HIP allows you to compile kernels at runtime with its hiprtc*
APIs.
Kernels can be store as a text string and can be passed on to hiprtc APIs alongside options to guide the compilation.
To use hiprtc functionality, hiprtc header needs to be included first.
#include <hip/hiprtc.h>
Kernels can be stored in a string:
static constexpr auto kernel {
R"(
extern "C"
__global__ void gpu_kernel(...) {
// Kernel Functionality
}
)"};
Now to compile this kernel, it needs to be associated with hiprtcProgram type, which is done via declaring hiprtcProgram prog;
and associating the string of kernel with this program:
hiprtcCreateProgram(&prog, // hiprtc program
kernel, // kernel string
"gpu_kernel.cu", // Name of the file
num_headers, // Number of headers
&header_sources[0], // Header sources
&header_names[0]); // Name of header files
hiprtcCreateProgram API also allows you to add headers which can be included in your rtc program. For online compilation, the compiler pre-defines HIP device API functions, HIP specific types and macros for device compilation, but does not include standard C/C++ headers by default. Users can only include header files provided to hiprtcCreateProgram.
After associating the kernel string with hiprtcProgram, you can now compile this program using:
hiprtcCompileProgram(prog, // hiprtcProgram
0, // Number of options
options); // Clang Options [Supported Clang Options](clang_options.md)
hiprtcCompileProgram returns a status value which can be converted to string via hiprtcGetErrorString
. If compilation is successful, hiprtcCompileProgram will return HIPRTC_SUCCESS
.
If the compilation fails, you can look up the logs via:
size_t logSize;
hiprtcGetProgramLogSize(prog, &logSize);
if (logSize) {
string log(logSize, '\0');
hiprtcGetProgramLog(prog, &log[0]);
// Corrective action with logs
}
If the compilation is successful, you can load the compiled binary in a local variable.
size_t codeSize;
hiprtcGetCodeSize(prog, &codeSize);
vector<char> kernel_binary(codeSize);
hiprtcGetCode(kernel_binary, code.data());
After loading the binary, hiprtcProgram can be destroyed.
hiprtcDestroyProgram(&prog);
The binary present in kernel_binary
can now be loaded via hipModuleLoadData
API.
hipModule_t module;
hipFunction_t kernel;
hipModuleLoadData(&module, kernel_binary.data());
hipModuleGetFunction(&kernel, module, "gpu_kernel");
And now this kernel can be launched via hipModule APIs.
Please have a look at saxpy.cpp and hiprtcGetLoweredName.cpp files for a detailed example.
HIPRTC provides a few hiprtc specific flags
--gpu-architecture
: This flag can guide the code object generation for a specific gpu arch. Example:--gpu-architecture=gfx906:sramecc+:xnack-
, its equivalent to--offload-arch
.
Users will be required to link to libhiprtc.so/libhiprtc.dll in future releases. Currently all symbols are present in libhipamd64.so/libhipamd64.dll and there is a plan in action to separate HIPRTC APIs from HIP APIs.