diff --git a/metricflow-semantics/metricflow_semantics/filters/time_constraint.py b/metricflow-semantics/metricflow_semantics/filters/time_constraint.py index 69a8bd8d96..ad840a5d3f 100644 --- a/metricflow-semantics/metricflow_semantics/filters/time_constraint.py +++ b/metricflow-semantics/metricflow_semantics/filters/time_constraint.py @@ -3,13 +3,8 @@ import datetime import logging from dataclasses import dataclass -from typing import Optional -import pandas as pd from dbt_semantic_interfaces.dataclass_serialization import SerializableDataclass -from dbt_semantic_interfaces.type_enums.time_granularity import TimeGranularity - -from metricflow_semantics.time.time_granularity import offset_period logger = logging.getLogger(__name__) @@ -58,36 +53,6 @@ def empty_time() -> TimeRangeConstraint: end_time=TimeRangeConstraint.ALL_TIME_BEGIN(), ) - def _adjust_time_constraint_start_by_window( - self, - time_granularity: TimeGranularity, - time_unit_count: int, - ) -> TimeRangeConstraint: - """Moves the start of the time constraint back by windows. - - if the metric is weekly-active-users (ie window = 1 week) it moves time_constraint.start one week earlier - """ - start_ts = pd.Timestamp(self.start_time) - offset = offset_period(time_granularity) * time_unit_count - adjusted_start = (start_ts - offset).to_pydatetime() - return TimeRangeConstraint( - start_time=adjusted_start, - end_time=self.end_time, - ) - - def adjust_time_constraint_for_cumulative_metric( - self, granularity: Optional[TimeGranularity], count: int - ) -> TimeRangeConstraint: - """Given a time constraint for the overall query, adjust it to cover the time range for this metric.""" - if granularity is not None: - return self._adjust_time_constraint_start_by_window(granularity, count) - - # if no window is specified we want to accumulate from the beginning of time - return TimeRangeConstraint( - start_time=TimeRangeConstraint.ALL_TIME_BEGIN(), - end_time=self.end_time, - ) - def is_subset_of(self, other: TimeRangeConstraint) -> bool: # noqa: D102 return self.start_time >= other.start_time and self.end_time <= other.end_time diff --git a/metricflow-semantics/metricflow_semantics/query/query_parser.py b/metricflow-semantics/metricflow_semantics/query/query_parser.py index 59994594c1..f6db3f7498 100644 --- a/metricflow-semantics/metricflow_semantics/query/query_parser.py +++ b/metricflow-semantics/metricflow_semantics/query/query_parser.py @@ -5,7 +5,6 @@ from dataclasses import dataclass from typing import List, Optional, Sequence, Tuple, Union -import pandas as pd from dbt_semantic_interfaces.implementations.filters.where_filter import ( PydanticWhereFilter, PydanticWhereFilterIntersection, @@ -64,12 +63,7 @@ TimeDimensionSpec, ) from metricflow_semantics.specs.spec_set import group_specs_by_type -from metricflow_semantics.time.time_granularity import ( - adjust_to_end_of_period, - adjust_to_start_of_period, - is_period_end, - is_period_start, -) +from metricflow_semantics.time.dateutil_adjuster import DateutilTimePeriodAdjuster logger = logging.getLogger(__name__) @@ -95,6 +89,7 @@ def __init__( # noqa: D107 DunderNamingScheme(), ) self._where_filter_pattern_factory = where_filter_pattern_factory + self._time_period_adjuster = DateutilTimePeriodAdjuster() def parse_and_validate_saved_query( self, @@ -191,23 +186,10 @@ def _adjust_time_constraint( e.g. [2020-01-15, 2020-2-15] with MONTH granularity -> [2020-01-01, 2020-02-29] """ - constraint_start = time_constraint.start_time - constraint_end = time_constraint.end_time - - start_ts = pd.Timestamp(time_constraint.start_time) - if not is_period_start(metric_time_granularity, start_ts): - constraint_start = adjust_to_start_of_period(metric_time_granularity, start_ts).to_pydatetime() - - end_ts = pd.Timestamp(time_constraint.end_time) - if not is_period_end(metric_time_granularity, end_ts): - constraint_end = adjust_to_end_of_period(metric_time_granularity, end_ts).to_pydatetime() - - if constraint_start < TimeRangeConstraint.ALL_TIME_BEGIN(): - constraint_start = TimeRangeConstraint.ALL_TIME_BEGIN() - if constraint_end > TimeRangeConstraint.ALL_TIME_END(): - constraint_end = TimeRangeConstraint.ALL_TIME_END() - - return TimeRangeConstraint(start_time=constraint_start, end_time=constraint_end) + return self._time_period_adjuster.expand_time_constraint_to_fill_granularity( + time_constraint=time_constraint, + granularity=metric_time_granularity, + ) def _parse_order_by_names( self, diff --git a/metricflow-semantics/tests_metricflow_semantics/model/example_project_configuration.py b/metricflow-semantics/metricflow_semantics/test_helpers/example_project_configuration.py similarity index 100% rename from metricflow-semantics/tests_metricflow_semantics/model/example_project_configuration.py rename to metricflow-semantics/metricflow_semantics/test_helpers/example_project_configuration.py diff --git a/metricflow-semantics/metricflow_semantics/test_helpers/manifest_helpers.py b/metricflow-semantics/metricflow_semantics/test_helpers/manifest_helpers.py index f7e3a8ae13..a46b77dd31 100644 --- a/metricflow-semantics/metricflow_semantics/test_helpers/manifest_helpers.py +++ b/metricflow-semantics/metricflow_semantics/test_helpers/manifest_helpers.py @@ -1,34 +1,26 @@ from __future__ import annotations +import pathlib from typing import Dict, Optional from dbt_semantic_interfaces.implementations.semantic_manifest import PydanticSemanticManifest from dbt_semantic_interfaces.parsing.dir_to_model import ( - SemanticManifestBuildResult, parse_directory_of_yaml_files_to_semantic_manifest, ) from dbt_semantic_interfaces.validations.semantic_manifest_validator import SemanticManifestValidator -from metricflow_semantics.test_helpers.semantic_manifest_yamls import SEMANTIC_MANIFEST_YAMLS_PATH_ANCHOR - def load_semantic_manifest( - relative_manifest_path: str, + yaml_file_directory: pathlib.Path, template_mapping: Optional[Dict[str, str]] = None, -) -> SemanticManifestBuildResult: +) -> PydanticSemanticManifest: """Reads the manifest YAMLs from the standard location, applies transformations, runs validations.""" - yaml_file_directory = SEMANTIC_MANIFEST_YAMLS_PATH_ANCHOR.directory.joinpath(relative_manifest_path) - build_result = parse_directory_of_yaml_files_to_semantic_manifest( - str(yaml_file_directory), template_mapping=template_mapping - ) - validator = SemanticManifestValidator[PydanticSemanticManifest]() - validator.checked_validations(build_result.semantic_manifest) - return build_result - - -def load_named_manifest(template_mapping: Dict[str, str], manifest_name: str) -> PydanticSemanticManifest: # noqa: D103 try: - build_result = load_semantic_manifest(manifest_name, template_mapping) + build_result = parse_directory_of_yaml_files_to_semantic_manifest( + str(yaml_file_directory), template_mapping=template_mapping + ) + validator = SemanticManifestValidator[PydanticSemanticManifest]() + validator.checked_validations(build_result.semantic_manifest) return build_result.semantic_manifest except Exception as e: - raise RuntimeError(f"Error while loading semantic manifest: {manifest_name}") from e + raise RuntimeError(f"Error while loading semantic manifest: {yaml_file_directory}") from e diff --git a/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/ambiguous_resolution_manifest/__init__.py b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/ambiguous_resolution_manifest/__init__.py new file mode 100644 index 0000000000..fb1ed8c0ef --- /dev/null +++ b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/ambiguous_resolution_manifest/__init__.py @@ -0,0 +1,5 @@ +from __future__ import annotations + +from metricflow_semantics.test_helpers.config_helpers import DirectoryPathAnchor + +AMBIGUOUS_RESOLUTION_MANIFEST_ANCHOR = DirectoryPathAnchor() diff --git a/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/config_linter_manifest/__init__.py b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/config_linter_manifest/__init__.py new file mode 100644 index 0000000000..625bc19818 --- /dev/null +++ b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/config_linter_manifest/__init__.py @@ -0,0 +1,5 @@ +from __future__ import annotations + +from metricflow_semantics.test_helpers.config_helpers import DirectoryPathAnchor + +CONFIG_LINTER_MANIFEST_ANCHOR = DirectoryPathAnchor() diff --git a/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/cyclic_join_manifest/__init__.py b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/cyclic_join_manifest/__init__.py new file mode 100644 index 0000000000..605cd55055 --- /dev/null +++ b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/cyclic_join_manifest/__init__.py @@ -0,0 +1,5 @@ +from __future__ import annotations + +from metricflow_semantics.test_helpers.config_helpers import DirectoryPathAnchor + +CYCLIC_JOIN_MANIFEST_ANCHOR = DirectoryPathAnchor() diff --git a/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/data_warehouse_validation_manifest/__init__.py b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/data_warehouse_validation_manifest/__init__.py new file mode 100644 index 0000000000..0acdfb6e4e --- /dev/null +++ b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/data_warehouse_validation_manifest/__init__.py @@ -0,0 +1,5 @@ +from __future__ import annotations + +from metricflow_semantics.test_helpers.config_helpers import DirectoryPathAnchor + +DW_VALIDATION_MANIFEST_ANCHOR = DirectoryPathAnchor() diff --git a/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/extended_date_manifest/__init__.py b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/extended_date_manifest/__init__.py new file mode 100644 index 0000000000..af9ec29572 --- /dev/null +++ b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/extended_date_manifest/__init__.py @@ -0,0 +1,5 @@ +from __future__ import annotations + +from metricflow_semantics.test_helpers.config_helpers import DirectoryPathAnchor + +EXTENDED_DATE_MANIFEST_ANCHOR = DirectoryPathAnchor() diff --git a/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/join_types_manifest/__init__.py b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/join_types_manifest/__init__.py new file mode 100644 index 0000000000..7ca828a3a2 --- /dev/null +++ b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/join_types_manifest/__init__.py @@ -0,0 +1,5 @@ +from __future__ import annotations + +from metricflow_semantics.test_helpers.config_helpers import DirectoryPathAnchor + +JOIN_TYPES_MANIFEST_ANCHOR = DirectoryPathAnchor() diff --git a/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/multi_hop_join_manifest/__init__.py b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/multi_hop_join_manifest/__init__.py new file mode 100644 index 0000000000..d70f5fd3ad --- /dev/null +++ b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/multi_hop_join_manifest/__init__.py @@ -0,0 +1,5 @@ +from __future__ import annotations + +from metricflow_semantics.test_helpers.config_helpers import DirectoryPathAnchor + +MULTI_HOP_JOIN_MANIFEST_ANCHOR = DirectoryPathAnchor() diff --git a/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/non_sm_manifest/__init__.py b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/non_sm_manifest/__init__.py new file mode 100644 index 0000000000..36575d1b74 --- /dev/null +++ b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/non_sm_manifest/__init__.py @@ -0,0 +1,5 @@ +from __future__ import annotations + +from metricflow_semantics.test_helpers.config_helpers import DirectoryPathAnchor + +NON_SM_MANIFEST_ANCHOR = DirectoryPathAnchor() diff --git a/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/partitioned_multi_hop_join_manifest/__init__.py b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/partitioned_multi_hop_join_manifest/__init__.py new file mode 100644 index 0000000000..c397828950 --- /dev/null +++ b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/partitioned_multi_hop_join_manifest/__init__.py @@ -0,0 +1,5 @@ +from __future__ import annotations + +from metricflow_semantics.test_helpers.config_helpers import DirectoryPathAnchor + +PARTITIONED_MULTI_HOP_JOIN_MANIFEST_ANCHOR = DirectoryPathAnchor() diff --git a/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/scd_manifest/__init__.py b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/scd_manifest/__init__.py new file mode 100644 index 0000000000..38f06241cf --- /dev/null +++ b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/scd_manifest/__init__.py @@ -0,0 +1,5 @@ +from __future__ import annotations + +from metricflow_semantics.test_helpers.config_helpers import DirectoryPathAnchor + +SCD_MANIFEST_ANCHOR = DirectoryPathAnchor() diff --git a/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/simple_manifest/__init__.py b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/simple_manifest/__init__.py new file mode 100644 index 0000000000..134f3462fb --- /dev/null +++ b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/simple_manifest/__init__.py @@ -0,0 +1,5 @@ +from __future__ import annotations + +from metricflow_semantics.test_helpers.config_helpers import DirectoryPathAnchor + +SIMPLE_MANIFEST_ANCHOR = DirectoryPathAnchor() diff --git a/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/simple_multi_hop_join_manifest/__init__.py b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/simple_multi_hop_join_manifest/__init__.py new file mode 100644 index 0000000000..191195c1b5 --- /dev/null +++ b/metricflow-semantics/metricflow_semantics/test_helpers/semantic_manifest_yamls/simple_multi_hop_join_manifest/__init__.py @@ -0,0 +1,5 @@ +from __future__ import annotations + +from metricflow_semantics.test_helpers.config_helpers import DirectoryPathAnchor + +SIMPLE_MULTI_HOP_JOIN_MANIFEST_ANCHOR = DirectoryPathAnchor() diff --git a/metricflow-semantics/metricflow_semantics/time/dateutil_adjuster.py b/metricflow-semantics/metricflow_semantics/time/dateutil_adjuster.py new file mode 100644 index 0000000000..fb418e3b21 --- /dev/null +++ b/metricflow-semantics/metricflow_semantics/time/dateutil_adjuster.py @@ -0,0 +1,114 @@ +from __future__ import annotations + +import datetime +from typing import Optional + +import dateutil.relativedelta +from dateutil.relativedelta import relativedelta +from dbt_semantic_interfaces.enum_extension import assert_values_exhausted +from dbt_semantic_interfaces.type_enums import TimeGranularity +from typing_extensions import override + +from metricflow_semantics.filters.time_constraint import TimeRangeConstraint +from metricflow_semantics.time.time_period import TimePeriodAdjuster + + +class DateutilTimePeriodAdjuster(TimePeriodAdjuster): + """Implementation of time period adjustments using `dateutil`. + + * `relativedelta` will not change weekday if already at the given weekday, even with a Nth parameter. + * `relativedelta` will automatically handle day values exceeding for months with fewer days. + """ + + def _relative_delta_for_window(self, time_granularity: TimeGranularity, count: int) -> relativedelta: + """Relative-delta to cover time windows specified at different grains.""" + if time_granularity is TimeGranularity.DAY: + return relativedelta(days=count) + elif time_granularity is TimeGranularity.WEEK: + return relativedelta(weeks=count) + elif time_granularity is TimeGranularity.MONTH: + return relativedelta(months=count) + elif time_granularity is TimeGranularity.QUARTER: + return relativedelta(months=count * 3) + elif time_granularity is TimeGranularity.YEAR: + return relativedelta(years=count) + else: + assert_values_exhausted(time_granularity) + + @override + def expand_time_constraint_to_fill_granularity( + self, time_constraint: TimeRangeConstraint, granularity: TimeGranularity + ) -> TimeRangeConstraint: + adjusted_start = self.adjust_to_start_of_period(granularity, time_constraint.start_time) + adjusted_end = self.adjust_to_end_of_period(granularity, time_constraint.end_time) + + if adjusted_start < TimeRangeConstraint.ALL_TIME_BEGIN(): + adjusted_start = TimeRangeConstraint.ALL_TIME_BEGIN() + if adjusted_end > TimeRangeConstraint.ALL_TIME_END(): + adjusted_end = TimeRangeConstraint.ALL_TIME_END() + + return TimeRangeConstraint(start_time=adjusted_start, end_time=adjusted_end) + + @override + def adjust_to_start_of_period( + self, time_granularity: TimeGranularity, date_to_adjust: datetime.datetime + ) -> datetime.datetime: + if time_granularity is TimeGranularity.DAY: + return date_to_adjust + elif time_granularity is TimeGranularity.WEEK: + return date_to_adjust + relativedelta(weekday=dateutil.relativedelta.MO(-1)) + elif time_granularity is TimeGranularity.MONTH: + return date_to_adjust + relativedelta(day=1) + elif time_granularity is TimeGranularity.QUARTER: + if date_to_adjust.month <= 3: + return date_to_adjust + relativedelta(month=1, day=1) + elif date_to_adjust.month <= 6: + return date_to_adjust + relativedelta(month=4, day=1) + elif date_to_adjust.month <= 9: + return date_to_adjust + relativedelta(month=7, day=1) + else: + return date_to_adjust + relativedelta(month=10, day=1) + elif time_granularity is TimeGranularity.YEAR: + return date_to_adjust + relativedelta(month=1, day=1) + else: + assert_values_exhausted(time_granularity) + + @override + def adjust_to_end_of_period( + self, time_granularity: TimeGranularity, date_to_adjust: datetime.datetime + ) -> datetime.datetime: + if time_granularity is TimeGranularity.DAY: + return date_to_adjust + elif time_granularity is TimeGranularity.WEEK: + return date_to_adjust + relativedelta(weekday=dateutil.relativedelta.SU(1)) + elif time_granularity is TimeGranularity.MONTH: + return date_to_adjust + relativedelta(day=31) + elif time_granularity is TimeGranularity.QUARTER: + if date_to_adjust.month <= 3: + return date_to_adjust + relativedelta(month=3, day=31) + elif date_to_adjust.month <= 6: + return date_to_adjust + relativedelta(month=6, day=31) + elif date_to_adjust.month <= 9: + return date_to_adjust + relativedelta(month=9, day=31) + else: + return date_to_adjust + relativedelta(month=12, day=31) + elif time_granularity is TimeGranularity.YEAR: + return date_to_adjust + relativedelta(month=12, day=31) + else: + assert_values_exhausted(time_granularity) + + @override + def expand_time_constraint_for_cumulative_metric( + self, time_constraint: TimeRangeConstraint, granularity: Optional[TimeGranularity], count: int + ) -> TimeRangeConstraint: + if granularity is not None: + return TimeRangeConstraint( + start_time=time_constraint.start_time - self._relative_delta_for_window(granularity, count), + end_time=time_constraint.end_time, + ) + + # if no window is specified we want to accumulate from the beginning of time + return TimeRangeConstraint( + start_time=TimeRangeConstraint.ALL_TIME_BEGIN(), + end_time=time_constraint.end_time, + ) diff --git a/metricflow-semantics/metricflow_semantics/time/time_period.py b/metricflow-semantics/metricflow_semantics/time/time_period.py new file mode 100644 index 0000000000..d1dc8a991d --- /dev/null +++ b/metricflow-semantics/metricflow_semantics/time/time_period.py @@ -0,0 +1,47 @@ +from __future__ import annotations + +import datetime +from abc import ABC, abstractmethod +from typing import Optional + +from dbt_semantic_interfaces.type_enums import TimeGranularity + +from metricflow_semantics.filters.time_constraint import TimeRangeConstraint + + +class TimePeriodAdjuster(ABC): + """Interface to simplify switching time-period adjustment-logic from `pandas` to `dateutil`.""" + + @abstractmethod + def adjust_to_start_of_period( + self, time_granularity: TimeGranularity, date_to_adjust: datetime.datetime + ) -> datetime.datetime: + """Adjust to start of period if not at end already.""" + raise NotImplementedError + + @abstractmethod + def adjust_to_end_of_period( + self, time_granularity: TimeGranularity, date_to_adjust: datetime.datetime + ) -> datetime.datetime: + """Adjust to end of period if not at end already.""" + raise NotImplementedError + + @abstractmethod + def expand_time_constraint_to_fill_granularity( + self, time_constraint: TimeRangeConstraint, granularity: TimeGranularity + ) -> TimeRangeConstraint: + """Change the time range so that the ends are at the ends of the appropriate time granularity windows. + + e.g. [2020-01-15, 2020-2-15] with MONTH granularity -> [2020-01-01, 2020-02-29] + """ + raise NotImplementedError + + @abstractmethod + def expand_time_constraint_for_cumulative_metric( + self, time_constraint: TimeRangeConstraint, granularity: Optional[TimeGranularity], count: int + ) -> TimeRangeConstraint: + """Moves the start of the time constraint back by windows for cumulative metrics. + + e.g. if the metric is weekly-active-users (window = 1 week) it moves time_constraint.start one week earlier + """ + raise NotImplementedError diff --git a/metricflow-semantics/pyproject.toml b/metricflow-semantics/pyproject.toml index a004771574..c6883bcbae 100644 --- a/metricflow-semantics/pyproject.toml +++ b/metricflow-semantics/pyproject.toml @@ -26,7 +26,6 @@ classifiers = [ dependencies = [ "dbt-semantic-interfaces>=0.5.1, <0.6.0", - "pandas>=1.5.0, <1.6.0", "rapidfuzz>=3.0, <4.0", ] diff --git a/metricflow-semantics/tests_metricflow_semantics/fixtures/manifest_fixtures.py b/metricflow-semantics/tests_metricflow_semantics/fixtures/manifest_fixtures.py index de5d31cd3d..16db98d843 100644 --- a/metricflow-semantics/tests_metricflow_semantics/fixtures/manifest_fixtures.py +++ b/metricflow-semantics/tests_metricflow_semantics/fixtures/manifest_fixtures.py @@ -9,7 +9,22 @@ from metricflow_semantics.specs.column_assoc import ColumnAssociationResolver from metricflow_semantics.specs.dunder_column_association_resolver import DunderColumnAssociationResolver from metricflow_semantics.test_helpers.config_helpers import MetricFlowTestConfiguration -from metricflow_semantics.test_helpers.manifest_helpers import load_named_manifest +from metricflow_semantics.test_helpers.manifest_helpers import load_semantic_manifest +from metricflow_semantics.test_helpers.semantic_manifest_yamls.ambiguous_resolution_manifest import ( + AMBIGUOUS_RESOLUTION_MANIFEST_ANCHOR, +) +from metricflow_semantics.test_helpers.semantic_manifest_yamls.cyclic_join_manifest import CYCLIC_JOIN_MANIFEST_ANCHOR +from metricflow_semantics.test_helpers.semantic_manifest_yamls.multi_hop_join_manifest import ( + MULTI_HOP_JOIN_MANIFEST_ANCHOR, +) +from metricflow_semantics.test_helpers.semantic_manifest_yamls.partitioned_multi_hop_join_manifest import ( + PARTITIONED_MULTI_HOP_JOIN_MANIFEST_ANCHOR, +) +from metricflow_semantics.test_helpers.semantic_manifest_yamls.scd_manifest import SCD_MANIFEST_ANCHOR +from metricflow_semantics.test_helpers.semantic_manifest_yamls.simple_manifest import SIMPLE_MANIFEST_ANCHOR +from metricflow_semantics.test_helpers.semantic_manifest_yamls.simple_multi_hop_join_manifest import ( + SIMPLE_MULTI_HOP_JOIN_MANIFEST_ANCHOR, +) logger = logging.getLogger(__name__) @@ -23,7 +38,7 @@ def template_mapping(mf_test_configuration: MetricFlowTestConfiguration) -> Dict @pytest.fixture(scope="session") def simple_semantic_manifest(template_mapping: Dict[str, str]) -> PydanticSemanticManifest: """Manifest used for many tests.""" - return load_named_manifest(template_mapping, "simple_manifest") + return load_semantic_manifest(SIMPLE_MANIFEST_ANCHOR.directory, template_mapping) @pytest.fixture(scope="session") @@ -36,7 +51,7 @@ def simple_semantic_manifest_lookup( # noqa: D103 @pytest.fixture(scope="session") def multi_hop_join_manifest(template_mapping: Dict[str, str]) -> PydanticSemanticManifest: """Manifest used for many tests.""" - return load_named_manifest(template_mapping, "multi_hop_join_manifest") + return load_semantic_manifest(MULTI_HOP_JOIN_MANIFEST_ANCHOR.directory, template_mapping) @pytest.fixture(scope="session") @@ -49,7 +64,7 @@ def multi_hop_join_manifest_lookup( # noqa: D103 @pytest.fixture(scope="session") def simple_multi_hop_join_manifest(template_mapping: Dict[str, str]) -> PydanticSemanticManifest: """Manifest used for many tests.""" - return load_named_manifest(template_mapping, "simple_multi_hop_join_manifest") + return load_semantic_manifest(SIMPLE_MULTI_HOP_JOIN_MANIFEST_ANCHOR.directory, template_mapping) @pytest.fixture(scope="session") @@ -63,7 +78,7 @@ def simple_multi_hop_join_manifest_lookup( # noqa: D103 def partitioned_multi_hop_join_semantic_manifest( # noqa: D103 template_mapping: Dict[str, str] ) -> PydanticSemanticManifest: - return load_named_manifest(template_mapping, "partitioned_multi_hop_join_manifest") + return load_semantic_manifest(PARTITIONED_MULTI_HOP_JOIN_MANIFEST_ANCHOR.directory, template_mapping) @pytest.fixture(scope="session") @@ -75,7 +90,7 @@ def partitioned_multi_hop_join_semantic_manifest_lookup( # noqa: D103 @pytest.fixture(scope="session") def scd_semantic_manifest(template_mapping: Dict[str, str]) -> PydanticSemanticManifest: # noqa: D103 - return load_named_manifest(template_mapping, "scd_manifest") + return load_semantic_manifest(SCD_MANIFEST_ANCHOR.directory, template_mapping) @pytest.fixture(scope="session") @@ -87,7 +102,7 @@ def scd_semantic_manifest_lookup( # noqa: D103 @pytest.fixture(scope="session") def ambiguous_resolution_manifest(template_mapping: Dict[str, str]) -> PydanticSemanticManifest: # noqa: D103 - return load_named_manifest(template_mapping, "ambiguous_resolution_manifest") + return load_semantic_manifest(AMBIGUOUS_RESOLUTION_MANIFEST_ANCHOR.directory, template_mapping) @pytest.fixture(scope="session") @@ -99,7 +114,7 @@ def ambiguous_resolution_manifest_lookup( # noqa: D103 @pytest.fixture(scope="session") def cyclic_join_manifest(template_mapping: Dict[str, str]) -> PydanticSemanticManifest: # noqa: D103 - return load_named_manifest(template_mapping, "cyclic_join_manifest") + return load_semantic_manifest(CYCLIC_JOIN_MANIFEST_ANCHOR.directory, template_mapping) @pytest.fixture(scope="session") diff --git a/metricflow-semantics/tests_metricflow_semantics/query/test_query_parser.py b/metricflow-semantics/tests_metricflow_semantics/query/test_query_parser.py index d5f82d4927..192c493c34 100644 --- a/metricflow-semantics/tests_metricflow_semantics/query/test_query_parser.py +++ b/metricflow-semantics/tests_metricflow_semantics/query/test_query_parser.py @@ -30,11 +30,10 @@ OrderBySpec, TimeDimensionSpec, ) -from metricflow_semantics.test_helpers.metric_time_dimension import MTD - -from tests_metricflow_semantics.model.example_project_configuration import ( +from metricflow_semantics.test_helpers.example_project_configuration import ( EXAMPLE_PROJECT_CONFIGURATION_YAML_CONFIG_FILE, ) +from metricflow_semantics.test_helpers.metric_time_dimension import MTD logger = logging.getLogger(__name__) diff --git a/metricflow-semantics/tests_metricflow_semantics/snapshots/test_time_adjuster.py/str/test_start_and_end_periods__start_and_end_of_period_results.txt b/metricflow-semantics/tests_metricflow_semantics/snapshots/test_time_adjuster.py/str/test_start_and_end_periods__start_and_end_of_period_results.txt new file mode 100644 index 0000000000..db93cbfcec --- /dev/null +++ b/metricflow-semantics/tests_metricflow_semantics/snapshots/test_time_adjuster.py/str/test_start_and_end_periods__start_and_end_of_period_results.txt @@ -0,0 +1,3652 @@ + Date Period Grain Period Start Period End +------------------- ------------------- ------------------- ------------------- ------------------- +2020-01-01 00:00:00 2020-01-01 00:00:00 2020-01-01 00:00:00 2020-01-01 00:00:00 +2020-01-01 00:00:00 2019-12-30 00:00:00 2019-12-30 00:00:00 2019-12-30 00:00:00 2020-01-05 00:00:00 +2020-01-01 00:00:00 2020-01-01 00:00:00 2020-01-01 00:00:00 2020-01-01 00:00:00 2020-01-31 00:00:00 +2020-01-01 00:00:00 2020-01-01 00:00:00 2020-01-01 00:00:00 2020-01-01 00:00:00 2020-03-31 00:00:00 +2020-01-01 00:00:00 2020-01-01 00:00:00 2020-01-01 00:00:00 2020-01-01 00:00:00 2020-12-31 00:00:00 +2020-01-02 00:00:00 2020-01-02 00:00:00 2020-01-02 00:00:00 2020-01-02 00:00:00 +2020-01-02 00:00:00 2019-12-30 00:00:00 2019-12-30 00:00:00 2019-12-30 00:00:00 2020-01-05 00:00:00 +2020-01-02 00:00:00 2020-01-01 00:00:00 2020-01-01 00:00:00 2020-01-01 00:00:00 2020-01-31 00:00:00 +2020-01-02 00:00:00 2020-01-01 00:00:00 2020-01-01 00:00:00 2020-01-01 00:00:00 2020-03-31 00:00:00 +2020-01-02 00:00:00 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00:00:00 2021-12-01 00:00:00 2021-12-31 00:00:00 +2021-12-29 00:00:00 2021-10-01 00:00:00 2021-10-01 00:00:00 2021-10-01 00:00:00 2021-12-31 00:00:00 +2021-12-29 00:00:00 2021-01-01 00:00:00 2021-01-01 00:00:00 2021-01-01 00:00:00 2021-12-31 00:00:00 +2021-12-30 00:00:00 2021-12-30 00:00:00 2021-12-30 00:00:00 2021-12-30 00:00:00 +2021-12-30 00:00:00 2021-12-27 00:00:00 2021-12-27 00:00:00 2021-12-27 00:00:00 2022-01-02 00:00:00 +2021-12-30 00:00:00 2021-12-01 00:00:00 2021-12-01 00:00:00 2021-12-01 00:00:00 2021-12-31 00:00:00 +2021-12-30 00:00:00 2021-10-01 00:00:00 2021-10-01 00:00:00 2021-10-01 00:00:00 2021-12-31 00:00:00 +2021-12-30 00:00:00 2021-01-01 00:00:00 2021-01-01 00:00:00 2021-01-01 00:00:00 2021-12-31 00:00:00 diff --git a/metricflow-semantics/tests_metricflow_semantics/time/__init__.py b/metricflow-semantics/tests_metricflow_semantics/time/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/metricflow-semantics/metricflow_semantics/time/time_granularity.py b/metricflow-semantics/tests_metricflow_semantics/time/pandas_adjuster.py similarity index 62% rename from metricflow-semantics/metricflow_semantics/time/time_granularity.py rename to metricflow-semantics/tests_metricflow_semantics/time/pandas_adjuster.py index 9bd853d5f5..6718e837c0 100644 --- a/metricflow-semantics/metricflow_semantics/time/time_granularity.py +++ b/metricflow-semantics/tests_metricflow_semantics/time/pandas_adjuster.py @@ -1,33 +1,88 @@ from __future__ import annotations +import datetime from datetime import date -from typing import Union +from typing import Optional, Union import pandas as pd from dbt_semantic_interfaces.enum_extension import ExtendedEnum, assert_values_exhausted -from dbt_semantic_interfaces.type_enums.time_granularity import TimeGranularity - - -def offset_period(time_granularity: TimeGranularity) -> pd.offsets.DateOffset: - """Offset object to use for adjusting by one granularity period.""" - # The type checker is throwing errors for some of those arguments, but they are valid. - if time_granularity is TimeGranularity.DAY: - return pd.offsets.DateOffset(days=1) # type: ignore - elif time_granularity is TimeGranularity.WEEK: - return pd.offsets.DateOffset(weeks=1) # type: ignore - elif time_granularity is TimeGranularity.MONTH: - return pd.offsets.DateOffset(months=1) - elif time_granularity is TimeGranularity.QUARTER: - return pd.offsets.DateOffset(months=3) - elif time_granularity is TimeGranularity.YEAR: - return pd.offsets.DateOffset(years=1) # type: ignore - else: - assert_values_exhausted(time_granularity) - +from dbt_semantic_interfaces.type_enums import TimeGranularity +from metricflow_semantics.filters.time_constraint import TimeRangeConstraint +from metricflow_semantics.time.time_period import TimePeriodAdjuster +from typing_extensions import override + + +class PandasTimePeriodAdjuster(TimePeriodAdjuster): + """Implementation of time period adjustments using `pandas`. + + This code was copied with minimal modifications from existing code and will be replaced with the `dateutil` + implementation. + """ + + @override + def expand_time_constraint_to_fill_granularity( + self, time_constraint: TimeRangeConstraint, granularity: TimeGranularity + ) -> TimeRangeConstraint: + constraint_start = time_constraint.start_time + constraint_end = time_constraint.end_time + + start_ts = pd.Timestamp(time_constraint.start_time) + if not is_period_start(granularity, start_ts): + constraint_start = adjust_to_start_of_period(granularity, start_ts).to_pydatetime() + + end_ts = pd.Timestamp(time_constraint.end_time) + if not is_period_end(granularity, end_ts): + constraint_end = adjust_to_end_of_period(granularity, end_ts).to_pydatetime() + + if constraint_start < TimeRangeConstraint.ALL_TIME_BEGIN(): + constraint_start = TimeRangeConstraint.ALL_TIME_BEGIN() + if constraint_end > TimeRangeConstraint.ALL_TIME_END(): + constraint_end = TimeRangeConstraint.ALL_TIME_END() + + return TimeRangeConstraint(start_time=constraint_start, end_time=constraint_end) + + @override + def adjust_to_start_of_period( + self, time_granularity: TimeGranularity, date_to_adjust: datetime.datetime + ) -> datetime.datetime: + return adjust_to_start_of_period(time_granularity, pd.Timestamp(date_to_adjust)).to_pydatetime() + + @override + def adjust_to_end_of_period( + self, time_granularity: TimeGranularity, date_to_adjust: datetime.datetime + ) -> datetime.datetime: + return adjust_to_end_of_period(time_granularity, pd.Timestamp(date_to_adjust)).to_pydatetime() + + def _adjust_time_constraint_start_by_window( + self, + time_range_constraint: TimeRangeConstraint, + time_granularity: TimeGranularity, + time_unit_count: int, + ) -> TimeRangeConstraint: + """Moves the start of the time constraint back by windows. + + if the metric is weekly-active-users (ie window = 1 week) it moves time_constraint.start one week earlier + """ + start_ts = pd.Timestamp(time_range_constraint.start_time) + offset = offset_period(time_granularity) * time_unit_count + adjusted_start = (start_ts - offset).to_pydatetime() + return TimeRangeConstraint( + start_time=adjusted_start, + end_time=time_range_constraint.end_time, + ) -def format_with_first_or_last(time_granularity: TimeGranularity) -> bool: - """Indicates that this can only be calculated if query results display the first or last date of the period.""" - return time_granularity in [TimeGranularity.MONTH, TimeGranularity.QUARTER, TimeGranularity.YEAR] + @override + def expand_time_constraint_for_cumulative_metric( + self, time_constraint: TimeRangeConstraint, granularity: Optional[TimeGranularity], count: int + ) -> TimeRangeConstraint: + if granularity is not None: + return self._adjust_time_constraint_start_by_window(time_constraint, granularity, count) + + # if no window is specified we want to accumulate from the beginning of time + return TimeRangeConstraint( + start_time=TimeRangeConstraint.ALL_TIME_BEGIN(), + end_time=time_constraint.end_time, + ) def is_period_start(time_granularity: TimeGranularity, date: Union[pd.Timestamp, date]) -> bool: # noqa: D103 @@ -118,18 +173,21 @@ def adjust_to_end_of_period( return period_end_offset(time_granularity).rollback(date_to_adjust) -def match_start_or_end_of_period( - time_granularity: TimeGranularity, date_to_match: pd.Timestamp, date_to_adjust: pd.Timestamp -) -> pd.Timestamp: - """Adjust date_to_adjust to be start or end of period based on if date_to_match is at start or end of period.""" - if is_period_start(time_granularity, date_to_match): - return adjust_to_start_of_period(time_granularity, date_to_adjust) - elif is_period_end(time_granularity, date_to_match): - return adjust_to_end_of_period(time_granularity, date_to_adjust) +def offset_period(time_granularity: TimeGranularity) -> pd.offsets.DateOffset: + """Offset object to use for adjusting by one granularity period.""" + # The type checker is throwing errors for some of those arguments, but they are valid. + if time_granularity is TimeGranularity.DAY: + return pd.offsets.DateOffset(days=1) # type: ignore + elif time_granularity is TimeGranularity.WEEK: + return pd.offsets.DateOffset(weeks=1) # type: ignore + elif time_granularity is TimeGranularity.MONTH: + return pd.offsets.DateOffset(months=1) + elif time_granularity is TimeGranularity.QUARTER: + return pd.offsets.DateOffset(months=3) + elif time_granularity is TimeGranularity.YEAR: + return pd.offsets.DateOffset(years=1) # type: ignore else: - raise ValueError( - f"Expected `date_to_match` to fall at the start or end of the granularity period. Got '{date_to_match}' for granularity {time_granularity}." - ) + assert_values_exhausted(time_granularity) class ISOWeekDay(ExtendedEnum): @@ -162,8 +220,3 @@ def is_week_end(self) -> bool: def pandas_value(self) -> int: """Returns the pandas int value representation of the ISOWeekDay.""" return self.value - 1 - - -def string_to_time_granularity(s: str) -> TimeGranularity: # noqa: D103 - values = {item.value: item for item in TimeGranularity} - return values[s] diff --git a/metricflow-semantics/tests_metricflow_semantics/time/test_time_adjuster.py b/metricflow-semantics/tests_metricflow_semantics/time/test_time_adjuster.py new file mode 100644 index 0000000000..174742d031 --- /dev/null +++ b/metricflow-semantics/tests_metricflow_semantics/time/test_time_adjuster.py @@ -0,0 +1,169 @@ +"""Tests for time period adjustments. + +Tests here use a reference implementation in `pandas`. To simplify test dependencies and to speed up tests, these are +marked as skipped by default and the `pandas` implementation is loaded as a part of the test. +""" +from __future__ import annotations + +import datetime +import logging +from typing import Dict, List, Sequence, Tuple + +import pytest +import tabulate +from _pytest.fixtures import FixtureRequest +from dbt_semantic_interfaces.test_utils import as_datetime +from dbt_semantic_interfaces.type_enums import TimeGranularity +from metricflow_semantics.filters.time_constraint import TimeRangeConstraint +from metricflow_semantics.test_helpers.config_helpers import MetricFlowTestConfiguration +from metricflow_semantics.test_helpers.snapshot_helpers import assert_str_snapshot_equal +from metricflow_semantics.time.dateutil_adjuster import DateutilTimePeriodAdjuster + +logger = logging.getLogger(__name__) + + +@pytest.fixture(scope="session") +def date_times_to_check() -> Sequence[datetime.datetime]: # noqa: D103 + date_times = [] + # Cover regular and leap years. + start_date_time = datetime.datetime(year=2020, month=1, day=1) + end_date_time = datetime.datetime(year=2021, month=12, day=31) + current_date_time = start_date_time + while True: + date_times.append(current_date_time) + current_date_time += datetime.timedelta(days=1) + if current_date_time == end_date_time: + break + return date_times + + +@pytest.fixture(scope="session") +def grain_to_count_in_year() -> Dict[TimeGranularity, int]: + """Returns the maximum number of times the given item occurs in a year.""" + return { + TimeGranularity.DAY: 366, + TimeGranularity.WEEK: 53, + TimeGranularity.MONTH: 31, + TimeGranularity.QUARTER: 4, + TimeGranularity.YEAR: 1, + } + + +@pytest.mark.skip(reason="Requires pandas") +def test_start_and_end_periods( # noqa: D103 + request: FixtureRequest, + mf_test_configuration: MetricFlowTestConfiguration, + date_times_to_check: Sequence[datetime.datetime], +) -> None: + from tests_metricflow_semantics.time.pandas_adjuster import PandasTimePeriodAdjuster + + pandas_adjuster = PandasTimePeriodAdjuster() + dateutil_adjuster = DateutilTimePeriodAdjuster() + + rows: List[Tuple[str, ...]] = [] + for date_time in date_times_to_check: + for time_granularity in TimeGranularity: + # Pandas implementation of `adjust_to_start_of_period` doesn't support DAY. + if time_granularity == TimeGranularity.DAY: + pandas_start_of_period = None + pandas_end_of_period = None + else: + pandas_start_of_period = pandas_adjuster.adjust_to_start_of_period(time_granularity, date_time) + pandas_end_of_period = pandas_adjuster.adjust_to_end_of_period(time_granularity, date_time) + dateutil_start_of_period = dateutil_adjuster.adjust_to_start_of_period(time_granularity, date_time) + dateutil_end_of_period = dateutil_adjuster.adjust_to_end_of_period(time_granularity, date_time) + assert ( + pandas_start_of_period or dateutil_start_of_period + ) == dateutil_start_of_period, f"start-of-period mismatch: {date_time.isoformat()} {time_granularity}" + assert ( + pandas_end_of_period or dateutil_end_of_period + ) == dateutil_end_of_period, f"end-of-period mismatch: {date_time.isoformat()} {time_granularity}" + rows.append( + ( + date_time.isoformat(), + time_granularity.name, + dateutil_start_of_period.isoformat(), + dateutil_end_of_period.isoformat(), + ) + ) + assert_str_snapshot_equal( + request=request, + mf_test_configuration=mf_test_configuration, + snapshot_id="results", + snapshot_str=tabulate.tabulate(rows, headers=["Date", "Grain", "Period Start", "Period End"]), + ) + + +@pytest.mark.skip(reason="Requires pandas") +def test_expand_time_constraint_to_fill_granularity( # noqa: D103 + date_times_to_check: Sequence[datetime.datetime], grain_to_count_in_year: Dict[TimeGranularity, int] +) -> None: + from tests_metricflow_semantics.time.pandas_adjuster import PandasTimePeriodAdjuster + + pandas_adjuster = PandasTimePeriodAdjuster() + dateutil_adjuster = DateutilTimePeriodAdjuster() + + test_cases = tuple( + (start_time, end_time, time_granularity) + for start_time in date_times_to_check + for time_granularity in TimeGranularity + for end_time in ( + start_time + datetime.timedelta(days=day_offset) + for day_offset in range(grain_to_count_in_year[time_granularity] + 2) + ) + ) + + test_case_count = len(test_cases) + logger.info(f"There are {test_case_count} test cases") + + finished_count = 0 + + for start_time, end_time, time_granularity in test_cases: + time_constraint = TimeRangeConstraint(start_time=start_time, end_time=end_time) + pandas_adjuster_result = pandas_adjuster.expand_time_constraint_to_fill_granularity( + time_constraint, time_granularity + ) + + dateutil_adjuster_result = dateutil_adjuster.expand_time_constraint_to_fill_granularity( + time_constraint, time_granularity + ) + + assert ( + pandas_adjuster_result == dateutil_adjuster_result + ), f"Expansion mismatch: {pandas_adjuster_result=} {dateutil_adjuster_result=} {time_granularity=}" + finished_count += 1 + if finished_count % 100000 == 0 or finished_count == test_case_count: + logger.info(f"Progress {finished_count / test_case_count * 100:.0f}%") + + +@pytest.mark.skip(reason="Requires pandas") +def test_expand_time_constraint_for_cumulative_metric( # noqa: D103 + grain_to_count_in_year: Dict[TimeGranularity, int] +) -> None: + from tests_metricflow_semantics.time.pandas_adjuster import PandasTimePeriodAdjuster + + pandas_adjuster = PandasTimePeriodAdjuster() + dateutil_adjuster = DateutilTimePeriodAdjuster() + + test_cases = tuple( + (as_datetime("2020-01-01"), time_granularity, count) + for time_granularity in TimeGranularity + for count in (range(grain_to_count_in_year[time_granularity] + 2)) + ) + + test_case_count = len(test_cases) + logger.info(f"There are {test_case_count} test cases") + + for start_time, time_granularity, count in test_cases: + time_constraint = TimeRangeConstraint(start_time=start_time, end_time=start_time) + pandas_adjuster_result = pandas_adjuster.expand_time_constraint_for_cumulative_metric( + time_constraint, time_granularity, count + ) + + dateutil_adjuster_result = dateutil_adjuster.expand_time_constraint_for_cumulative_metric( + time_constraint, time_granularity, count + ) + + assert ( + pandas_adjuster_result == dateutil_adjuster_result + ), f"Expansion mismatch: {start_time=}, {time_granularity=}, {count=}" diff --git a/metricflow/dataflow/builder/dataflow_plan_builder.py b/metricflow/dataflow/builder/dataflow_plan_builder.py index a1971ae886..62bed0330b 100644 --- a/metricflow/dataflow/builder/dataflow_plan_builder.py +++ b/metricflow/dataflow/builder/dataflow_plan_builder.py @@ -52,6 +52,7 @@ from metricflow_semantics.specs.spec_set import InstanceSpecSet, group_specs_by_type from metricflow_semantics.specs.where_filter_transform import WhereSpecFactory from metricflow_semantics.sql.sql_join_type import SqlJoinType +from metricflow_semantics.time.dateutil_adjuster import DateutilTimePeriodAdjuster from metricflow.dataflow.builder.node_data_set import DataflowPlanNodeOutputDataSetResolver from metricflow.dataflow.builder.node_evaluator import ( @@ -131,6 +132,7 @@ def __init__( # noqa: D107 self._column_association_resolver = column_association_resolver self._node_data_set_resolver = node_output_resolver self._source_node_builder = source_node_builder + self._time_period_adjuster = DateutilTimePeriodAdjuster() def build_plan( self, @@ -1261,9 +1263,11 @@ def _build_aggregated_measure_from_measure_source_node( granularity = cumulative_grain_to_date cumulative_metric_adjusted_time_constraint = ( - time_range_constraint.adjust_time_constraint_for_cumulative_metric(granularity, count) + self._time_period_adjuster.expand_time_constraint_for_cumulative_metric( + time_range_constraint, granularity, count + ) ) - logger.info(f"Adjusted time range constraint {cumulative_metric_adjusted_time_constraint}") + logger.info(f"Adjusted time range constraint to: {cumulative_metric_adjusted_time_constraint}") required_linkable_specs, extraneous_linkable_specs = self.__get_required_and_extraneous_linkable_specs( queried_linkable_specs=queried_linkable_specs, diff --git a/tests_metricflow/cli/test_cli.py b/tests_metricflow/cli/test_cli.py index 4af7d79b6a..38e2a09970 100644 --- a/tests_metricflow/cli/test_cli.py +++ b/tests_metricflow/cli/test_cli.py @@ -15,7 +15,7 @@ from dbt_semantic_interfaces.parsing.objects import YamlConfigFile from dbt_semantic_interfaces.test_utils import base_semantic_manifest_file from metricflow_semantics.test_helpers.config_helpers import MetricFlowTestConfiguration -from tests_metricflow_semantics.model.example_project_configuration import ( +from metricflow_semantics.test_helpers.example_project_configuration import ( EXAMPLE_PROJECT_CONFIGURATION_YAML_CONFIG_FILE, ) diff --git a/tests_metricflow/fixtures/manifest_fixtures.py b/tests_metricflow/fixtures/manifest_fixtures.py index 5ec01388b8..6ab1061a42 100644 --- a/tests_metricflow/fixtures/manifest_fixtures.py +++ b/tests_metricflow/fixtures/manifest_fixtures.py @@ -1,6 +1,7 @@ from __future__ import annotations import logging +import pathlib from collections import OrderedDict from dataclasses import dataclass from enum import Enum @@ -17,6 +18,29 @@ from metricflow_semantics.test_helpers.config_helpers import MetricFlowTestConfiguration from metricflow_semantics.test_helpers.id_helpers import IdNumberSpace, patch_id_generators_helper from metricflow_semantics.test_helpers.manifest_helpers import load_semantic_manifest +from metricflow_semantics.test_helpers.semantic_manifest_yamls.ambiguous_resolution_manifest import ( + AMBIGUOUS_RESOLUTION_MANIFEST_ANCHOR, +) +from metricflow_semantics.test_helpers.semantic_manifest_yamls.cyclic_join_manifest import CYCLIC_JOIN_MANIFEST_ANCHOR +from metricflow_semantics.test_helpers.semantic_manifest_yamls.data_warehouse_validation_manifest import ( + DW_VALIDATION_MANIFEST_ANCHOR, +) +from metricflow_semantics.test_helpers.semantic_manifest_yamls.extended_date_manifest import ( + EXTENDED_DATE_MANIFEST_ANCHOR, +) +from metricflow_semantics.test_helpers.semantic_manifest_yamls.join_types_manifest import JOIN_TYPES_MANIFEST_ANCHOR +from metricflow_semantics.test_helpers.semantic_manifest_yamls.multi_hop_join_manifest import ( + MULTI_HOP_JOIN_MANIFEST_ANCHOR, +) +from metricflow_semantics.test_helpers.semantic_manifest_yamls.non_sm_manifest import NON_SM_MANIFEST_ANCHOR +from metricflow_semantics.test_helpers.semantic_manifest_yamls.partitioned_multi_hop_join_manifest import ( + PARTITIONED_MULTI_HOP_JOIN_MANIFEST_ANCHOR, +) +from metricflow_semantics.test_helpers.semantic_manifest_yamls.scd_manifest import SCD_MANIFEST_ANCHOR +from metricflow_semantics.test_helpers.semantic_manifest_yamls.simple_manifest import SIMPLE_MANIFEST_ANCHOR +from metricflow_semantics.test_helpers.semantic_manifest_yamls.simple_multi_hop_join_manifest import ( + SIMPLE_MULTI_HOP_JOIN_MANIFEST_ANCHOR, +) from metricflow_semantics.test_helpers.time_helpers import ConfigurableTimeSource from metricflow.dataflow.builder.dataflow_plan_builder import DataflowPlanBuilder @@ -42,6 +66,8 @@ class SemanticManifestSetupPropertySet: # is modified. i.e. without this, modifying the first semantic manifest might cause all IDs in snapshots associated # with semantic manifests following the first one to change. id_number_space: IdNumberSpace + # Where the YAML files are located. + yaml_file_dir: pathlib.Path class SemanticManifestSetup(Enum): @@ -50,37 +76,58 @@ class SemanticManifestSetup(Enum): AMBIGUOUS_RESOLUTION_MANIFEST = SemanticManifestSetupPropertySet( semantic_manifest_name="ambiguous_resolution_manifest", id_number_space=IdNumberSpace.for_block(0), + yaml_file_dir=AMBIGUOUS_RESOLUTION_MANIFEST_ANCHOR.directory, ) # Not including CONFIG_LINTER_MANIFEST as it has intentional errors for running validations. CYCLIC_JOIN_MANIFEST = SemanticManifestSetupPropertySet( - semantic_manifest_name="cyclic_join_manifest", id_number_space=IdNumberSpace.for_block(1) + semantic_manifest_name="cyclic_join_manifest", + id_number_space=IdNumberSpace.for_block(1), + yaml_file_dir=CYCLIC_JOIN_MANIFEST_ANCHOR.directory, ) DATA_WAREHOUSE_VALIDATION_MANIFEST = SemanticManifestSetupPropertySet( - semantic_manifest_name="data_warehouse_validation_manifest", id_number_space=IdNumberSpace.for_block(2) + semantic_manifest_name="data_warehouse_validation_manifest", + id_number_space=IdNumberSpace.for_block(2), + yaml_file_dir=DW_VALIDATION_MANIFEST_ANCHOR.directory, ) EXTENDED_DATE_MANIFEST = SemanticManifestSetupPropertySet( - semantic_manifest_name="extended_date_manifest", id_number_space=IdNumberSpace.for_block(3) + semantic_manifest_name="extended_date_manifest", + id_number_space=IdNumberSpace.for_block(3), + yaml_file_dir=EXTENDED_DATE_MANIFEST_ANCHOR.directory, ) JOIN_TYPES_MANIFEST = SemanticManifestSetupPropertySet( - semantic_manifest_name="join_types_manifest", id_number_space=IdNumberSpace.for_block(4) + semantic_manifest_name="join_types_manifest", + id_number_space=IdNumberSpace.for_block(4), + yaml_file_dir=JOIN_TYPES_MANIFEST_ANCHOR.directory, ) MULTI_HOP_JOIN_MANIFEST = SemanticManifestSetupPropertySet( - semantic_manifest_name="multi_hop_join_manifest", id_number_space=IdNumberSpace.for_block(5) + semantic_manifest_name="multi_hop_join_manifest", + id_number_space=IdNumberSpace.for_block(5), + yaml_file_dir=MULTI_HOP_JOIN_MANIFEST_ANCHOR.directory, ) PARTITIONED_MULTI_HOP_JOIN_MANIFEST = SemanticManifestSetupPropertySet( - semantic_manifest_name="partitioned_multi_hop_join_manifest", id_number_space=IdNumberSpace.for_block(6) + semantic_manifest_name="partitioned_multi_hop_join_manifest", + id_number_space=IdNumberSpace.for_block(6), + yaml_file_dir=PARTITIONED_MULTI_HOP_JOIN_MANIFEST_ANCHOR.directory, ) NON_SM_MANIFEST = SemanticManifestSetupPropertySet( - semantic_manifest_name="non_sm_manifest", id_number_space=IdNumberSpace.for_block(7) + semantic_manifest_name="non_sm_manifest", + id_number_space=IdNumberSpace.for_block(7), + yaml_file_dir=NON_SM_MANIFEST_ANCHOR.directory, ) SCD_MANIFEST = SemanticManifestSetupPropertySet( - semantic_manifest_name="scd_manifest", id_number_space=IdNumberSpace.for_block(8) + semantic_manifest_name="scd_manifest", + id_number_space=IdNumberSpace.for_block(8), + yaml_file_dir=SCD_MANIFEST_ANCHOR.directory, ) SIMPLE_MANIFEST = SemanticManifestSetupPropertySet( - semantic_manifest_name="simple_manifest", id_number_space=IdNumberSpace.for_block(9) + semantic_manifest_name="simple_manifest", + id_number_space=IdNumberSpace.for_block(9), + yaml_file_dir=SIMPLE_MANIFEST_ANCHOR.directory, ) SIMPLE_MULTI_HOP_JOIN_MANIFEST = SemanticManifestSetupPropertySet( - semantic_manifest_name="simple_multi_hop_join_manifest", id_number_space=IdNumberSpace.for_block(10) + semantic_manifest_name="simple_multi_hop_join_manifest", + id_number_space=IdNumberSpace.for_block(10), + yaml_file_dir=SIMPLE_MULTI_HOP_JOIN_MANIFEST_ANCHOR.directory, ) @property @@ -91,6 +138,10 @@ def id_number_space(self) -> IdNumberSpace: # noqa: D102 def semantic_manifest_name(self) -> str: # noqa: D102 return self.value.semantic_manifest_name + @property + def yaml_file_dir(self) -> pathlib.Path: # noqa: D102 + return self.value.yaml_file_dir + @dataclass(frozen=True) class MetricFlowEngineTestFixture: @@ -211,13 +262,8 @@ def mf_engine_test_fixture_mapping( fixture_mapping: Dict[SemanticManifestSetup, MetricFlowEngineTestFixture] = {} for semantic_manifest_setup in SemanticManifestSetup: with patch_id_generators_helper(semantic_manifest_setup.id_number_space.start_value): - try: - build_result = load_semantic_manifest(semantic_manifest_setup.semantic_manifest_name, template_mapping) - except Exception as e: - raise RuntimeError(f"Error while loading semantic manifest: {semantic_manifest_setup}") from e - fixture_mapping[semantic_manifest_setup] = MetricFlowEngineTestFixture.from_parameters( - sql_client, build_result.semantic_manifest + sql_client, load_semantic_manifest(semantic_manifest_setup.yaml_file_dir, template_mapping) ) return fixture_mapping diff --git a/tests_metricflow/fixtures/sql_clients/base_sql_client_implementation.py b/tests_metricflow/fixtures/sql_clients/base_sql_client_implementation.py deleted file mode 100644 index 8f7df405fb..0000000000 --- a/tests_metricflow/fixtures/sql_clients/base_sql_client_implementation.py +++ /dev/null @@ -1,145 +0,0 @@ -from __future__ import annotations - -import logging -import time -from abc import ABC, abstractmethod -from typing import Optional - -import pandas as pd -from metricflow_semantics.mf_logging.formatting import indent -from metricflow_semantics.mf_logging.pretty_print import mf_pformat -from metricflow_semantics.random_id import random_id -from metricflow_semantics.sql.sql_bind_parameters import SqlBindParameters - -from metricflow.protocols.sql_client import ( - SqlClient, -) -from metricflow.sql.sql_table import SqlTable -from metricflow.sql_request.sql_request_attributes import SqlRequestId - -logger = logging.getLogger(__name__) - - -class SqlClientException(Exception): - """Raised when an interaction with the SQL engine has an error.""" - - pass - - -class BaseSqlClientImplementation(ABC, SqlClient): - """Abstract implementation that other SQL clients are based on.""" - - @staticmethod - def _format_run_query_log_message(statement: str, sql_bind_parameters: SqlBindParameters) -> str: - message = f"Running query:\n\n{indent(statement)}" - if len(sql_bind_parameters.param_dict) > 0: - message += f"\n\nwith parameters:\n\n{indent(mf_pformat(sql_bind_parameters.param_dict))}" - return message - - def query( - self, - stmt: str, - sql_bind_parameters: SqlBindParameters = SqlBindParameters(), - ) -> pd.DataFrame: - """Query statement; result expected to be data which will be returned as a DataFrame. - - Args: - stmt: The SQL query statement to run. This should produce output via a SELECT - sql_bind_parameters: The parameter replacement mapping for filling in - concrete values for SQL query parameters. - """ - start = time.time() - SqlRequestId(f"mf_rid__{random_id()}") - logger.info(BaseSqlClientImplementation._format_run_query_log_message(stmt, sql_bind_parameters)) - df = self._engine_specific_query_implementation( - stmt=stmt, - bind_params=sql_bind_parameters, - ) - if not isinstance(df, pd.DataFrame): - raise RuntimeError(f"Expected query to return a DataFrame, got {type(df)}") - stop = time.time() - logger.info(f"Finished running the query in {stop - start:.2f}s with {df.shape[0]} row(s) returned") - return df - - def execute( # noqa: D102 - self, - stmt: str, - sql_bind_parameters: SqlBindParameters = SqlBindParameters(), - ) -> None: - start = time.time() - logger.info(BaseSqlClientImplementation._format_run_query_log_message(stmt, sql_bind_parameters)) - self._engine_specific_execute_implementation( - stmt=stmt, - bind_params=sql_bind_parameters, - ) - stop = time.time() - logger.info(f"Finished running the query in {stop - start:.2f}s") - return None - - def dry_run( - self, - stmt: str, - sql_bind_parameters: SqlBindParameters = SqlBindParameters(), - ) -> None: - """Dry run statement; checks that the 'stmt' is queryable. Returns None. Raises an exception if the 'stmt' isn't queryable. - - Args: - stmt: The SQL query statement to dry run. - sql_bind_parameters: The parameter replacement mapping for filling in - concrete values for SQL query parameters. - """ - start = time.time() - logger.info( - f"Running dry_run of:" - f"\n\n{indent(stmt)}\n" - + (f"\nwith parameters: {dict(sql_bind_parameters.param_dict)}" if sql_bind_parameters.param_dict else "") - ) - results = self._engine_specific_dry_run_implementation(stmt, sql_bind_parameters) - stop = time.time() - logger.info(f"Finished running the dry_run in {stop - start:.2f}s") - return results - - @abstractmethod - def _engine_specific_query_implementation( - self, - stmt: str, - bind_params: SqlBindParameters, - ) -> pd.DataFrame: - """Sub-classes should implement this to query the engine.""" - pass - - @abstractmethod - def _engine_specific_execute_implementation( - self, - stmt: str, - bind_params: SqlBindParameters, - ) -> None: - """Sub-classes should implement this to execute a statement that doesn't return results.""" - pass - - @abstractmethod - def _engine_specific_dry_run_implementation(self, stmt: str, bind_params: SqlBindParameters) -> None: - """Sub-classes should implement this to check a query will run successfully without actually running the query.""" - pass - - @abstractmethod - def create_table_from_dataframe( # noqa: D102 - self, - sql_table: SqlTable, - df: pd.DataFrame, - chunk_size: Optional[int] = None, - ) -> None: - pass - - def create_schema(self, schema_name: str) -> None: # noqa: D102 - self.execute(f"CREATE SCHEMA IF NOT EXISTS {schema_name}") - - def drop_schema(self, schema_name: str, cascade: bool = True) -> None: # noqa: D102 - self.execute(f"DROP SCHEMA IF EXISTS {schema_name}{' CASCADE' if cascade else ''}") - - def close(self) -> None: # noqa: D102 - pass - - def render_bind_parameter_key(self, bind_parameter_key: str) -> str: - """Wrap execution parameter key with syntax accepted by engine.""" - return f":{bind_parameter_key}" diff --git a/tests_metricflow/fixtures/sql_clients/sqlalchemy_dialect.py b/tests_metricflow/fixtures/sql_clients/sqlalchemy_dialect.py deleted file mode 100644 index b5ea8f2440..0000000000 --- a/tests_metricflow/fixtures/sql_clients/sqlalchemy_dialect.py +++ /dev/null @@ -1,143 +0,0 @@ -from __future__ import annotations - -import logging -import time -from abc import ABC -from contextlib import contextmanager -from typing import Iterator, Mapping, Optional, Sequence, Set, Union - -import pandas as pd -import sqlalchemy -from metricflow_semantics.sql.sql_bind_parameters import SqlBindParameters - -from metricflow.sql.sql_table import SqlTable -from tests_metricflow.fixtures.sql_clients.base_sql_client_implementation import BaseSqlClientImplementation - -logger = logging.getLogger(__name__) - - -class SqlAlchemySqlClient(BaseSqlClientImplementation, ABC): - """Base class for to create DBClients for engines supported by SQLAlchemy.""" - - def __init__(self, engine: sqlalchemy.engine.Engine) -> None: # noqa: D107 - self._engine = engine - super().__init__() - - @staticmethod - def build_engine_url( # noqa: D102 - dialect: str, - database: str, - username: str, - password: Optional[str], - host: str, - port: Optional[int] = None, - query: Optional[Mapping[str, Union[str, Sequence[str]]]] = None, - driver: Optional[str] = None, - ) -> sqlalchemy.engine.url.URL: - return sqlalchemy.engine.url.URL.create( - f"{dialect}+{driver}" if driver else f"{dialect}", - username=username, - password=password, - host=host, - port=port, - database=database, - **({"query": query} if query is not None else {}), - ) - - @staticmethod - def create_engine( # noqa: D102 - dialect: str, - port: int, - database: str, - username: str, - password: str, - host: str, - driver: Optional[str] = None, - query: Optional[Mapping[str, Union[str, Sequence[str]]]] = None, - ) -> sqlalchemy.engine.Engine: - connect_url = SqlAlchemySqlClient.build_engine_url( - dialect=dialect, - driver=driver, - username=username, - password=password, - host=host, - port=port, - database=database, - query=query, - ) - # Without pool_pre_ping, it's possible for timed-out connections to be returned to the client and cause errors. - # However, this can cause increase latency for slow engines. - return sqlalchemy.create_engine( - connect_url, - pool_size=10, - max_overflow=10, - pool_pre_ping=True, - ) - - @contextmanager - def _engine_connection( - self, - engine: sqlalchemy.engine.Engine, - ) -> Iterator[sqlalchemy.engine.Connection]: - """Context Manager for providing a configured connection.""" - conn = engine.connect() - try: - yield conn - finally: - conn.close() - - def _engine_specific_query_implementation( - self, - stmt: str, - bind_params: SqlBindParameters, - ) -> pd.DataFrame: - with self._engine_connection(self._engine) as conn: - return pd.read_sql_query(sqlalchemy.text(stmt), conn, params=bind_params.param_dict) - - def _engine_specific_execute_implementation( - self, - stmt: str, - bind_params: SqlBindParameters, - ) -> None: - with self._engine_connection(self._engine) as conn: - conn.execute(sqlalchemy.text(stmt), bind_params.param_dict) - - def _engine_specific_dry_run_implementation(self, stmt: str, bind_params: SqlBindParameters) -> None: - with self._engine_connection(self._engine) as conn: - s = "EXPLAIN " + stmt - conn.execute(sqlalchemy.text(s), bind_params.param_dict) - - def create_table_from_dataframe( # noqa: D102 - self, sql_table: SqlTable, df: pd.DataFrame, chunk_size: Optional[int] = None - ) -> None: - logger.info(f"Creating table '{sql_table.sql}' from a DataFrame with {df.shape[0]} row(s)") - start_time = time.time() - with self._engine_connection(self._engine) as conn: - pd.io.sql.to_sql( - frame=df, - name=sql_table.table_name, - con=conn, - schema=sql_table.schema_name, - index=False, - if_exists="fail", - method="multi", - chunksize=chunk_size, - ) - logger.info(f"Created table '{sql_table.sql}' from a DataFrame in {time.time() - start_time:.2f}s") - - @staticmethod - def validate_query_params( - url: sqlalchemy.engine.url.URL, - required_parameters: Set[str], - optional_parameters: Set[str], - ) -> None: - """Checks that the query parameters in the URL only include the valid parameters specified.""" - query_keys = set(url.query.keys()) - errors = [] - if not query_keys.issuperset(required_parameters): - errors.append(f"Missing required parameters {required_parameters - query_keys}") - if not query_keys.issubset(required_parameters.union(optional_parameters)): - errors.append(f"Found extra parameters {query_keys - required_parameters.union(optional_parameters)}") - - if errors: - raise ValueError(f"Found errors in the URL: {url}\n" + "\n".join(errors)) diff --git a/tests_metricflow/sql_clients/test_date_time_operations.py b/tests_metricflow/sql_clients/test_date_time_operations.py index f3fdc89c4c..f519564f8a 100644 --- a/tests_metricflow/sql_clients/test_date_time_operations.py +++ b/tests_metricflow/sql_clients/test_date_time_operations.py @@ -21,8 +21,8 @@ import pandas as pd import pytest +from dbt_semantic_interfaces.type_enums import TimeGranularity from dbt_semantic_interfaces.type_enums.date_part import DatePart -from metricflow_semantics.time.time_granularity import TimeGranularity from metricflow.protocols.sql_client import SqlClient from metricflow.sql.sql_exprs import (