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Paddle/paddle/fluid/framework/details/multi_devices_helper.h

114 lines
4.1 KiB

// Copyright (c) 2018 PaddlePaddle 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.
#pragma once
#include <memory>
#include <string>
#include <unordered_map>
#include <unordered_set>
#include <utility>
#include <vector>
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#include "paddle/fluid/framework/details/op_handle_base.h"
#include "paddle/fluid/framework/details/var_handle.h"
#include "paddle/fluid/framework/op_desc.h"
#include "paddle/fluid/framework/op_proto_maker.h"
#include "paddle/fluid/framework/program_desc.h"
#include "paddle/fluid/platform/place.h"
#include "paddle/fluid/framework/ir/graph.h"
#include "paddle/fluid/framework/ir/pass.h"
namespace paddle {
namespace framework {
namespace details {
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// all variable in each devices.
// The outside vector is the device vector. Each element of this vector is a
// map from variable name to variables. The variables, who have the same name,
// will have a differsent version. The offset in the
// `std::vector<VarHandle*>` is the version of varaibles.
typedef std::vector<std::unordered_map<std::string, std::vector<VarHandle *>>>
GraphVars;
constexpr char kGraphVars[] = "vars";
constexpr char kNRanks[] = "nranks";
constexpr char kPlaces[] = "places";
constexpr char kGlobalScope[] = "global_scope";
constexpr char kLocalScopes[] = "local_scopes";
constexpr char kNCCLCtxs[] = "nccl_ctxs";
constexpr char kUseHierarchicalAllReduce[] = "use_hierarchical_allreduce";
// aux variables to represent dependency. Useful to resolve data hazard.
typedef std::unordered_set<VarHandleBase *> GraphDepVars;
constexpr char kGraphDepVars[] = "dep_vars";
typedef std::unordered_set<std::string> FusedVars;
constexpr char kFusedVars[] = "fused_vars";
constexpr char kFusedVarNamePrefix[] = "@FUSEDVAR@";
typedef std::string FusedOptType;
constexpr char kFusedOptType[] = "fused_opt_type";
typedef std::vector<std::string> FusedGrads;
constexpr char kFusedGrads[] = "fused_gradients";
typedef std::vector<std::pair<std::string, std::string>> ParamsAndGrads;
constexpr char kParamsAndDenseGrads[] = "params_and_dense_grads";
constexpr char kParamsAndSparseGrads[] = "params_and_sparse_grads";
typedef std::vector<ProgramDesc> ProgramDescs;
constexpr char kProgramDescs[] = "program_descs";
typedef std::unordered_set<std::string> PinnedVars;
constexpr char kPinnedVars[] = "pinned_vars";
typedef std::vector<std::vector<std::pair<std::string, std::string>>>
GroupParamsAndGrads;
constexpr char kGroupParamsAndDenseGrads[] = "group_params_dense_grads";
inline bool IsOpRole(const OpDesc &op, OpRole role) {
const auto &attrs = op.GetAttrMap();
auto iter = attrs.find(OpProtoAndCheckerMaker::OpRoleAttrName());
if (iter == attrs.end()) return false;
return static_cast<bool>(boost::get<int>(iter->second) &
static_cast<int>(role));
}
inline std::vector<std::string> GetOpRoleVarsOrEmpty(const OpDesc &op) {
const auto &attrs = op.GetAttrMap();
auto iter = attrs.find(OpProtoAndCheckerMaker::OpRoleVarAttrName());
if (iter == attrs.end()) return {};
auto &ret = boost::get<std::vector<std::string>>(iter->second);
PADDLE_ENFORCE_EQ(
ret.size() % 2, 0,
platform::errors::InvalidArgument(
"The size of attribute %s must be an even number, but got %d",
OpProtoAndCheckerMaker::OpRoleVarAttrName(), ret.size()));
return boost::get<std::vector<std::string>>(iter->second);
}
std::vector<std::unique_ptr<ir::Graph>> TrySeparateToMultipleSingleDeviceGraphs(
ir::Graph *graph);
bool HasDropLastReadOp(const ir::Graph &graph);
bool HasKeepLastReadOp(const ir::Graph &graph);
} // namespace details
} // namespace framework
} // namespace paddle