From d3bca9d04c809850d08ff64c2582c07997356ba8 Mon Sep 17 00:00:00 2001 From: Yue Ni Date: Wed, 29 Nov 2023 20:38:46 +0800 Subject: [PATCH] Re-organize gandiva related docs, and add an overall diagram for external function integration. --- docs/source/cpp/gandiva.rst | 129 ++--------------- .../cpp/gandiva/expr_projector_filter.rst | 137 ++++++++++++++++++ docs/source/cpp/gandiva/external_func.png | Bin 0 -> 299672 bytes docs/source/cpp/gandiva/external_func.rst | 37 ++++- 4 files changed, 179 insertions(+), 124 deletions(-) create mode 100644 docs/source/cpp/gandiva/expr_projector_filter.rst create mode 100644 docs/source/cpp/gandiva/external_func.png diff --git a/docs/source/cpp/gandiva.rst b/docs/source/cpp/gandiva.rst index 3bfea3b99dd30..07b07bee7ac4e 100644 --- a/docs/source/cpp/gandiva.rst +++ b/docs/source/cpp/gandiva.rst @@ -40,122 +40,13 @@ pre-compiled into LLVM IR (intermediate representation). .. _LLVM: https://llvm.org/ -Building Expressions -==================== +Expression, Projector and Filter +================================ +To effectively utilize Gandiva, you will construct expression trees with ``TreeExprBuilder``, +including the creation of function nodes, if-else logic, and boolean expressions. +Subsequently, leverage ``Projector`` or ``Filter`` execution kernels to efficiently evaluate these expressions. +See :doc:`./gandiva/expr_projector_filter` for more details. -Gandiva provides a general expression representation where expressions are -represented by a tree of nodes. The expression trees are built using -:class:`TreeExprBuilder`. The leaves of the expression tree are typically -field references, created by :func:`TreeExprBuilder::MakeField`, and -literal values, created by :func:`TreeExprBuilder::MakeLiteral`. Nodes -can be combined into more complex expression trees using: - -* :func:`TreeExprBuilder::MakeFunction` to create a function - node. (You can call :func:`GetRegisteredFunctionSignatures` to - get a list of valid function signatures.) -* :func:`TreeExprBuilder::MakeIf` to create if-else logic. -* :func:`TreeExprBuilder::MakeAnd` and :func:`TreeExprBuilder::MakeOr` - to create boolean expressions. (For "not", use the ``not(bool)`` function in ``MakeFunction``.) -* :func:`TreeExprBuilder::MakeInExpressionInt32` and the other "in expression" - functions to create set membership tests. - -Each of these functions create new composite nodes, which contain the leaf nodes -(literals and field references) or other composite nodes as children. By -composing these, you can create arbitrarily complex expression trees. - -Once an expression tree is built, they are wrapped in either :class:`Expression` -or :class:`Condition`, depending on how they will be used. -``Expression`` is used in projections while ``Condition`` is used in filters. - -As an example, here is how to create an Expression representing ``x + 3`` and a -Condition representing ``x < 3``: - -.. literalinclude:: ../../../cpp/examples/arrow/gandiva_example.cc - :language: cpp - :start-after: (Doc section: Create expressions) - :end-before: (Doc section: Create expressions) - :dedent: 2 - - -Projectors and Filters -====================== - -Gandiva's two execution kernels are :class:`Projector` and -:class:`Filter`. ``Projector`` consumes a record batch and projects -into a new record batch. ``Filter`` consumes a record batch and produces a -:class:`SelectionVector` containing the indices that matched the condition. - -For both ``Projector`` and ``Filter``, optimization of the expression IR happens -when creating instances. They are compiled against a static schema, so the -schema of the record batches must be known at this point. - -Continuing with the ``expression`` and ``condition`` created in the previous -section, here is an example of creating a Projector and a Filter: - -.. literalinclude:: ../../../cpp/examples/arrow/gandiva_example.cc - :language: cpp - :start-after: (Doc section: Create projector and filter) - :end-before: (Doc section: Create projector and filter) - :dedent: 2 - -Once a Projector or Filter is created, it can be evaluated on Arrow record batches. -These execution kernels are single-threaded on their own, but are designed to be -reused to process distinct record batches in parallel. - -Evaluating projections ----------------------- - -Execution is performed with :func:`Projector::Evaluate`. This outputs -a vector of arrays, which can be passed along with the output schema to -:func:`arrow::RecordBatch::Make()`. - -.. literalinclude:: ../../../cpp/examples/arrow/gandiva_example.cc - :language: cpp - :start-after: (Doc section: Evaluate projection) - :end-before: (Doc section: Evaluate projection) - :dedent: 2 - -Evaluating filters ------------------- - -:func:`Filter::Evaluate` produces :class:`SelectionVector`, -a vector of row indices that matched the filter condition. The selection vector -is a wrapper around an arrow integer array, parameterized by bitwidth. When -creating the selection vector (you must initialize it *before* passing to -``Evaluate()``), you must choose the bitwidth, which determines the max index -value it can hold, and the max number of slots, which determines how many indices -it may contain. In general, the max number of slots should be set to your batch -size and the bitwidth the smallest integer size that can represent all integers -less than the batch size. For example, if your batch size is 100k, set the -maximum number of slots to 100k and the bitwidth to 32 (since 2^16 = 64k which -would be too small). - -Once ``Evaluate()`` has been run and the :class:`SelectionVector` is -populated, use the :func:`SelectionVector::ToArray()` method to get -the underlying array and then :func:`::arrow::compute::Take()` to materialize the -output record batch. - -.. literalinclude:: ../../../cpp/examples/arrow/gandiva_example.cc - :language: cpp - :start-after: (Doc section: Evaluate filter) - :end-before: (Doc section: Evaluate filter) - :dedent: 2 - -Evaluating projections and filters ----------------------------------- - -Finally, you can also project while apply a selection vector, with -:func:`Projector::Evaluate()`. To do so, first make sure to initialize the -:class:`Projector` with :func:`SelectionVector::GetMode()` so that the projector -compiles with the correct bitwidth. Then you can pass the -:class:`SelectionVector` into the :func:`Projector::Evaluate()` method. - - -.. literalinclude:: ../../../cpp/examples/arrow/gandiva_example.cc - :language: cpp - :start-after: (Doc section: Evaluate filter and projection) - :end-before: (Doc section: Evaluate filter and projection) - :dedent: 2 External Functions Development ============================== @@ -166,4 +57,10 @@ looking to customize and enhance their computational solutions, Gandiva provides the opportunity to develop and register their own external functions, thus allowing for a more tailored and flexible use of the Gandiva environment. -See :doc:`./gandiva/external_func` for more details. \ No newline at end of file +See :doc:`./gandiva/external_func` for more details. + +.. toctree:: + :maxdepth: 2 + + gandiva/expr_projector_filter + gandiva/external_func \ No newline at end of file diff --git a/docs/source/cpp/gandiva/expr_projector_filter.rst b/docs/source/cpp/gandiva/expr_projector_filter.rst new file mode 100644 index 0000000000000..c960d1d869fe5 --- /dev/null +++ b/docs/source/cpp/gandiva/expr_projector_filter.rst @@ -0,0 +1,137 @@ +.. 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. + +========================================= +Gandiva Expression, Projector, and Filter +========================================= + +Building Expressions +==================== + +Gandiva provides a general expression representation where expressions are +represented by a tree of nodes. The expression trees are built using +:class:`TreeExprBuilder`. The leaves of the expression tree are typically +field references, created by :func:`TreeExprBuilder::MakeField`, and +literal values, created by :func:`TreeExprBuilder::MakeLiteral`. Nodes +can be combined into more complex expression trees using: + +* :func:`TreeExprBuilder::MakeFunction` to create a function + node. (You can call :func:`GetRegisteredFunctionSignatures` to + get a list of valid function signatures.) +* :func:`TreeExprBuilder::MakeIf` to create if-else logic. +* :func:`TreeExprBuilder::MakeAnd` and :func:`TreeExprBuilder::MakeOr` + to create boolean expressions. (For "not", use the ``not(bool)`` function in ``MakeFunction``.) +* :func:`TreeExprBuilder::MakeInExpressionInt32` and the other "in expression" + functions to create set membership tests. + +Each of these functions create new composite nodes, which contain the leaf nodes +(literals and field references) or other composite nodes as children. By +composing these, you can create arbitrarily complex expression trees. + +Once an expression tree is built, they are wrapped in either :class:`Expression` +or :class:`Condition`, depending on how they will be used. +``Expression`` is used in projections while ``Condition`` is used in filters. + +As an example, here is how to create an Expression representing ``x + 3`` and a +Condition representing ``x < 3``: + +.. literalinclude:: ../../../../cpp/examples/arrow/gandiva_example.cc + :language: cpp + :start-after: (Doc section: Create expressions) + :end-before: (Doc section: Create expressions) + :dedent: 2 + + +Projectors and Filters +====================== + +Gandiva's two execution kernels are :class:`Projector` and +:class:`Filter`. ``Projector`` consumes a record batch and projects +into a new record batch. ``Filter`` consumes a record batch and produces a +:class:`SelectionVector` containing the indices that matched the condition. + +For both ``Projector`` and ``Filter``, optimization of the expression IR happens +when creating instances. They are compiled against a static schema, so the +schema of the record batches must be known at this point. + +Continuing with the ``expression`` and ``condition`` created in the previous +section, here is an example of creating a Projector and a Filter: + +.. literalinclude:: ../../../../cpp/examples/arrow/gandiva_example.cc + :language: cpp + :start-after: (Doc section: Create projector and filter) + :end-before: (Doc section: Create projector and filter) + :dedent: 2 + +Once a Projector or Filter is created, it can be evaluated on Arrow record batches. +These execution kernels are single-threaded on their own, but are designed to be +reused to process distinct record batches in parallel. + +Evaluating projections +---------------------- + +Execution is performed with :func:`Projector::Evaluate`. This outputs +a vector of arrays, which can be passed along with the output schema to +:func:`arrow::RecordBatch::Make()`. + +.. literalinclude:: ../../../../cpp/examples/arrow/gandiva_example.cc + :language: cpp + :start-after: (Doc section: Evaluate projection) + :end-before: (Doc section: Evaluate projection) + :dedent: 2 + +Evaluating filters +------------------ + +:func:`Filter::Evaluate` produces :class:`SelectionVector`, +a vector of row indices that matched the filter condition. The selection vector +is a wrapper around an arrow integer array, parameterized by bitwidth. When +creating the selection vector (you must initialize it *before* passing to +``Evaluate()``), you must choose the bitwidth, which determines the max index +value it can hold, and the max number of slots, which determines how many indices +it may contain. In general, the max number of slots should be set to your batch +size and the bitwidth the smallest integer size that can represent all integers +less than the batch size. For example, if your batch size is 100k, set the +maximum number of slots to 100k and the bitwidth to 32 (since 2^16 = 64k which +would be too small). + +Once ``Evaluate()`` has been run and the :class:`SelectionVector` is +populated, use the :func:`SelectionVector::ToArray()` method to get +the underlying array and then :func:`::arrow::compute::Take()` to materialize the +output record batch. + +.. literalinclude:: ../../../../cpp/examples/arrow/gandiva_example.cc + :language: cpp + :start-after: (Doc section: Evaluate filter) + :end-before: (Doc section: Evaluate filter) + :dedent: 2 + +Evaluating projections and filters +---------------------------------- + +Finally, you can also project while apply a selection vector, with +:func:`Projector::Evaluate()`. To do so, first make sure to initialize the +:class:`Projector` with :func:`SelectionVector::GetMode()` so that the projector +compiles with the correct bitwidth. Then you can pass the +:class:`SelectionVector` into the :func:`Projector::Evaluate()` method. + + +.. literalinclude:: ../../../../cpp/examples/arrow/gandiva_example.cc + :language: cpp + :start-after: (Doc section: Evaluate filter and projection) + :end-before: (Doc section: Evaluate filter and projection) + :dedent: 2 \ No newline at end of file diff --git a/docs/source/cpp/gandiva/external_func.png b/docs/source/cpp/gandiva/external_func.png new file mode 100644 index 0000000000000000000000000000000000000000..171a3601d337bf6a2927498d5c497da913c05534 GIT binary patch literal 299672 zcmeFZcRbba`#Am-880##Rzid(GD6~Lq3njNjLax|uX9SImsv(zH{29gb%$vjZ-Sp2X|7t{?I zk^1fh6ML`FYl{Fv{fO5mB!PaNNtyNgpNho1-5N-P^vq+T*h^;Ymcb`MTPh-&u}@SE=enLYpKVINuW|9OTHCpq?i9&#%GhjNE0|M7B% z7ZCKH5)pCZKkFf42K1lXAm+w@ZiAQ`|G5n!Zv5vqh?w!8+aPAff0^4ZZv5vqh}iL; z+aO}b|ATI0yY_4Nua4VMg#V0UhZoTQgGRBn`~PYWVm0`$_8{iQe@O%pH~xR~ms2@= zAqcCQ?X>2)mNzzu>zc=T_Bgi|_b{)IcNcWw_WdQwzdcv@c5G~yWbEWJzOKV#sF7~C 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