add conv2dbackpropinput eltwise fusion pass

This commit is contained in:
etone-chan 2020-05-21 19:09:21 +08:00
parent 332e4de1b9
commit 391a1fa6ac
19 changed files with 282 additions and 36 deletions

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@ -65,6 +65,8 @@
#include "pre_activate/ascend/buffer_fusion/buffer_fusion.h"
#include "pre_activate/ascend/buffer_fusion/ub_pattern_fusion.h"
#include "pre_activate/ascend/buffer_fusion/eltwise_fusion_pass.h"
#include "pre_activate/ascend/buffer_fusion/conv2dbackprop_eltwise_eltwise_fusion_pass.h"
#include "pre_activate/ascend/buffer_fusion/conv2dbackprop_eltwise_fusion_pass.h"
#include "pre_activate/ascend/buffer_fusion/conv_single_in_fusion_pass.h"
#include "pre_activate/ascend/buffer_fusion/conv_double_in_fusion_pass.h"
#include "pre_activate/ascend/buffer_fusion/matmul_eltwise_fusion_pass.h"
@ -336,16 +338,18 @@ void AscendBackendUBFusionOptimization(const std::shared_ptr<session::KernelGrap
fusion_id_allocator->Init();
auto optimizer = std::make_shared<GraphOptimizer>();
auto ub_fusion_pm = std::make_shared<PassManager>("ub_fusion_pm");
ub_fusion_pm->AddPass(std::make_shared<ConvDoubleInFusionPass>(fusion_id_allocator.get()));
ub_fusion_pm->AddPass(std::make_shared<ConvSingleInFusionPass>(fusion_id_allocator.get()));
ub_fusion_pm->AddPass(std::make_shared<EltwiseFusionPass>(fusion_id_allocator.get()));
ub_fusion_pm->AddPass(std::make_shared<MatmulEltwiseFusionPass>(fusion_id_allocator.get()));
ub_fusion_pm->AddPass(std::make_shared<BnupdateEltwiseFusionPass>(fusion_id_allocator.get()));
ub_fusion_pm->AddPass(std::make_shared<DepthwiseConvEltwiseFusionPass>(fusion_id_allocator.get()));
ub_fusion_pm->AddPass(std::make_shared<BnupdateEltwiseEltwiseFusionPass>(fusion_id_allocator.get()));
ub_fusion_pm->AddPass(std::make_shared<ConvBnReduceFusionPass>(fusion_id_allocator.get()));
ub_fusion_pm->AddPass(std::make_shared<ReduceEltwiseFusionPass>(fusion_id_allocator.get()));
ub_fusion_pm->AddPass(std::make_shared<SegmentEltwiseFusionPass>(fusion_id_allocator.get()));
ub_fusion_pm->AddPass(std::make_shared<Conv2DBackpropEltwiseEltwiseFusionPass>(fusion_id_allocator));
ub_fusion_pm->AddPass(std::make_shared<Conv2DBackpropEltwiseFusionPass>(fusion_id_allocator));
ub_fusion_pm->AddPass(std::make_shared<ConvBnReduceFusionPass>(fusion_id_allocator));
ub_fusion_pm->AddPass(std::make_shared<ConvSingleInFusionPass>(fusion_id_allocator));
ub_fusion_pm->AddPass(std::make_shared<BnupdateEltwiseFusionPass>(fusion_id_allocator));
ub_fusion_pm->AddPass(std::make_shared<BnupdateEltwiseEltwiseFusionPass>(fusion_id_allocator));
ub_fusion_pm->AddPass(std::make_shared<MatmulEltwiseFusionPass>(fusion_id_allocator));
ub_fusion_pm->AddPass(std::make_shared<ConvDoubleInFusionPass>(fusion_id_allocator));
ub_fusion_pm->AddPass(std::make_shared<ReduceEltwiseFusionPass>(fusion_id_allocator));
ub_fusion_pm->AddPass(std::make_shared<SegmentEltwiseFusionPass>(fusion_id_allocator));
ub_fusion_pm->AddPass(std::make_shared<EltwiseFusionPass>(fusion_id_allocator));
ub_fusion_pm->AddPass(std::make_shared<DepthwiseConvEltwiseFusionPass>(fusion_id_allocator));
ub_fusion_pm->AddPass(std::make_shared<UbPatternFusion>());
optimizer->AddPassManager(ub_fusion_pm);
(void)optimizer->Optimize(kernel_graph);

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@ -33,7 +33,7 @@ using FusedNodeRecord = std::vector<std::unordered_set<AnfNodePtr>>;
class BnupdateEltwiseEltwiseFusionPass : public FusionBasePass {
public:
explicit BnupdateEltwiseEltwiseFusionPass(FusionIdAllocator *idAllocator)
explicit BnupdateEltwiseEltwiseFusionPass(FusionIdAllocatorPtr idAllocator)
: FusionBasePass("BnupdateEltwiseEltwiseFusionPass", idAllocator) {}
~BnupdateEltwiseEltwiseFusionPass() override = default;
void MatchSingleFusionPattern(const session::KernelGraph &kernel_graph, FusedNodeRecord *candidate_fusion) override;

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@ -33,7 +33,7 @@ using FusedNodeRecord = std::vector<std::unordered_set<AnfNodePtr>>;
class BnupdateEltwiseFusionPass : public FusionBasePass {
public:
explicit BnupdateEltwiseFusionPass(FusionIdAllocator *idAllocator)
explicit BnupdateEltwiseFusionPass(FusionIdAllocatorPtr idAllocator)
: FusionBasePass("BnupdateEltwiseFusionPass", idAllocator) {}
~BnupdateEltwiseFusionPass() override = default;
void MatchSingleFusionPattern(const session::KernelGraph &kernel_graph, FusedNodeRecord *candidate_fusion) override;

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@ -0,0 +1,76 @@
/**
* Copyright 2020 Huawei Technologies Co., Ltd
*
* 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.
*/
#include "pre_activate/ascend/buffer_fusion/conv2dbackprop_eltwise_eltwise_fusion_pass.h"
#include <vector>
#include <unordered_set>
#include <memory>
#include <string>
#include "kernel/kernel_fusion.h"
#include "debug/anf_ir_dump.h"
#include "session/anf_runtime_algorithm.h"
#include "operator/ops.h"
#include "utils/context/ms_context.h"
#include "pre_activate/common/fusion_id_allocator.h"
namespace mindspore {
namespace opt {
void Conv2DBackpropEltwiseEltwiseFusionPass::MatchConv2DBackpropInputEltwiseEltwise(
const CNodePtr &cnode, const session::KernelGraph &kernel_graph, FusedNodeRecord *candidate_fusion) {
MS_EXCEPTION_IF_NULL(cnode);
MS_EXCEPTION_IF_NULL(candidate_fusion);
auto manager = kernel_graph.manager();
MS_EXCEPTION_IF_NULL(manager);
std::unordered_set<AnfNodePtr> record{cnode};
auto eltwise_input = cnode->input(1);
if (CheckDoubleInEltWiseNode(manager.get(), eltwise_input)) {
(void)record.insert(eltwise_input);
} else {
return;
}
auto input_cnode = eltwise_input->cast<CNodePtr>();
MS_EXCEPTION_IF_NULL(input_cnode);
auto double_in_eltwise_input = input_cnode->input(1);
if (!double_in_eltwise_input->isa<CNode>() || !AnfAlgo::IsRealCNodeKernel(double_in_eltwise_input) ||
fusion_id_allocator->HasFusionIdAttr(double_in_eltwise_input)) {
return;
}
if (AnfAlgo::CheckPrimitiveType(double_in_eltwise_input, prim::kPrimConv2DBackpropInput)) {
(void)record.insert(double_in_eltwise_input);
candidate_fusion->push_back(record);
SetRecordFusionId(record);
}
}
void Conv2DBackpropEltwiseEltwiseFusionPass::MatchSingleFusionPattern(const session::KernelGraph &kernel_graph,
FusedNodeRecord *candidate_fusion) {
MS_EXCEPTION_IF_NULL(candidate_fusion);
std::vector<AnfNodePtr> node_list = TopoSort(kernel_graph.get_return());
for (auto &node : node_list) {
if (!AnfAlgo::IsRealCNodeKernel(node) || fusion_id_allocator->HasFusionIdAttr(node) ||
AnfAlgo::CheckPrimitiveType(node, prim::kPrimReturn)) {
continue;
}
auto cnode = node->cast<CNodePtr>();
MS_EXCEPTION_IF_NULL(cnode);
if (AnfAlgo::GetKernelType(cnode) == KernelType::TBE_KERNEL &&
AnfAlgo::GetFusionType(cnode) == kernel::FusionType::ELEMWISE &&
(cnode->inputs().size() == ELTWISE_INPUT_SIZE || cnode->inputs().size() == ELTWISE_DOUBLE_IN_INPUT_SIZE)) {
MatchConv2DBackpropInputEltwiseEltwise(cnode, kernel_graph, candidate_fusion);
}
}
}
} // namespace opt
} // namespace mindspore

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@ -0,0 +1,47 @@
/**
* Copyright 2020 Huawei Technologies Co., Ltd
*
* 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 MINDSPORE_CCSRC_PRE_ACTIVATE_ASCEND_BUFFER_FUSION_PASS_CONV2DBACKPROP_ELTWISE_ELTWISE_FUSION_PASS_H_
#define MINDSPORE_CCSRC_PRE_ACTIVATE_ASCEND_BUFFER_FUSION_PASS_CONV2DBACKPROP_ELTWISE_ELTWISE_FUSION_PASS_H_
#include <unordered_set>
#include <vector>
#include "pre_activate/ascend/buffer_fusion/fusion_base_pass.h"
#include "ir/anf.h"
#include "pre_activate/common/pass.h"
#include "pre_activate/common/fusion_id_allocator.h"
#include "device/kernel_info.h"
#include "kernel/kernel.h"
#include "session/kernel_graph.h"
namespace mindspore {
namespace opt {
using FusedNodeRecord = std::vector<std::unordered_set<AnfNodePtr>>;
class Conv2DBackpropEltwiseEltwiseFusionPass : public FusionBasePass {
public:
explicit Conv2DBackpropEltwiseEltwiseFusionPass(FusionIdAllocatorPtr idAllocator)
: FusionBasePass("Conv2DBackpropEltwiseEltwiseFusionPass", idAllocator) {}
~Conv2DBackpropEltwiseEltwiseFusionPass() override = default;
void MatchSingleFusionPattern(const session::KernelGraph &kernel_graph, FusedNodeRecord *candidate_fusion) override;
private:
void MatchConv2DBackpropInputEltwiseEltwise(const CNodePtr &cnode, const session::KernelGraph &kernel_graph,
FusedNodeRecord *candidate_fusion);
};
} // namespace opt
} // namespace mindspore
#endif // MINDSPORE_CCSRC_PRE_ACTIVATE_ASCEND_BUFFER_FUSION_PASS_CONV2DBACKPROP_ELTWISE_ELTWISE_FUSION_PASS_H_

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@ -0,0 +1,69 @@
/**
* Copyright 2020 Huawei Technologies Co., Ltd
*
* 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.
*/
#include "pre_activate/ascend/buffer_fusion/conv2dbackprop_eltwise_fusion_pass.h"
#include <vector>
#include <unordered_set>
#include <memory>
#include <string>
#include "kernel/kernel_fusion.h"
#include "debug/anf_ir_dump.h"
#include "session/anf_runtime_algorithm.h"
#include "operator/ops.h"
#include "utils/context/ms_context.h"
#include "pre_activate/common/fusion_id_allocator.h"
namespace mindspore {
namespace opt {
void Conv2DBackpropEltwiseFusionPass::MatchConv2DBackpropInputEltwise(const CNodePtr &cnode,
const session::KernelGraph &kernel_graph,
FusedNodeRecord *candidate_fusion) {
MS_EXCEPTION_IF_NULL(cnode);
MS_EXCEPTION_IF_NULL(candidate_fusion);
auto manager = kernel_graph.manager();
MS_EXCEPTION_IF_NULL(manager);
std::unordered_set<AnfNodePtr> record{cnode};
auto eltwise_input = cnode->input(1);
if (!eltwise_input->isa<CNode>() || !AnfAlgo::IsRealCNodeKernel(eltwise_input) ||
fusion_id_allocator->HasFusionIdAttr(eltwise_input)) {
return;
}
if (AnfAlgo::CheckPrimitiveType(eltwise_input, prim::kPrimConv2DBackpropInput)) {
(void)record.insert(eltwise_input);
candidate_fusion->push_back(record);
SetRecordFusionId(record);
}
}
void Conv2DBackpropEltwiseFusionPass::MatchSingleFusionPattern(const session::KernelGraph &kernel_graph,
FusedNodeRecord *candidate_fusion) {
MS_EXCEPTION_IF_NULL(candidate_fusion);
std::vector<AnfNodePtr> node_list = TopoSort(kernel_graph.get_return());
for (auto &node : node_list) {
if (!AnfAlgo::IsRealCNodeKernel(node) || fusion_id_allocator->HasFusionIdAttr(node) ||
AnfAlgo::CheckPrimitiveType(node, prim::kPrimReturn)) {
continue;
}
auto cnode = node->cast<CNodePtr>();
MS_EXCEPTION_IF_NULL(cnode);
if (AnfAlgo::GetKernelType(cnode) == KernelType::TBE_KERNEL &&
AnfAlgo::GetFusionType(cnode) == kernel::FusionType::ELEMWISE &&
(cnode->inputs().size() == ELTWISE_INPUT_SIZE || cnode->inputs().size() == ELTWISE_DOUBLE_IN_INPUT_SIZE)) {
MatchConv2DBackpropInputEltwise(cnode, kernel_graph, candidate_fusion);
}
}
}
} // namespace opt
} // namespace mindspore

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@ -0,0 +1,47 @@
/**
* Copyright 2020 Huawei Technologies Co., Ltd
*
* 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 MINDSPORE_CCSRC_PRE_ACTIVATE_ASCEND_BUFFER_FUSION_PASS_CONV2DBACKPROP_ELTWISE_FUSION_PASS_H_
#define MINDSPORE_CCSRC_PRE_ACTIVATE_ASCEND_BUFFER_FUSION_PASS_CONV2DBACKPROP_ELTWISE_FUSION_PASS_H_
#include <unordered_set>
#include <vector>
#include "pre_activate/ascend/buffer_fusion/fusion_base_pass.h"
#include "ir/anf.h"
#include "pre_activate/common/pass.h"
#include "pre_activate/common/fusion_id_allocator.h"
#include "device/kernel_info.h"
#include "kernel/kernel.h"
#include "session/kernel_graph.h"
namespace mindspore {
namespace opt {
using FusedNodeRecord = std::vector<std::unordered_set<AnfNodePtr>>;
class Conv2DBackpropEltwiseFusionPass : public FusionBasePass {
public:
explicit Conv2DBackpropEltwiseFusionPass(FusionIdAllocatorPtr idAllocator)
: FusionBasePass("Conv2DBackpropEltwiseFusionPass", idAllocator) {}
~Conv2DBackpropEltwiseFusionPass() override = default;
void MatchSingleFusionPattern(const session::KernelGraph &kernel_graph, FusedNodeRecord *candidate_fusion) override;
private:
void MatchConv2DBackpropInputEltwise(const CNodePtr &cnode, const session::KernelGraph &kernel_graph,
FusedNodeRecord *candidate_fusion);
};
} // namespace opt
} // namespace mindspore
#endif // MINDSPORE_CCSRC_PRE_ACTIVATE_ASCEND_BUFFER_FUSION_PASS_CONV2DBACKPROP_ELTWISE_FUSION_PASS_H_

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@ -33,7 +33,7 @@ using FusedNodeRecord = std::vector<std::unordered_set<AnfNodePtr>>;
class ConvBnReduceFusionPass : public FusionBasePass {
public:
explicit ConvBnReduceFusionPass(FusionIdAllocator *idAllocator)
explicit ConvBnReduceFusionPass(FusionIdAllocatorPtr idAllocator)
: FusionBasePass("ConvBnReduceFusionPass", idAllocator) {}
~ConvBnReduceFusionPass() override = default;
void MatchSingleFusionPattern(const session::KernelGraph &kernel_graph, FusedNodeRecord *candidate_fusion) override;

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@ -27,19 +27,6 @@
namespace mindspore {
namespace opt {
bool ConvDoubleInFusionPass::CheckDoubleInEltWiseNode(FuncGraphManager *manager, const AnfNodePtr &node) {
MS_EXCEPTION_IF_NULL(manager);
if (!node->isa<CNode>() || !AnfAlgo::IsRealCNodeKernel(node) || fusion_id_allocator->HasFusionIdAttr(node)) {
return false;
}
auto cnode = node->cast<CNodePtr>();
MS_EXCEPTION_IF_NULL(cnode);
auto user_nodes = manager->node_users()[node];
return AnfAlgo::GetKernelType(node) == KernelType::TBE_KERNEL &&
AnfAlgo::GetFusionType(node) == kernel::FusionType::ELEMWISE && user_nodes.size() == ELTWISE_USE &&
cnode->inputs().size() == ELTWISE_INPUT_SIZE;
}
void ConvDoubleInFusionPass::MatchConvDoubleInEltwise(const CNodePtr &cnode, const session::KernelGraph &kernel_graph,
FusedNodeRecord *candidate_fusion) {
MS_EXCEPTION_IF_NULL(cnode);

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@ -33,7 +33,7 @@ using FusedNodeRecord = std::vector<std::unordered_set<AnfNodePtr>>;
class ConvDoubleInFusionPass : public FusionBasePass {
public:
explicit ConvDoubleInFusionPass(FusionIdAllocator *idAllocator)
explicit ConvDoubleInFusionPass(FusionIdAllocatorPtr idAllocator)
: FusionBasePass("ConvDoubleInFusionPass", idAllocator) {}
~ConvDoubleInFusionPass() override = default;
void MatchSingleFusionPattern(const session::KernelGraph &kernel_graph, FusedNodeRecord *candidate_fusion) override;
@ -41,7 +41,6 @@ class ConvDoubleInFusionPass : public FusionBasePass {
private:
void MatchConvDoubleInEltwise(const CNodePtr &cnode, const session::KernelGraph &kernel_graph,
FusedNodeRecord *candidate_fusion);
bool CheckDoubleInEltWiseNode(FuncGraphManager *manager, const AnfNodePtr &node);
};
} // namespace opt
} // namespace mindspore

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@ -33,7 +33,7 @@ using FusedNodeRecord = std::vector<std::unordered_set<AnfNodePtr>>;
class ConvSingleInFusionPass : public FusionBasePass {
public:
explicit ConvSingleInFusionPass(FusionIdAllocator *idAllocator)
explicit ConvSingleInFusionPass(FusionIdAllocatorPtr idAllocator)
: FusionBasePass("ConvSingleInFusionPass", idAllocator) {}
~ConvSingleInFusionPass() override = default;
void MatchSingleFusionPattern(const session::KernelGraph &kernel_graph, FusedNodeRecord *candidate_fusion) override;

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@ -33,7 +33,7 @@ using FusedNodeRecord = std::vector<std::unordered_set<AnfNodePtr>>;
class DepthwiseConvEltwiseFusionPass : public FusionBasePass {
public:
explicit DepthwiseConvEltwiseFusionPass(FusionIdAllocator *idAllocator)
explicit DepthwiseConvEltwiseFusionPass(FusionIdAllocatorPtr idAllocator)
: FusionBasePass("DepthwiseConvEltwiseFusionPass", idAllocator) {}
~DepthwiseConvEltwiseFusionPass() override = default;
void MatchSingleFusionPattern(const session::KernelGraph &kernel_graph, FusedNodeRecord *candidate_fusion) override;

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@ -33,7 +33,7 @@ using FusedNodeRecord = std::vector<std::unordered_set<AnfNodePtr>>;
class EltwiseFusionPass : public FusionBasePass {
public:
explicit EltwiseFusionPass(FusionIdAllocator *idAllocator) : FusionBasePass("EltwiseFusionPass", idAllocator) {}
explicit EltwiseFusionPass(FusionIdAllocatorPtr idAllocator) : FusionBasePass("EltwiseFusionPass", idAllocator) {}
~EltwiseFusionPass() override = default;
void MatchSingleFusionPattern(const session::KernelGraph &kernel_graph, FusedNodeRecord *candidate_fusion) override;

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@ -36,6 +36,19 @@ bool FusionBasePass::CheckEltWiseNode(FuncGraphManager *manager, const AnfNodePt
cnode->inputs().size() == ELTWISE_INPUT_SIZE;
}
bool FusionBasePass::CheckDoubleInEltWiseNode(FuncGraphManager *manager, const AnfNodePtr &node) {
MS_EXCEPTION_IF_NULL(manager);
if (!node->isa<CNode>() || !AnfAlgo::IsRealCNodeKernel(node) || fusion_id_allocator->HasFusionIdAttr(node)) {
return false;
}
auto cnode = node->cast<CNodePtr>();
MS_EXCEPTION_IF_NULL(cnode);
auto user_nodes = manager->node_users()[node];
return AnfAlgo::GetKernelType(node) == KernelType::TBE_KERNEL &&
AnfAlgo::GetFusionType(node) == kernel::FusionType::ELEMWISE && user_nodes.size() == ELTWISE_USE &&
cnode->inputs().size() == ELTWISE_DOUBLE_IN_INPUT_SIZE;
}
void FusionBasePass::SetRecordFusionId(const std::unordered_set<AnfNodePtr> &record) {
auto id = fusion_id_allocator->AllocateFusionId();
for (auto node : record) {

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@ -32,13 +32,14 @@ namespace opt {
const int8_t MAX_ELTWISE_NUM = 3;
const int8_t MIN_ELTWISE_SIZE = 2;
const int8_t ELTWISE_INPUT_SIZE = 2;
const int8_t ELTWISE_DOUBLE_IN_INPUT_SIZE = 3;
const int8_t ELTWISE_USE = 1;
const int8_t MAX_ELTWISE_SIZE = 6;
using FusedNodeRecord = std::vector<std::unordered_set<AnfNodePtr>>;
class FusionBasePass : public Pass {
public:
FusionBasePass(const std::string &name, FusionIdAllocator *idAllocator)
FusionBasePass(const std::string &name, FusionIdAllocatorPtr idAllocator)
: Pass(name), fusion_id_allocator(idAllocator) {}
~FusionBasePass() override = default;
bool Run(const FuncGraphPtr &graph) override;
@ -49,7 +50,8 @@ class FusionBasePass : public Pass {
FusedNodeRecord *candidate_fusion) = 0;
void SetRecordFusionId(const std::unordered_set<AnfNodePtr> &record);
bool CheckEltWiseNode(FuncGraphManager *manager, const AnfNodePtr &node);
FusionIdAllocator *fusion_id_allocator;
bool CheckDoubleInEltWiseNode(FuncGraphManager *manager, const AnfNodePtr &node);
FusionIdAllocatorPtr fusion_id_allocator;
};
} // namespace opt
} // namespace mindspore

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@ -33,7 +33,7 @@ using FusedNodeRecord = std::vector<std::unordered_set<AnfNodePtr>>;
class MatmulEltwiseFusionPass : public FusionBasePass {
public:
explicit MatmulEltwiseFusionPass(FusionIdAllocator *idAllocator)
explicit MatmulEltwiseFusionPass(FusionIdAllocatorPtr idAllocator)
: FusionBasePass("MatmulEltwiseFusionPass", idAllocator) {}
~MatmulEltwiseFusionPass() override = default;
void MatchSingleFusionPattern(const session::KernelGraph &kernel_graph, FusedNodeRecord *candidate_fusion) override;

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@ -33,7 +33,7 @@ using FusedNodeRecord = std::vector<std::unordered_set<AnfNodePtr>>;
class ReduceEltwiseFusionPass : public FusionBasePass {
public:
explicit ReduceEltwiseFusionPass(FusionIdAllocator *idAllocator)
explicit ReduceEltwiseFusionPass(FusionIdAllocatorPtr idAllocator)
: FusionBasePass("ReduceEltwiseFusionPass", idAllocator) {}
~ReduceEltwiseFusionPass() override = default;
void MatchSingleFusionPattern(const session::KernelGraph &kernel_graph, FusedNodeRecord *candidate_fusion) override;

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@ -33,7 +33,7 @@ using FusedNodeRecord = std::vector<std::unordered_set<AnfNodePtr>>;
class SegmentEltwiseFusionPass : public FusionBasePass {
public:
explicit SegmentEltwiseFusionPass(FusionIdAllocator *idAllocator)
explicit SegmentEltwiseFusionPass(FusionIdAllocatorPtr idAllocator)
: FusionBasePass("SegmentEltwiseFusionPass", idAllocator) {}
~SegmentEltwiseFusionPass() override = default;
void MatchSingleFusionPattern(const session::KernelGraph &kernel_graph, FusedNodeRecord *candidate_fusion) override;

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@ -16,6 +16,7 @@
#ifndef MINDSPORE_CCSRC_PRE_ACTIVATE_COMMON_FUSION_ID_ALLOCATOR_H_
#define MINDSPORE_CCSRC_PRE_ACTIVATE_COMMON_FUSION_ID_ALLOCATOR_H_
#include <memory>
#include "ir/base.h"
namespace mindspore {
@ -36,6 +37,7 @@ class FusionIdAllocator {
private:
int32_t fusion_id;
};
using FusionIdAllocatorPtr = std::shared_ptr<FusionIdAllocator>;
} // namespace opt
} // namespace mindspore