_archiveresult
-                    WHERE status = 'failed'
-                    ORDER BY start_ts DESC
-                    LIMIT 50
-                ) candidates
-                ORDER BY RANDOM()
-                LIMIT 1
-            )
-            RETURNING *;
-        """)
-        result = cursor.fetchone()
-        
-        # If no rows were updated, return None
-        if result is None:
-            return None
-            
-        # Convert the row tuple into a dict matching column names
-        columns = [col[0] for col in cursor.description]
-        return ArchiveResult(**dict(zip(columns, result)))
 
 
-class TestActor(ActorType[ArchiveResult]):
+
+class FaviconActor(ActorType[ArchiveResult]):
     @classmethod
     def get_queue(cls) -> QuerySet[ArchiveResult]:
         return ArchiveResult.objects.filter(status='failed', extractor='favicon')
     
     @classmethod
     def get_next(cls) -> ArchiveResult | None:
-        return get_next_archiveresult_atomically()
-        # return cls.get_queue().last()
+        return cls.get_next_atomic(
+            model=ArchiveResult,
+            filter=('status', 'failed'),
+            update=('status', 'started'),
+            sort='created_at',
+            order='DESC',
+            choose_from_top=cpu_count() * 10
+        )
     
     def tick(self, obj: ArchiveResult):
-        # print(f'TestActor[{self.pid}] tick({obj.id})', 'remaining:', self.get_queue().count())
-        updated = ArchiveResult.objects.filter(id=obj.id, status='started').update(status='success')
+        print(f'[grey53]{self}.tick({obj.id}) remaining:[/grey53]', self.get_queue().count())
+        updated = ArchiveResult.objects.filter(id=obj.id, status='started').update(status='success') == 1
         if not updated:
-            raise Exception('Failed to update object status, likely being processed by another actor')
+            raise Exception(f'Failed to update {obj.abid}, interrupted by another actor writing to the same object')
         
     def lock(self, obj: ArchiveResult) -> bool:
-        locked = True
+        """As an alternative to self.get_next_atomic(), we can use select_for_update() or manually update a semaphore field here"""
+
         # locked = ArchiveResult.objects.select_for_update(skip_locked=True).filter(id=obj.id, status='pending').update(status='started') == 1
         # if locked:
-        #     print(f'TestActor[{self.pid}] lock({obj.id}) 🔒')
+        #     print(f'FaviconActor[{self.pid}] lock({obj.id}) 🔒')
         # else:
-        #     print(f'TestActor[{self.pid}] lock({obj.id}) X')
-        return locked
-        
+        #     print(f'FaviconActor[{self.pid}] lock({obj.id}) X')
+        return True
+
+
+class ExtractorsOrchestrator(Orchestrator):
+    actor_types = {
+        'FaviconActor': FaviconActor,
+    }
+
+
 if __name__ == '__main__':    
+    orchestrator = ExtractorsOrchestrator()
+    orchestrator.start()
+    
     snap = Snapshot.objects.last()
     assert snap is not None
-        
-    orchestrator = Orchestrator()
-    orchestrator.spawn_orchestrator()
-    
-    for _ in range(50_000):
+    created = 0
+    while True:
+        time.sleep(0.005)
         try:
-            ar = ArchiveResult.objects.create(
-                snapshot=snap,
-                status='failed',
-                extractor='favicon',
-                cmd=['echo', '"hello"'],
-                cmd_version='1.0',
-                pwd='.',
-                start_ts=timezone.now(),
-                end_ts=timezone.now(),
-            )
+            ArchiveResult.objects.bulk_create([
+                ArchiveResult(
+                    id=uuid.uuid4(),
+                    snapshot=snap,
+                    status='failed',
+                    extractor='favicon',
+                    cmd=['echo', '"hello"'],
+                    cmd_version='1.0',
+                    pwd='.',
+                    start_ts=timezone.now(),
+                    end_ts=timezone.now(),
+                    created_at=timezone.now(),
+                    modified_at=timezone.now(),
+                    created_by_id=1,
+                )
+                for _ in range(100)
+            ])
+            created += 100
+            if created % 1000 == 0:
+                print(f'[blue]Created {created} ArchiveResults...[/blue]')
+                time.sleep(25)
         except Exception as err:
             print(err)
             db.connections.close_all()
-        if _ % 1000 == 0:
-            print('Created', _, 'snapshots...')
-        time.sleep(0.001)
-        # time.sleep(3)
-    
-    # test_queue = TestActor.get_queue()
-    # thread_actors = []
-    # print('Actor queue:', test_queue)
-    # actors_to_spawn = TestActor.get_actors_to_spawn(test_queue, thread_actors)
-    # print('Actors to spawn:', actors_to_spawn)
-    # # thread_actors = [TestActor.spawn_actor(mode='thread') for _ in actors_to_spawn]
-    # # print('Thread Actors spawned:', thread_actors)
-    # process_actors = [TestActor.spawn_actor(mode='process') for _ in actors_to_spawn]
-    # print('Process Actors spawned:', process_actors)
+        except BaseException as err:
+            print(err)
+            break