base.h

Go to the documentation of this file.

/*
 * Licensed to the Apache Software Foundation (ASF) under one
 * or more contributor license agreements.  See the NOTICE file
 * distributed with this work for additional information
 * regarding copyright ownership.  The ASF licenses this file
 * to you 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 MXNET_BASE_H_
#define MXNET_BASE_H_

#include <dmlc/base.h>
#include <dmlc/io.h>
#include <dmlc/type_traits.h>
#include <dmlc/parameter.h>
#include <mshadow/tensor.h>
// nnvm headers for symbolic construction.
#include <nnvm/op.h>
#include <nnvm/tuple.h>
#include <nnvm/symbolic.h>
#include <string>

#ifndef MXNET_USE_OPENCV
#define MXNET_USE_OPENCV 1
#endif

#ifndef MXNET_USE_CUDA
#define MXNET_USE_CUDA MSHADOW_USE_CUDA
#endif

#ifndef MXNET_USE_CUDNN
#define MXNET_USE_CUDNN MSHADOW_USE_CUDNN
#endif

#ifndef MXNET_USE_CUSOLVER
#define MXNET_USE_CUSOLVER MSHADOW_USE_CUSOLVER
#endif

#define MXNET_GPU_NOT_ENABLED_ERROR  "GPU is not enabled"

#if DMLC_USE_CXX11 && defined(__GNUC__) && !defined(__clang_version__)
#if __GNUC__ == 4 && __GNUC_MINOR__ < 8
#error "Currently we need g++ 4.8 or higher to fully support c++11 features"
#define override
#define final
#endif
#endif

#ifdef _MSC_VER
#ifdef MXNET_EXPORTS
#define MXNET_API __declspec(dllexport)
#else
#define MXNET_API __declspec(dllimport)
#endif
#else
#define MXNET_API
#endif

#ifndef MXNET_PREDICT_ONLY
#define MXNET_PREDICT_ONLY 0
#endif

#define MXNET_MAJOR 1

#define MXNET_MINOR 2

#define MXNET_PATCH 1

#define MXNET_VERSION (MXNET_MAJOR*10000 + MXNET_MINOR*100 + MXNET_PATCH)

#define MXNET_MAKE_VERSION(major, minor, patch) ((major)*10000 + (minor)*100 + patch)

#define PROFILER_MESSAGE_FUNCNAME (__FUNCTION__)

namespace mxnet {
typedef mshadow::cpu cpu;
typedef mshadow::gpu gpu;
typedef mshadow::index_t index_t;
typedef mshadow::default_real_t real_t;
using TShape = nnvm::TShape;
using Op = nnvm::Op;

struct Context {
  enum DeviceType {
    kCPU = cpu::kDevMask,
    kGPU = gpu::kDevMask,
    kCPUPinned = 3,
    kCPUShared = 5,
  };
  DeviceType dev_type;
  int32_t dev_id;
  Context() : dev_type(kCPU), dev_id(0) {}
  inline DeviceType dev_mask() const {
    if (dev_type == kCPUPinned || dev_type == kCPUShared) return kCPU;
    return dev_type;
  }
  inline int real_dev_id() const {
    if (dev_type == kGPU) return dev_id;
    return 0;
  }
  inline bool operator<(const Context &b) const;
  inline bool operator==(const Context &b) const {
    return dev_type == b.dev_type && dev_id == b.dev_id;
  }
  inline bool operator!=(const Context &b) const {
    return !(*this == b);
  }
  inline void Save(dmlc::Stream *strm) const {
    strm->Write(&dev_type, sizeof(dev_type));
    strm->Write(&dev_id, sizeof(dev_id));
  }
  inline bool Load(dmlc::Stream *strm) {
    if (strm->Read(&dev_type, sizeof(dev_type)) != sizeof(dev_type)) return false;
    if (strm->Read(&dev_id, sizeof(int32_t)) != sizeof(int32_t)) return false;
    return true;
  }
  static const int32_t kMaxDevType = 6;
  static const int32_t kMaxDevID = 16;
  inline static Context Create(DeviceType dev_type, int32_t dev_id = -1);
  inline static Context CPU(int32_t dev_id = 0);
  inline static Context GPU(int32_t dev_id = -1);
  inline static Context CPUPinned(int32_t dev_id = -1);
  inline static Context CPUShared(int32_t dev_id = 0);
  inline static Context FromString(const std::string& str);
};

struct RunContext {
  Context ctx;
  void *stream;
  template<typename xpu>
  inline mshadow::Stream<xpu>* get_stream() const {
    return static_cast<mshadow::Stream<xpu>*>(stream);
  }
  inline const Context& get_ctx() const {
    return ctx;
  }
};
}  // namespace mxnet

namespace mxnet {
// implementing Context
inline bool Context::operator<(const Context &b) const {
  if (dev_type == b.dev_type) {
    return dev_id < b.dev_id;
  } else {
    return dev_type < b.dev_type;
  }
}
inline Context Context::Create(DeviceType dev_type, int32_t dev_id) {
  Context ctx;
  ctx.dev_type = dev_type;
  if (dev_id < 0) {
    ctx.dev_id = 0;
    if (dev_type & kGPU) {
#if MXNET_USE_CUDA
      CHECK_EQ(cudaGetDevice(&ctx.dev_id), cudaSuccess);
#else
      LOG(FATAL) << "Please compile with CUDA enabled for cuda features";
#endif
    }
  } else {
    ctx.dev_id = dev_id;
  }
  return ctx;
}
inline Context Context::CPU(int32_t dev_id) {
  return Create(kCPU, dev_id);
}

inline Context Context::CPUPinned(int32_t dev_id) {
  return Create(kCPUPinned, dev_id);
}

inline Context Context::CPUShared(int32_t dev_id) {
  return Create(kCPUShared, dev_id);
}

inline Context Context::GPU(int32_t dev_id) {
  return Create(kGPU, dev_id);
}

inline Context Context::FromString(const std::string& str) {
  Context ret;
  try {
    const std::string::size_type l = str.find('(');
    CHECK_NE(l, std::string::npos);
    const std::string::size_type r = str.find(')');
    CHECK_EQ(r, str.length()-1);

    const std::string type = str.substr(0, l);
    int id = std::stoi(str.substr(l+1, r-l-1));
    if (type == "cpu") {
      ret = CPU(id);
    } else if (type == "gpu") {
      ret = GPU(id);
    } else if (type == "cpu_pinned") {
      ret = CPUPinned(id);
    } else if (type == "cpu_shared") {
      ret = CPUShared(id);
    } else {
      LOG(FATAL) << "Invalid context string " << str;
    }
  } catch (...) {
    LOG(FATAL) << "Invalid context string " << str;
  }
  return ret;
}

inline std::ostream& operator<<(std::ostream &out, const Context &ctx) {
  if (ctx.dev_type == Context::kCPU) {
    out << "cpu(";
  } else if (ctx.dev_type == Context::kGPU) {
    out << "gpu(";
  } else if (ctx.dev_type == Context::kCPUPinned) {
    out << "cpu_pinned(";
  } else if (ctx.dev_type == Context::kCPUShared) {
    out << "cpu_shared(";
  } else {
    out << "unknown(";
  }
  out << ctx.dev_id << ")";
  return out;
}

// describe op registration point
#define STRINGIZE_DETAIL(x) #x
#define STRINGIZE(x) STRINGIZE_DETAIL(x)
#define MXNET_DESCRIBE(...) describe(__VA_ARGS__ "\n\nFrom:" __FILE__ ":" STRINGIZE(__LINE__))
#define ADD_FILELINE "\n\nDefined in " __FILE__ ":L" STRINGIZE(__LINE__)

#if MXNET_USE_MKLDNN == 1
constexpr size_t kMKLDNNAlign = 64;
#endif

}  // namespace mxnet

#include "./tensor_blob.h"
#endif  // MXNET_BASE_H_