def _update_model(call: APICall, company_id, model_id=None):
model_id = model_id or call.data["model"]
model = ModelBLL.get_company_model_by_id(company_id=company_id,
model_id=model_id)
data = prepare_update_fields(call, company_id, call.data)
task_id = data.get("task")
iteration = data.get("iteration")
if task_id and iteration is not None:
TaskBLL.update_statistics(
task_id=task_id,
company_id=company_id,
last_iteration_max=iteration,
)
updated_count, updated_fields = Model.safe_update(company_id, model.id,
data)
if updated_count:
if any(uf in updated_fields for uf in last_update_fields):
model.update(upsert=False, last_update=datetime.utcnow())
new_project = updated_fields.get("project", model.project)
if new_project != model.project:
_reset_cached_tags(company_id,
projects=[new_project, model.project])
else:
_update_cached_tags(company_id,
project=model.project,
fields=updated_fields)
conform_output_tags(call, updated_fields)
unescape_metadata(call, updated_fields)
return UpdateResponse(updated=updated_count, fields=updated_fields)
def archive(call: APICall, company_id, request: ArchiveRequest):
archived = 0
tasks = TaskBLL.assert_exists(
company_id,
task_ids=request.tasks,
only=("id", "execution", "status", "project", "system_tags"),
)
for task in tasks:
try:
TaskBLL.dequeue_and_change_status(
task, company_id, request.status_message, request.status_reason,
)
except APIError:
# dequeue may fail if the task was not enqueued
pass
task.update(
status_message=request.status_message,
status_reason=request.status_reason,
system_tags=sorted(
set(task.system_tags) | {EntityVisibility.archived.value}
),
last_change=datetime.utcnow(),
)
archived += 1
call.result.data_model = ArchiveResponse(archived=archived)
def archive_task(
task: Union[str, Task], company_id: str, status_message: str, status_reason: str,
) -> int:
"""
Deque and archive task
Return 1 if successful
"""
if isinstance(task, str):
task = TaskBLL.get_task_with_access(
task,
company_id=company_id,
only=(
"id",
"execution",
"status",
"project",
"system_tags",
"enqueue_status",
),
requires_write_access=True,
)
try:
TaskBLL.dequeue_and_change_status(
task, company_id, status_message, status_reason,
)
except APIError:
# dequeue may fail if the task was not enqueued
pass
return task.update(
status_message=status_message,
status_reason=status_reason,
add_to_set__system_tags=EntityVisibility.archived.value,
last_change=datetime.utcnow(),
)
def delete_task(
task_id: str,
company_id: str,
move_to_trash: bool,
force: bool,
return_file_urls: bool,
delete_output_models: bool,
status_message: str,
status_reason: str,
) -> Tuple[int, Task, CleanupResult]:
task = TaskBLL.get_task_with_access(
task_id, company_id=company_id, requires_write_access=True
)
if (
task.status != TaskStatus.created
and EntityVisibility.archived.value not in task.system_tags
and not force
):
raise errors.bad_request.TaskCannotBeDeleted(
"due to status, use force=True",
task=task.id,
expected=TaskStatus.created,
current=task.status,
)
try:
TaskBLL.dequeue_and_change_status(
task,
company_id=company_id,
status_message=status_message,
status_reason=status_reason,
)
except APIError:
# dequeue may fail if the task was not enqueued
pass
cleanup_res = cleanup_task(
task,
force=force,
return_file_urls=return_file_urls,
delete_output_models=delete_output_models,
)
if move_to_trash:
collection_name = task._get_collection_name()
archived_collection = "{}__trash".format(collection_name)
task.switch_collection(archived_collection)
try:
# A simple save() won't do due to mongoengine caching (nothing will be saved), so we have to force
# an insert. However, if for some reason such an ID exists, let's make sure we'll keep going.
task.save(force_insert=True)
except Exception:
pass
task.switch_collection(collection_name)
task.delete()
update_project_time(task.project)
return 1, task, cleanup_res
def enqueue_task(
task_id: str,
company_id: str,
queue_id: str,
status_message: str,
status_reason: str,
validate: bool = False,
) -> Tuple[int, dict]:
if not queue_id:
# try to get default queue
queue_id = queue_bll.get_default(company_id).id
query = dict(id=task_id, company=company_id)
task = Task.get_for_writing(**query)
if not task:
raise errors.bad_request.InvalidTaskId(**query)
if validate:
TaskBLL.validate(task)
res = ChangeStatusRequest(
task=task,
new_status=TaskStatus.queued,
status_reason=status_reason,
status_message=status_message,
allow_same_state_transition=False,
).execute(enqueue_status=task.status)
try:
queue_bll.add_task(company_id=company_id,
queue_id=queue_id,
task_id=task.id)
except Exception:
# failed enqueueing, revert to previous state
ChangeStatusRequest(
task=task,
current_status_override=TaskStatus.queued,
new_status=task.status,
force=True,
status_reason="failed enqueueing",
).execute(enqueue_status=None)
raise
# set the current queue ID in the task
if task.execution:
Task.objects(**query).update(execution__queue=queue_id, multi=False)
else:
Task.objects(**query).update(execution=Execution(queue=queue_id),
multi=False)
nested_set(res, ("fields", "execution.queue"), queue_id)
return 1, res
def get_by_id(call: APICall, company_id, req_model: TaskRequest):
task = TaskBLL.get_task_with_access(
req_model.task, company_id=company_id, allow_public=True
)
task_dict = task.to_proper_dict()
unprepare_from_saved(call, task_dict)
call.result.data = {"task": task_dict}
def edit(call: APICall, company_id, _):
model_id = call.data["model"]
with translate_errors_context():
model = ModelBLL.get_company_model_by_id(company_id=company_id,
model_id=model_id)
fields = parse_model_fields(call, create_fields)
fields = prepare_update_fields(call, company_id, fields)
for key in fields:
field = getattr(model, key, None)
value = fields[key]
if (field and isinstance(value, dict)
and isinstance(field, EmbeddedDocument)):
d = field.to_mongo(use_db_field=False).to_dict()
d.update(value)
fields[key] = d
iteration = call.data.get("iteration")
task_id = model.task or fields.get("task")
if task_id and iteration is not None:
TaskBLL.update_statistics(
task_id=task_id,
company_id=company_id,
last_iteration_max=iteration,
)
if fields:
if any(uf in fields for uf in last_update_fields):
fields.update(last_update=datetime.utcnow())
updated = model.update(upsert=False, **fields)
if updated:
new_project = fields.get("project", model.project)
if new_project != model.project:
_reset_cached_tags(company_id,
projects=[new_project, model.project])
else:
_update_cached_tags(company_id,
project=model.project,
fields=fields)
conform_output_tags(call, fields)
call.result.data_model = UpdateResponse(updated=updated,
fields=fields)
else:
call.result.data_model = UpdateResponse(updated=0)
def dequeue(call: APICall, company_id, request: UpdateRequest):
task = TaskBLL.get_task_with_access(
request.task,
company_id=company_id,
only=("id", "execution", "status", "project"),
requires_write_access=True,
)
res = DequeueResponse(
**TaskBLL.dequeue_and_change_status(
task,
company_id,
status_message=request.status_message,
status_reason=request.status_reason,
)
)
res.dequeued = 1
call.result.data_model = res
def publish(call: APICall, company_id, req_model: PublishRequest):
call.result.data_model = PublishResponse(
**TaskBLL.publish_task(
task_id=req_model.task,
company_id=company_id,
publish_model=req_model.publish_model,
force=req_model.force,
status_reason=req_model.status_reason,
status_message=req_model.status_message,
)
)
def stop_task(
task_id: str,
company_id: str,
user_name: str,
status_reason: str,
force: bool,
) -> dict:
"""
Stop a running task. Requires task status 'in_progress' and
execution_progress 'running', or force=True. Development task or
task that has no associated worker is stopped immediately.
For a non-development task with worker only the status message
is set to 'stopping' to allow the worker to stop the task and report by itself
:return: updated task fields
"""
task = TaskBLL.get_task_with_access(
task_id,
company_id=company_id,
only=(
"status",
"project",
"tags",
"system_tags",
"last_worker",
"last_update",
),
requires_write_access=True,
)
def is_run_by_worker(t: Task) -> bool:
"""Checks if there is an active worker running the task"""
update_timeout = config.get("apiserver.workers.task_update_timeout",
600)
return (t.last_worker and t.last_update
and (datetime.utcnow() - t.last_update).total_seconds() <
update_timeout)
if TaskSystemTags.development in task.system_tags or not is_run_by_worker(
task):
new_status = TaskStatus.stopped
status_message = f"Stopped by {user_name}"
else:
new_status = task.status
status_message = TaskStatusMessage.stopping
return ChangeStatusRequest(
task=task,
new_status=new_status,
status_reason=status_reason,
status_message=status_message,
force=force,
).execute()
def publish_task(
task_id: str,
company_id: str,
force: bool,
publish_model_func: Callable[[str, str], Any] = None,
status_message: str = "",
status_reason: str = "",
) -> dict:
task = TaskBLL.get_task_with_access(
task_id, company_id=company_id, requires_write_access=True
)
if not force:
validate_status_change(task.status, TaskStatus.published)
previous_task_status = task.status
output = task.output or Output()
publish_failed = False
try:
# set state to publishing
task.status = TaskStatus.publishing
task.save()
# publish task models
if task.models and task.models.output and publish_model_func:
model_id = task.models.output[-1].model
model = (
Model.objects(id=model_id, company=company_id)
.only("id", "ready")
.first()
)
if model and not model.ready:
publish_model_func(model.id, company_id)
# set task status to published, and update (or set) it's new output (view and models)
return ChangeStatusRequest(
task=task,
new_status=TaskStatus.published,
force=force,
status_reason=status_reason,
status_message=status_message,
).execute(published=datetime.utcnow(), output=output)
except Exception as ex:
publish_failed = True
raise ex
finally:
if publish_failed:
task.status = previous_task_status
task.save()
def unarchive_task(
task: str, company_id: str, status_message: str, status_reason: str,
) -> int:
"""
Unarchive task. Return 1 if successful
"""
task = TaskBLL.get_task_with_access(
task, company_id=company_id, only=("id",), requires_write_access=True,
)
return task.update(
status_message=status_message,
status_reason=status_reason,
pull__system_tags=EntityVisibility.archived.value,
last_change=datetime.utcnow(),
)
def get_hyper_parameters(call: APICall, company_id: str,
request: GetHyperParamRequest):
total, remaining, parameters = TaskBLL.get_aggregated_project_parameters(
company_id,
project_ids=[request.project] if request.project else None,
include_subprojects=request.include_subprojects,
page=request.page,
page_size=request.page_size,
)
call.result.data = {
"total": total,
"remaining": remaining,
"parameters": parameters,
}
def archive(call: APICall, company_id, request: ArchiveRequest):
tasks = TaskBLL.assert_exists(
company_id,
task_ids=request.tasks,
only=("id", "execution", "status", "project", "system_tags",
"enqueue_status"),
)
archived = 0
for task in tasks:
archived += archive_task(
company_id=company_id,
task=task,
status_message=request.status_message,
status_reason=request.status_reason,
)
call.result.data_model = ArchiveResponse(archived=archived)
def set_requirements(call: APICall, company_id, req_model: SetRequirementsRequest):
requirements = req_model.requirements
with translate_errors_context():
task = TaskBLL.get_task_with_access(
req_model.task,
company_id=company_id,
only=("status", "script"),
requires_write_access=True,
)
if not task.script:
raise errors.bad_request.MissingTaskFields(
"Task has no script field", task=task.id
)
res = update_task(task, update_cmds=dict(script__requirements=requirements))
call.result.data_model = UpdateResponse(updated=res)
if res:
call.result.data_model.fields = {"script.requirements": requirements}
def _update_task(
self,
company_id,
task_id,
now,
iter_max=None,
last_scalar_events=None,
last_events=None,
):
"""
Update task information in DB with aggregated results after handling event(s) related to this task.
This updates the task with the highest iteration value encountered during the last events update, as well
as the latest metric/variant scalar values reported (according to the report timestamp) and the task's last
update time.
"""
fields = {}
if iter_max is not None:
fields["last_iteration_max"] = iter_max
if last_scalar_events:
fields["last_scalar_values"] = list(
flatten_nested_items(
last_scalar_events,
nesting=2,
include_leaves=[
"value",
"min_value",
"max_value",
"metric",
"variant",
],
))
if last_events:
fields["last_events"] = last_events
if not fields:
return False
return TaskBLL.update_statistics(task_id,
company_id,
last_update=now,
**fields)
def dequeue_task(
task_id: str,
company_id: str,
status_message: str,
status_reason: str,
) -> Tuple[int, dict]:
query = dict(id=task_id, company=company_id)
task = Task.get_for_writing(**query)
if not task:
raise errors.bad_request.InvalidTaskId(**query)
res = TaskBLL.dequeue_and_change_status(
task,
company_id,
status_message=status_message,
status_reason=status_reason,
)
return 1, res
def stop(call: APICall, company_id, req_model: UpdateRequest):
"""
stop
:summary: Stop a running task. Requires task status 'in_progress' and
execution_progress 'running', or force=True.
Development task is stopped immediately. For a non-development task
only its status message is set to 'stopping'
"""
call.result.data_model = UpdateResponse(
**TaskBLL.stop_task(
task_id=req_model.task,
company_id=company_id,
user_name=call.identity.user_name,
status_reason=req_model.status_reason,
force=req_model.force,
)
)
def delete(call: APICall, company_id, req_model: DeleteRequest):
task = TaskBLL.get_task_with_access(
req_model.task, company_id=company_id, requires_write_access=True
)
move_to_trash = req_model.move_to_trash
force = req_model.force
if task.status != TaskStatus.created and not force:
raise errors.bad_request.TaskCannotBeDeleted(
"due to status, use force=True",
task=task.id,
expected=TaskStatus.created,
current=task.status,
)
with translate_errors_context():
result = cleanup_task(task, force)
if move_to_trash:
collection_name = task._get_collection_name()
archived_collection = "{}__trash".format(collection_name)
task.switch_collection(archived_collection)
try:
# A simple save() won't do due to mongoengine caching (nothing will be saved), so we have to force
# an insert. However, if for some reason such an ID exists, let's make sure we'll keep going.
with TimingContext("mongo", "save_task"):
task.save(force_insert=True)
except Exception:
pass
task.switch_collection(collection_name)
task.delete()
_reset_cached_tags(company_id, projects=[task.project])
update_project_time(task.project)
call.result.data = dict(deleted=True, **attr.asdict(result))
def set_task_status_from_call(
request: UpdateRequest, company_id, new_status=None, **set_fields
) -> dict:
fields_resolver = SetFieldsResolver(set_fields)
task = TaskBLL.get_task_with_access(
request.task,
company_id=company_id,
only=tuple(
{"status", "project", "started", "duration"} | fields_resolver.get_names()
),
requires_write_access=True,
)
if "duration" not in fields_resolver.get_names():
if new_status == Task.started:
fields_resolver.add_fields(min__duration=max(0, task.duration or 0))
elif new_status in (
TaskStatus.completed,
TaskStatus.failed,
TaskStatus.stopped,
):
fields_resolver.add_fields(
duration=int((task.started - datetime.utcnow()).total_seconds())
if task.started
else 0
)
status_reason = request.status_reason
status_message = request.status_message
force = request.force
return ChangeStatusRequest(
task=task,
new_status=new_status or task.status,
status_reason=status_reason,
status_message=status_message,
force=force,
).execute(**fields_resolver.get_fields(task))
def add_or_update_model(_: APICall, company_id: str,
request: AddUpdateModelRequest):
get_task_for_update(company_id=company_id,
task_id=request.task,
force=True)
models_field = f"models__{request.type}"
model = ModelItem(name=request.name,
model=request.model,
updated=datetime.utcnow())
query = {"id": request.task, f"{models_field}__name": request.name}
updated = Task.objects(**query).update_one(
**{f"set__{models_field}__S": model})
updated = TaskBLL.update_statistics(
task_id=request.task,
company_id=company_id,
last_iteration_max=request.iteration,
**({
f"push__{models_field}": model
} if not updated else {}),
)
return {"updated": updated}
import re
from apiserver.apimodels.pipelines import StartPipelineResponse, StartPipelineRequest
from apiserver.bll.organization import OrgBLL
from apiserver.bll.project import ProjectBLL
from apiserver.bll.task import TaskBLL
from apiserver.bll.task.task_operations import enqueue_task
from apiserver.database.model.project import Project
from apiserver.database.model.task.task import Task
from apiserver.service_repo import APICall, endpoint
org_bll = OrgBLL()
project_bll = ProjectBLL()
task_bll = TaskBLL()
def _update_task_name(task: Task):
if not task or not task.project:
return
project = Project.objects(id=task.project).only("name").first()
if not project:
return
_, _, name_prefix = project.name.rpartition("/")
name_mask = re.compile(rf"{re.escape(name_prefix)}( #\d+)?$")
count = Task.objects(project=task.project,
system_tags__in=["pipeline"],
name=name_mask).count()
new_name = f"{name_prefix} #{count}" if count > 0 else name_prefix
task.update(name=new_name)
def reset_task(
task_id: str,
company_id: str,
force: bool,
return_file_urls: bool,
delete_output_models: bool,
clear_all: bool,
) -> Tuple[dict, CleanupResult, dict]:
task = TaskBLL.get_task_with_access(
task_id, company_id=company_id, requires_write_access=True
)
if not force and task.status == TaskStatus.published:
raise errors.bad_request.InvalidTaskStatus(task_id=task.id, status=task.status)
dequeued = {}
updates = {}
try:
dequeued = TaskBLL.dequeue(task, company_id, silent_fail=True)
except APIError:
# dequeue may fail if the task was not enqueued
pass
cleaned_up = cleanup_task(
task,
force=force,
update_children=False,
return_file_urls=return_file_urls,
delete_output_models=delete_output_models,
)
updates.update(
set__last_iteration=DEFAULT_LAST_ITERATION,
set__last_metrics={},
set__metric_stats={},
set__models__output=[],
set__runtime={},
unset__output__result=1,
unset__output__error=1,
unset__last_worker=1,
unset__last_worker_report=1,
)
if clear_all:
updates.update(
set__execution=Execution(), unset__script=1,
)
else:
updates.update(unset__execution__queue=1)
if task.execution and task.execution.artifacts:
updates.update(
set__execution__artifacts={
key: artifact
for key, artifact in task.execution.artifacts.items()
if artifact.mode == ArtifactModes.input
}
)
res = ChangeStatusRequest(
task=task,
new_status=TaskStatus.created,
force=force,
status_reason="reset",
status_message="reset",
).execute(
started=None,
completed=None,
published=None,
active_duration=None,
enqueue_status=None,
**updates,
)
return dequeued, cleaned_up, res
def reset(call: APICall, company_id, request: ResetRequest):
task = TaskBLL.get_task_with_access(
request.task, company_id=company_id, requires_write_access=True
)
force = request.force
if not force and task.status == TaskStatus.published:
raise errors.bad_request.InvalidTaskStatus(task_id=task.id, status=task.status)
api_results = {}
updates = {}
try:
dequeued = TaskBLL.dequeue(task, company_id, silent_fail=True)
except APIError:
# dequeue may fail if the task was not enqueued
pass
else:
if dequeued:
api_results.update(dequeued=dequeued)
cleaned_up = cleanup_task(task, force)
api_results.update(attr.asdict(cleaned_up))
updates.update(
set__last_iteration=DEFAULT_LAST_ITERATION,
set__last_metrics={},
set__metric_stats={},
unset__output__result=1,
unset__output__model=1,
unset__output__error=1,
unset__last_worker=1,
unset__last_worker_report=1,
)
if request.clear_all:
updates.update(
set__execution=Execution(), unset__script=1,
)
else:
updates.update(unset__execution__queue=1)
if task.execution and task.execution.artifacts:
updates.update(
set__execution__artifacts={
key: artifact
for key, artifact in task.execution.artifacts.items()
if artifact.mode == ArtifactModes.input
}
)
res = ResetResponse(
**ChangeStatusRequest(
task=task,
new_status=TaskStatus.created,
force=force,
status_reason="reset",
status_message="reset",
).execute(
started=None,
completed=None,
published=None,
active_duration=None,
**updates,
)
)
# do not return artifacts since they are not serializable
res.fields.pop("execution.artifacts", None)
for key, value in api_results.items():
setattr(res, key, value)
call.result.data_model = res
def update_for_task(call: APICall, company_id, _):
if call.requested_endpoint_version > ModelsBackwardsCompatibility.max_version:
raise errors.moved_permanently.NotSupported(
"use tasks.add_or_update_model")
task_id = call.data["task"]
uri = call.data.get("uri")
iteration = call.data.get("iteration")
override_model_id = call.data.get("override_model_id")
if not (uri or override_model_id) or (uri and override_model_id):
raise errors.bad_request.MissingRequiredFields(
"exactly one field is required",
fields=("uri", "override_model_id"))
with translate_errors_context():
query = dict(id=task_id, company=company_id)
task = Task.get_for_writing(
id=task_id,
company=company_id,
_only=["models", "execution", "name", "status", "project"],
)
if not task:
raise errors.bad_request.InvalidTaskId(**query)
allowed_states = [TaskStatus.created, TaskStatus.in_progress]
if task.status not in allowed_states:
raise errors.bad_request.InvalidTaskStatus(
f"model can only be updated for tasks in the {allowed_states} states",
**query,
)
if override_model_id:
model = ModelBLL.get_company_model_by_id(
company_id=company_id, model_id=override_model_id)
else:
if "name" not in call.data:
# use task name if name not provided
call.data["name"] = task.name
if "comment" not in call.data:
call.data[
"comment"] = f"Created by task `{task.name}` ({task.id})"
if task.models and task.models.output:
# model exists, update
model_id = task.models.output[-1].model
res = _update_model(call, company_id,
model_id=model_id).to_struct()
res.update({"id": model_id, "created": False})
call.result.data = res
return
# new model, create
fields = parse_model_fields(call, create_fields)
# create and save model
now = datetime.utcnow()
model = Model(
id=database.utils.id(),
created=now,
last_update=now,
user=call.identity.user,
company=company_id,
project=task.project,
framework=task.execution.framework,
parent=task.models.input[0].model
if task.models and task.models.input else None,
design=task.execution.model_desc,
labels=task.execution.model_labels,
ready=(task.status == TaskStatus.published),
**fields,
)
model.save()
_update_cached_tags(company_id,
project=model.project,
fields=fields)
TaskBLL.update_statistics(
task_id=task_id,
company_id=company_id,
last_iteration_max=iteration,
models__output=[
ModelItem(
model=model.id,
name=TaskModelNames[TaskModelTypes.output],
updated=datetime.utcnow(),
)
],
)
call.result.data = {"id": model.id, "created": True}
def ping(_, company_id, request: PingRequest):
TaskBLL.set_last_update(
task_ids=[request.task], company_id=company_id, last_update=datetime.utcnow()
)
def add_events(
self, company_id, events, worker, allow_locked_tasks=False
) -> Tuple[int, int, dict]:
actions: List[dict] = []
task_ids = set()
task_iteration = defaultdict(lambda: 0)
task_last_scalar_events = nested_dict(
3, dict
) # task_id -> metric_hash -> variant_hash -> MetricEvent
task_last_events = nested_dict(
3, dict
) # task_id -> metric_hash -> event_type -> MetricEvent
errors_per_type = defaultdict(int)
invalid_iteration_error = f"Iteration number should not exceed {MAX_LONG}"
valid_tasks = self._get_valid_tasks(
company_id,
task_ids={
event["task"] for event in events if event.get("task") is not None
},
allow_locked_tasks=allow_locked_tasks,
)
for event in events:
# remove spaces from event type
event_type = event.get("type")
if event_type is None:
errors_per_type["Event must have a 'type' field"] += 1
continue
event_type = event_type.replace(" ", "_")
if event_type not in EVENT_TYPES:
errors_per_type[f"Invalid event type {event_type}"] += 1
continue
task_id = event.get("task")
if task_id is None:
errors_per_type["Event must have a 'task' field"] += 1
continue
if task_id not in valid_tasks:
errors_per_type["Invalid task id"] += 1
continue
event["type"] = event_type
# @timestamp indicates the time the event is written, not when it happened
event["@timestamp"] = es_factory.get_es_timestamp_str()
# for backward bomba-tavili-tea
if "ts" in event:
event["timestamp"] = event.pop("ts")
# set timestamp and worker if not sent
if "timestamp" not in event:
event["timestamp"] = es_factory.get_timestamp_millis()
if "worker" not in event:
event["worker"] = worker
# force iter to be a long int
iter = event.get("iter")
if iter is not None:
iter = int(iter)
if iter > MAX_LONG or iter < MIN_LONG:
errors_per_type[invalid_iteration_error] += 1
continue
event["iter"] = iter
# used to have "values" to indicate array. no need anymore
if "values" in event:
event["value"] = event["values"]
del event["values"]
event["metric"] = event.get("metric") or ""
event["variant"] = event.get("variant") or ""
index_name = get_index_name(company_id, event_type)
es_action = {
"_op_type": "index", # overwrite if exists with same ID
"_index": index_name,
"_source": event,
}
# for "log" events, don't assing custom _id - whatever is sent, is written (not overwritten)
if event_type != EventType.task_log.value:
es_action["_id"] = self._get_event_id(event)
else:
es_action["_id"] = dbutils.id()
task_ids.add(task_id)
if (
iter is not None
and event.get("metric") not in self._skip_iteration_for_metric
):
task_iteration[task_id] = max(iter, task_iteration[task_id])
self._update_last_metric_events_for_task(
last_events=task_last_events[task_id], event=event,
)
if event_type == EventType.metrics_scalar.value:
self._update_last_scalar_events_for_task(
last_events=task_last_scalar_events[task_id], event=event
)
actions.append(es_action)
plot_actions = [
action["_source"]
for action in actions
if action["_source"]["type"] == EventType.metrics_plot.value
]
if plot_actions:
self.validate_and_compress_plots(
plot_actions,
validate_json=config.get("services.events.validate_plot_str", False),
compression_threshold=config.get(
"services.events.plot_compression_threshold", 100_000
),
)
added = 0
with translate_errors_context():
if actions:
chunk_size = 500
with TimingContext("es", "events_add_batch"):
# TODO: replace it with helpers.parallel_bulk in the future once the parallel pool leak is fixed
with closing(
helpers.streaming_bulk(
self.es,
actions,
chunk_size=chunk_size,
# thread_count=8,
refresh=True,
)
) as it:
for success, info in it:
if success:
added += 1
else:
errors_per_type["Error when indexing events batch"] += 1
remaining_tasks = set()
now = datetime.utcnow()
for task_id in task_ids:
# Update related tasks. For reasons of performance, we prefer to update
# all of them and not only those who's events were successful
updated = self._update_task(
company_id=company_id,
task_id=task_id,
now=now,
iter_max=task_iteration.get(task_id),
last_scalar_events=task_last_scalar_events.get(task_id),
last_events=task_last_events.get(task_id),
)
if not updated:
remaining_tasks.add(task_id)
continue
if remaining_tasks:
TaskBLL.set_last_update(
remaining_tasks, company_id, last_update=now
)
# this is for backwards compatibility with streaming bulk throwing exception on those
invalid_iterations_count = errors_per_type.get(invalid_iteration_error)
if invalid_iterations_count:
raise BulkIndexError(
f"{invalid_iterations_count} document(s) failed to index.",
[invalid_iteration_error],
)
if not added:
raise errors.bad_request.EventsNotAdded(**errors_per_type)
errors_count = sum(errors_per_type.values())
return added, errors_count, errors_per_type
