variable_response.cc 13.7 KB
Newer Older
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
//   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.

#include "paddle/fluid/operators/detail/variable_response.h"
Y
Yi Wang 已提交
16 17 18 19

#include <string>
#include <utility>
#include <vector>
T
typhoonzero 已提交
20 21 22
#ifdef PADDLE_WITH_CUDA
#include <nccl.h>
#endif
23
#include "paddle/fluid/platform/profiler.h"
Y
Yi Wang 已提交
24

25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58
#include "paddle/fluid/operators/detail/send_recv.pb.h"
#include "paddle/fluid/operators/detail/sendrecvop_utils.h"

namespace paddle {
namespace operators {
namespace detail {

enum WireType {
  WIRETYPE_VARINT = 0,
  WIRETYPE_LENGTH_DELIMITED = 2,
};

inline int GetTagFieldNumber(uint32_t tag) { return tag >> 3; }

inline WireType GetTagWireType(uint32_t tag) {
  return static_cast<WireType>(tag & 0x7);
}

bool ReadVarintSizeAsInt(::google::protobuf::io::CodedInputStream* input,
                         int* result) {
  uint64_t v;
  if (input->ReadVarint64(&v) && v <= static_cast<uint64_t>(INT_MAX)) {
    *result = static_cast<int>(v);
    return true;
  } else {
    return false;
  }
}

bool ReadRaw(::google::protobuf::io::CodedInputStream* input,
             const platform::DeviceContext& dev_ctx, platform::Place place,
             void* dest, int size) {
  const void* data = NULL;
  int size_to_write = 0;
Y
yi.wu 已提交
59 60
  int length = size;
  int total_written = 0;
61 62 63 64 65 66 67 68

  if (platform::is_gpu_place(place)) {
#ifdef PADDLE_WITH_CUDA
    auto& gpu_dev_ctx =
        static_cast<const platform::CUDADeviceContext&>(dev_ctx);
    platform::CPUPlace cpu;

    char* p = reinterpret_cast<char*>(dest);
Y
yi.wu 已提交
69
    while (total_written < length) {
70 71 72
      if (!input->GetDirectBufferPointer(&data, &size_to_write)) {
        return false;
      }
Y
yi.wu 已提交
73 74 75 76 77 78
      // NOTE: if raw buffer is large and have two neighbor fields of raw
      // buffers GetDirectBufferPointer can get all of them, use length to
      // truncate it.
      if (total_written + size_to_write > length) {
        size_to_write = length - total_written;
      }
79 80 81 82
      memory::Copy(boost::get<platform::CUDAPlace>(place),
                   reinterpret_cast<void*>(p), cpu, data, size_to_write,
                   gpu_dev_ctx.stream());
      p += size_to_write;
Y
yi.wu 已提交
83
      total_written += size_to_write;
84 85 86 87 88 89 90 91 92 93 94

      input->Skip(size_to_write);
    }
    gpu_dev_ctx.Wait();
#else
    PADDLE_THROW("Unexpected branch");
#endif
    return true;
  }

  char* p = reinterpret_cast<char*>(dest);
Y
yi.wu 已提交
95
  while (total_written < length) {
96 97 98
    if (!input->GetDirectBufferPointer(&data, &size_to_write)) {
      return false;
    }
Y
yi.wu 已提交
99 100 101 102 103
    // NOTE: if raw buffer is large and have two neighbor fields of raw buffers
    // GetDirectBufferPointer can get all of them, use length to truncate it.
    if (total_written + size_to_write > length) {
      size_to_write = length - total_written;
    }
104 105 106 107 108
    // TODO(gongwb): can we avoid copy?
    platform::CPUPlace cpu;
    memory::Copy(cpu, reinterpret_cast<void*>(p), cpu, data, size_to_write);

    p += size_to_write;
Y
yi.wu 已提交
109
    total_written += size_to_write;
110 111 112 113 114 115 116 117 118

    input->Skip(size_to_write);
  }

  return true;
}

bool VariableResponse::CopyLodTensorData(
    ::google::protobuf::io::CodedInputStream* input,
Y
Yancey1989 已提交
119 120
    const platform::DeviceContext& ctx, const framework::DDim& dims,
    int length) {
121
  auto* tensor = GetVar()->GetMutable<framework::LoDTensor>();
122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154
  tensor->Resize(dims);

  framework::LoD lod;
  for (int i = 0; i < meta_.lod_level(); ++i) {
    framework::Vector<size_t> v;
    for (int j = 0; j < meta_.lod(i).lod_data_size(); ++j) {
      v.push_back(meta_.lod(i).lod_data(j));
    }
    lod.push_back(v);
  }
  tensor->set_lod(lod);

  void* tensor_data =
      tensor->mutable_data(ctx.GetPlace(), ToTypeIndex(meta_.data_type()));

  if (!ReadRaw(input, ctx, tensor->place(), tensor_data, length)) {
    return false;
  }

  return true;
}

inline framework::DDim GetDims(
    const ::google::protobuf::RepeatedField<::google::protobuf::int64>& dims) {
  std::vector<int> vecdims;
  for (auto& d : dims) {
    vecdims.push_back(d);
  }
  return framework::make_ddim(vecdims);
}

bool VariableResponse::CopySelectRowsTensorData(
    ::google::protobuf::io::CodedInputStream* input,
Y
Yancey1989 已提交
155 156
    const platform::DeviceContext& ctx, const framework::DDim& dims,
    int length) {
157
  auto* slr = GetVar()->GetMutable<framework::SelectedRows>();
158
  slr->set_height(meta_.slr_height());
159 160
  auto* tensor = slr->mutable_value();
  tensor->Resize(dims);
T
typhoonzero 已提交
161
  PADDLE_ENFORCE_EQ(
Y
Yi Wang 已提交
162
      static_cast<size_t>(tensor->numel()),
T
typhoonzero 已提交
163 164
      length / framework::SizeOfType(
                   paddle::operators::detail::ToTypeIndex(meta_.data_type())));
165 166 167 168 169 170 171 172 173 174 175 176 177 178
  void* tensor_data = tensor->mutable_data(
      ctx.GetPlace(),
      paddle::operators::detail::ToTypeIndex(meta_.data_type()));

  if (!ReadRaw(input, ctx, tensor->place(), tensor_data, length)) {
    return false;
  }

  return true;
}

bool VariableResponse::CopySelectRowsData(
    ::google::protobuf::io::CodedInputStream* input,
    const platform::DeviceContext& ctx, int length) {
179
  auto* slr = GetVar()->GetMutable<framework::SelectedRows>();
T
typhoonzero 已提交
180 181
  slr->mutable_rows()->resize(length /
                              framework::SizeOfType(typeid(int64_t)));  // int64
182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363
  int64_t* rows_data = slr->mutable_rows()->data();

  // copy rows CPU data, GPU data will be copied lazily.
  platform::CPUPlace cpu;
  if (!ReadRaw(input, ctx, cpu, rows_data, length)) {
    return false;
  }

  return true;
}

bool ParseLodData(::google::protobuf::io::CodedInputStream* input,
                  std::vector<int64_t>* lod) {
  while (true) {
    auto p = input->ReadTagWithCutoff(127);
    int tag = GetTagFieldNumber(p.first);
    WireType wt = GetTagWireType(p.first);

    if (!p.second) {
      return (tag == 0);
    }

    switch (tag) {
      case sendrecv::VariableMessage_LodData::kLodDataFieldNumber: {
        uint64_t v;
        if (wt == WIRETYPE_VARINT) {
          if (!input->ReadVarint64(&v)) {
            return false;
          }
          lod->push_back(v);
          break;
        }

        if (wt == WIRETYPE_LENGTH_DELIMITED) {
          int length = 0;
          if (!input->ReadVarintSizeAsInt(&length)) {
            return tag;
          }

          for (int i = 0; i < length; i++) {
            uint64_t v;
            if (!input->ReadVarint64(&v)) {
              return false;
            }
            lod->push_back(v);
          }
          break;
        }

        return false;
      }
      default: { return false; }
    }
  }

  return true;
}

int VariableResponse::Parse(const ::grpc::ByteBuffer& byte_buffer) {
  GrpcByteBufferSource source;
  source.Init(byte_buffer);
  GrpcByteBufferSourceWrapper r(&source);

  return Parse(&r);
}

int VariableResponse::Parse(Source* source) {
  ::google::protobuf::io::ZeroCopyInputStream* input_stream =
      source->contents();
  ::google::protobuf::io::CodedInputStream input(input_stream);
  input.SetTotalBytesLimit(INT_MAX, INT_MAX);

  while (true) {
    auto p = input.ReadTagWithCutoff(127);
    int tag = GetTagFieldNumber(p.first);
    WireType wt = GetTagWireType(p.first);
    if (!p.second) {
      if (tag != 0) {
        return -1;
      }
      return 0;
    }

    switch (tag) {
      case sendrecv::VariableMessage::kVarnameFieldNumber: {
        uint32_t length;
        if ((wt != WIRETYPE_LENGTH_DELIMITED) || !input.ReadVarint32(&length)) {
          return tag;
        }

        std::string temp;
        if (!input.ReadString(&temp, length)) {
          return tag;
        }

        meta_.set_varname(temp);
        break;
      }
      case sendrecv::VariableMessage::kTypeFieldNumber: {
        uint64_t v;
        if ((wt != WIRETYPE_VARINT) || !input.ReadVarint64(&v)) {
          return tag;
        }

        meta_.set_type(static_cast<::sendrecv::VarType>(v));
        break;
      }
      case sendrecv::VariableMessage::kDataTypeFieldNumber: {
        uint64_t v = 0;
        if ((wt != WIRETYPE_VARINT) || !input.ReadVarint64(&v)) {
          return tag;
        }

        meta_.set_data_type(static_cast<::sendrecv::VariableMessage_Type>(v));
        break;
      }
      case sendrecv::VariableMessage::kDimsFieldNumber: {
        // not packed
        if (wt == WIRETYPE_VARINT) {
          uint64_t v;
          if (!input.ReadVarint64(&v)) {
            return tag;
          }
          meta_.add_dims(v);
          break;
        }

        // packed
        if (wt == WIRETYPE_LENGTH_DELIMITED) {
          int length = 0;
          if (!input.ReadVarintSizeAsInt(&length)) {
            return tag;
          }
          for (int i = 0; i < length; i++) {
            uint64_t v;
            if (!input.ReadVarint64(&v)) {
              return tag;
            }
            meta_.add_dims(v);
          }
          break;
        }

        return tag;
      }
      case sendrecv::VariableMessage::kLodLevelFieldNumber: {
        uint64_t v = 0;
        if ((wt != WIRETYPE_VARINT) || !input.ReadVarint64(&v)) {
          return tag;
        }
        meta_.set_lod_level(static_cast<int64_t>(v));
        break;
      }
      case sendrecv::VariableMessage::kLodFieldNumber: {
        int length = 0;
        if (wt != WIRETYPE_LENGTH_DELIMITED ||
            !ReadVarintSizeAsInt(&input, &length)) {
          return tag;
        }

        std::pair<::google::protobuf::io::CodedInputStream::Limit, int> p =
            input.IncrementRecursionDepthAndPushLimit(length);

        std::vector<int64_t> lod_data;
        if (p.second < 0 || !ParseLodData(&input, &lod_data)) {
          return tag;
        }

        if (!input.DecrementRecursionDepthAndPopLimit(p.first)) {
          return false;
        }

        if (lod_data.size() == 0) {
          break;
        }

        auto lod = meta_.add_lod();
        for (uint32_t i = 0; i < lod_data.size(); i++) {
          lod->add_lod_data(lod_data[i]);
        }
        break;
      }
364 365 366 367 368 369 370 371
      case sendrecv::VariableMessage::kSlrHeightFieldNumber: {
        uint64_t v = 0;
        if ((wt != WIRETYPE_VARINT) || !input.ReadVarint64(&v)) {
          return tag;
        }
        meta_.set_slr_height(static_cast<int64_t>(v));
        break;
      }
372 373
      case sendrecv::VariableMessage::kSerializedFieldNumber: {
        PADDLE_ENFORCE((meta_.type() == sendrecv::SELECTED_ROWS ||
T
typhoonzero 已提交
374 375
                        meta_.type() == sendrecv::LOD_TENSOR ||
                        meta_.type() == sendrecv::NCCL_ID) &&
376 377
                           meta_.varname() != "",
                       "meta info should be got first!");
T
typhoonzero 已提交
378 379 380 381 382 383
        int length = 0;
        if (wt != WIRETYPE_LENGTH_DELIMITED ||
            !ReadVarintSizeAsInt(&input, &length)) {
          return tag;
        }

T
typhoonzero 已提交
384
        if (meta_.type() == sendrecv::NCCL_ID) {
T
typhoonzero 已提交
385
#ifdef PADDLE_WITH_CUDA
T
typhoonzero 已提交
386 387 388
          auto* var = scope_->FindVar(meta_.varname());
          if (var != nullptr) {
            ncclUniqueId* id = var->GetMutable<ncclUniqueId>();
T
typhoonzero 已提交
389 390 391 392
            if (!ReadRaw(&input, *dev_ctx_, platform::CPUPlace(), id->internal,
                         length)) {
              return tag;
            }
T
typhoonzero 已提交
393
          }
T
typhoonzero 已提交
394
          break;
T
typhoonzero 已提交
395 396 397
#else
          PADDLE_THROW("Not compiled with CUDA!");
#endif
398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435
        }

        framework::DDim dims = GetDims(meta_.dims());
        if (meta_.type() == sendrecv::LOD_TENSOR) {
          PADDLE_ENFORCE(meta_.lod_size() >= 0,
                         "lod info should be got first!");
          if (!CopyLodTensorData(&input, *dev_ctx_, dims, length)) {
            return tag;
          }
          break;
        }

        if (meta_.type() == sendrecv::SELECTED_ROWS) {
          if (!CopySelectRowsTensorData(&input, *dev_ctx_, dims, length)) {
            return tag;
          }
          break;
        }

        return tag;
      }
      case sendrecv::VariableMessage::kRowsFieldNumber: {
        PADDLE_ENFORCE((meta_.type() == sendrecv::SELECTED_ROWS ||
                        meta_.type() == sendrecv::LOD_TENSOR) &&
                           meta_.varname() != "",
                       "meta info should be got first!");

        int length = 0;
        if (wt != WIRETYPE_LENGTH_DELIMITED ||
            !ReadVarintSizeAsInt(&input, &length)) {
          return tag;
        }

        if (!CopySelectRowsData(&input, *dev_ctx_, length)) {
          return tag;
        }
        break;
      }
Y
Yancey1989 已提交
436 437 438 439 440 441 442 443 444 445 446 447 448 449
      case sendrecv::VariableMessage::kOutVarnameFieldNumber: {
        uint32_t length;
        if ((wt != WIRETYPE_LENGTH_DELIMITED) || !input.ReadVarint32(&length)) {
          return tag;
        }

        std::string temp;
        if (!input.ReadString(&temp, length)) {
          return tag;
        }

        meta_.set_out_varname(temp);
        break;
      }
450 451 452 453 454 455
      case sendrecv::VariableMessage::kProfileFieldNumber: {
        bool profiling;
        if (!input.ReadRaw(reinterpret_cast<void*>(&profiling), 1)) {
          return tag;
        }
        meta_.set_profile(profiling);
X
Xin Pan 已提交
456 457
        int64_t listener_id = platform::ListenerId();
        if (listener_id <= 0) {
458 459 460 461 462 463 464 465
          break;
        }
        if (profiling && !platform::IsProfileEnabled()) {
          platform::EnableProfiler(platform::ProfilerState::kCPU);
        } else if (!profiling && platform::IsProfileEnabled()) {
          // TODO(panyx0718): Should we allow to customize file dir.
          platform::DisableProfiler(
              platform::EventSortingKey::kDefault,
X
Xin Pan 已提交
466
              string::Sprintf("/tmp/profile_ps_%lld", listener_id));
467 468 469
        }
        break;
      }
470 471 472 473 474 475 476 477 478 479 480 481 482
      default: {
        // Unknown tag, return unknown error.
        return -1;
      }
    }
  }

  return 0;
}

};  // namespace detail
};  // namespace operators
};  // namespace paddle