3RNN/Lib/site-packages/tensorflow/include/xla/service/topk_rewriter.h

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/* Copyright 2020 The OpenXLA Authors.
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 XLA_SERVICE_TOPK_REWRITER_H_
#define XLA_SERVICE_TOPK_REWRITER_H_
#include <functional>
#include <memory>
#include <optional>
#include <utility>
#include "xla/hlo/ir/dfs_hlo_visitor_with_default.h"
#include "xla/hlo/ir/hlo_instruction.h"
#include "xla/hlo/ir/hlo_instructions.h"
#include "xla/hlo/ir/hlo_module.h"
#include "xla/service/hlo_pass_interface.h"
namespace xla {
// This pass pattern-matches soups of HLOs executing a TopK operation and
// replaces them with a TopK CustomCall when the given values are supported by
// the CustomCall and it is more efficient to use that implementation.
class TopkRewriter : public HloModulePass {
public:
explicit TopkRewriter(std::function<bool(const HloSortInstruction*, int64_t)>
is_profitable_to_convert)
: is_profitable_to_convert_(std::move(is_profitable_to_convert)) {}
absl::string_view name() const override { return "topk-rewriter"; }
using HloPassInterface::Run;
StatusOr<bool> Run(
HloModule* module,
const absl::flat_hash_set<absl::string_view>& execution_threads) override;
protected:
// Check if the sort instruction is in TopK.
std::optional<int64_t> SortIsInTopK(HloInstruction* inst);
// Transform to CustomCall.
StatusOr<bool> TransformToCustomCall(
HloModule* module,
const absl::flat_hash_set<absl::string_view>& execution_threads);
private:
// Predicate that returns true if a sort instruction is profitable to be
// converted into a custom call.
std::function<bool(const HloSortInstruction*, int64_t)>
is_profitable_to_convert_;
// Matches the input to the sort+iota+slice pattern and converts to custom
// call if profitable. Returns the custom call if one was created.
StatusOr<HloInstruction*> TransformPatternToCustomCall(HloInstruction* inst);
};
class TopkDecomposer : public HloModulePass {
public:
absl::string_view name() const override { return "topk-decomposer"; }
explicit TopkDecomposer(HloPredicate should_decompose = {})
: should_decompose_(should_decompose) {}
using HloPassInterface::Run;
StatusOr<bool> Run(
HloModule* module,
const absl::flat_hash_set<absl::string_view>& execution_threads) override;
private:
HloPredicate should_decompose_;
};
} // namespace xla
#endif // XLA_SERVICE_TOPK_REWRITER_H_