feat: add kernel preload

This commit is contained in:
2025-11-19 14:16:45 +00:00
parent ffe2b6b974
commit d763aaf304
3 changed files with 61 additions and 0 deletions

View File

@@ -5,6 +5,7 @@
#include <unordered_map>
#include "kernel_runtime.hpp"
#include "../utils/system.hpp"
namespace deep_gemm {
@@ -24,6 +25,48 @@ public:
return cache[dir_path] = std::make_shared<KernelRuntime>(dir_path);
return nullptr;
}
// Preload all cached kernels from disk into memory
void preload_all(const std::filesystem::path& cache_dir) {
const auto kernel_cache_dir = cache_dir / "cache";
// If cache directory doesn't exist, return early
if (!std::filesystem::exists(kernel_cache_dir))
return;
int loaded_count = 0;
int total_count = 0;
// Iterate through all kernel subdirectories in the cache
for (const auto& entry : std::filesystem::directory_iterator(kernel_cache_dir)) {
if (!entry.is_directory())
continue;
total_count++;
const auto& dir_path = entry.path();
// Skip if already in memory cache
if (cache.find(dir_path) != cache.end())
continue;
// Check validity and load the kernel
if (KernelRuntime::check_validity(dir_path)) {
try {
cache[dir_path] = std::make_shared<KernelRuntime>(dir_path);
loaded_count++;
} catch (const std::exception& e) {
// Skip failed loads
if (get_env<int>("DG_JIT_DEBUG"))
printf("Warning: Failed to preload kernel from %s: %s\n",
dir_path.c_str(), e.what());
}
}
}
if (get_env<int>("DG_JIT_DEBUG") || loaded_count > 0)
printf("DeepGEMM: Preloaded %d/%d cached kernels from %s\n",
loaded_count, total_count, kernel_cache_dir.c_str());
}
};
static auto kernel_runtime_cache = std::make_shared<KernelRuntimeCache>();

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@@ -42,6 +42,13 @@ public:
Compiler::library_version = get_library_version();
}
static std::filesystem::path get_cache_dir() {
std::filesystem::path cache_dir = std::filesystem::path(get_env<std::string>("HOME")) / ".deep_gemm";
if (const auto& env_cache_dir = get_env<std::string>("DG_JIT_CACHE_DIR"); !env_cache_dir.empty())
cache_dir = env_cache_dir;
return cache_dir;
}
std::string signature, flags;
std::filesystem::path cache_dir_path;

View File

@@ -137,3 +137,14 @@ _ensure_initialized()
if __debug__:
_verify_ops_loaded()
# Preload cached kernels if enabled via environment variable
if os.environ.get('DG_PRELOAD_KERNELS', '0') == '1':
try:
deep_gemm_cpp.preload_kernels()
except Exception as e:
# Preloading failure should not block initialization
import warnings
warnings.warn(f"Failed to preload DeepGEMM kernels: {e}")
__version__ = '2.1.2'