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# to you under the Apache License, Version 2.0 (the
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#
# http://www.apache.org/licenses/LICENSE-2.0
#
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# under the License.
import json
import logging
from datetime import datetime, timedelta
from typing import Any, List, Optional
from uuid import UUID
import pandas as pd
from celery.exceptions import SoftTimeLimitExceeded
from flask_appbuilder.security.sqla.models import User
from sqlalchemy.orm import Session
from superset import app
from superset.commands.base import BaseCommand
from superset.commands.exceptions import CommandException
from superset.extensions import feature_flag_manager, machine_auth_provider_factory
from superset.models.reports import (
ReportDataFormat,
ReportExecutionLog,
ReportRecipients,
ReportRecipientType,
ReportSchedule,
ReportScheduleType,
ReportState,
)
from superset.reports.commands.alert import AlertCommand
from superset.reports.commands.exceptions import (
ReportScheduleAlertEndGracePeriodError,
ReportScheduleAlertGracePeriodError,
ReportScheduleCsvFailedError,
ReportScheduleCsvTimeout,
ReportScheduleDataFrameFailedError,
ReportScheduleDataFrameTimeout,
ReportScheduleExecuteUnexpectedError,
ReportScheduleNotFoundError,
ReportScheduleNotificationError,
ReportSchedulePreviousWorkingError,
ReportScheduleScreenshotFailedError,
ReportScheduleScreenshotTimeout,
ReportScheduleSelleniumUserNotFoundError,
ReportScheduleStateNotFoundError,
ReportScheduleUnexpectedError,
ReportScheduleWorkingTimeoutError,
)
from superset.reports.dao import (
REPORT_SCHEDULE_ERROR_NOTIFICATION_MARKER,
ReportScheduleDAO,
)
from superset.reports.notifications import create_notification
from superset.reports.notifications.base import NotificationContent
from superset.reports.notifications.exceptions import NotificationError
from superset.utils.celery import session_scope
from superset.utils.core import ChartDataResultFormat, ChartDataResultType
from superset.utils.csv import get_chart_csv_data, get_chart_dataframe
from superset.utils.screenshots import (
BaseScreenshot,
ChartScreenshot,
DashboardScreenshot,
)
from superset.utils.urls import get_url_path
logger = logging.getLogger(__name__)
class BaseReportState:
current_states: List[ReportState] = []
initial: bool = False
def __init__(
self,
session: Session,
report_schedule: ReportSchedule,
scheduled_dttm: datetime,
execution_id: UUID,
) -> None:
self._session = session
self._report_schedule = report_schedule
self._scheduled_dttm = scheduled_dttm
self._start_dttm = datetime.utcnow()
self._execution_id = execution_id
def set_state_and_log(
self, state: ReportState, error_message: Optional[str] = None,
) -> None:
"""
Updates current ReportSchedule state and TS. If on final state writes the log
for this execution
"""
now_dttm = datetime.utcnow()
self.set_state(state, now_dttm)
self.create_log(
state, error_message=error_message,
)
def set_state(self, state: ReportState, dttm: datetime) -> None:
"""
Set the current report schedule state, on this case we want to
commit immediately
"""
self._report_schedule.last_state = state
self._report_schedule.last_eval_dttm = dttm
self._session.merge(self._report_schedule)
self._session.commit()
def create_log(
self, state: ReportState, error_message: Optional[str] = None
) -> None:
"""
Creates a Report execution log, uses the current computed last_value for Alerts
"""
log = ReportExecutionLog(
scheduled_dttm=self._scheduled_dttm,
start_dttm=self._start_dttm,
end_dttm=datetime.utcnow(),
value=self._report_schedule.last_value,
value_row_json=self._report_schedule.last_value_row_json,
state=state,
error_message=error_message,
report_schedule=self._report_schedule,
uuid=self._execution_id,
)
self._session.add(log)
self._session.commit()
def _get_url(
self,
user_friendly: bool = False,
result_format: Optional[ChartDataResultFormat] = None,
**kwargs: Any,
) -> str:
"""
Get the url for this report schedule: chart or dashboard
"""
if self._report_schedule.chart:
if result_format in {
ChartDataResultFormat.CSV,
ChartDataResultFormat.JSON,
}:
return get_url_path(
"ChartRestApi.get_data",
pk=self._report_schedule.chart_id,
format=result_format.value,
type=ChartDataResultType.POST_PROCESSED.value,
)
return get_url_path(
"Superset.slice",
user_friendly=user_friendly,
slice_id=self._report_schedule.chart_id,
**kwargs,
)
return get_url_path(
"Superset.dashboard",
user_friendly=user_friendly,
dashboard_id_or_slug=self._report_schedule.dashboard_id,
**kwargs,
)
def _get_user(self) -> User:
user = (
self._session.query(User)
.filter(User.username == app.config["THUMBNAIL_SELENIUM_USER"])
.one_or_none()
)
if not user:
raise ReportScheduleSelleniumUserNotFoundError()
return user
def _get_screenshot(self) -> bytes:
"""
Get a chart or dashboard screenshot
:raises: ReportScheduleScreenshotFailedError
"""
screenshot: Optional[BaseScreenshot] = None
if self._report_schedule.chart:
url = self._get_url(standalone="true")
logger.info("Screenshotting chart at %s", url)
screenshot = ChartScreenshot(
url,
self._report_schedule.chart.digest,
window_size=app.config["WEBDRIVER_WINDOW"]["slice"],
thumb_size=app.config["WEBDRIVER_WINDOW"]["slice"],
)
else:
url = self._get_url()
logger.info("Screenshotting dashboard at %s", url)
screenshot = DashboardScreenshot(
url,
self._report_schedule.dashboard.digest,
window_size=app.config["WEBDRIVER_WINDOW"]["dashboard"],
thumb_size=app.config["WEBDRIVER_WINDOW"]["dashboard"],
)
user = self._get_user()
try:
image_data = screenshot.get_screenshot(user=user)
except SoftTimeLimitExceeded as ex:
logger.warning("A timeout occurred while taking a screenshot.")
raise ReportScheduleScreenshotTimeout() from ex
except Exception as ex:
raise ReportScheduleScreenshotFailedError(
f"Failed taking a screenshot {str(ex)}"
) from ex
if not image_data:
raise ReportScheduleScreenshotFailedError()
return image_data
def _get_csv_data(self) -> bytes:
url = self._get_url(result_format=ChartDataResultFormat.CSV)
auth_cookies = machine_auth_provider_factory.instance.get_auth_cookies(
self._get_user()
)
if self._report_schedule.chart.query_context is None:
logger.warning("No query context found, taking a screenshot to generate it")
self._update_query_context()
try:
logger.info("Getting chart from %s", url)
csv_data = get_chart_csv_data(url, auth_cookies)
except SoftTimeLimitExceeded as ex:
raise ReportScheduleCsvTimeout() from ex
except Exception as ex:
raise ReportScheduleCsvFailedError(
f"Failed generating csv {str(ex)}"
) from ex
if not csv_data:
raise ReportScheduleCsvFailedError()
return csv_data
def _get_embedded_data(self) -> pd.DataFrame:
"""
Return data as a Pandas dataframe, to embed in notifications as a table.
"""
url = self._get_url(result_format=ChartDataResultFormat.JSON)
auth_cookies = machine_auth_provider_factory.instance.get_auth_cookies(
self._get_user()
)
if self._report_schedule.chart.query_context is None:
logger.warning("No query context found, taking a screenshot to generate it")
self._update_query_context()
try:
logger.info("Getting chart from %s", url)
dataframe = get_chart_dataframe(url, auth_cookies)
except SoftTimeLimitExceeded as ex:
raise ReportScheduleDataFrameTimeout() from ex
except Exception as ex:
raise ReportScheduleDataFrameFailedError(
f"Failed generating dataframe {str(ex)}"
) from ex
if dataframe is None:
raise ReportScheduleCsvFailedError()
return dataframe
def _update_query_context(self) -> None:
"""
Update chart query context.
To load CSV data from the endpoint the chart must have been saved
with its query context. For charts without saved query context we
get a screenshot to force the chart to produce and save the query
context.
"""
try:
self._get_screenshot()
except (
ReportScheduleScreenshotFailedError,
ReportScheduleScreenshotTimeout,
) as ex:
raise ReportScheduleCsvFailedError(
"Unable to fetch data because the chart has no query context "
"saved, and an error occurred when fetching it via a screenshot. "
"Please try loading the chart and saving it again."
) from ex
def _get_notification_content(self) -> NotificationContent:
"""
Gets a notification content, this is composed by a title and a screenshot
:raises: ReportScheduleScreenshotFailedError
"""
csv_data = None
embedded_data = None
error_text = None
screenshot_data = None
url = self._get_url(user_friendly=True)
if (
feature_flag_manager.is_feature_enabled("ALERTS_ATTACH_REPORTS")
or self._report_schedule.type == ReportScheduleType.REPORT
):
if self._report_schedule.report_format == ReportDataFormat.VISUALIZATION:
screenshot_data = self._get_screenshot()
if not screenshot_data:
error_text = "Unexpected missing screenshot"
elif (
self._report_schedule.chart
and self._report_schedule.report_format == ReportDataFormat.DATA
):
csv_data = self._get_csv_data()
if not csv_data:
error_text = "Unexpected missing csv file"
if error_text:
return NotificationContent(
name=self._report_schedule.name, text=error_text
)
if (
self._report_schedule.chart
and self._report_schedule.report_format == ReportDataFormat.TEXT
):
embedded_data = self._get_embedded_data()
if self._report_schedule.chart:
name = (
f"{self._report_schedule.name}: "
f"{self._report_schedule.chart.slice_name}"
)
else:
name = (
f"{self._report_schedule.name}: "
f"{self._report_schedule.dashboard.dashboard_title}"
)
return NotificationContent(
name=name,
url=url,
screenshot=screenshot_data,
description=self._report_schedule.description,
csv=csv_data,
embedded_data=embedded_data,
)
def _send(
self,
notification_content: NotificationContent,
recipients: List[ReportRecipients],
) -> None:
"""
Sends a notification to all recipients
:raises: ReportScheduleNotificationError
"""
notification_errors = []
for recipient in recipients:
notification = create_notification(recipient, notification_content)
try:
if app.config["ALERT_REPORTS_NOTIFICATION_DRY_RUN"]:
logger.info(
"Would send notification for alert %s, to %s",
self._report_schedule.name,
recipient.recipient_config_json,
)
else:
notification.send()
except NotificationError as ex:
# collect notification errors but keep processing them
notification_errors.append(str(ex))
if notification_errors:
raise ReportScheduleNotificationError(";".join(notification_errors))
def send(self) -> None:
"""
Creates the notification content and sends them to all recipients
:raises: ReportScheduleNotificationError
"""
notification_content = self._get_notification_content()
self._send(notification_content, self._report_schedule.recipients)
def send_error(self, name: str, message: str) -> None:
"""
Creates and sends a notification for an error, to all recipients
:raises: ReportScheduleNotificationError
"""
notification_content = NotificationContent(name=name, text=message)
# filter recipients to recipients who are also owners
owner_recipients = [
ReportRecipients(
type=ReportRecipientType.EMAIL,
recipient_config_json=json.dumps({"target": owner.email}),
)
for owner in self._report_schedule.owners
]
self._send(notification_content, owner_recipients)
def is_in_grace_period(self) -> bool:
"""
Checks if an alert is on it's grace period
"""
last_success = ReportScheduleDAO.find_last_success_log(
self._report_schedule, session=self._session
)
return (
last_success is not None
and self._report_schedule.grace_period
and datetime.utcnow()
- timedelta(seconds=self._report_schedule.grace_period)
< last_success.end_dttm
)
def is_in_error_grace_period(self) -> bool:
"""
Checks if an alert/report on error is on it's notification grace period
"""
last_success = ReportScheduleDAO.find_last_error_notification(
self._report_schedule, session=self._session
)
if not last_success:
return False
return (
last_success is not None
and self._report_schedule.grace_period
and datetime.utcnow()
- timedelta(seconds=self._report_schedule.grace_period)
< last_success.end_dttm
)
def is_on_working_timeout(self) -> bool:
"""
Checks if an alert is on a working timeout
"""
last_working = ReportScheduleDAO.find_last_entered_working_log(
self._report_schedule, session=self._session
)
if not last_working:
return False
return (
self._report_schedule.working_timeout is not None
and self._report_schedule.last_eval_dttm is not None
and datetime.utcnow()
- timedelta(seconds=self._report_schedule.working_timeout)
> last_working.end_dttm
)
def next(self) -> None:
raise NotImplementedError()
class ReportNotTriggeredErrorState(BaseReportState):
"""
Handle Not triggered and Error state
next final states:
- Not Triggered
- Success
- Error
"""
current_states = [ReportState.NOOP, ReportState.ERROR]
initial = True
def next(self) -> None:
self.set_state_and_log(ReportState.WORKING)
try:
# If it's an alert check if the alert is triggered
if self._report_schedule.type == ReportScheduleType.ALERT:
if not AlertCommand(self._report_schedule).run():
self.set_state_and_log(ReportState.NOOP)
return
self.send()
self.set_state_and_log(ReportState.SUCCESS)
except CommandException as first_ex:
self.set_state_and_log(ReportState.ERROR, error_message=str(first_ex))
# TODO (dpgaspar) convert this logic to a new state eg: ERROR_ON_GRACE
if not self.is_in_error_grace_period():
try:
self.send_error(
f"Error occurred for {self._report_schedule.type}:"
f" {self._report_schedule.name}",
str(first_ex),
)
self.set_state_and_log(
ReportState.ERROR,
error_message=REPORT_SCHEDULE_ERROR_NOTIFICATION_MARKER,
)
except CommandException as second_ex:
self.set_state_and_log(
ReportState.ERROR, error_message=str(second_ex)
)
raise first_ex
class ReportWorkingState(BaseReportState):
"""
Handle Working state
next states:
- Error
- Working
"""
current_states = [ReportState.WORKING]
def next(self) -> None:
if self.is_on_working_timeout():
exception_timeout = ReportScheduleWorkingTimeoutError()
self.set_state_and_log(
ReportState.ERROR, error_message=str(exception_timeout),
)
raise exception_timeout
exception_working = ReportSchedulePreviousWorkingError()
self.set_state_and_log(
ReportState.WORKING, error_message=str(exception_working),
)
raise exception_working
class ReportSuccessState(BaseReportState):
"""
Handle Success, Grace state
next states:
- Grace
- Not triggered
- Success
"""
current_states = [ReportState.SUCCESS, ReportState.GRACE]
def next(self) -> None:
self.set_state_and_log(ReportState.WORKING)
if self._report_schedule.type == ReportScheduleType.ALERT:
if self.is_in_grace_period():
self.set_state_and_log(
ReportState.GRACE,
error_message=str(ReportScheduleAlertGracePeriodError()),
)
return
self.set_state_and_log(
ReportState.NOOP,
error_message=str(ReportScheduleAlertEndGracePeriodError()),
)
return
try:
self.send()
self.set_state_and_log(ReportState.SUCCESS)
except CommandException as ex:
self.set_state_and_log(ReportState.ERROR, error_message=str(ex))
class ReportScheduleStateMachine: # pylint: disable=too-few-public-methods
"""
Simple state machine for Alerts/Reports states
"""
states_cls = [ReportWorkingState, ReportNotTriggeredErrorState, ReportSuccessState]
def __init__(
self,
session: Session,
task_uuid: UUID,
report_schedule: ReportSchedule,
scheduled_dttm: datetime,
):
self._session = session
self._execution_id = task_uuid
self._report_schedule = report_schedule
self._scheduled_dttm = scheduled_dttm
def run(self) -> None:
state_found = False
for state_cls in self.states_cls:
if (self._report_schedule.last_state is None and state_cls.initial) or (
self._report_schedule.last_state in state_cls.current_states
):
state_cls(
self._session,
self._report_schedule,
self._scheduled_dttm,
self._execution_id,
).next()
state_found = True
break
if not state_found:
raise ReportScheduleStateNotFoundError()
class AsyncExecuteReportScheduleCommand(BaseCommand):
"""
Execute all types of report schedules.
- On reports takes chart or dashboard screenshots and sends configured notifications
- On Alerts uses related Command AlertCommand and sends configured notifications
"""
def __init__(self, task_id: str, model_id: int, scheduled_dttm: datetime):
self._model_id = model_id
self._model: Optional[ReportSchedule] = None
self._scheduled_dttm = scheduled_dttm
self._execution_id = UUID(task_id)
def run(self) -> None:
with session_scope(nullpool=True) as session:
try:
self.validate(session=session)
if not self._model:
raise ReportScheduleExecuteUnexpectedError()
ReportScheduleStateMachine(
session, self._execution_id, self._model, self._scheduled_dttm
).run()
except CommandException as ex:
raise ex
except Exception as ex:
raise ReportScheduleUnexpectedError(str(ex)) from ex
def validate( # pylint: disable=arguments-differ
self, session: Session = None
) -> None:
# Validate/populate model exists
self._model = ReportScheduleDAO.find_by_id(self._model_id, session=session)
if not self._model:
raise ReportScheduleNotFoundError()