From 6c61cb7f7adbdce8edec35a887d6c766a401e403 Mon Sep 17 00:00:00 2001 From: Quigley Malcolm Date: Mon, 16 Dec 2024 10:35:08 -0600 Subject: [PATCH] Warn if `concurrent_batches` config is set to `True`, but the available adapter doesn't support it (#11145) * Begin producing warning when attempting to force concurrent batches without adapter support Batches of microbatch models can be executed sequentially or concurrently. We try to figure out which to do intelligently. As part of that, we implemented an override, the model config `concurrent_batches`, to allow the user to bypass _some_ of our automatic detection. However, a user _cannot_ for batches to run concurrently if the adapter doesn't support concurrent batches (declaring support is opt in). Thus, if an adapter _doesn't_ support running batches concurrently, and a user tries to force concurrent execution via `concurrent_batches`, then we need to warn the user that that isn't happening. * Add custom event type for warning about invalid `concurrent_batches` config * Fire `InvalidConcurrentBatchesConfig` warning via `warn_or_error` so it can be silenced --- .../unreleased/Fixes-20241212-113611.yaml | 6 + core/dbt/events/core_types.proto | 12 + core/dbt/events/core_types_pb2.py | 898 +++++++++--------- core/dbt/events/types.py | 10 + core/dbt/parser/manifest.py | 24 + .../functional/microbatch/test_microbatch.py | 45 + tests/unit/parser/test_manifest.py | 60 +- tests/unit/test_events.py | 1 + 8 files changed, 608 insertions(+), 448 deletions(-) create mode 100644 .changes/unreleased/Fixes-20241212-113611.yaml diff --git a/.changes/unreleased/Fixes-20241212-113611.yaml b/.changes/unreleased/Fixes-20241212-113611.yaml new file mode 100644 index 00000000000..43b207b5f65 --- /dev/null +++ b/.changes/unreleased/Fixes-20241212-113611.yaml @@ -0,0 +1,6 @@ +kind: Fixes +body: Warn about invalid usages of `concurrent_batches` config +time: 2024-12-12T11:36:11.451962-06:00 +custom: + Author: QMalcolm + Issue: "11122" diff --git a/core/dbt/events/core_types.proto b/core/dbt/events/core_types.proto index 817d5623350..386a1348272 100644 --- a/core/dbt/events/core_types.proto +++ b/core/dbt/events/core_types.proto @@ -928,6 +928,18 @@ message MicrobatchModelNoEventTimeInputsMsg { } +// I075 +message InvalidConcurrentBatchesConfig { + int32 num_models = 1; + string adapter_type = 2; +} + +message InvalidConcurrentBatchesConfigMsg { + CoreEventInfo info = 1; + InvalidConcurrentBatchesConfig data = 2; +} + + // M - Deps generation diff --git a/core/dbt/events/core_types_pb2.py b/core/dbt/events/core_types_pb2.py index b744a4b8662..c204e22234b 100644 --- a/core/dbt/events/core_types_pb2.py +++ b/core/dbt/events/core_types_pb2.py @@ -26,7 +26,7 @@ from google.protobuf 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@@protoc_insertion_point(module_scope) diff --git a/core/dbt/events/types.py b/core/dbt/events/types.py index daad51e7451..a2ae8a4d54b 100644 --- a/core/dbt/events/types.py +++ b/core/dbt/events/types.py @@ -967,6 +967,16 @@ def message(self) -> str: return warning_tag(msg) +class InvalidConcurrentBatchesConfig(WarnLevel): + def code(self) -> str: + return "I075" + + def message(self) -> str: + maybe_plural_count_of_models = pluralize(self.num_models, "microbatch model") + description = f"Found {maybe_plural_count_of_models} with the `concurrent_batches` config set to true, but the {self.adapter_type} adapter does not support running batches concurrently. Batches will be run sequentially." + return line_wrap_message(warning_tag(description)) + + # ======================================================= # M - Deps generation # ======================================================= diff --git a/core/dbt/parser/manifest.py b/core/dbt/parser/manifest.py index 72f328a0bbe..ba42c6637d3 100644 --- a/core/dbt/parser/manifest.py +++ b/core/dbt/parser/manifest.py @@ -17,6 +17,7 @@ import dbt.utils import dbt_common.utils from dbt import plugins +from dbt.adapters.capability import Capability from dbt.adapters.factory import ( get_adapter, get_adapter_package_names, @@ -66,6 +67,7 @@ ArtifactWritten, DeprecatedModel, DeprecatedReference, + InvalidConcurrentBatchesConfig, InvalidDisabledTargetInTestNode, MicrobatchModelNoEventTimeInputs, NodeNotFoundOrDisabled, @@ -510,6 +512,7 @@ def load(self) -> Manifest: self.check_for_model_deprecations() self.check_for_spaces_in_resource_names() self.check_for_microbatch_deprecations() + self.check_forcing_batch_concurrency() return self.manifest @@ -1484,6 +1487,27 @@ def check_valid_microbatch_config(self): if not has_input_with_event_time_config: fire_event(MicrobatchModelNoEventTimeInputs(model_name=node.name)) + def check_forcing_batch_concurrency(self) -> None: + if self.manifest.use_microbatch_batches(project_name=self.root_project.project_name): + adapter = get_adapter(self.root_project) + + if not adapter.supports(Capability.MicrobatchConcurrency): + models_forcing_concurrent_batches = 0 + for node in self.manifest.nodes.values(): + if ( + hasattr(node.config, "concurrent_batches") + and node.config.concurrent_batches is True + ): + models_forcing_concurrent_batches += 1 + + if models_forcing_concurrent_batches > 0: + warn_or_error( + InvalidConcurrentBatchesConfig( + num_models=models_forcing_concurrent_batches, + adapter_type=adapter.type(), + ) + ) + def write_perf_info(self, target_path: str): path = os.path.join(target_path, PERF_INFO_FILE_NAME) write_file(path, json.dumps(self._perf_info, cls=dbt.utils.JSONEncoder, indent=4)) diff --git a/tests/functional/microbatch/test_microbatch.py b/tests/functional/microbatch/test_microbatch.py index c31657d94fc..953b372b226 100644 --- a/tests/functional/microbatch/test_microbatch.py +++ b/tests/functional/microbatch/test_microbatch.py @@ -7,6 +7,7 @@ ArtifactWritten, EndOfRunSummary, GenericExceptionOnRun, + InvalidConcurrentBatchesConfig, JinjaLogDebug, LogBatchResult, LogModelResult, @@ -71,6 +72,11 @@ select * from {{ ref('input_model') }} """ +microbatch_model_force_concurrent_batches_sql = """ +{{ config(materialized='incremental', incremental_strategy='microbatch', unique_key='id', event_time='event_time', batch_size='day', begin=modules.datetime.datetime(2020, 1, 1, 0, 0, 0), concurrent_batches=true) }} +select * from {{ ref('input_model') }} +""" + microbatch_yearly_model_sql = """ {{ config(materialized='incremental', incremental_strategy='microbatch', unique_key='id', event_time='event_time', batch_size='year', begin=modules.datetime.datetime(2020, 1, 1, 0, 0, 0)) }} select * from {{ ref('input_model') }} @@ -1083,3 +1089,42 @@ def test_microbatch( # we had a bug where having only one batch caused a generic exception assert len(generic_exception_catcher.caught_events) == 0 + + +class TestCanSilenceInvalidConcurrentBatchesConfigWarning(BaseMicrobatchTest): + @pytest.fixture(scope="class") + def models(self): + return { + "input_model.sql": input_model_sql, + "microbatch_model.sql": microbatch_model_force_concurrent_batches_sql, + } + + @pytest.fixture + def event_catcher(self) -> EventCatcher: + return EventCatcher(event_to_catch=InvalidConcurrentBatchesConfig) # type: ignore + + def test_microbatch( + self, + project, + event_catcher: EventCatcher, + ) -> None: + # This test works because postgres doesn't support concurrent batch execution + # If the postgres adapter starts supporting concurrent batch execution we'll + # need to start mocking the return value of `adapter.supports()` + + with patch_microbatch_end_time("2020-01-01 13:57:00"): + _ = run_dbt(["run"], callbacks=[event_catcher.catch]) + # We didn't silence the warning, so we get it + assert len(event_catcher.caught_events) == 1 + + # Clear caught events + event_catcher.caught_events = [] + + # Run again with silencing + with patch_microbatch_end_time("2020-01-01 13:57:00"): + _ = run_dbt( + ["run", "--warn-error-options", "{'silence': ['InvalidConcurrentBatchesConfig']}"], + callbacks=[event_catcher.catch], + ) + # Because we silenced the warning, it shouldn't get fired + assert len(event_catcher.caught_events) == 0 diff --git a/tests/unit/parser/test_manifest.py b/tests/unit/parser/test_manifest.py index e01b41ce5b2..e0f83e9208e 100644 --- a/tests/unit/parser/test_manifest.py +++ b/tests/unit/parser/test_manifest.py @@ -1,18 +1,21 @@ from argparse import Namespace +from typing import Optional from unittest.mock import MagicMock, patch import pytest from pytest_mock import MockerFixture +from dbt.adapters.postgres import PostgresAdapter from dbt.artifacts.resources.base import FileHash from dbt.config import RuntimeConfig from dbt.contracts.graph.manifest import Manifest, ManifestStateCheck -from dbt.events.types import UnusedResourceConfigPath +from dbt.events.types import InvalidConcurrentBatchesConfig, UnusedResourceConfigPath from dbt.flags import set_from_args from dbt.parser.manifest import ManifestLoader, _warn_for_unused_resource_config_paths from dbt.parser.read_files import FileDiff from dbt.tracking import User from dbt_common.events.event_manager_client import add_callback_to_manager +from tests.unit.fixtures import model_node from tests.utils import EventCatcher @@ -238,3 +241,58 @@ def test_warn_for_unused_resource_config_paths( else: assert len(catcher.caught_events) == 1 assert f"{resource_type}.{path}" in str(catcher.caught_events[0].data) + + +class TestCheckForcingConcurrentBatches: + @pytest.fixture + @patch("dbt.parser.manifest.ManifestLoader.build_manifest_state_check") + @patch("dbt.parser.manifest.os.path.exists") + @patch("dbt.parser.manifest.open") + def manifest_loader( + self, patched_open, patched_os_exist, patched_state_check + ) -> ManifestLoader: + mock_project = MagicMock(RuntimeConfig) + mock_project.project_target_path = "mock_target_path" + mock_project.project_name = "mock_project_name" + return ManifestLoader(mock_project, {}) + + @pytest.fixture + def event_catcher(self) -> EventCatcher: + return EventCatcher(InvalidConcurrentBatchesConfig) # type: ignore + + @pytest.mark.parametrize( + "adapter_support,concurrent_batches_config,expect_warning", + [ + (False, True, True), + (False, False, False), + (False, None, False), + (True, True, False), + (True, False, False), + (True, None, False), + ], + ) + def test_check_forcing_concurrent_batches( + self, + mocker: MockerFixture, + manifest_loader: ManifestLoader, + postgres_adapter: PostgresAdapter, + event_catcher: EventCatcher, + adapter_support: bool, + concurrent_batches_config: Optional[bool], + expect_warning: bool, + ): + add_callback_to_manager(event_catcher.catch) + model = model_node() + model.config.concurrent_batches = concurrent_batches_config + mocker.patch.object(postgres_adapter, "supports").return_value = adapter_support + mocker.patch("dbt.parser.manifest.get_adapter").return_value = postgres_adapter + mocker.patch.object(manifest_loader.manifest, "use_microbatch_batches").return_value = True + + manifest_loader.manifest.add_node_nofile(model) + manifest_loader.check_forcing_batch_concurrency() + + if expect_warning: + assert len(event_catcher.caught_events) == 1 + assert "Batches will be run sequentially" in event_catcher.caught_events[0].info.msg # type: ignore + else: + assert len(event_catcher.caught_events) == 0 diff --git a/tests/unit/test_events.py b/tests/unit/test_events.py index de078c45494..5fcb328b8ac 100644 --- a/tests/unit/test_events.py +++ b/tests/unit/test_events.py @@ -289,6 +289,7 @@ def test_event_codes(self): core_types.FreshnessConfigProblem(msg=""), core_types.SemanticValidationFailure(msg=""), core_types.MicrobatchModelNoEventTimeInputs(model_name=""), + core_types.InvalidConcurrentBatchesConfig(num_models=1, adapter_type=""), # M - Deps generation ====================== core_types.GitSparseCheckoutSubdirectory(subdir=""), core_types.GitProgressCheckoutRevision(revision=""),