airflow/jobs.py
def manage_slas(self, dag, session=None):
        """
        Finding all tasks that have SLAs defined, and sending alert emails
        where needed. New SLA misses are also recorded in the database.

        Where assuming that the scheduler runs often, so we only check for
        tasks that should have succeeded in the past hour.
        """
        if not any([isinstance(ti.sla, timedelta) for ti in dag.tasks]):
            self.log.info("Skipping SLA check for %s because no tasks in DAG have SLAs", dag)
            return

        TI = models.TaskInstance
        sq = (
            session
            .query(
                TI.task_id,
                func.max(TI.execution_date).label('max_ti'))
            .with_hint(TI, 'USE INDEX (PRIMARY)', dialect_name='mysql')
            .filter(TI.dag_id == dag.dag_id)
            .filter(or_(
                TI.state == State.SUCCESS,
                TI.state == State.SKIPPED))
            .filter(TI.task_id.in_(dag.task_ids))
            .group_by(TI.task_id).subquery('sq')
        )

        max_tis = session.query(TI).filter(
            TI.dag_id == dag.dag_id,
            TI.task_id == sq.c.task_id,
            TI.execution_date == sq.c.max_ti,
        ).all()

        ts = timezone.utcnow()
        for ti in max_tis:
            task = dag.get_task(ti.task_id)
            dttm = ti.execution_date
            if isinstance(task.sla, timedelta):
                dttm = dag.following_schedule(dttm)
                while dttm < timezone.utcnow():
                    following_schedule = dag.following_schedule(dttm)
                    if following_schedule + task.sla < timezone.utcnow():
                        session.merge(SlaMiss(
                            task_id=ti.task_id,
                            dag_id=ti.dag_id,
                            execution_date=dttm,
                            timestamp=ts))
                    dttm = dag.following_schedule(dttm)
        session.commit()

        slas = (
            session
            .query(SlaMiss)
            .filter(SlaMiss.notification_sent == False, SlaMiss.dag_id == dag.dag_id)  # noqa: E712
            .all()
        )

        if slas:
            sla_dates = [sla.execution_date for sla in slas]
            qry = (
                session
                .query(TI)
                .filter(
                    TI.state != State.SUCCESS,
                    TI.execution_date.in_(sla_dates),
                    TI.dag_id == dag.dag_id
                ).all()
            )
            blocking_tis = []
            for ti in qry:
                if ti.task_id in dag.task_ids:
                    ti.task = dag.get_task(ti.task_id)
                    blocking_tis.append(ti)
                else:
                    session.delete(ti)
                    session.commit()

            task_list = "\n".join([
                sla.task_id + ' on ' + sla.execution_date.isoformat()
                for sla in slas])
            blocking_task_list = "\n".join([
                ti.task_id + ' on ' + ti.execution_date.isoformat()
                for ti in blocking_tis])
            # Track whether email or any alert notification sent
            # We consider email or the alert callback as notifications
            email_sent = False
            notification_sent = False
            if dag.sla_miss_callback:
                # Execute the alert callback
                self.log.info(' --------------> ABOUT TO CALL SLA MISS CALL BACK ')
                try:
                    dag.sla_miss_callback(dag, task_list, blocking_task_list, slas,
                                          blocking_tis)
                    notification_sent = True
                except Exception:
                    self.log.exception("Could not call sla_miss_callback for DAG %s",
                                       dag.dag_id)
            email_content = """\
            Here's a list of tasks that missed their SLAs:
            <pre><code>{task_list}\n<code></pre>
            Blocking tasks:
            <pre><code>{blocking_task_list}\n{bug}<code></pre>
            """.format(task_list=task_list, blocking_task_list=blocking_task_list,
                       bug=asciiart.bug)
            emails = set()
            for task in dag.tasks:
                if task.email:
                    if isinstance(task.email, basestring):
                        emails |= set(get_email_address_list(task.email))
                    elif isinstance(task.email, (list, tuple)):
                        emails |= set(task.email)
            if emails:
                try:
                    send_email(
                        emails,
                        "[airflow] SLA miss on DAG=" + dag.dag_id,
                        email_content)
                    email_sent = True
                    notification_sent = True
                except Exception:
                    self.log.exception("Could not send SLA Miss email notification for"
                                       " DAG %s", dag.dag_id)
            # If we sent any notification, update the sla_miss table
            if notification_sent:
                for sla in slas:
                    if email_sent:
                        sla.email_sent = True
                    sla.notification_sent = True
                    session.merge(sla)
            session.commit()
def manage_slas(self, dag, session=None):
        """
        Finding all tasks that have SLAs defined, and sending alert emails
        where needed. New SLA misses are also recorded in the database.

        Where assuming that the scheduler runs often, so we only check for
        tasks that should have succeeded in the past hour.
        """
        if not any([isinstance(ti.sla, timedelta) for ti in dag.tasks]):
            self.log.info("Skipping SLA check for %s because no tasks in DAG have SLAs", dag)
            return

        TI = models.TaskInstance
        sq = (
            session
            .query(
                TI.task_id,
                func.max(TI.execution_date).label('max_ti'))
            .with_hint(TI, 'USE INDEX (PRIMARY)', dialect_name='mysql')
            .filter(TI.dag_id == dag.dag_id)
            .filter(or_(
                TI.state == State.SUCCESS,
                TI.state == State.SKIPPED))
            .filter(TI.task_id.in_(dag.task_ids))
            .group_by(TI.task_id).subquery('sq')
        )

        max_tis = session.query(TI).filter(
            TI.dag_id == dag.dag_id,
            TI.task_id == sq.c.task_id,
            TI.execution_date == sq.c.max_ti,
        ).all()

        ts = timezone.utcnow()
        for ti in max_tis:
            task = dag.get_task(ti.task_id)
            dttm = ti.execution_date
            if isinstance(task.sla, timedelta):
                dttm = dag.following_schedule(dttm)
                while dttm < timezone.utcnow():
                    following_schedule = dag.following_schedule(dttm)
                    if following_schedule + task.sla < timezone.utcnow():
                        session.merge(SlaMiss(
                            task_id=ti.task_id,
                            dag_id=ti.dag_id,
                            execution_date=dttm,
                            timestamp=ts))
                    dttm = dag.following_schedule(dttm)
        session.commit()

        slas = (
            session
            .query(SlaMiss)
            .filter(SlaMiss.notification_sent == False, SlaMiss.dag_id == dag.dag_id)  # noqa: E712
            .all()
        )

        if slas:
            sla_dates = [sla.execution_date for sla in slas]
            qry = (
                session
                .query(TI)
                .filter(
                    TI.state != State.SUCCESS,
                    TI.execution_date.in_(sla_dates),
                    TI.dag_id == dag.dag_id
                ).all()
            )
            blocking_tis = []
            for ti in qry:
                if ti.task_id in dag.task_ids:
                    ti.task = dag.get_task(ti.task_id)
                    blocking_tis.append(ti)
                else:
                    session.delete(ti)
                    session.commit()

            task_list = "\n".join([
                sla.task_id + ' on ' + sla.execution_date.isoformat()
                for sla in slas])
            blocking_task_list = "\n".join([
                ti.task_id + ' on ' + ti.execution_date.isoformat()
                for ti in blocking_tis])
            # Track whether email or any alert notification sent
            # We consider email or the alert callback as notifications
            email_sent = False
            notification_sent = False
            if dag.sla_miss_callback:
                # Execute the alert callback
                self.log.info(' --------------> ABOUT TO CALL SLA MISS CALL BACK ')
                try:
                    dag.sla_miss_callback(dag, task_list, blocking_task_list, slas,
                                          blocking_tis)
                    notification_sent = True
                except Exception:
                    self.log.exception("Could not call sla_miss_callback for DAG %s",
                                       dag.dag_id)
            email_content = """\
            Here's a list of tasks that missed their SLAs:
            <pre><code>{task_list}\n<code></pre>
            Blocking tasks:
            <pre><code>{blocking_task_list}\n{bug}<code></pre>
            """.format(task_list=task_list, blocking_task_list=blocking_task_list,
                       bug=asciiart.bug)
            emails = set()
            for task in dag.tasks:
                if task.email:
                    if isinstance(task.email, basestring):
                        emails |= set(get_email_address_list(task.email))
                    elif isinstance(task.email, (list, tuple)):
                        emails |= set(task.email)
            if emails:
                try:
                    send_email(
                        emails,
                        "[airflow] SLA miss on DAG=" + dag.dag_id,
                        email_content)
                    email_sent = True
                    notification_sent = True
                except Exception:
                    self.log.exception("Could not send SLA Miss email notification for"
                                       " DAG %s", dag.dag_id)
            # If we sent any notification, update the sla_miss table
            if notification_sent:
                for sla in slas:
                    if email_sent:
                        sla.email_sent = True
                    sla.notification_sent = True
                    session.merge(sla)
            session.commit()
def manage_slas ( self , dag , session = None ) : if not any ( [ isinstance ( ti . sla , timedelta ) for ti in dag . tasks ] ) : self . log . info ( "Skipping SLA check for %s because no tasks in DAG have SLAs" , dag ) return TI = models . TaskInstance sq = ( session . query ( TI . task_id , func . max ( TI . execution_date ) . label ( 'max_ti' ) ) . with_hint ( TI , 'USE INDEX (PRIMARY)' , dialect_name = 'mysql' ) . filter ( TI . dag_id == dag . dag_id ) . filter ( or_ ( TI . state == State . SUCCESS , TI . state == State . SKIPPED ) ) . filter ( TI . task_id . in_ ( dag . task_ids ) ) . group_by ( TI . task_id ) . subquery ( 'sq' ) ) max_tis = session . query ( TI ) . filter ( TI . dag_id == dag . dag_id , TI . task_id == sq . c . task_id , TI . execution_date == sq . c . max_ti , ) . all ( ) ts = timezone . utcnow ( ) for ti in max_tis : task = dag . get_task ( ti . task_id ) dttm = ti . execution_date if isinstance ( task . sla , timedelta ) : dttm = dag . following_schedule ( dttm ) while dttm < timezone . utcnow ( ) : following_schedule = dag . following_schedule ( dttm ) if following_schedule + task . sla < timezone . utcnow ( ) : session . merge ( SlaMiss ( task_id = ti . task_id , dag_id = ti . dag_id , execution_date = dttm , timestamp = ts ) ) dttm = dag . following_schedule ( dttm ) session . commit ( ) slas = ( session . query ( SlaMiss ) . filter ( SlaMiss . notification_sent == False , SlaMiss . dag_id == dag . dag_id ) # noqa: E712 . all ( ) ) if slas : sla_dates = [ sla . execution_date for sla in slas ] qry = ( session . query ( TI ) . filter ( TI . state != State . SUCCESS , TI . execution_date . in_ ( sla_dates ) , TI . dag_id == dag . dag_id ) . all ( ) ) blocking_tis = [ ] for ti in qry : if ti . task_id in dag . task_ids : ti . task = dag . get_task ( ti . task_id ) blocking_tis . append ( ti ) else : session . delete ( ti ) session . commit ( ) task_list = "\n" . join ( [ sla . task_id + ' on ' + sla . execution_date . isoformat ( ) for sla in slas ] ) blocking_task_list = "\n" . join ( [ ti . task_id + ' on ' + ti . execution_date . isoformat ( ) for ti in blocking_tis ] ) # Track whether email or any alert notification sent # We consider email or the alert callback as notifications email_sent = False notification_sent = False if dag . sla_miss_callback : # Execute the alert callback self . log . info ( ' --------------> ABOUT TO CALL SLA MISS CALL BACK ' ) try : dag . sla_miss_callback ( dag , task_list , blocking_task_list , slas , blocking_tis ) notification_sent = True except Exception : self . log . exception ( "Could not call sla_miss_callback for DAG %s" , dag . dag_id ) email_content = """\
            Here's a list of tasks that missed their SLAs:
            <pre><code>{task_list}\n<code></pre>
            Blocking tasks:
            <pre><code>{blocking_task_list}\n{bug}<code></pre>
            """ . format ( task_list = task_list , blocking_task_list = blocking_task_list , bug = asciiart . bug ) emails = set ( ) for task in dag . tasks : if task . email : if isinstance ( task . email , basestring ) : emails |= set ( get_email_address_list ( task . email ) ) elif isinstance ( task . email , ( list , tuple ) ) : emails |= set ( task . email ) if emails : try : send_email ( emails , "[airflow] SLA miss on DAG=" + dag . dag_id , email_content ) email_sent = True notification_sent = True except Exception : self . log . exception ( "Could not send SLA Miss email notification for" " DAG %s" , dag . dag_id ) # If we sent any notification, update the sla_miss table if notification_sent : for sla in slas : if email_sent : sla . email_sent = True sla . notification_sent = True session . merge ( sla ) session . commit ( )
Finding all tasks that have SLAs defined, and sending alert emails
        where needed. New SLA misses are also recorded in the database.

        Where assuming that the scheduler runs often, so we only check for
        tasks that should have succeeded in the past hour.
Finding all tasks that have SLAs defined and sending alert emails where needed . New SLA misses are also recorded in the database .