multi_devices_helper.h 3.8 KB
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//   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

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#include <memory>
#include <string>
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#include <unordered_map>
#include <unordered_set>
#include <utility>
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#include <vector>
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#include "paddle/fluid/framework/details/op_handle_base.h"
#include "paddle/fluid/framework/details/var_handle.h"

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#include "paddle/fluid/framework/op_desc.h"
#include "paddle/fluid/framework/op_proto_maker.h"
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#include "paddle/fluid/framework/program_desc.h"
#include "paddle/fluid/platform/place.h"

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#include "paddle/fluid/framework/ir/graph.h"
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#include "paddle/fluid/framework/ir/pass.h"
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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
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// `std::vector<VarHandle*>` is the version of varaibles.
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typedef std::vector<std::unordered_map<std::string, std::vector<VarHandle *>>>
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    GraphVars;
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constexpr char kGraphVars[] = "vars";
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constexpr char kNRanks[] = "nranks";

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constexpr char kPlaces[] = "places";
constexpr char kLocalScopes[] = "local_scopes";
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constexpr char kNCCLCtxs[] = "nccl_ctxs";
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constexpr char kUseHierarchicalAllReduce[] = "use_hierarchical_allreduce";
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// aux variables to represent dependency. Useful to resolve data hazard.
typedef std::unordered_set<VarHandleBase *> GraphDepVars;
constexpr char kGraphDepVars[] = "dep_vars";
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typedef std::unordered_set<std::string> FusedVars;
constexpr char kFusedVars[] = "fused_vars";
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constexpr char kFusedVarNamePrefix[] = "@FUSEDVAR@";

typedef std::string FusedOptType;
constexpr char kFusedOptType[] = "fused_opt_type";

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typedef std::vector<std::string> FusedGrads;
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constexpr char kFusedGrads[] = "fused_gradients";
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typedef std::vector<std::pair<std::string, std::string>> ParamsAndGrads;
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constexpr char kParamsAndDenseGrads[] = "params_and_dense_grads";
constexpr char kParamsAndSparseGrads[] = "params_and_sparse_grads";

typedef std::vector<ProgramDesc> ProgramDescs;
constexpr char kProgramDescs[] = "program_descs";
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typedef std::unordered_set<std::string> PinnedVars;
constexpr char kPinnedVars[] = "pinned_vars";

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typedef std::vector<std::vector<std::pair<std::string, std::string>>>
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    GroupParamsAndGrads;
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constexpr char kGroupParamsAndDenseGrads[] = "group_params_dense_grads";
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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);
}

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}  // namespace details
}  // namespace framework
}  // namespace paddle