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Posted to commits@airflow.apache.org by ds...@apache.org on 2024/10/28 20:43:42 UTC
(airflow) branch main updated: Add reprocessing behavior for backfill (#43382)
This is an automated email from the ASF dual-hosted git repository.
dstandish pushed a commit to branch main
in repository https://gitbox.apache.org/repos/asf/airflow.git
The following commit(s) were added to refs/heads/main by this push:
new c2e4d21742 Add reprocessing behavior for backfill (#43382)
c2e4d21742 is described below
commit c2e4d21742c184d2d041fc93b2dd8ee9fede9cb5
Author: Daniel Standish <15...@users.noreply.github.com>
AuthorDate: Mon Oct 28 13:43:34 2024 -0700
Add reprocessing behavior for backfill (#43382)
User can decide whether we should create a new run or not when a run already exists. For now, we just look at the latest instance of the by start date. If it's in flight we do not create. If it's done, we may or may not create depending on state and desired reprocessing behavior.
---
.../api_connexion/endpoints/backfill_endpoint.py | 3 +
airflow/api_connexion/openapi/v1.yaml | 10 +
airflow/api_connexion/schemas/backfill_schema.py | 25 +-
airflow/cli/cli_config.py | 9 +
airflow/cli/commands/backfill_command.py | 9 +-
...3_0_0_add_exception_reason_and_logical_date_.py | 4 +
airflow/models/backfill.py | 225 +-
airflow/www/static/js/types/api-generated.ts | 8 +
docs/apache-airflow/img/airflow_erd.sha256 | 2 +-
docs/apache-airflow/img/airflow_erd.svg | 3807 ++++++++++----------
.../endpoints/test_backfill_endpoint.py | 22 +-
.../api_connexion/schemas/test_backfill_schema.py | 1 +
tests/cli/commands/test_backfill_command.py | 39 +-
tests/models/test_backfill.py | 164 +-
14 files changed, 2325 insertions(+), 2003 deletions(-)
diff --git a/airflow/api_connexion/endpoints/backfill_endpoint.py b/airflow/api_connexion/endpoints/backfill_endpoint.py
index 94d6ad21f0..b53d461dc5 100644
--- a/airflow/api_connexion/endpoints/backfill_endpoint.py
+++ b/airflow/api_connexion/endpoints/backfill_endpoint.py
@@ -35,6 +35,7 @@ from airflow.api_connexion.schemas.backfill_schema import (
from airflow.models.backfill import (
AlreadyRunningBackfill,
Backfill,
+ ReprocessBehavior,
_cancel_backfill,
_create_backfill,
)
@@ -151,6 +152,7 @@ def create_backfill(
max_active_runs: int = 10,
reverse: bool = False,
dag_run_conf: dict | None = None,
+ reprocess_behavior: ReprocessBehavior | None = None,
) -> APIResponse:
try:
backfill_obj = _create_backfill(
@@ -160,6 +162,7 @@ def create_backfill(
max_active_runs=max_active_runs,
reverse=reverse,
dag_run_conf=dag_run_conf,
+ reprocess_behavior=reprocess_behavior,
)
return backfill_schema.dump(backfill_obj)
except AlreadyRunningBackfill:
diff --git a/airflow/api_connexion/openapi/v1.yaml b/airflow/api_connexion/openapi/v1.yaml
index 38911a5753..0ec0a3cdcb 100644
--- a/airflow/api_connexion/openapi/v1.yaml
+++ b/airflow/api_connexion/openapi/v1.yaml
@@ -2902,6 +2902,16 @@ components:
type: boolean
nullable: true
description: is_paused
+ reprocess_behavior:
+ type: string
+ default: none
+ enum:
+ - none
+ - failed
+ - completed
+ description: |
+ Controls whether new runs will be created when there's an existing run
+ for a given logical date.
max_active_runs:
type: integer
nullable: true
diff --git a/airflow/api_connexion/schemas/backfill_schema.py b/airflow/api_connexion/schemas/backfill_schema.py
index db496bf1ac..9f71984691 100644
--- a/airflow/api_connexion/schemas/backfill_schema.py
+++ b/airflow/api_connexion/schemas/backfill_schema.py
@@ -17,12 +17,32 @@
# under the License.
from __future__ import annotations
+import typing
from typing import NamedTuple
-from marshmallow import Schema, fields
+from marshmallow import Schema, fields, utils, validate
from marshmallow_sqlalchemy import SQLAlchemySchema, auto_field
-from airflow.models.backfill import Backfill, BackfillDagRun
+from airflow.models.backfill import Backfill, BackfillDagRun, ReprocessBehavior
+
+
+class ReprocessBehaviorField(fields.String):
+ """Schema for ReprocessBehavior enum."""
+
+ def __init__(self, **metadata):
+ super().__init__(**metadata)
+ self.validators = [validate.OneOf(ReprocessBehavior), *self.validators]
+
+ def _serialize(self, value, attr, obj, **kwargs) -> str | None:
+ if value is None:
+ return None
+ return utils.ensure_text_type(ReprocessBehavior(value).value)
+
+ def _deserialize(self, value, attr, data, **kwargs) -> typing.Any:
+ deser = super()._deserialize(value, attr, data, **kwargs)
+ if not deser:
+ return None
+ return ReprocessBehavior(deser)
class BackfillSchema(SQLAlchemySchema):
@@ -40,6 +60,7 @@ class BackfillSchema(SQLAlchemySchema):
dag_run_conf = fields.Dict(allow_none=True)
reverse = fields.Boolean()
is_paused = auto_field()
+ reprocess_behavior = ReprocessBehaviorField()
max_active_runs = auto_field()
created_at = auto_field()
completed_at = auto_field()
diff --git a/airflow/cli/cli_config.py b/airflow/cli/cli_config.py
index b818ea08d5..1507dcf713 100644
--- a/airflow/cli/cli_config.py
+++ b/airflow/cli/cli_config.py
@@ -330,6 +330,14 @@ ARG_BACKFILL_DRY_RUN = Arg(
help="Perform a dry run",
action="store_true",
)
+ARG_BACKFILL_REPROCESS_BEHAVIOR = Arg(
+ ("--reprocess-behavior",),
+ help=(
+ "When a run exists for the logical date, controls whether new runs will be "
+ "created for the date. Default is none."
+ ),
+ choices=("none", "completed", "failed"),
+)
# misc
@@ -1035,6 +1043,7 @@ BACKFILL_COMMANDS = (
ARG_DAG_RUN_CONF,
ARG_RUN_BACKWARDS,
ARG_MAX_ACTIVE_RUNS,
+ ARG_BACKFILL_REPROCESS_BEHAVIOR,
ARG_BACKFILL_DRY_RUN,
),
),
diff --git a/airflow/cli/commands/backfill_command.py b/airflow/cli/commands/backfill_command.py
index 378c6ea5f9..4e31e04e59 100644
--- a/airflow/cli/commands/backfill_command.py
+++ b/airflow/cli/commands/backfill_command.py
@@ -21,7 +21,7 @@ import logging
import signal
from airflow import settings
-from airflow.models.backfill import _create_backfill, _get_info_list
+from airflow.models.backfill import ReprocessBehavior, _create_backfill, _get_info_list
from airflow.models.serialized_dag import SerializedDagModel
from airflow.utils import cli as cli_utils
from airflow.utils.cli import sigint_handler
@@ -55,6 +55,11 @@ def create_backfill(args) -> None:
logging.basicConfig(level=settings.LOGGING_LEVEL, format=settings.SIMPLE_LOG_FORMAT)
signal.signal(signal.SIGTERM, sigint_handler)
+ if args.reprocess_behavior is not None:
+ reprocess_behavior = ReprocessBehavior(args.reprocess_behavior)
+ else:
+ reprocess_behavior = None
+
if args.dry_run:
_do_dry_run(
params=dict(
@@ -64,6 +69,7 @@ def create_backfill(args) -> None:
max_active_runs=args.max_active_runs,
reverse=args.run_backwards,
dag_run_conf=args.dag_run_conf,
+ reprocess_behavior=reprocess_behavior,
),
dag_id=args.dag,
from_date=args.from_date,
@@ -78,4 +84,5 @@ def create_backfill(args) -> None:
max_active_runs=args.max_active_runs,
reverse=args.run_backwards,
dag_run_conf=args.dag_run_conf,
+ reprocess_behavior=reprocess_behavior,
)
diff --git a/airflow/migrations/versions/0040_3_0_0_add_exception_reason_and_logical_date_.py b/airflow/migrations/versions/0040_3_0_0_add_exception_reason_and_logical_date_.py
index c726d3bc65..c4f96fb0eb 100644
--- a/airflow/migrations/versions/0040_3_0_0_add_exception_reason_and_logical_date_.py
+++ b/airflow/migrations/versions/0040_3_0_0_add_exception_reason_and_logical_date_.py
@@ -41,6 +41,8 @@ airflow_version = "3.0.0"
def upgrade():
"""Apply Add exception_reason and logical_date to BackfillDagRun."""
+ with op.batch_alter_table("backfill", schema=None) as batch_op:
+ batch_op.add_column(sa.Column("reprocess_behavior", sa.String(length=250), nullable=True))
with op.batch_alter_table("backfill_dag_run", schema=None) as batch_op:
batch_op.add_column(sa.Column("exception_reason", sa.String(length=250), nullable=True))
batch_op.add_column(sa.Column("logical_date", UtcDateTime(timezone=True), nullable=False))
@@ -48,6 +50,8 @@ def upgrade():
def downgrade():
"""Unapply Add exception_reason and logical_date to BackfillDagRun."""
+ with op.batch_alter_table("backfill", schema=None) as batch_op:
+ batch_op.drop_column("reprocess_behavior")
with op.batch_alter_table("backfill_dag_run", schema=None) as batch_op:
batch_op.drop_column("logical_date")
batch_op.drop_column("exception_reason")
diff --git a/airflow/models/backfill.py b/airflow/models/backfill.py
index 53a9fca1df..83e322f2d3 100644
--- a/airflow/models/backfill.py
+++ b/airflow/models/backfill.py
@@ -27,7 +27,17 @@ import logging
from enum import Enum
from typing import TYPE_CHECKING
-from sqlalchemy import Boolean, Column, ForeignKeyConstraint, Integer, UniqueConstraint, func, select, update
+from sqlalchemy import (
+ Boolean,
+ Column,
+ ForeignKeyConstraint,
+ Integer,
+ UniqueConstraint,
+ desc,
+ func,
+ select,
+ update,
+)
from sqlalchemy.orm import relationship, validates
from sqlalchemy_jsonfield import JSONField
@@ -37,7 +47,7 @@ from airflow.models.base import Base, StringID
from airflow.settings import json
from airflow.utils import timezone
from airflow.utils.session import create_session
-from airflow.utils.sqlalchemy import UtcDateTime
+from airflow.utils.sqlalchemy import UtcDateTime, nulls_first, with_row_locks
from airflow.utils.state import DagRunState
from airflow.utils.types import DagRunTriggeredByType, DagRunType
@@ -56,6 +66,18 @@ class AlreadyRunningBackfill(AirflowException):
"""
+class ReprocessBehavior(str, Enum):
+ """
+ Internal enum for setting reprocess behavior in a backfill.
+
+ :meta private:
+ """
+
+ FAILED = "failed"
+ COMPLETED = "completed"
+ NONE = "none"
+
+
class Backfill(Base):
"""Model representing a backfill job."""
@@ -72,6 +94,7 @@ class Backfill(Base):
Does not pause existing dag runs.
"""
+ reprocess_behavior = Column(StringID(), nullable=False, default=ReprocessBehavior.NONE)
max_active_runs = Column(Integer, default=10, nullable=False)
created_at = Column(UtcDateTime, default=timezone.utcnow, nullable=False)
completed_at = Column(UtcDateTime, nullable=True)
@@ -90,6 +113,7 @@ class BackfillDagRunExceptionReason(str, Enum):
:meta private:
"""
+ IN_FLIGHT = "in flight"
ALREADY_EXISTS = "already exists"
UNKNOWN = "unknown"
@@ -131,52 +155,86 @@ class BackfillDagRun(Base):
return val
-def _create_backfill_dag_run(dag, info, backfill_id, dag_run_conf, backfill_sort_ordinal, session):
+def _create_backfill_dag_run(
+ *,
+ dag,
+ info,
+ reprocess_behavior: ReprocessBehavior,
+ backfill_id,
+ dag_run_conf,
+ backfill_sort_ordinal,
+ session,
+):
from airflow.models import DagRun
- dr = session.scalar(select(DagRun).where(DagRun.execution_date == info.logical_date).limit(1))
- if dr:
+ with session.begin_nested() as nested:
+ dr = session.scalar(
+ with_row_locks(
+ select(DagRun)
+ .where(DagRun.execution_date == info.logical_date)
+ .order_by(nulls_first(desc(DagRun.start_date), session=session))
+ .limit(1),
+ session=session,
+ )
+ )
+ if dr:
+ non_create_reason = None
+ if dr.state not in (DagRunState.SUCCESS, DagRunState.FAILED):
+ non_create_reason = BackfillDagRunExceptionReason.IN_FLIGHT
+ elif reprocess_behavior is ReprocessBehavior.NONE:
+ non_create_reason = BackfillDagRunExceptionReason.ALREADY_EXISTS
+ elif reprocess_behavior is ReprocessBehavior.FAILED:
+ if dr.state != DagRunState.FAILED:
+ non_create_reason = BackfillDagRunExceptionReason.ALREADY_EXISTS
+ if non_create_reason:
+ # rolling back here restores to start of this nested tran
+ # which releases the lock on the latest dag run, since we
+ # are not creating a new one
+ nested.rollback()
+ session.add(
+ BackfillDagRun(
+ backfill_id=backfill_id,
+ dag_run_id=None,
+ logical_date=info.logical_date,
+ exception_reason=non_create_reason,
+ sort_ordinal=backfill_sort_ordinal,
+ )
+ )
+ return
+
+ dr = dag.create_dagrun(
+ triggered_by=DagRunTriggeredByType.BACKFILL,
+ execution_date=info.logical_date,
+ data_interval=info.data_interval,
+ start_date=timezone.utcnow(),
+ state=DagRunState.QUEUED,
+ external_trigger=False,
+ conf=dag_run_conf,
+ run_type=DagRunType.BACKFILL_JOB,
+ creating_job_id=None,
+ session=session,
+ backfill_id=backfill_id,
+ )
session.add(
BackfillDagRun(
backfill_id=backfill_id,
- dag_run_id=None,
- logical_date=info.logical_date,
- exception_reason=BackfillDagRunExceptionReason.ALREADY_EXISTS,
+ dag_run_id=dr.id,
sort_ordinal=backfill_sort_ordinal,
+ logical_date=info.logical_date,
)
)
- log.info(
- "dag run already exists for dag_id=%s backfill_id=%s, info=%s",
- dag.dag_id,
- backfill_id,
- info,
- )
- return
- dr = dag.create_dagrun(
- triggered_by=DagRunTriggeredByType.BACKFILL,
- execution_date=info.logical_date,
- data_interval=info.data_interval,
- start_date=timezone.utcnow(),
- state=DagRunState.QUEUED,
- external_trigger=False,
- conf=dag_run_conf,
- run_type=DagRunType.BACKFILL_JOB,
- creating_job_id=None,
- session=session,
- backfill_id=backfill_id,
- )
- session.add(
- BackfillDagRun(
- backfill_id=backfill_id,
- dag_run_id=dr.id,
- sort_ordinal=backfill_sort_ordinal,
- logical_date=info.logical_date,
- )
- )
-def _get_info_list(*, dag, from_date, to_date, reverse):
- dagrun_info_list = dag.iter_dagrun_infos_between(from_date, to_date)
+def _get_info_list(
+ *,
+ from_date,
+ to_date,
+ reverse,
+ dag,
+):
+ infos = dag.iter_dagrun_infos_between(from_date, to_date)
+ now = timezone.utcnow()
+ dagrun_info_list = (x for x in infos if x.data_interval.end < now)
if reverse:
dagrun_info_list = reversed([x for x in dag.iter_dagrun_infos_between(from_date, to_date)])
return dagrun_info_list
@@ -190,7 +248,9 @@ def _create_backfill(
max_active_runs: int,
reverse: bool,
dag_run_conf: dict | None,
+ reprocess_behavior: ReprocessBehavior | None = None,
) -> Backfill | None:
+ from airflow.models import DagModel
from airflow.models.serialized_dag import SerializedDagModel
with create_session() as session:
@@ -199,7 +259,10 @@ def _create_backfill(
raise NotFound(f"Could not find dag {dag_id}")
num_active = session.scalar(
- select(func.count()).where(Backfill.dag_id == dag_id, Backfill.completed_at.is_(None))
+ select(func.count()).where(
+ Backfill.dag_id == dag_id,
+ Backfill.completed_at.is_(None),
+ )
)
if num_active > 0:
raise AlreadyRunningBackfill(
@@ -214,61 +277,61 @@ def _create_backfill(
raise ValueError(
"Backfill cannot be run in reverse when the dag has tasks where depends_on_past=True"
)
-
+ if reprocess_behavior in (None, ReprocessBehavior.NONE):
+ raise ValueError(
+ "Dag has task for which depends_on_past is true. "
+ "You must set reprocess behavior to reprocess completed or "
+ "reprocess failed"
+ )
br = Backfill(
dag_id=dag_id,
from_date=from_date,
to_date=to_date,
max_active_runs=max_active_runs,
dag_run_conf=dag_run_conf,
+ reprocess_behavior=reprocess_behavior,
)
session.add(br)
session.commit()
backfill_sort_ordinal = 0
- dagrun_info_list = _get_info_list(dag=dag, from_date=from_date, to_date=to_date, reverse=reverse)
+
+ dagrun_info_list = _get_info_list(
+ from_date=from_date,
+ to_date=to_date,
+ reverse=reverse,
+ dag=dag,
+ )
+
+ log.info("obtaining lock on dag %s", dag_id)
+ # we obtain a lock on dag model so that nothing else will create
+ # dag runs at the same time. mainly this is required by non-uniqueness
+ # of logical_date. otherwise we could just create run in a try-except.
+ dag_model = session.scalar(
+ with_row_locks(
+ select(DagModel).where(DagModel.dag_id == dag_id),
+ session=session,
+ )
+ )
+ if not dag_model:
+ raise RuntimeError(f"Dag {dag_id} not found")
for info in dagrun_info_list:
backfill_sort_ordinal += 1
- session.commit()
- from tenacity import RetryError, Retrying, stop_after_attempt
-
- try:
- for attempt in Retrying(stop=stop_after_attempt(3)):
- # we do retries here because it's possible that we check to see if dr exists
- # before we attempt to create the dag run. if something else creates the dag
- # run in between, we'll have to retry the transaction
- with attempt:
- with session.begin():
- _create_backfill_dag_run(
- dag=dag,
- info=info,
- backfill_id=br.id,
- dag_run_conf=br.dag_run_conf,
- backfill_sort_ordinal=backfill_sort_ordinal,
- session=session,
- )
- log.info(
- "created backfill dag run dag_id=%s backfill_id=%s, info=%s",
- dag.dag_id,
- br.id,
- info,
- )
- except RetryError:
- dag.log.exception(
- "Error while attempting to create a dag run dag_id='%s' logical_date='%s'",
- dag.dag_id,
- info.logical_date,
- )
- session.add(
- BackfillDagRun(
- backfill_id=br.id,
- dag_run_id=None,
- exception_reason=BackfillDagRunExceptionReason.UNKNOWN,
- logical_date=info.logical_date,
- sort_ordinal=backfill_sort_ordinal,
- )
- )
- session.commit()
+ _create_backfill_dag_run(
+ dag=dag,
+ info=info,
+ backfill_id=br.id,
+ dag_run_conf=br.dag_run_conf,
+ reprocess_behavior=br.reprocess_behavior,
+ backfill_sort_ordinal=backfill_sort_ordinal,
+ session=session,
+ )
+ log.info(
+ "created backfill dag run dag_id=%s backfill_id=%s, info=%s",
+ dag.dag_id,
+ br.id,
+ info,
+ )
return br
diff --git a/airflow/www/static/js/types/api-generated.ts b/airflow/www/static/js/types/api-generated.ts
index 18ea142c5b..616f6fbfa2 100644
--- a/airflow/www/static/js/types/api-generated.ts
+++ b/airflow/www/static/js/types/api-generated.ts
@@ -954,6 +954,14 @@ export interface components {
dag_run_conf?: { [key: string]: unknown } | null;
/** @description is_paused */
is_paused?: boolean | null;
+ /**
+ * @description Controls whether new runs will be created when there's an existing run
+ * for a given logical date.
+ *
+ * @default none
+ * @enum {string}
+ */
+ reprocess_behavior?: "none" | "failed" | "completed";
/** @description max_active_runs */
max_active_runs?: number | null;
/** @description created_at */
diff --git a/docs/apache-airflow/img/airflow_erd.sha256 b/docs/apache-airflow/img/airflow_erd.sha256
index 0278ab85b0..990e439533 100644
--- a/docs/apache-airflow/img/airflow_erd.sha256
+++ b/docs/apache-airflow/img/airflow_erd.sha256
@@ -1 +1 @@
-247d6705552b669793ce92a4e15c9b225b1f852d5cbc066f204ec7eb21e77ca7
\ No newline at end of file
+1f4da1c321e6d80cfd2f16eae1ca39a643099edb351fde6ea8c628e51ea02afb
\ No newline at end of file
diff --git a/docs/apache-airflow/img/airflow_erd.svg b/docs/apache-airflow/img/airflow_erd.svg
index c0f395e89a..5a75a96fc8 100644
--- a/docs/apache-airflow/img/airflow_erd.svg
+++ b/docs/apache-airflow/img/airflow_erd.svg
@@ -4,2371 +4,2376 @@
<!-- Generated by graphviz version 2.43.0 (0)
-->
<!-- Title: %3 Pages: 1 -->
-<svg width="1632pt" height="5509pt"
- viewBox="0.00 0.00 1632.00 5509.00" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
-<g id="graph0" class="graph" transform="scale(1 1) rotate(0) translate(4 5505)">
+<svg width="1682pt" height="5522pt"
+ viewBox="0.00 0.00 1682.00 5522.00" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
+<g id="graph0" class="graph" transform="scale(1 1) rotate(0) translate(4 5518)">
<title>%3</title>
-<polygon fill="white" stroke="transparent" points="-4,4 -4,-5505 1628,-5505 1628,4 -4,4"/>
+<polygon fill="white" stroke="transparent" points="-4,4 -4,-5518 1678,-5518 1678,4 -4,4"/>
<!-- log -->
<g id="node1" class="node">
<title>log</title>
-<polygon fill="none" stroke="black" points="16.5,-304 16.5,-332 297.5,-332 297.5,-304 16.5,-304"/>
-<text text-anchor="start" x="143" y="-315.2" font-family="Helvetica,sans-Serif" font-weight="bold" font-size="16.00">log</text>
-<polygon fill="none" stroke="black" points="16.5,-279 16.5,-304 297.5,-304 297.5,-279 16.5,-279"/>
-<text text-anchor="start" x="21.5" y="-288.8" font-family="Helvetica,sans-Serif" text-decoration="underline" font-size="14.00">id</text>
-<text text-anchor="start" x="34.5" y="-288.8" font-family="Helvetica,sans-Serif" font-size="14.00"> </text>
-<text text-anchor="start" x="39.5" y="-288.8" font-family="Helvetica,sans-Serif" font-size="14.00"> [INTEGER]</text>
-<text text-anchor="start" x="116.5" y="-288.8" font-family="Helvetica,sans-Serif" font-size="14.00"> NOT NULL</text>
-<polygon fill="none" stroke="black" points="16.5,-254 16.5,-279 297.5,-279 297.5,-254 16.5,-254"/>
-<text text-anchor="start" x="21.5" y="-263.8" font-family="Helvetica,sans-Serif" font-size="14.00">dag_id</text>
-<text text-anchor="start" x="67.5" y="-263.8" font-family="Helvetica,sans-Serif" font-size="14.00"> </text>
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<title>dag_run</title>
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diff --git a/tests/api_connexion/endpoints/test_backfill_endpoint.py b/tests/api_connexion/endpoints/test_backfill_endpoint.py
index d17131f083..14a5078c53 100644
--- a/tests/api_connexion/endpoints/test_backfill_endpoint.py
+++ b/tests/api_connexion/endpoints/test_backfill_endpoint.py
@@ -24,7 +24,7 @@ import pendulum
import pytest
from airflow.models import DagBag, DagModel
-from airflow.models.backfill import Backfill
+from airflow.models.backfill import Backfill, ReprocessBehavior
from airflow.models.dag import DAG
from airflow.operators.empty import EmptyOperator
from airflow.utils import timezone
@@ -158,6 +158,7 @@ class TestListBackfills(TestBackfillEndpoint):
"from_date": from_date.isoformat(),
"id": b.id,
"is_paused": False,
+ "reprocess_behavior": "none",
"max_active_runs": 10,
"to_date": to_date.isoformat(),
"updated_at": mock.ANY,
@@ -214,6 +215,7 @@ class TestGetBackfill(TestBackfillEndpoint):
"from_date": from_date.isoformat(),
"id": backfill.id,
"is_paused": False,
+ "reprocess_behavior": "none",
"max_active_runs": 10,
"to_date": to_date.isoformat(),
"updated_at": mock.ANY,
@@ -262,7 +264,18 @@ class TestCreateBackfill(TestBackfillEndpoint):
(None, 401),
],
)
- def test_create_backfill(self, user, expected, session, dag_maker):
+ @pytest.mark.parametrize(
+ "repro_act, repro_exp",
+ [
+ (None, ReprocessBehavior.NONE),
+ ("none", ReprocessBehavior.NONE),
+ ("failed", ReprocessBehavior.FAILED),
+ ("completed", ReprocessBehavior.COMPLETED),
+ ],
+ )
+ def test_create_backfill(self, repro_act, repro_exp, user, expected, session, dag_maker):
+ if repro_act is not None and expected > 300:
+ pytest.skip("this combination not needed")
with dag_maker(session=session, dag_id="TEST_DAG_1", schedule="0 * * * *") as dag:
EmptyOperator(task_id="mytask")
session.query(DagModel).all()
@@ -279,6 +292,8 @@ class TestCreateBackfill(TestBackfillEndpoint):
"reverse": False,
"dag_run_conf": {"param1": "val1", "param2": True},
}
+ if repro_act is not None:
+ data["reprocess_behavior"] = repro_act
kwargs = {}
if user:
kwargs.update(environ_overrides={"REMOTE_USER": user})
@@ -298,6 +313,7 @@ class TestCreateBackfill(TestBackfillEndpoint):
"from_date": from_date_iso,
"id": mock.ANY,
"is_paused": False,
+ "reprocess_behavior": repro_exp,
"max_active_runs": 5,
"to_date": to_date_iso,
"updated_at": mock.ANY,
@@ -325,6 +341,7 @@ class TestPauseBackfill(TestBackfillEndpoint):
"from_date": from_date.isoformat(),
"id": backfill.id,
"is_paused": True,
+ "reprocess_behavior": "none",
"max_active_runs": 10,
"to_date": to_date.isoformat(),
"updated_at": mock.ANY,
@@ -377,6 +394,7 @@ class TestCancelBackfill(TestBackfillEndpoint):
"from_date": from_date.isoformat(),
"id": backfill.id,
"is_paused": True,
+ "reprocess_behavior": "none",
"max_active_runs": 10,
"to_date": to_date.isoformat(),
"updated_at": mock.ANY,
diff --git a/tests/api_connexion/schemas/test_backfill_schema.py b/tests/api_connexion/schemas/test_backfill_schema.py
index c20714e968..b9c4e91a59 100644
--- a/tests/api_connexion/schemas/test_backfill_schema.py
+++ b/tests/api_connexion/schemas/test_backfill_schema.py
@@ -45,6 +45,7 @@ class TestBackfillSchema:
"from_date": now_iso,
"id": None,
"is_paused": None,
+ "reprocess_behavior": None,
"max_active_runs": None,
"to_date": now_iso,
"updated_at": now_iso,
diff --git a/tests/cli/commands/test_backfill_command.py b/tests/cli/commands/test_backfill_command.py
index eeb3234c52..bfa602450f 100644
--- a/tests/cli/commands/test_backfill_command.py
+++ b/tests/cli/commands/test_backfill_command.py
@@ -27,6 +27,7 @@ import pytest
import airflow.cli.commands.backfill_command
from airflow.cli import cli_parser
from airflow.models import DagBag
+from airflow.models.backfill import ReprocessBehavior
from airflow.utils import timezone
from tests_common.test_utils.db import clear_db_backfills, clear_db_dags, clear_db_runs
@@ -63,21 +64,34 @@ class TestCliBackfill:
clear_db_backfills()
@mock.patch("airflow.cli.commands.backfill_command._create_backfill")
- def test_backfill(self, mock_create):
- airflow.cli.commands.backfill_command.create_backfill(
- self.parser.parse_args(
+ @pytest.mark.parametrize(
+ "repro, expected_repro",
+ [
+ (None, None),
+ ("none", ReprocessBehavior.NONE),
+ ("completed", ReprocessBehavior.COMPLETED),
+ ("failed", ReprocessBehavior.FAILED),
+ ],
+ )
+ def test_backfill(self, mock_create, repro, expected_repro):
+ args = [
+ "backfill",
+ "create",
+ "--dag",
+ "example_bash_operator",
+ "--from-date",
+ DEFAULT_DATE.isoformat(),
+ "--to-date",
+ DEFAULT_DATE.isoformat(),
+ ]
+ if repro is not None:
+ args.extend(
[
- "backfill",
- "create",
- "--dag",
- "example_bash_operator",
- "--from-date",
- DEFAULT_DATE.isoformat(),
- "--to-date",
- DEFAULT_DATE.isoformat(),
+ "--reprocess-behavior",
+ repro,
]
)
- )
+ airflow.cli.commands.backfill_command.create_backfill(self.parser.parse_args(args))
mock_create.assert_called_once_with(
dag_id="example_bash_operator",
@@ -86,4 +100,5 @@ class TestCliBackfill:
max_active_runs=None,
reverse=False,
dag_run_conf=None,
+ reprocess_behavior=expected_repro,
)
diff --git a/tests/models/test_backfill.py b/tests/models/test_backfill.py
index d22ad54603..c7bfb36970 100644
--- a/tests/models/test_backfill.py
+++ b/tests/models/test_backfill.py
@@ -31,6 +31,7 @@ from airflow.models.backfill import (
Backfill,
BackfillDagRun,
BackfillDagRunExceptionReason,
+ ReprocessBehavior,
_cancel_backfill,
_create_backfill,
)
@@ -38,7 +39,7 @@ from airflow.operators.python import PythonOperator
from airflow.ti_deps.dep_context import DepContext
from airflow.utils import timezone
from airflow.utils.state import DagRunState, TaskInstanceState
-from airflow.utils.types import DagRunType
+from airflow.utils.types import DagRunTriggeredByType, DagRunType
from tests_common.test_utils.db import (
clear_db_backfills,
@@ -141,12 +142,139 @@ def test_create_backfill_simple(reverse, existing, dag_maker, session):
BackfillDagRun.logical_date == timezone.parse(date),
)
)
- assert bdr.exception_reason == BackfillDagRunExceptionReason.ALREADY_EXISTS
+ assert bdr.exception_reason == BackfillDagRunExceptionReason.IN_FLIGHT
assert backfill_dates == expected_dates
assert all(x.state == DagRunState.QUEUED for x in dag_runs)
assert all(x.conf == expected_run_conf for x in dag_runs)
+@pytest.mark.parametrize(
+ "reprocess_behavior, run_counts",
+ [
+ (
+ ReprocessBehavior.NONE,
+ {
+ "2021-01-01": 1,
+ "2021-01-09": 1,
+ },
+ ),
+ (
+ ReprocessBehavior.FAILED,
+ {
+ "2021-01-01": 1,
+ "2021-01-02": 1,
+ "2021-01-03": 1,
+ "2021-01-06": 1,
+ "2021-01-09": 1,
+ },
+ ),
+ (
+ ReprocessBehavior.COMPLETED,
+ {
+ "2021-01-01": 1,
+ "2021-01-02": 1,
+ "2021-01-03": 1,
+ "2021-01-04": 1,
+ "2021-01-05": 1,
+ "2021-01-06": 1,
+ "2021-01-09": 1,
+ },
+ ),
+ ],
+)
+def test_reprocess_behavior(reprocess_behavior, run_counts, dag_maker, session):
+ """
+ We have two modes whereby when there's an existing run(s) in the range
+ of the backfill, we will create a new run.
+ This test might need to be altered if we change the behavior re multiple
+ runs of same execution date. But for now, it verifies the current behavior.
+ """
+ dag_id = "backfill-test-reprocess-behavior"
+ with dag_maker(schedule="@daily", dag_id=dag_id) as dag:
+ PythonOperator(task_id="hi", python_callable=print)
+
+ for num, (date, state) in enumerate(
+ [
+ (date, state)
+ for date, states in [
+ # order matters here
+ # whether a dag run is created for backfill depends on
+ # the last run for a logical date
+ ("2021-01-02", ["failed"]),
+ ("2021-01-03", ["success", "failed"]), # <-- 2021-01-03 is "failed"
+ ("2021-01-04", ["failed", "success"]), # <-- 2021-01-04 is "success"
+ ("2021-01-05", ["success", "success"]),
+ ("2021-01-06", ["failed", "failed"]),
+ ("2021-01-07", ["running", "running"]),
+ ("2021-01-08", ["failed", "running"]),
+ ]
+ for state in states
+ ]
+ ):
+ dr = dag_maker.create_dagrun(
+ run_id=f"scheduled_{date}-{num}",
+ execution_date=timezone.parse(date),
+ session=session,
+ state=state,
+ )
+ dr.start_date = timezone.parse(date) + timedelta(seconds=num)
+ for ti in dr.get_task_instances(session=session):
+ ti.state = state
+ session.commit()
+
+ b = _create_backfill(
+ dag_id=dag.dag_id,
+ from_date=pendulum.parse("2021-01-01"),
+ to_date=pendulum.parse("2021-01-09"),
+ max_active_runs=2,
+ reprocess_behavior=reprocess_behavior,
+ reverse=False,
+ dag_run_conf=None,
+ )
+ from collections import Counter
+
+ session.expunge_all()
+ query = (
+ select(DagRun)
+ .join(BackfillDagRun.dag_run)
+ .where(BackfillDagRun.backfill_id == b.id)
+ .order_by(BackfillDagRun.sort_ordinal)
+ )
+ # these are all the dag runs that are part of this backfill
+ dag_runs_in_b = session.scalars(query).all()
+ # verify they all have the right run type
+ assert all(x.run_type == DagRunType.BACKFILL_JOB for x in dag_runs_in_b)
+ # verify they all have the right triggered by type
+ assert all(x.triggered_by == DagRunTriggeredByType.BACKFILL for x in dag_runs_in_b)
+
+ # verify that we see the dates and counts expected
+ backfill_dates = [str(x.logical_date.date()) for x in dag_runs_in_b]
+ assert Counter(backfill_dates) == run_counts
+
+ def _get_bdr(date):
+ return session.scalar(
+ select(BackfillDagRun).where(BackfillDagRun.logical_date == timezone.parse(date))
+ )
+
+ # 2021-01-08 is running so we will not create a run for it
+ bdr = _get_bdr("2021-01-08")
+ assert bdr.exception_reason == BackfillDagRunExceptionReason.IN_FLIGHT
+
+ # 2021-01-04 is "failed" so it may or may not be reprocessed depending
+ # on the configuration
+ bdr = _get_bdr("2021-01-04")
+ actual_reason = bdr.exception_reason
+ if reprocess_behavior is ReprocessBehavior.FAILED:
+ assert actual_reason == BackfillDagRunExceptionReason.ALREADY_EXISTS
+ elif reprocess_behavior is ReprocessBehavior.COMPLETED:
+ assert actual_reason is None
+ elif reprocess_behavior is ReprocessBehavior.NONE:
+ assert actual_reason == BackfillDagRunExceptionReason.ALREADY_EXISTS
+
+ # all the runs created by the backfill should have state queued
+ assert all(x.state == DagRunState.QUEUED for x in dag_runs_in_b)
+
+
def test_params_stored_correctly(dag_maker, session):
with dag_maker(schedule="@daily") as dag:
PythonOperator(task_id="hi", python_callable=print)
@@ -230,7 +358,9 @@ def test_cancel_backfill(dag_maker, session):
assert states == ["running", "failed", "failed", "failed", "failed"]
-def create_next_run(*, is_backfill: bool, next_date: datetime, dag_id: str, dag_maker, session: Session):
+def create_next_run(
+ *, is_backfill: bool, next_date: datetime, dag_id: str, dag_maker, reprocess=None, session: Session
+):
"""Used in test_ignore_first_depends_on_past to create the next run after a failed run."""
if is_backfill:
b = _create_backfill(
@@ -240,6 +370,7 @@ def create_next_run(*, is_backfill: bool, next_date: datetime, dag_id: str, dag_
max_active_runs=2,
reverse=False,
dag_run_conf=None,
+ reprocess_behavior=reprocess,
)
assert b
# and grab the first dag run from this backfill run
@@ -287,6 +418,7 @@ def test_ignore_first_depends_on_past(first_run_type, days_between, catchup, is_
dag_id=dag.dag_id,
dag_maker=dag_maker,
session=session,
+ reprocess=ReprocessBehavior.FAILED,
)
# check that it's immediately after the other dag run
@@ -325,3 +457,29 @@ def test_ignore_first_depends_on_past(first_run_type, days_between, catchup, is_
"but 1 previous task instance(s) are not in a successful state."
)
assert ti.are_dependencies_met(session=session) is False
+
+
+@pytest.mark.parametrize("behavior", [None, *ReprocessBehavior])
+@pytest.mark.parametrize("dep_on_past", [True, False])
+def test_depends_on_past_requires_reprocess_failed(dep_on_past, behavior, dag_maker):
+ with dag_maker(dag_id="abc123", serialized=True, catchup=True) as dag:
+ PythonOperator(
+ task_id="dep_on_past",
+ python_callable=lambda: print,
+ depends_on_past=dep_on_past,
+ )
+ raises_cm = pytest.raises(ValueError, match="Dag has task for which depends_on_past is true")
+ null_cm = nullcontext()
+ cm = null_cm
+ if dep_on_past and behavior in (ReprocessBehavior.NONE, None):
+ cm = raises_cm
+ with cm:
+ _create_backfill(
+ dag_id=dag.dag_id,
+ from_date=timezone.parse("2021-01-01"),
+ to_date=timezone.parse("2021-01-10"),
+ max_active_runs=5,
+ reverse=False,
+ dag_run_conf={},
+ reprocess_behavior=behavior,
+ )