GitOrigin-RevId: c73ed4adc3
tags/v1.0.0-rc1
@@ -52,6 +52,7 @@ option(MGE_BUILD_SDK "Build load_and_run" ON) | |||
option(MGE_INFERENCE_ONLY "Build inference only library." OFF) | |||
option(MGE_WITH_PYTHON_MODULE "Build MegEngine Python Module." ON) | |||
option(MGE_WITH_MKLDNN "Enable Intel MKL_DNN support," ON) | |||
option(MGE_WITH_ROCM "Enable ROCM support" OFF) | |||
if (APPLE) | |||
set (BUILD_SHARED_LIBS OFF) | |||
@@ -442,6 +443,10 @@ if(MGE_WITH_CAMBRICON) | |||
set(MGE_CAMBRICON_LIBS "${MGE_CAMBRICON_LIBS}") | |||
endif() | |||
if (MGE_WITH_ROCM) | |||
include(cmake/rocm.cmake) | |||
endif () | |||
if(MGE_WITH_ATLAS) | |||
include(cmake/aclrt.cmake) | |||
@@ -0,0 +1,100 @@ | |||
if(NOT DEFINED HIP_PATH) | |||
if(NOT DEFINED ENV{HIP_PATH}) | |||
set(HIP_PATH "/opt/rocm/hip" CACHE PATH "Path to which HIP has been installed") | |||
else() | |||
set(HIP_PATH $ENV{HIP_PATH} CACHE PATH "Path to which HIP has been installed") | |||
endif() | |||
endif() | |||
set(CMAKE_MODULE_PATH "${HIP_PATH}/cmake" ${CMAKE_MODULE_PATH}) | |||
find_package(HIP QUIET) | |||
if (HIP_FOUND) | |||
message(STATUS "Found HIP: " ${HIP_VERSION}) | |||
else() | |||
message(FATAL_ERROR "Could not find HIP. Ensure that HIP is either installed in /opt/rocm/hip or the variable HIP_PATH is set to point to the right location.") | |||
endif() | |||
string(REPLACE "." ";" HIP_VERSION_LIST ${HIP_VERSION}) | |||
list(GET HIP_VERSION_LIST 0 HIP_VERSION_MAJOR) | |||
list(GET HIP_VERSION_LIST 1 HIP_VERSION_MINOR) | |||
if (NOT ${HIP_VERSION_MAJOR} STREQUAL "3") | |||
message(FATAL_ERROR "ROCM version needed 3.7.Please update ROCM.") | |||
endif() | |||
if (NOT ${HIP_VERSION_MINOR} STREQUAL "7") | |||
message(FATAL_ERROR "ROCM version needed 3.7.Please update ROCM.") | |||
endif() | |||
set(MGE_ROCM_LIBS OpenCL amdhip64 MIOpen rocblas rocrand) | |||
set(HIP_INCLUDE_DIR ${HIP_ROOT_DIR}/../include) | |||
set(HIP_LIBRARY_DIR ${HIP_ROOT_DIR}/../lib) | |||
#miopen | |||
get_filename_component(__found_miopen_library ${HIP_ROOT_DIR}/../miopen/lib REALPATH) | |||
find_path(MIOPEN_LIBRARY_DIR | |||
NAMES libMIOpen.so | |||
HINTS ${PC_MIOPEN_INCLUDE_DIRS} ${MIOPEN_ROOT_DIR} ${ROCM_TOOLKIT_INCLUDE} ${__found_miopen_library} | |||
PATH_SUFFIXES lib | |||
DOC "Path to MIOPEN library directory." ) | |||
if(MIOPEN_LIBRARY_DIR STREQUAL "MIOPEN_LIBRARY_DIR-NOTFOUND") | |||
message(FATAL_ERROR "Can not find MIOPEN Library") | |||
endif() | |||
get_filename_component(__found_miopen_include ${HIP_ROOT_DIR}/../miopen/include REALPATH) | |||
find_path(MIOPEN_INCLUDE_DIR | |||
NAMES miopen | |||
HINTS ${PC_MIOPEN_INCLUDE_DIRS} ${MIOPEN_ROOT_DIR} ${ROCM_TOOLKIT_INCLUDE} ${__found_miopen_include} | |||
PATH_SUFFIXES include | |||
DOC "Path to MIOPEN include directory." ) | |||
if(MIOPEN_INCLUDE_DIR STREQUAL "MIOPEN_INCLUDE_DIR-NOTFOUND") | |||
message(FATAL_ERROR "Can not find MIOEPN INCLUDE") | |||
endif() | |||
#rocblas | |||
get_filename_component(__found_rocblas_library ${HIP_ROOT_DIR}/../rocblas/lib REALPATH) | |||
find_path(ROCBLAS_LIBRARY_DIR | |||
NAMES librocblas.so | |||
HINTS ${PC_ROCBLAS_INCLUDE_DIRS} ${ROCBLAS_ROOT_DIR} ${ROCM_TOOLKIT_INCLUDE} ${__found_rocblas_library} | |||
PATH_SUFFIXES lib | |||
DOC "Path to ROCBLAS library directory." ) | |||
if(ROCBLAS_LIBRARY_DIR STREQUAL "ROCBLAS_LIBRARY_DIR-NOTFOUND") | |||
message(FATAL_ERROR "Can not find ROCBLAS Library") | |||
endif() | |||
get_filename_component(__found_rocblas_include ${HIP_ROOT_DIR}/../rocblas/include REALPATH) | |||
find_path(ROCBLAS_INCLUDE_DIR | |||
NAMES rocblas.h | |||
HINTS ${PC_ROCBLAS_INCLUDE_DIRS} ${ROCBLAS_ROOT_DIR} ${ROCM_TOOLKIT_INCLUDE} ${__found_rocblas_include} | |||
PATH_SUFFIXES include | |||
DOC "Path to ROCBLAS include directory." ) | |||
if(ROCBLAS_INCLUDE_DIR STREQUAL "ROCBLAS_INCLUDE_DIR-NOTFOUND") | |||
message(FATAL_ERROR "Can not find ROCBLAS INCLUDE") | |||
endif() | |||
#rocrand | |||
get_filename_component(__found_rocrand_library ${HIP_ROOT_DIR}/../rocrand/lib REALPATH) | |||
find_path(ROCRAND_LIBRARY_DIR | |||
NAMES librocrand.so | |||
HINTS ${PC_ROCRAND_INCLUDE_DIRS} ${ROCRAND_ROOT_DIR} ${ROCM_TOOLKIT_INCLUDE} ${__found_rocrand_library} | |||
PATH_SUFFIXES lib | |||
DOC "Path to ROCRAND library directory." ) | |||
if(ROCRAND_LIBRARY_DIR STREQUAL "ROCRAND_LIBRARY_DIR-NOTFOUND") | |||
message(FATAL_ERROR "Can not find ROCRAND Library") | |||
endif() | |||
get_filename_component(__found_rocrand_include ${HIP_ROOT_DIR}/../rocrand/include REALPATH) | |||
find_path(ROCRAND_INCLUDE_DIR | |||
NAMES rocrand.h | |||
HINTS ${PC_ROCRAND_INCLUDE_DIRS} ${ROCRAND_ROOT_DIR} ${ROCM_TOOLKIT_INCLUDE} ${__found_rocrand_include} | |||
PATH_SUFFIXES include | |||
DOC "Path to ROCRAND include directory." ) | |||
if(ROCRAND_INCLUDE_DIR STREQUAL "ROCRAND_INCLUDE_DIR-NOTFOUND") | |||
message(FATAL_ERROR "Can not find ROCRAND INCLUDE") | |||
endif() | |||
@@ -16,6 +16,8 @@ | |||
#include "hip_header.h" | |||
#include "megdnn/internal/visibility_prologue.h" | |||
#include <atomic> | |||
namespace megcore { | |||
struct ROCMContext { | |||
hipStream_t stream = nullptr; | |||
@@ -11,7 +11,7 @@ | |||
#include "megbrain_build_config.h" | |||
#if !defined(__CUDACC__) | |||
#if !defined(__CUDACC__) && !defined(__HIPCC__) | |||
#endif // !defined(__CUDACC__) | |||
@@ -103,10 +103,12 @@ namespace megdnn { | |||
* \brief iterate through each dtype object that can be involved in float | |||
* numeric computing | |||
*/ | |||
#define MEGDNN_FOREACH_COMPUTING_DTYPE_FLOAT(cb) \ | |||
cb(::megdnn::dtype::Float32) \ | |||
MEGDNN_INC_FLOAT16(cb(::megdnn::dtype::Float16)) \ | |||
MEGDNN_INC_FLOAT16(cb(::megdnn::dtype::BFloat16)) \ | |||
MEGDNN_INC_FLOAT16(cb(::megdnn::dtype::BFloat16)) | |||
/*! | |||
* \brief iterate through each dtype object that can be involved in integer | |||
@@ -2809,6 +2809,7 @@ namespace std { | |||
/// Numeric limits for bfloat16-precision floats. | |||
/// Because of the underlying single-precision implementation of many | |||
/// operations, it inherits some properties from `numeric_limits<float>`. | |||
#if !defined(__HIPCC__) | |||
template <> | |||
class numeric_limits<half_bfloat16::bfloat16> : public numeric_limits<float> { | |||
public: | |||
@@ -2932,6 +2933,7 @@ public: | |||
0x0001); | |||
} | |||
}; | |||
#endif | |||
#ifdef MEGDNN_CC_HOST | |||
#if HALF_ENABLE_CPP11_HASH | |||
@@ -37,6 +37,66 @@ if(NOT ${MGE_ARCH} STREQUAL "naive") | |||
endif() | |||
############################################################################### | |||
# HIP_COMPILE | |||
############################################################################### | |||
macro (HIP_COMPILE _hip_target _hip_objs) | |||
# Separate the sources from the options | |||
HIP_GET_SOURCES_AND_OPTIONS(_sources | |||
_cmake_options | |||
_hipcc_options | |||
_hcc_options | |||
_nvcc_options | |||
${ARGN}) | |||
HIP_PREPARE_TARGET_COMMANDS(${_hip_target} | |||
OBJ _generated_files _source_files ${_sources} ${_cmake_options} | |||
HIPCC_OPTIONS ${_hipcc_options} | |||
HCC_OPTIONS ${_hcc_options} | |||
NVCC_OPTIONS ${_nvcc_options}) | |||
if(_source_files) | |||
list(REMOVE_ITEM _sources ${_source_files}) | |||
endif() | |||
add_custom_target(${_hip_target}) | |||
# set return value | |||
set (${_hip_objs} ${_generated_files}) | |||
endmacro() | |||
if (MGE_WITH_ROCM) | |||
file (GLOB_RECURSE SOURCES_ rocm/*.cpp) | |||
list (APPEND SOURCES ${SOURCES_}) | |||
# FIXME rocm may lost the first hip file, so currently we just create an | |||
# empty file to bypass this error. | |||
file(GLOB start.cpp.hip "" ) | |||
list(APPEND HIP_SOURCES start.cpp.hip) | |||
file (GLOB_RECURSE HIPSOURCES rocm/*.cpp.hip) | |||
set(HIP_TARGET_NAME hip_kernel) | |||
set(_HIPCC_OPTIONS "-fPIC") | |||
set(_HCC_OPTIONS "-fPIC") | |||
set(_NVCC_OPTIONS "-fPIC") | |||
list(APPEND HIP_SOURCES ${HIPSOURCES}) | |||
set_source_files_properties(${HIP_SOURCES} PROPERTIES HIP_SOURCE_PROPERTY_FORMAT 1) | |||
HIP_INCLUDE_DIRECTORIES(${PROJECT_SOURCE_DIR}/dnn | |||
${PROJECT_SOURCE_DIR}/dnn/include | |||
${PROJECT_BINARY_DIR}/dnn | |||
${PROJECT_BINARY_DIR}/genfiles | |||
${PROJECT_BINARY_DIR}/dnn/include | |||
${HIP_INCLUDE_DIR} | |||
${MIOPEN_INCLUDE_DIR} | |||
${ROCBLAS_INCLUDE_DIR} | |||
${ROCRAND_INCLUDE_DIR}) | |||
hip_compile( | |||
${HIP_TARGET_NAME} HIPOBJS ${HIP_SOURCES} | |||
HIPCC_OPTIONS ${_HIPCC_OPTIONS} | |||
HCC_OPTIONS ${_HCC_OPTIONS} | |||
NVCC_OPTIONS ${_NVCC_OPTIONS}) | |||
list (APPEND SOURCES ${HIPOBJS}) | |||
endif () | |||
if(MGE_WITH_CUDA) | |||
file(GLOB_RECURSE SOURCES_ cuda/*.cpp) | |||
list(APPEND SOURCES ${SOURCES_}) | |||
@@ -73,6 +133,19 @@ if(MGE_WITH_CUDA) | |||
target_link_libraries(megdnn PUBLIC cutlass) | |||
endif() | |||
if(MGE_WITH_ROCM) | |||
target_include_directories(megdnn PUBLIC | |||
${HIP_INCLUDE_DIR} | |||
${MIOPEN_INCLUDE_DIR} | |||
${ROCBLAS_INCLUDE_DIR} | |||
${ROCRAND_INCLUDE_DIR}) | |||
target_link_directories(megdnn PUBLIC | |||
${HIP_LIBRARY_DIR} | |||
${MIOPEN_LIBRARY_DIR} | |||
${ROCBLAS_LIBRARY_DIR} | |||
${ROCRAND_LIBRARY_DIR}) | |||
endif() | |||
if(${MGE_ARCH} STREQUAL "x86_64" OR ${MGE_ARCH} STREQUAL "i386" OR ${MGE_ARCH} STREQUAL "armv7" OR ${MGE_ARCH} STREQUAL "aarch64") | |||
if(MGE_ENABLE_CPUINFO) | |||
target_link_libraries(megdnn PRIVATE $<BUILD_INTERFACE:cpuinfo>) | |||
@@ -115,6 +188,10 @@ else() | |||
target_link_libraries(megdnn PRIVATE ${MGE_BLAS_LIBS}) | |||
endif() | |||
if (MGE_WITH_ROCM) | |||
target_link_libraries(megdnn PRIVATE ${HIPOBJS} ${MGE_ROCM_LIBS}) | |||
endif () | |||
if(MGE_WITH_ATLAS) | |||
if (BUILD_SHARED_LIBS) | |||
target_link_libraries(megdnn PRIVATE $<BUILD_INTERFACE:${MGE_ATLAS_LIBS}>) | |||
@@ -40,7 +40,7 @@ | |||
* -------------------------------------------------------------------------- | |||
*/ | |||
#ifndef __CUDACC__ | |||
#if !__CUDACC__ && !__HIPCC__ | |||
#include <cmath> | |||
@@ -27,6 +27,22 @@ public: | |||
return 0; | |||
} | |||
std::vector<Algorithm*> get_all_algorithms( | |||
const TensorLayout& /*A*/, const TensorLayout& /*B*/, | |||
const TensorLayout& /*C*/) override { | |||
return {}; | |||
} | |||
Algorithm* get_algorithm_heuristic(const TensorLayout& /*A*/, | |||
const TensorLayout& /*B*/, | |||
const TensorLayout& /*C*/, | |||
size_t /*workspace_limit_in_bytes*/, | |||
bool /* reproducible */) override { | |||
return nullptr; | |||
} | |||
const char* get_algorithm_set_name() const override { return "DEFAULT"; } | |||
bool is_thread_safe() const override { return true; } | |||
private: | |||
@@ -124,6 +124,9 @@ INST_FOR_CTYPE | |||
INST_FOR_CTYPE | |||
#undef ct | |||
#endif | |||
#define ct dt_bfloat16 | |||
INST_FOR_CTYPE | |||
#undef ct | |||
#define ct dt_int8 | |||
INST_FOR_CTYPE | |||
#undef ct | |||
@@ -142,6 +145,9 @@ INST_FOR_CTYPE | |||
#define ct dt_qint32 | |||
INST_FOR_CTYPE | |||
#undef ct | |||
#define ct dt_bool | |||
INST_FOR_CTYPE | |||
#undef ct | |||
#undef ndim_cb | |||
@@ -36,6 +36,9 @@ | |||
#include "src/rocm/argmxx/opr_impl.h" | |||
#include "src/rocm/sleep/opr_impl.h" | |||
#include <miopen/version.h> | |||
#include <hip/hip_version.h> | |||
#include <cstring> | |||
#define STR_HELPER(x) #x | |||
@@ -56,7 +59,7 @@ std::unique_ptr<Handle> Handle::make_rocm_handle(megcoreComputingHandle_t comput | |||
} | |||
template <typename Opr> | |||
std::unique_ptr<Opr> Handle::create_rocm_operator() { | |||
return static_cast<rocm::HandleImpl*>(this)->create_operator<Opr>(); | |||
return static_cast<rocm::HandleImpl*>(this)->create_operator<Opr>(); | |||
} | |||
#define INST(opr) \ | |||
template std::unique_ptr<opr> Handle::create_rocm_operator(); | |||
@@ -178,7 +181,8 @@ MEGDNN_FOREACH_OPR_CLASS(MEGDNN_INST_CREATE_OPERATOR) | |||
} // namespace rocm | |||
} // namespace megdnn | |||
MEGDNN_VERSION_SYMBOL(HIP, HIP_VERSION); | |||
MEGDNN_VERSION_SYMBOL3(HIP, HIP_VERSION_MAJOR, HIP_VERSION_MINOR, HIP_VERSION_PATCH); | |||
MEGDNN_VERSION_SYMBOL3(MIOPEN, MIOPEN_VERSION_MAJOR, MIOPEN_VERSION_MINOR, | |||
MIOPEN_VERSION_PATCH); | |||
// vim: syntax=cpp.doxygen |
@@ -11,6 +11,11 @@ | |||
#include "hip_header.h" | |||
#include "megdnn/dtype.h" | |||
__device__ void atomicAdd(megdnn::dt_bfloat16 *, megdnn::dt_bfloat16) { | |||
asm("s_trap 2;"); | |||
((int*)0)[0] = 1; | |||
} | |||
#if !MEGDNN_DISABLE_FLOAT16 | |||
__device__ void atomicAdd(megdnn::dt_float16 *, megdnn::dt_float16) { | |||
asm("s_trap 2;"); | |||
@@ -36,7 +36,7 @@ MEGDNN_FOREACH_COMPUTING_DTYPE(cb) | |||
INST(dt_float16, dt_float16, float) | |||
INST(dt_float16, float, float) | |||
INST(float, dt_float16, float) | |||
INST(int, float, float) | |||
#undef cb | |||
#undef INST | |||
@@ -142,6 +142,7 @@ void typecvt_kern_n2n(const TensorND& dest, const TensorND& src, | |||
cb(dtype_src, dt_uint8) \ | |||
cb(dtype_src, dt_float32) \ | |||
cb(dtype_src, dt_float16) \ | |||
cb(dtype_src, dt_bfloat16) \ | |||
#else | |||
@@ -176,6 +177,7 @@ void typecvt_kern_n2n(const TensorND& dest, const TensorND& src, | |||
cb(dt_uint8) \ | |||
cb(dt_float32) \ | |||
cb(dt_float16) \ | |||
cb(dt_bfloat16) \ | |||
#else | |||
#define MEGDNN_FOREACH_COMPUTING_CTYPE(cb) \ | |||
@@ -259,9 +259,7 @@ void transpose_knc2nsck(const float *src, float *dst, | |||
MEGDNN_ATTRIBUTE_TARGET("sse") | |||
void x86::disable_denorm() { | |||
//printf("before: %x\n", _mm_getcsr()); | |||
_mm_setcsr(_mm_getcsr() | (_MM_FLUSH_ZERO_ON | _MM_DENORMALS_ZERO_ON)); | |||
//printf("after: %x\n", _mm_getcsr()); | |||
} | |||
} // namespace megdnn | |||
@@ -36,6 +36,11 @@ if(MGE_WITH_ATLAS) | |||
list(APPEND SOURCES ${SOURCES_}) | |||
endif() | |||
if (MGE_WITH_ROCM) | |||
file (GLOB_RECURSE SOURCES_ rocm/*.cpp) | |||
list (APPEND SOURCES ${SOURCES_}) | |||
endif() | |||
add_executable(megdnn_test ${SOURCES}) | |||
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-narrowing") | |||
@@ -61,6 +66,10 @@ if(MGE_ENABLE_COVERAGE) | |||
set(CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} --coverage") | |||
endif() | |||
if (MEG_WITH_ROCM) | |||
target_link_libraries (megdnn_test ${MGE_ROCM_LIBS}) | |||
endif () | |||
if(APPLE OR ANDROID) | |||
target_link_libraries(megdnn_test dl) | |||
else() | |||
@@ -202,7 +202,7 @@ TEST_F(ROCM, INDEXING_MULTI_AXIS_VEC_BENCHMARK) { | |||
set_rng(1, &rng_inp). | |||
set_rng(2, &rng0). | |||
set_rng(3, &rng1). | |||
set_proxy({0, 1}); | |||
set_proxy({{0, 1}}); | |||
auto time_ms = benchmarker.execs({{1000, 1000, 1000}, {1000, 1000}, {1000}, {1000}}); | |||
long io = 2 * 1000 * 1000 * dtype::Float32().size(); | |||
printf("io = %.3f GB, random access bandwidth = %.3f GB/s\n", | |||
@@ -71,22 +71,22 @@ TEST_F(ROCM, MATRIX_MUL) { | |||
BS = TensorShape{k, n}; | |||
CS = TensorShape{m, n}; | |||
TensorLayout AL, BL, CL; | |||
if (arg.Astride == 0) { | |||
if (arg.A_stride == 0) { | |||
AL = TensorLayout(AS, dtype::Float32()); | |||
} else { | |||
AL = TensorLayout(AS, {ptrdiff_t(arg.Astride), 1}, | |||
AL = TensorLayout(AS, {ptrdiff_t(arg.A_stride), 1}, | |||
dtype::Float32()); | |||
} | |||
if (arg.Bstride == 0) { | |||
if (arg.B_stride == 0) { | |||
BL = TensorLayout(BS, dtype::Float32()); | |||
} else { | |||
BL = TensorLayout(BS, {ptrdiff_t(arg.Bstride), 1}, | |||
BL = TensorLayout(BS, {ptrdiff_t(arg.B_stride), 1}, | |||
dtype::Float32()); | |||
} | |||
if (arg.Cstride == 0) { | |||
if (arg.C_stride == 0) { | |||
CL = TensorLayout(CS, dtype::Float32()); | |||
} else { | |||
CL = TensorLayout(CS, {ptrdiff_t(arg.Cstride), 1}, | |||
CL = TensorLayout(CS, {ptrdiff_t(arg.C_stride), 1}, | |||
dtype::Float32()); | |||
} | |||
checker.set_param(param).execl({AL, BL, CL}); | |||
@@ -9,6 +9,7 @@ | |||
import numpy as np | |||
from ..core import Buffer, Parameter | |||
from ..core.device import get_default_device | |||
from ..functional import batch_norm2d, sync_batch_norm | |||
from . import init | |||
from .module import Module | |||
@@ -79,16 +80,31 @@ class _BatchNorm(Module): | |||
else: | |||
exponential_average_factor = 0.0 # useless | |||
output = batch_norm2d( | |||
inp, | |||
self.running_mean, | |||
self.running_var, | |||
self.weight, | |||
self.bias, | |||
self.training or not self.track_running_stats, | |||
exponential_average_factor, | |||
self.eps, | |||
) | |||
# FIXME currently rocm does not support real bn opr so we just use | |||
# sync_batch_norm(as implemented by elemwise) here, | |||
# we will fix it in the next version | |||
if get_default_device() == "rocmx": | |||
output = sync_batch_norm( | |||
inp, | |||
self.running_mean, | |||
self.running_var, | |||
self.weight, | |||
self.bias, | |||
self.training or not self.track_running_stats, | |||
exponential_average_factor, | |||
self.eps, | |||
) | |||
else: | |||
output = batch_norm2d( | |||
inp, | |||
self.running_mean, | |||
self.running_var, | |||
self.weight, | |||
self.bias, | |||
self.training or not self.track_running_stats, | |||
exponential_average_factor, | |||
self.eps, | |||
) | |||
if _ndims != 4: | |||
output = output.reshape(origin_shape) | |||
@@ -1013,7 +1013,8 @@ void add_update_impl(const DeviceTensorND& dest, | |||
auto&& cn = dest.comp_node(); | |||
using DT = CompNode::DeviceType; | |||
mgb_assert(cn == delta_nobrd.comp_node() && | |||
(cn.device_type() == DT::CUDA || cn.device_type() == DT::CPU)); | |||
(cn.device_type() == DT::CUDA || cn.device_type() == DT::CPU || | |||
cn.device_type() == DT::ROCM)); | |||
mgb_assert(dest.dtype() == delta_nobrd.dtype()); | |||
auto&& delta = delta_nobrd.sub(SubTensorSpec::make_from_offset_elem( | |||
delta_nobrd.layout().broadcast(dest.shape()), 0)); | |||
@@ -13,6 +13,7 @@ | |||
#define _HEADER_MGB_BUILD_CONFIG | |||
#cmakedefine01 MGB_CUDA | |||
#cmakedefine01 MGB_ROCM | |||
#cmakedefine01 MGB_CAMBRICON | |||
#cmakedefine01 MGB_ATLAS | |||
#cmakedefine01 MGB_ASSERT_LOC | |||
@@ -38,6 +39,7 @@ | |||
// Platform macro's | |||
#cmakedefine01 MEGDNN_WITH_CUDA | |||
#cmakedefine01 MEGDNN_WITH_ROCM | |||
#cmakedefine01 MEGDNN_ARMV7 | |||
#cmakedefine01 MEGDNN_AARCH64 | |||
#cmakedefine01 MEGDNN_ENABLE_FP16_NEON | |||