* Add more GPU architectures support * Update layout.py * Optimize performance, Add SM90 support, Add 1D2D SM100 support * Add fmtlib submodule at commit 553ec11 --------- Co-authored-by: fzyzcjy <5236035+fzyzcjy@users.noreply.github.com>
173 lines
6.9 KiB
C++
173 lines
6.9 KiB
C++
#pragma once
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#include <ATen/cuda/CUDAContext.h>
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#include <filesystem>
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#include <fstream>
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#include <regex>
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#include <string>
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#include "../utils/exception.hpp"
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#include "../utils/format.hpp"
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#include "../utils/hash.hpp"
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#include "../utils/system.hpp"
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#include "cache.hpp"
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#include "device_runtime.hpp"
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namespace deep_gemm {
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class Compiler {
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std::string library_version;
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std::filesystem::path library_root_path;
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std::string get_library_version() const {
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// Recursively walk through all subdirectories and update hash
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std::stringstream ss;
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for (const auto& entry: std::filesystem::recursive_directory_iterator(library_include_path / "deep_gemm")) {
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if (entry.is_regular_file() and entry.path().extension() == ".cuh") {
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std::ifstream file(entry.path(), std::ios::binary);
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std::string content((std::istreambuf_iterator(file)), std::istreambuf_iterator<char>());
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ss << content;
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}
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}
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return get_hex_digest(ss.str());
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}
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public:
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std::string signature, flags;
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std::filesystem::path library_include_path;
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std::filesystem::path cache_dir_path;
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explicit Compiler(const std::filesystem::path& library_root_path) {
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// Static library paths
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this->library_root_path = library_root_path;
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this->library_include_path = library_root_path / "include";
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this->library_version = get_library_version();
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// Cache settings
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cache_dir_path = std::filesystem::path(get_env<std::string>("HOME")) / ".deep_gemm";
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if (const auto& env_cache_dir_path = get_env<std::string>("DG_JIT_CACHE_DIR"); not env_cache_dir_path.empty())
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cache_dir_path = env_cache_dir_path;
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// The compiler flags applied to all derived compilers
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signature = "unknown-compiler";
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std::string ptxas_flags = "--ptxas-options=--register-usage-level=10";
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if (get_env<int>("DG_JIT_PTXAS_VERBOSE", 0))
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ptxas_flags += ",--verbose";
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flags = fmt::format("-std=c++20 --diag-suppress=39,161,174,177,186,940 {}", ptxas_flags);
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}
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virtual ~Compiler() = default;
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std::filesystem::path make_tmp_dir() const {
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return make_dirs(cache_dir_path / "tmp");
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}
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std::filesystem::path get_tmp_file_path() const {
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return make_tmp_dir() / get_uuid();
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}
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void put(const std::filesystem::path& path, const std::string& data) const {
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const auto tmp_file_path = get_tmp_file_path();
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// Write into the temporary file
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std::ofstream out(tmp_file_path, std::ios::binary);
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DG_HOST_ASSERT(out.write(data.data(), data.size()));
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out.close();
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// Atomically replace
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std::filesystem::rename(tmp_file_path, path);
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}
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std::shared_ptr<KernelRuntime> build(const std::string& name, const std::string& code) const {
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const auto kernel_signature = fmt::format("{}$${}$${}$${}$${}", name, library_version, signature, flags, code);
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const auto dir_path = cache_dir_path / "cache" / fmt::format("kernel.{}.{}", name, get_hex_digest(kernel_signature));
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// Hit the runtime cache
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if (const auto& runtime = kernel_runtime_cache->get(dir_path); runtime != nullptr)
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return runtime;
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// Create the kernel directory
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make_dirs(dir_path);
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// Compile into a temporary CUBIN
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const auto tmp_cubin_path = get_tmp_file_path();
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compile(code, dir_path, tmp_cubin_path);
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// Replace into the cache directory
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make_dirs(dir_path);
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std::filesystem::rename(tmp_cubin_path, dir_path / "kernel.cubin");
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// Put into the runtime cache
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const auto& runtime = kernel_runtime_cache->get(dir_path);
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DG_HOST_ASSERT(runtime != nullptr);
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return runtime;
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}
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virtual void compile(const std::string &code, const std::filesystem::path& dir_path, const std::filesystem::path &cubin_path) const = 0;
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};
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class NVCCCompiler final: public Compiler {
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std::filesystem::path nvcc_path;
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std::pair<int, int> get_nvcc_version() const {
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DG_HOST_ASSERT(std::filesystem::exists(nvcc_path));
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// Call the version command
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const auto& command = std::string(nvcc_path) + " --version";
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const auto& [return_code, output] = call_external_command(command);
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DG_HOST_ASSERT(return_code == 0);
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// The version should be at least 12.3, for the best performance with 12.9
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int major, minor;
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std::smatch match;
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DG_HOST_ASSERT(std::regex_search(output, match, std::regex(R"(release (\d+\.\d+))")));
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std::sscanf(match[1].str().c_str(), "%d.%d", &major, &minor);
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DG_HOST_ASSERT((major > 12 or (major == 12 and minor >= 3)) and "NVCC version should be >= 12.3");
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if (major < 12 or (major == 12 and minor < 9))
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printf("Warning: please use at least NVCC 12.9 for the best DeepGEMM performance");
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return {major, minor};
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}
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public:
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NVCCCompiler(const std::filesystem::path& library_root_path,
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const std::filesystem::path& cuda_home_path_by_torch):
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Compiler(library_root_path) {
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// Override the compiler signature
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nvcc_path = cuda_home_path_by_torch / "bin" / "nvcc";
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if (const auto& env_nvcc_path = get_env<std::string>("DG_JIT_NVCC_COMPILER"); not env_nvcc_path.empty())
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nvcc_path = env_nvcc_path;
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const auto& [nvcc_major, nvcc_minor] = get_nvcc_version();
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signature = fmt::format("NVCC{}.{}", nvcc_major, nvcc_minor);
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// The override the compiler flags
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flags = fmt::format("{} -I{} --gpu-architecture=sm_{}a "
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"--compiler-options=-fPIC,-O3,-fconcepts,-Wno-deprecated-declarations,-Wno-abi "
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"-cubin -O3 --expt-relaxed-constexpr --expt-extended-lambda",
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flags, library_include_path.c_str(), device_runtime->get_arch());
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}
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void compile(const std::string &code, const std::filesystem::path& dir_path, const std::filesystem::path &cubin_path) const override {
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// Write the code into the cache directory
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const auto& code_path = dir_path / "kernel.cu";
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put(code_path, code);
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// Compile
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const auto& command = fmt::format("{} {} -o {} {}", nvcc_path.c_str(), code_path.c_str(), cubin_path.c_str(), flags);
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if (get_env("DG_JIT_DEBUG", 0) or get_env("DG_JIT_PRINT_COMPILER_COMMAND", 0))
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printf("Running NVCC command: %s", command.c_str());
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const auto& [return_code, output] = call_external_command(command);
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if (return_code != 0) {
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printf("NVCC compilation failed: %s", output.c_str());
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DG_HOST_ASSERT(false and "NVCC compilation failed");
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}
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// Print PTXAS log
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if (get_env("DG_JIT_DEBUG", 0) or get_env("DG_JIT_PTXAS_VERBOSE", 0))
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printf("%s", output.c_str());
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}
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};
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static std::shared_ptr<Compiler> compiler = nullptr;
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} // namespace deep_gemm
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