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Runtime feature detection (#13549)
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* Prototype for runtime feature detection

* Includes from diamond to quotes

* Add CPU feature and BLAS flavour flags

* Add BLAS flavour and CPU SSE and AVX flags

* MXNET_USE_LAPACK

* Fix C++ linting errors

* Expose runtime feature detection in the public C API and in the Python API

* Refactor Storage -> FeatureSet

* Refine documentation

* Add failure case

* Fix pylint

* Address CR comments
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larroy authored and aaronmarkham committed Jan 21, 2019
1 parent 372222b commit 692a24a
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Showing 13 changed files with 511 additions and 62 deletions.
2 changes: 2 additions & 0 deletions CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -423,12 +423,14 @@ if(USE_OPENMP)
endif()
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} ${OpenMP_C_FLAGS}")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${OpenMP_CXX_FLAGS}")
add_definitions(-DMXNET_USE_OPENMP=1)
else()
if(OPENMP_FOUND)
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} ${OpenMP_C_FLAGS}")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${OpenMP_CXX_FLAGS}")
set(CMAKE_SHARED_LINKER_FLAGS "${CMAKE_SHARED_LINKER_FLAGS} ${OpenMP_EXE_LINKER_FLAGS}")
set(CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} ${OpenMP_EXE_LINKER_FLAGS}")
add_definitions(-DMXNET_USE_OPENMP=1)
endif()
endif()
elseif(UNIX AND NOT ANDROID)
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10 changes: 10 additions & 0 deletions Makefile
Original file line number Diff line number Diff line change
Expand Up @@ -212,6 +212,16 @@ ifeq ($(USE_CUDNN), 1)
LDFLAGS += -lcudnn
endif

ifeq ($(use_blas), open)
CFLAGS += -DMXNET_USE_BLAS_OPEN=1
else ifeq ($(use_blas), atlas)
CFLAGS += -DMXNET_USE_BLAS_ATLAS=1
else ifeq ($(use_blas), mkl)
CFLAGS += -DMXNET_USE_BLAS_MKL=1
else ifeq ($(use_blas), apple)
CFLAGS += -DMXNET_USE_BLAS_APPLE=1
endif

# whether to use F16C instruction set extension for fast fp16 compute on CPU
# if cross compiling you may want to explicitly turn it off if target system does not support it
ifndef USE_F16C
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4 changes: 4 additions & 0 deletions cmake/ChooseBlas.cmake
Original file line number Diff line number Diff line change
Expand Up @@ -37,22 +37,26 @@ if(BLAS STREQUAL "Atlas" OR BLAS STREQUAL "atlas")
list(APPEND mshadow_LINKER_LIBS ${Atlas_LIBRARIES})
add_definitions(-DMSHADOW_USE_CBLAS=1)
add_definitions(-DMSHADOW_USE_MKL=0)
add_definitions(-DMXNET_USE_BLAS_ATLAS=1)
elseif(BLAS STREQUAL "Open" OR BLAS STREQUAL "open")
find_package(OpenBLAS REQUIRED)
include_directories(SYSTEM ${OpenBLAS_INCLUDE_DIR})
list(APPEND mshadow_LINKER_LIBS ${OpenBLAS_LIB})
add_definitions(-DMSHADOW_USE_CBLAS=1)
add_definitions(-DMSHADOW_USE_MKL=0)
add_definitions(-DMXNET_USE_BLAS_OPEN=1)
elseif(BLAS STREQUAL "MKL" OR BLAS STREQUAL "mkl")
find_package(MKL REQUIRED)
include_directories(SYSTEM ${MKL_INCLUDE_DIR})
list(APPEND mshadow_LINKER_LIBS ${MKL_LIBRARIES})
add_definitions(-DMSHADOW_USE_CBLAS=0)
add_definitions(-DMSHADOW_USE_MKL=1)
add_definitions(-DMXNET_USE_BLAS_MKL=1)
elseif(BLAS STREQUAL "apple")
find_package(Accelerate REQUIRED)
include_directories(SYSTEM ${Accelerate_INCLUDE_DIR})
list(APPEND mshadow_LINKER_LIBS ${Accelerate_LIBRARIES})
add_definitions(-DMSHADOW_USE_MKL=0)
add_definitions(-DMSHADOW_USE_CBLAS=1)
add_definitions(-DMXNET_USE_BLAS_APPLE=1)
endif()
50 changes: 11 additions & 39 deletions include/mxnet/base.h
Original file line number Diff line number Diff line change
Expand Up @@ -25,47 +25,18 @@
#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 "dmlc/base.h"
#include <string>
#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 "mxfeatures.h"

/*!
*\brief whether to use opencv support
*/
#ifndef MXNET_USE_OPENCV
#define MXNET_USE_OPENCV 1
#endif

/*!
*\brief whether to use cuda support
*/
#ifndef MXNET_USE_CUDA
#define MXNET_USE_CUDA MSHADOW_USE_CUDA
#endif

/*!
*\brief whether to use cudnn library for convolution
*/
#ifndef MXNET_USE_CUDNN
#define MXNET_USE_CUDNN MSHADOW_USE_CUDNN
#endif

/*!
*\brief whether to use cusolver library
*/
#ifndef MXNET_USE_CUSOLVER
#define MXNET_USE_CUSOLVER MSHADOW_USE_CUSOLVER
#endif

/*! \brief Error message for using gpu when MXNET_USE_CUDA==0 */
#define MXNET_GPU_NOT_ENABLED_ERROR "GPU is not enabled"

/*!
* \brief define compatible keywords in g++
Expand Down Expand Up @@ -412,6 +383,7 @@ inline std::ostream& operator<<(std::ostream &out, const Context &ctx) {
#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
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10 changes: 10 additions & 0 deletions include/mxnet/c_api.h
Original file line number Diff line number Diff line change
Expand Up @@ -208,6 +208,15 @@ MXNET_DLL const char *MXGetLastError();
//-------------------------------------
// Part 0: Global State setups
//-------------------------------------

/*!
* \brief
* \param feature to check mxfeatures.h
* \param out set to true if the feature is enabled, false otherwise
* \return 0 when success, -1 when failure happens.
*/
MXNET_DLL int MXHasFeature(const mx_uint feature, bool* out);

/*!
* \brief Seed all global random number generators in mxnet.
* \param seed the random number seed.
Expand Down Expand Up @@ -465,6 +474,7 @@ MXNET_DLL int MXGetGPUMemoryInformation64(int dev, uint64_t *free_mem, uint64_t
*/
MXNET_DLL int MXGetVersion(int *out);


//-------------------------------------
// Part 1: NDArray creation and deletion
//-------------------------------------
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4 changes: 2 additions & 2 deletions include/mxnet/io.h
Original file line number Diff line number Diff line change
Expand Up @@ -25,12 +25,12 @@
#ifndef MXNET_IO_H_
#define MXNET_IO_H_

#include <dmlc/data.h>
#include <dmlc/registry.h>
#include <vector>
#include <string>
#include <utility>
#include <queue>
#include "dmlc/data.h"
#include "dmlc/registry.h"
#include "./base.h"
#include "./ndarray.h"

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188 changes: 188 additions & 0 deletions include/mxnet/mxfeatures.h
Original file line number Diff line number Diff line change
@@ -0,0 +1,188 @@
/*
* 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.
*/

/*!
* Copyright (c) 2018 by Contributors
* \file mxfeatures.h
* \brief check MXNet features including compile time support
*/

#pragma once

#include "dmlc/base.h"
#include "mshadow/base.h"

/*!
*\brief whether to use opencv support
*/
#ifndef MXNET_USE_OPENCV
#define MXNET_USE_OPENCV 1
#endif

/*!
*\brief whether to use cuda support
*/
#ifndef MXNET_USE_CUDA
#define MXNET_USE_CUDA MSHADOW_USE_CUDA
#endif

/*!
*\brief whether to use cudnn library for convolution
*/
#ifndef MXNET_USE_CUDNN
#define MXNET_USE_CUDNN MSHADOW_USE_CUDNN
#endif

#ifndef MXNET_USE_NCCL
#define MXNET_USE_NCCL 0
#endif

/*!
*\brief whether to use cusolver library
*/
#ifndef MXNET_USE_CUSOLVER
#define MXNET_USE_CUSOLVER MSHADOW_USE_CUSOLVER
#endif

#ifndef MXNET_ENABLE_CUDA_RTC
#define MXNET_ENABLE_CUDA_RTC 0
#endif

/*! \brief Error message for using gpu when MXNET_USE_CUDA==0 */
#define MXNET_GPU_NOT_ENABLED_ERROR "GPU is not enabled"


#ifndef MXNET_USE_TENSORRT
#define MXNET_USE_TENSORRT 0
#endif


#ifndef MXNET_USE_BLAS_ATLAS
#define MXNET_USE_BLAS_ATLAS 0
#endif

#ifndef MXNET_USE_BLAS_OPEN
#define MXNET_USE_BLAS_OPEN 0
#endif

#ifndef MXNET_USE_BLAS_MKL
#define MXNET_USE_BLAS_MKL 0
#endif

#ifndef MXNET_USE_BLAS_APPLE
#define MXNET_USE_BLAS_APPLE 0
#endif

#ifndef MXNET_USE_LAPACK
#define MXNET_USE_LAPACK 0
#endif

#ifndef MXNET_USE_MKLDNN
#define MXNET_USE_MKLDNN 0
#endif

#ifndef MXNET_USE_OPENMP
#define MXNET_USE_OPENMP 0
#endif

#ifndef MXNET_USE_F16C
#define MXNET_USE_F16C MSHADOW_USE_F16C
#endif

#ifndef MXNET_USE_CAFFE
#define MXNET_USE_CAFFE 0
#endif

#ifndef MXNET_USE_DIST_KVSTORE
#define MXNET_USE_DIST_KVSTORE 0
#endif

#ifndef MXNET_USE_SIGNAL_HANDLER
#define MXNET_USE_SIGNAL_HANDLER 0
#endif



namespace mxnet {
namespace features {
// Check compile flags such as CMakeLists.txt

/// Compile time features
enum : uint32_t {
// NVIDIA, CUDA
CUDA = 0,
CUDNN,
NCCL,
CUDA_RTC,
TENSORRT,

// CPU Features / optimizations
CPU_SSE,
CPU_SSE2,
CPU_SSE3,
CPU_SSE4_1,
CPU_SSE4_2,
CPU_SSE4A, // AMD extensions to SSE4
CPU_AVX,
CPU_AVX2,


// Multiprocessing / CPU / System
OPENMP,
SSE,
F16C,
JEMALLOC,

// Math libraries & BLAS
// Flavour of BLAS
BLAS_OPEN,
BLAS_ATLAS,
// Intel(R) Math Kernel Library
BLAS_MKL,
BLAS_APPLE,
// Other math libraries:
// Linear Algebra PACKage
LAPACK,
// Intel(R) Math Kernel Library for Deep Neural Networks
MKLDNN,

// Image processing
OPENCV,

// Misc
CAFFE,
PROFILER,
DIST_KVSTORE,
CXX14,
// Signal handler to print stack traces on exceptions
SIGNAL_HANDLER,
DEBUG,

// size indicator
MAX_FEATURES
};


/*!
* \return true if the given feature is supported
*/
bool is_enabled(uint32_t feat);

} // namespace features
} // namespace mxnet
2 changes: 1 addition & 1 deletion python/mxnet/gluon/utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -222,7 +222,7 @@ def _replace_atomic(src, dst):
_MOVEFILE_WRITE_THROUGH = 0x8
_windows_default_flags = _MOVEFILE_WRITE_THROUGH

text_type = unicode if sys.version_info[0] == 2 else str # noqa
text_type = unicode if sys.version_info[0] == 2 else str # pylint: disable=undefined-variable

def _str_to_unicode(x):
"""Handle text decoding. Internal use only"""
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