GPU Mode¶
Table of Contents
Note
This feature is very experimental and may change in the future.
The GPU mode of LLVM’s libc is an experimental mode used to support calling
libc routines during GPU execution. The goal of this project is to provide
access to the standard C library on systems running accelerators. To begin using
this library, build and install the libcgpu.a
static archive following the
instructions in Building the GPU library and link with your offloading
application.
Building the GPU library¶
LLVM’s libc GPU support must be built using the same compiler as the final
application to ensure relative LLVM bitcode compatibility. This can be done
automatically using the LLVM_ENABLE_RUNTIMES=libc
option. Furthermore,
building for the GPU is only supported in Fullbuild Mode. To enable the
GPU build, set the target OS to gpu
via LLVM_LIBC_TARGET_OS=gpu
. By
default, libcgpu.a
will be built using every supported GPU architecture. To
restrict the number of architectures build, set LLVM_LIBC_GPU_ARCHITECTURES
to the list of desired architectures or use all
. A typical cmake
configuration will look like this:
$> cd llvm-project # The llvm-project checkout
$> mkdir build
$> cd build
$> cmake ../llvm -G Ninja \
-DLLVM_ENABLE_PROJECTS="clang;lld;compiler-rt" \
-DLLVM_ENABLE_RUNTIMES="libc;openmp" \
-DCMAKE_BUILD_TYPE=<Debug|Release> \ # Select build type
-DLLVM_LIBC_FULL_BUILD=ON \ # We need the full libc
-DLIBC_GPU_BUILD=ON \ # Build in GPU mode
-DLLVM_LIBC_GPU_ARCHITECTURES=all \ # Build all supported architectures
-DCMAKE_INSTALL_PREFIX=<PATH> \ # Where 'libcgpu.a' will live
$> ninja install
Since we want to include clang
, lld
and compiler-rt
in our
toolchain, we list them in LLVM_ENABLE_PROJECTS
. To ensure libc
is built
using a compatible compiler and to support openmp
offloading, we list them
in LLVM_ENABLE_RUNTIMES
to build them after the enabled projects using the
newly built compiler. CMAKE_INSTALL_PREFIX
specifies the installation
directory in which to install the libcgpu.a
library along with LLVM.
Usage¶
Once the libcgpu.a
static archive has been built in
Building the GPU library, it can be linked directly with offloading applications
as a standard library. This process is described in the clang documentation
<https://clang.llvm.org/docs/OffloadingDesign.html>_. This linking mode is used
by the OpenMP toolchain, but is currently opt-in for the CUDA and HIP toolchains
using the --offload-new-driver`
and -fgpu-rdc
flags. A typical usage
will look this this:
$> clang foo.c -fopenmp --offload-arch=gfx90a -lcgpu
The libcgpu.a
static archive is a fat-binary containing LLVM-IR for each
supported target device. The supported architectures can be seen using LLVM’s
objdump with the --offloading
flag:
$> llvm-objdump --offloading libcgpu.a
libcgpu.a(strcmp.cpp.o): file format elf64-x86-64
OFFLOADING IMAGE [0]:
kind llvm ir
arch gfx90a
triple amdgcn-amd-amdhsa
producer <none>
Because the device code is stored inside a fat binary, it can be difficult to inspect the resulting code. This can be done using the following utilities:
$> llvm-ar x libcgpu.a strcmp.cpp.o
$> clang-offload-packager strcmp.cpp.o --image=arch=gfx90a,file=gfx90a.bc
$> opt -S out.bc
...
Supported Functions¶
The following functions and headers are supported at least partially on the device. Currently, only basic device functions that do not require an operating system are supported on the device. Supporting functions like malloc using an RPC mechanism is a work-in-progress.
ctype.h¶
Function Name | Available |
---|---|
isalnum | ✅ |
isalpha | ✅ |
isascii | ✅ |
isblank | ✅ |
iscntrl | ✅ |
isdigit | ✅ |
isgraph | ✅ |
islower | ✅ |
isprint | ✅ |
ispunct | ✅ |
isspace | ✅ |
isupper | ✅ |
isxdigit | ✅ |
toascii | ✅ |
tolower | ✅ |
toupper | ✅ |
string.h¶
Function Name | Available |
---|---|
bcmp | ✅ |
bzero | ✅ |
memccpy | ✅ |
memchr | ✅ |
memcmp | ✅ |
memcpy | ✅ |
memmove | ✅ |
mempcpy | ✅ |
memrchr | ✅ |
memset | ✅ |
stpcpy | ✅ |
stpncpy | ✅ |
strcat | ✅ |
strchr | ✅ |
strcmp | ✅ |
strcpy | ✅ |
strcspn | ✅ |
strlcat | ✅ |
strlcpy | ✅ |
strlen | ✅ |
strncat | ✅ |
strncmp | ✅ |
strncpy | ✅ |
strnlen | ✅ |
strpbrk | ✅ |
strrchr | ✅ |
strspn | ✅ |
strstr | ✅ |
strtok | ✅ |
strtok_r | ✅ |
strdup | |
strndup |