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Add physical and logical plan conversion to and from protobuf (#892)
* Add physical and logical plan conversion to and from protobuf * Add wrappers for LogicalPlan and ExecutionPlan * Add unit tests for to_proto and from_proto for logical and physical plans
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# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. | ||
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"""This module supports physical and logical plans in DataFusion.""" | ||
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from __future__ import annotations | ||
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import datafusion._internal as df_internal | ||
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from typing import List, Any, TYPE_CHECKING | ||
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if TYPE_CHECKING: | ||
from datafusion.context import SessionContext | ||
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__all__ = [ | ||
"LogicalPlan", | ||
"ExecutionPlan", | ||
] | ||
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class LogicalPlan: | ||
"""Logical Plan. | ||
A `LogicalPlan` is a node in a tree of relational operators (such as | ||
Projection or Filter). | ||
Represents transforming an input relation (table) to an output relation | ||
(table) with a potentially different schema. Plans form a dataflow tree | ||
where data flows from leaves up to the root to produce the query result. | ||
`LogicalPlan`s can be created by the SQL query planner, the DataFrame API, | ||
or programmatically (for example custom query languages). | ||
""" | ||
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def __init__(self, plan: df_internal.LogicalPlan) -> None: | ||
"""This constructor should not be called by the end user.""" | ||
self._raw_plan = plan | ||
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def to_variant(self) -> Any: | ||
"""Convert the logical plan into its specific variant.""" | ||
return self._raw_plan.to_variant() | ||
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def inputs(self) -> List[LogicalPlan]: | ||
"""Returns the list of inputs to the logical plan.""" | ||
return [LogicalPlan(p) for p in self._raw_plan.inputs()] | ||
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def __repr__(self) -> str: | ||
"""Generate a printable representation of the plan.""" | ||
return self._raw_plan.__repr__() | ||
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def display(self) -> str: | ||
"""Print the logical plan.""" | ||
return self._raw_plan.display() | ||
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def display_indent(self) -> str: | ||
"""Print an indented form of the logical plan.""" | ||
return self._raw_plan.display_indent() | ||
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def display_indent_schema(self) -> str: | ||
"""Print an indented form of the schema for the logical plan.""" | ||
return self._raw_plan.display_indent_schema() | ||
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def display_graphviz(self) -> str: | ||
"""Print the graph visualization of the logical plan. | ||
Returns a `format`able structure that produces lines meant for graphical display | ||
using the `DOT` language. This format can be visualized using software from | ||
[`graphviz`](https://graphviz.org/) | ||
""" | ||
return self._raw_plan.display_graphviz() | ||
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@staticmethod | ||
def from_proto(ctx: SessionContext, data: bytes) -> LogicalPlan: | ||
"""Create a LogicalPlan from protobuf bytes. | ||
Tables created in memory from record batches are currently not supported. | ||
""" | ||
return LogicalPlan(df_internal.LogicalPlan.from_proto(ctx.ctx, data)) | ||
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def to_proto(self) -> bytes: | ||
"""Convert a LogicalPlan to protobuf bytes. | ||
Tables created in memory from record batches are currently not supported. | ||
""" | ||
return self._raw_plan.to_proto() | ||
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class ExecutionPlan: | ||
"""Represent nodes in the DataFusion Physical Plan.""" | ||
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def __init__(self, plan: df_internal.ExecutionPlan) -> None: | ||
"""This constructor should not be called by the end user.""" | ||
self._raw_plan = plan | ||
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def children(self) -> List[ExecutionPlan]: | ||
"""Get a list of children `ExecutionPlan`s that act as inputs to this plan. | ||
The returned list will be empty for leaf nodes such as scans, will contain a | ||
single value for unary nodes, or two values for binary nodes (such as joins). | ||
""" | ||
return [ExecutionPlan(e) for e in self._raw_plan.children()] | ||
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def display(self) -> str: | ||
"""Print the physical plan.""" | ||
return self._raw_plan.display() | ||
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def display_indent(self) -> str: | ||
"""Print an indented form of the physical plan.""" | ||
return self._raw_plan.display_indent() | ||
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def __repr__(self) -> str: | ||
"""Print a string representation of the physical plan.""" | ||
return self._raw_plan.__repr__() | ||
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@property | ||
def partition_count(self) -> int: | ||
"""Returns the number of partitions in the physical plan.""" | ||
return self._raw_plan.partition_count | ||
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@staticmethod | ||
def from_proto(ctx: SessionContext, data: bytes) -> ExecutionPlan: | ||
"""Create an ExecutionPlan from protobuf bytes. | ||
Tables created in memory from record batches are currently not supported. | ||
""" | ||
return ExecutionPlan(df_internal.ExecutionPlan.from_proto(ctx.ctx, data)) | ||
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def to_proto(self) -> bytes: | ||
"""Convert an ExecutionPlan into protobuf bytes. | ||
Tables created in memory from record batches are currently not supported. | ||
""" | ||
return self._raw_plan.to_proto() |
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# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. | ||
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from datafusion import SessionContext, LogicalPlan, ExecutionPlan | ||
import pytest | ||
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# Note: We must use CSV because memory tables are currently not supported for | ||
# conversion to/from protobuf. | ||
@pytest.fixture | ||
def df(): | ||
ctx = SessionContext() | ||
return ctx.read_csv(path="testing/data/csv/aggregate_test_100.csv").select("c1") | ||
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def test_logical_plan_to_proto(ctx, df) -> None: | ||
logical_plan_bytes = df.logical_plan().to_proto() | ||
logical_plan = LogicalPlan.from_proto(ctx, logical_plan_bytes) | ||
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df_round_trip = ctx.create_dataframe_from_logical_plan(logical_plan) | ||
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assert df.collect() == df_round_trip.collect() | ||
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original_execution_plan = df.execution_plan() | ||
execution_plan_bytes = original_execution_plan.to_proto() | ||
execution_plan = ExecutionPlan.from_proto(ctx, execution_plan_bytes) | ||
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assert str(original_execution_plan) == str(execution_plan) |
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