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…1693) Addresses some missing features and usability issues when using PyArrow with Substrait ExtendedExpressions * GitHub Issue: #41692 - [x] Allow passing `BoundExpressions` for `Scanner(columns=X)` instead of a dict of expressions. - [x] Allow passing `BoundExpressions` for `Scanner(filter=X)` so that user doesn't have to distinguish between `Expression` and `BoundExpressions` and can always just use `pyarrow.substrait.deserialize_expressions` - [x] Allow decoding `pyarrow.BoundExpressions` directly from `protobuf.Message`, thus allowing to use substrait-python objects. - [x] Return `memoryview` from methods encoding substrait, so that those can be directly passed to substrait-python (or more in general other python libraries) without a copy being involved. - [x] Allow decoding messages from `memoryview` so that the output of encoding functions can be sent back to dencoding functions. - [x] Allow to encode and decode schemas from substrait - [x] When encoding schemas return the extension types required for a substrait consumer to decode the schema - [x] Handle arrow extension types when decoding a schema - [x] Update docstrings and documentation --------- Co-authored-by: Raúl Cumplido <raulcumplido@gmail.com>
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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. | ||
========= | ||
Substrait | ||
========= | ||
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The ``arrow-substrait`` module implements support for the Substrait_ format, | ||
enabling conversion to and from Arrow objects. | ||
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The ``arrow-dataset`` module can execute Substrait_ plans via the | ||
:doc:`Acero <../cpp/streaming_execution>` query engine. | ||
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.. contents:: | ||
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Working with Schemas | ||
==================== | ||
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Arrow schemas can be encoded and decoded using the :meth:`pyarrow.substrait.serialize_schema` and | ||
:meth:`pyarrow.substrait.deserialize_schema` functions. | ||
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.. code-block:: python | ||
import pyarrow as pa | ||
import pyarrow.substrait as pa_substrait | ||
arrow_schema = pa.schema([ | ||
pa.field("x", pa.int32()), | ||
pa.field("y", pa.string()) | ||
]) | ||
substrait_schema = pa_substrait.serialize_schema(arrow_schema) | ||
The schema marshalled as a Substrait ``NamedStruct`` is directly | ||
available as ``substrait_schema.schema``:: | ||
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>>> print(substrait_schema.schema) | ||
b'\n\x01x\n\x01y\x12\x0c\n\x04*\x02\x10\x01\n\x04b\x02\x10\x01' | ||
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In case arrow custom types were used, the schema will require | ||
extensions for those types to be actually usable, for this reason | ||
the schema is also available as an `Extended Expression`_ including | ||
all the extensions types:: | ||
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>>> print(substrait_schema.expression) | ||
b'"\x14\n\x01x\n\x01y\x12\x0c\n\x04*\x02\x10\x01\n\x04b\x02\x10\x01:\x19\x10,*\x15Acero 17.0.0' | ||
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If ``Substrait Python`` is installed, the schema can also be converted to | ||
a ``substrait-python`` object:: | ||
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>>> print(substrait_schema.to_pysubstrait()) | ||
version { | ||
minor_number: 44 | ||
producer: "Acero 17.0.0" | ||
} | ||
base_schema { | ||
names: "x" | ||
names: "y" | ||
struct { | ||
types { | ||
i32 { | ||
nullability: NULLABILITY_NULLABLE | ||
} | ||
} | ||
types { | ||
string { | ||
nullability: NULLABILITY_NULLABLE | ||
} | ||
} | ||
} | ||
} | ||
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Working with Expressions | ||
======================== | ||
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Arrow compute expressions can be encoded and decoded using the | ||
:meth:`pyarrow.substrait.serialize_expressions` and | ||
:meth:`pyarrow.substrait.deserialize_expressions` functions. | ||
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.. code-block:: python | ||
import pyarrow as pa | ||
import pyarrow.compute as pa | ||
import pyarrow.substrait as pa_substrait | ||
arrow_schema = pa.schema([ | ||
pa.field("x", pa.int32()), | ||
pa.field("y", pa.int32()) | ||
]) | ||
substrait_expr = pa_substrait.serialize_expressions( | ||
exprs=[pc.field("x") + pc.field("y")], | ||
names=["total"], | ||
schema=arrow_schema | ||
) | ||
The result of encoding to substrait an expression will be the | ||
protobuf ``ExtendedExpression`` message data itself:: | ||
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>>> print(bytes(substrait_expr)) | ||
b'\nZ\x12Xhttps://github.com/substrait-io/substrait/blob/main/extensions/functions_arithmetic.yaml\x12\x07\x1a\x05\x1a\x03add\x1a>\n5\x1a3\x1a\x04*\x02\x10\x01"\n\x1a\x08\x12\x06\n\x02\x12\x00"\x00"\x0c\x1a\n\x12\x08\n\x04\x12\x02\x08\x01"\x00*\x11\n\x08overflow\x12\x05ERROR\x1a\x05total"\x14\n\x01x\n\x01y\x12\x0c\n\x04*\x02\x10\x01\n\x04*\x02\x10\x01:\x19\x10,*\x15Acero 17.0.0' | ||
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So in case a ``Substrait Python`` object is required, the expression | ||
has to be decoded from ``substrait-python`` itself:: | ||
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>>> import substrait | ||
>>> pysubstrait_expr = substrait.proto.ExtendedExpression.FromString(substrait_expr) | ||
>>> print(pysubstrait_expr) | ||
version { | ||
minor_number: 44 | ||
producer: "Acero 17.0.0" | ||
} | ||
extension_uris { | ||
uri: "https://github.com/substrait-io/substrait/blob/main/extensions/functions_arithmetic.yaml" | ||
} | ||
extensions { | ||
extension_function { | ||
name: "add" | ||
} | ||
} | ||
referred_expr { | ||
expression { | ||
scalar_function { | ||
arguments { | ||
value { | ||
selection { | ||
direct_reference { | ||
struct_field { | ||
} | ||
} | ||
root_reference { | ||
} | ||
} | ||
} | ||
} | ||
arguments { | ||
value { | ||
selection { | ||
direct_reference { | ||
struct_field { | ||
field: 1 | ||
} | ||
} | ||
root_reference { | ||
} | ||
} | ||
} | ||
} | ||
options { | ||
name: "overflow" | ||
preference: "ERROR" | ||
} | ||
output_type { | ||
i32 { | ||
nullability: NULLABILITY_NULLABLE | ||
} | ||
} | ||
} | ||
} | ||
output_names: "total" | ||
} | ||
base_schema { | ||
names: "x" | ||
names: "y" | ||
struct { | ||
types { | ||
i32 { | ||
nullability: NULLABILITY_NULLABLE | ||
} | ||
} | ||
types { | ||
i32 { | ||
nullability: NULLABILITY_NULLABLE | ||
} | ||
} | ||
} | ||
} | ||
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Executing Queries Using Substrait Extended Expressions | ||
====================================================== | ||
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Dataset supports executing queries using Substrait's `Extended Expression`_, | ||
the expressions can be passed to the dataset scanner in the form of | ||
:class:`pyarrow.substrait.BoundExpressions` | ||
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.. code-block:: python | ||
import pyarrow.dataset as ds | ||
import pyarrow.substrait as pa_substrait | ||
# Use substrait-python to create the queries | ||
from substrait import proto | ||
dataset = ds.dataset("./data/index-0.parquet") | ||
substrait_schema = pa_substrait.serialize_schema(dataset.schema).to_pysubstrait() | ||
# SELECT project_name FROM dataset WHERE project_name = 'pyarrow' | ||
projection = proto.ExtendedExpression(referred_expr=[ | ||
{"expression": {"selection": {"direct_reference": {"struct_field": {"field": 0}}}}, | ||
"output_names": ["project_name"]} | ||
]) | ||
projection.MergeFrom(substrait_schema) | ||
filtering = proto.ExtendedExpression( | ||
extension_uris=[{"extension_uri_anchor": 99, "uri": "/functions_comparison.yaml"}], | ||
extensions=[{"extension_function": {"extension_uri_reference": 99, "function_anchor": 199, "name": "equal:any1_any1"}}], | ||
referred_expr=[ | ||
{"expression": {"scalar_function": {"function_reference": 199, "arguments": [ | ||
{"value": {"selection": {"direct_reference": {"struct_field": {"field": 0}}}}}, | ||
{"value": {"literal": {"string": "pyarrow"}}} | ||
], "output_type": {"bool": {"nullability": False}}}}} | ||
] | ||
) | ||
filtering.MergeFrom(substrait_schema) | ||
results = dataset.scanner( | ||
columns=pa.substrait.BoundExpressions.from_substrait(projection), | ||
filter=pa.substrait.BoundExpressions.from_substrait(filtering) | ||
).head(5) | ||
.. code-block:: text | ||
project_name | ||
0 pyarrow | ||
1 pyarrow | ||
2 pyarrow | ||
3 pyarrow | ||
4 pyarrow | ||
.. _`Substrait`: https://substrait.io/ | ||
.. _`Substrait Python`: https://github.com/substrait-io/substrait-python | ||
.. _`Acero`: https://arrow.apache.org/docs/cpp/streaming_execution.html | ||
.. _`Extended Expression`: https://github.com/substrait-io/substrait/blob/main/site/docs/expressions/extended_expression.md |
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