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Add method to figure out the common branches in a dataflow plan.
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from __future__ import annotations | ||
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from collections import defaultdict | ||
from typing import Dict, FrozenSet, Mapping, Sequence, Set | ||
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from typing_extensions import override | ||
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from metricflow.dataflow.dataflow_plan import DataflowPlan, DataflowPlanNode | ||
from metricflow.dataflow.dataflow_plan_visitor import DataflowPlanNodeVisitorWithDefaultHandler | ||
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class DataflowPlanAnalyzer: | ||
"""CLass to determine more complex properties of the dataflow plan. | ||
These could also be made as member methods of the dataflow plan, but this requires resolving some circular | ||
dependency issues to break out the functionality into separate files. | ||
""" | ||
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@staticmethod | ||
def find_common_branches(dataflow_plan: DataflowPlan) -> Sequence[DataflowPlanNode]: | ||
"""Starting from the sink node, find the common branches that exist in the associated DAG. | ||
Returns a sorted sequence for reproducibility. | ||
""" | ||
counting_visitor = _CountCommonDataflowNodeVisitor() | ||
dataflow_plan.sink_node.accept(counting_visitor) | ||
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node_to_common_count = counting_visitor.get_node_counts() | ||
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common_nodes = [] | ||
for node, count in node_to_common_count.items(): | ||
if count > 1: | ||
common_nodes.append(node) | ||
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common_branches_visitor = _FindLargestCommonBranchesVisitor(frozenset(common_nodes)) | ||
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return tuple(sorted(dataflow_plan.sink_node.accept(common_branches_visitor))) | ||
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class _CountCommonDataflowNodeVisitor(DataflowPlanNodeVisitorWithDefaultHandler[None]): | ||
"""Helper visitor to build a dict from a node in the plan to the number of times it appears in the plans.""" | ||
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def __init__(self) -> None: | ||
self._node_to_count: Dict[DataflowPlanNode, int] = defaultdict(int) | ||
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def get_node_counts(self) -> Mapping[DataflowPlanNode, int]: | ||
return self._node_to_count | ||
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@override | ||
def _default_handler(self, node: DataflowPlanNode) -> None: | ||
for parent_node in node.parent_nodes: | ||
parent_node.accept(self) | ||
self._node_to_count[node] += 1 | ||
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class _FindLargestCommonBranchesVisitor(DataflowPlanNodeVisitorWithDefaultHandler[FrozenSet[DataflowPlanNode]]): | ||
"""Given the nodes that are known to appear in the DAG multiple times, find the common branches. | ||
To get the largest common branches, (e.g. for `A -> B -> C -> D` and `B -> C -> D`, both `B -> C -> D` | ||
and `C -> D` can be considered common branches), this uses preorder traversal and returns the first common node | ||
that is seen. | ||
""" | ||
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def __init__(self, common_nodes: FrozenSet[DataflowPlanNode]) -> None: | ||
self._common_nodes = common_nodes | ||
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@override | ||
def _default_handler(self, node: DataflowPlanNode) -> FrozenSet[DataflowPlanNode]: | ||
if node in self._common_nodes: | ||
return frozenset({node}) | ||
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common_branch_leaf_nodes: Set[DataflowPlanNode] = set() | ||
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for parent_node in node.parent_nodes: | ||
common_branch_leaf_nodes.update(parent_node.accept(self)) | ||
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return frozenset(common_branch_leaf_nodes) |
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from __future__ import annotations | ||
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import logging | ||
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from _pytest.fixtures import FixtureRequest | ||
from metricflow_semantics.mf_logging.pretty_print import mf_pformat_dict | ||
from metricflow_semantics.query.query_parser import MetricFlowQueryParser | ||
from metricflow_semantics.specs.column_assoc import ColumnAssociationResolver | ||
from metricflow_semantics.test_helpers.config_helpers import MetricFlowTestConfiguration | ||
from metricflow_semantics.test_helpers.snapshot_helpers import ( | ||
assert_str_snapshot_equal, | ||
) | ||
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from metricflow.dataflow.builder.dataflow_plan_builder import DataflowPlanBuilder | ||
from metricflow.dataflow.dataflow_plan_analyzer import DataflowPlanAnalyzer | ||
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logger = logging.getLogger(__name__) | ||
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def test_shared_metric_query( | ||
request: FixtureRequest, | ||
mf_test_configuration: MetricFlowTestConfiguration, | ||
column_association_resolver: ColumnAssociationResolver, | ||
dataflow_plan_builder: DataflowPlanBuilder, | ||
query_parser: MetricFlowQueryParser, | ||
) -> None: | ||
"""Check common branches in a query that uses derived metrics defined from metrics that are also in the query.""" | ||
parse_result = query_parser.parse_and_validate_query( | ||
metric_names=("bookings", "bookings_per_booker"), | ||
group_by_names=("metric_time",), | ||
) | ||
dataflow_plan = dataflow_plan_builder.build_plan(parse_result.query_spec) | ||
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obj_dict = { | ||
"dataflow_plan": dataflow_plan.structure_text(), | ||
} | ||
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common_branch_leaf_nodes = DataflowPlanAnalyzer.find_common_branches(dataflow_plan) | ||
for i, common_branch_leaf_node in enumerate(sorted(common_branch_leaf_nodes)): | ||
obj_dict[f"common_branch_{i}"] = common_branch_leaf_node.structure_text() | ||
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assert_str_snapshot_equal( | ||
request=request, | ||
mf_test_configuration=mf_test_configuration, | ||
snapshot_id="result", | ||
snapshot_str=mf_pformat_dict( | ||
obj_dict=obj_dict, | ||
preserve_raw_strings=True, | ||
), | ||
) |