STT-tensorflow/tensorflow/compiler/xla/service/scatter_expander.h
Justin Lebar ad7e6583cd [XLA] Expand simple scatter operations into dynamic-update-slice.
This allows them to be fused.

PiperOrigin-RevId: 327291810
Change-Id: I8e706a6add56e5e9fb4e9262e886f19ee11ac2df
2020-08-18 13:21:28 -07:00

61 lines
2.0 KiB
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/* Copyright 2018 The TensorFlow Authors. All Rights Reserved.
Licensed 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.
==============================================================================*/
#ifndef TENSORFLOW_COMPILER_XLA_SERVICE_SCATTER_EXPANDER_H_
#define TENSORFLOW_COMPILER_XLA_SERVICE_SCATTER_EXPANDER_H_
#include "tensorflow/compiler/xla/service/op_expander_pass.h"
namespace xla {
// This pass rewrites scatter operations into (roughly) while loops of
// dynamic-update-slices.
//
// This pass can be used in two ways:
//
// - kEliminateAllScatters: For backends that don't support scatter, this pass
// can convert every scatter into a loop.
//
// - kEliminateSimpleScatters: For backends that *do* support scatter, this
// pass can strength-reduce "simple" scatters -- specifically, scatters that
// can be represented without a loop -- to dynamic-update-slices.
//
// Note that even in kEliminateSimpleScatters mode, this pass may still expand a
// scatter into a loop (with a trip-count of 1). It's up to other
// simplification passes to remove the loop.
class ScatterExpander : public OpExpanderPass {
public:
enum Mode {
kEliminateAllScatters,
kEliminateSimpleScatters,
};
explicit ScatterExpander(Mode m) : mode_(m) {}
absl::string_view name() const override { return "scatter_expander"; }
protected:
bool InstructionMatchesPattern(HloInstruction* inst) override;
StatusOr<HloInstruction*> ExpandInstruction(HloInstruction* scatter) override;
private:
Mode mode_;
};
} // namespace xla
#endif // TENSORFLOW_COMPILER_XLA_SERVICE_SCATTER_EXPANDER_H_