Make various updates and fixes:

- Add support for legacy CUDA versions; now compatible with CUDA 12.3 and newer
- Add support for NVRTC compilation
- Other fixes and code refactoring
This commit is contained in:
Ray Wang
2025-08-02 19:52:22 -07:00
parent aff9da0aba
commit d9c363f86f
36 changed files with 592 additions and 362 deletions
+20 -42
View File
@@ -1,12 +1,10 @@
#pragma once
#include <cuda_runtime.h>
#include <filesystem>
#include "../utils/exception.hpp"
#include "../utils/format.hpp"
#include "../utils/system.hpp"
#include "device_runtime.hpp"
#include "handle.hpp"
namespace deep_gemm {
@@ -23,19 +21,17 @@ struct LaunchArgs {
grid_dim(grid_dim), num_threads(num_threads), smem_size(smem_size), cluster_dim(cluster_dim) {}
};
template <typename T>
concept HasLaunchArgs = requires (const T& t) {
{ t.launch_args } -> std::convertible_to<decltype(t.launch_args)>;
};
class KernelRuntime final {
public:
static std::filesystem::path cuda_home;
cudaLibrary_t library;
cudaKernel_t kernel;
LibraryHandle library;
KernelHandle kernel;
explicit KernelRuntime(const std::filesystem::path& dir_path) {
// Check `prepare_init`
DG_HOST_ASSERT(not cuda_home.empty());
// NOLINT(*-pro-type-member-init)
const auto& cuobjdump_path = cuda_home / "bin" / "cuobjdump";
const auto& cubin_path = dir_path / "kernel.cubin";
@@ -50,7 +46,8 @@ public:
std::istringstream iss(symbols);
std::vector<std::string> symbol_names;
for (std::string line; std::getline(iss, line); ) {
if (line.find("STT_FUNC") == 0 and std::ranges::none_of(illegal_names, [&](const auto& name) { return line.find(name) != std::string::npos; })) {
if (line.find("STT_FUNC") == 0 and std::none_of(illegal_names.begin(), illegal_names.end(),
[&](const auto& name) { return line.find(name) != std::string::npos; })) {
const auto& last_space = line.rfind(' ');
symbol_names.push_back(line.substr(last_space + 1));
}
@@ -64,11 +61,10 @@ public:
// Load from the library
DG_HOST_ASSERT(symbol_names.size() == 1);
DG_CUDA_RUNTIME_CHECK(cudaLibraryLoadFromFile(&library, cubin_path.c_str(), nullptr, nullptr, 0, nullptr, nullptr, 0));
DG_CUDA_RUNTIME_CHECK(cudaLibraryGetKernel(&kernel, library, symbol_names[0].c_str()));
kernel = load_kernel(cubin_path, symbol_names[0], &library);
}
static void set_cuda_home(const std::string& cuda_home_path_by_torch) {
static void prepare_init(const std::string& cuda_home_path_by_torch) {
cuda_home = cuda_home_path_by_torch;
}
@@ -78,18 +74,16 @@ public:
}
~KernelRuntime() noexcept(false) {
const auto& error = cudaLibraryUnload(library);
DG_HOST_ASSERT(error == cudaSuccess or error == cudaErrorCudartUnloading);
unload_library(library);
}
};
// Declare after defining
decltype(KernelRuntime::cuda_home) KernelRuntime::cuda_home;
DG_DECLARE_STATIC_VAR_IN_CLASS(KernelRuntime, cuda_home);
template <typename Derived>
class LaunchRuntime {
public:
template <typename Args> requires HasLaunchArgs<Args>
template <typename Args>
static std::string generate(const Args& args) {
const auto& code = Derived::generate_impl(args);
if (get_env<int>("DG_JIT_DEBUG", 0))
@@ -97,34 +91,18 @@ public:
return code;
}
template <typename Args> requires HasLaunchArgs<Args>
template <typename Args>
static void launch(const std::shared_ptr<KernelRuntime>& kernel_runtime, const Args& args) {
const auto& kernel = kernel_runtime->kernel;
const auto& stream = at::cuda::getCurrentCUDAStream();
const LaunchArgs& launch_args = args.launch_args;
// Set dynamic shared memory size
if (launch_args.smem_size > 0)
DG_CUDA_RUNTIME_CHECK(cudaFuncSetAttribute(kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, launch_args.smem_size));
// Launch config
cudaLaunchConfig_t config;
config.gridDim = {static_cast<unsigned>(launch_args.grid_dim.first),
static_cast<unsigned>(launch_args.grid_dim.second),
1};
config.blockDim = {static_cast<unsigned>(launch_args.num_threads), 1, 1};
config.dynamicSmemBytes = launch_args.smem_size;
config.stream = stream;
config.numAttrs = 0;
// Clusters
cudaLaunchAttribute attr;
if (launch_args.cluster_dim > 1) {
attr.id = cudaLaunchAttributeClusterDimension;
attr.val.clusterDim = {static_cast<unsigned>(launch_args.cluster_dim), 1, 1};
config.attrs = &attr;
config.numAttrs = 1;
}
const dim3& grid_dim = {static_cast<unsigned>(launch_args.grid_dim.first),
static_cast<unsigned>(launch_args.grid_dim.second),
1};
const dim3& block_dim = {static_cast<unsigned>(launch_args.num_threads), 1, 1};
auto config = construct_launch_config(kernel, stream, launch_args.smem_size,
grid_dim, block_dim, launch_args.cluster_dim);
// Launch in the derived class
if (get_env<int>("DG_JIT_DEBUG")) {