mirror of
https://github.com/ggml-org/llama.cpp.git
synced 2025-11-17 11:37:10 +00:00
a19bd6f7ce
* vulkan: remove shell call from vulkan-shaders-gen tool * use string vector for command execution * Fix condition * use string, remove const_cast * Fix dependency file quotation on Windows --------- Co-authored-by: Jeff Bolz <jbolz@nvidia.com>
1129 lines
55 KiB
C++
1129 lines
55 KiB
C++
#include <iostream>
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#include <fstream>
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#include <sstream>
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#include <string>
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#include <stdexcept>
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#include <array>
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#include <vector>
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#include <map>
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#include <thread>
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#include <mutex>
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#include <future>
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#include <queue>
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#include <condition_variable>
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#include <cstdio>
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#include <cstring>
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#include <cstdlib>
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#include <cassert>
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#include <algorithm>
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#include <sys/stat.h>
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#include <sys/types.h>
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#include <filesystem>
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#ifdef _WIN32
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#define NOMINMAX
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#include <windows.h>
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#include <direct.h> // For _mkdir on Windows
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#else
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#include <unistd.h>
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#include <sys/wait.h>
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#include <fcntl.h>
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#endif
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#define ASYNCIO_CONCURRENCY 64
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std::mutex lock;
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std::vector<std::pair<std::string, std::string>> shader_fnames;
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std::locale c_locale("C");
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std::string GLSLC = "glslc";
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std::string input_filepath = "";
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std::string output_dir = "/tmp";
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std::string target_hpp = "";
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std::string target_cpp = "";
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const std::vector<std::string> type_names = {
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"f32",
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"f16",
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"q4_0",
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"q4_1",
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"q5_0",
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"q5_1",
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"q8_0",
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"q2_k",
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"q3_k",
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"q4_k",
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"q5_k",
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"q6_k",
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"iq1_s",
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"iq1_m",
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"iq2_xxs",
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"iq2_xs",
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"iq2_s",
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"iq3_xxs",
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"iq3_s",
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"iq4_xs",
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"iq4_nl",
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"mxfp4",
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"bf16",
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};
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enum MatMulIdType {
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NONE,
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DEFAULT,
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SUBGROUP,
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};
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namespace {
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void execute_command(std::vector<std::string>& command, std::string& stdout_str, std::string& stderr_str) {
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#ifdef _WIN32
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HANDLE stdout_read, stdout_write;
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HANDLE stderr_read, stderr_write;
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SECURITY_ATTRIBUTES sa = { sizeof(SECURITY_ATTRIBUTES), NULL, TRUE };
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if (!CreatePipe(&stdout_read, &stdout_write, &sa, 0) ||
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!SetHandleInformation(stdout_read, HANDLE_FLAG_INHERIT, 0)) {
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throw std::runtime_error("Failed to create stdout pipe");
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}
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if (!CreatePipe(&stderr_read, &stderr_write, &sa, 0) ||
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!SetHandleInformation(stderr_read, HANDLE_FLAG_INHERIT, 0)) {
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throw std::runtime_error("Failed to create stderr pipe");
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}
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PROCESS_INFORMATION pi;
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STARTUPINFOA si = {};
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si.cb = sizeof(STARTUPINFOA);
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si.dwFlags = STARTF_USESTDHANDLES;
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si.hStdOutput = stdout_write;
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si.hStdError = stderr_write;
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std::string cmd;
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for (const auto& part : command) {
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cmd += part + " ";
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}
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if (!CreateProcessA(NULL, cmd.data(), NULL, NULL, TRUE, 0, NULL, NULL, &si, &pi)) {
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throw std::runtime_error("Failed to create process");
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}
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CloseHandle(stdout_write);
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CloseHandle(stderr_write);
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std::array<char, 128> buffer;
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DWORD bytes_read;
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while (ReadFile(stdout_read, buffer.data(), (DWORD)buffer.size(), &bytes_read, NULL) && bytes_read > 0) {
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stdout_str.append(buffer.data(), bytes_read);
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}
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while (ReadFile(stderr_read, buffer.data(), (DWORD)buffer.size(), &bytes_read, NULL) && bytes_read > 0) {
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stderr_str.append(buffer.data(), bytes_read);
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}
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CloseHandle(stdout_read);
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CloseHandle(stderr_read);
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WaitForSingleObject(pi.hProcess, INFINITE);
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CloseHandle(pi.hProcess);
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CloseHandle(pi.hThread);
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#else
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int stdout_pipe[2];
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int stderr_pipe[2];
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if (pipe(stdout_pipe) != 0 || pipe(stderr_pipe) != 0) {
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throw std::runtime_error("Failed to create pipes");
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}
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pid_t pid = fork();
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if (pid < 0) {
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throw std::runtime_error("Failed to fork process");
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}
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std::vector<char*> argv;
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for (std::string& part : command) {
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argv.push_back(part.data());
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}
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argv.push_back(nullptr);
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if (pid == 0) {
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close(stdout_pipe[0]);
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close(stderr_pipe[0]);
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dup2(stdout_pipe[1], STDOUT_FILENO);
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dup2(stderr_pipe[1], STDERR_FILENO);
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close(stdout_pipe[1]);
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close(stderr_pipe[1]);
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execvp(argv[0], argv.data());
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_exit(EXIT_FAILURE);
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} else {
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close(stdout_pipe[1]);
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close(stderr_pipe[1]);
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std::array<char, 128> buffer;
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ssize_t bytes_read;
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while ((bytes_read = read(stdout_pipe[0], buffer.data(), buffer.size())) > 0) {
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stdout_str.append(buffer.data(), bytes_read);
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}
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while ((bytes_read = read(stderr_pipe[0], buffer.data(), buffer.size())) > 0) {
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stderr_str.append(buffer.data(), bytes_read);
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}
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close(stdout_pipe[0]);
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close(stderr_pipe[0]);
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waitpid(pid, nullptr, 0);
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}
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#endif
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}
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bool directory_exists(const std::string& path) {
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struct stat info;
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if (stat(path.c_str(), &info) != 0) {
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return false; // Path doesn't exist or can't be accessed
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}
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return (info.st_mode & S_IFDIR) != 0; // Check if it is a directory
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}
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bool create_directory(const std::string& path) {
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#ifdef _WIN32
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return _mkdir(path.c_str()) == 0 || errno == EEXIST; // EEXIST means the directory already exists
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#else
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return mkdir(path.c_str(), 0755) == 0 || errno == EEXIST; // 0755 is the directory permissions
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#endif
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}
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std::string to_uppercase(const std::string& input) {
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std::string result = input;
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for (char& c : result) {
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c = std::toupper(c);
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}
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return result;
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}
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bool string_starts_with(const std::string& str, const std::string& prefix) {
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if (prefix.size() > str.size()) {
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return false;
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}
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return std::equal(prefix.begin(), prefix.end(), str.begin());
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}
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bool string_ends_with(const std::string& str, const std::string& suffix) {
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if (suffix.size() > str.size()) {
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return false;
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}
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return std::equal(suffix.rbegin(), suffix.rend(), str.rbegin());
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}
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bool is_quantized_type(const std::string& type_name) {
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return type_name != "f32" && type_name != "f16" && type_name != "bf16";
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}
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bool is_legacy_quant(const std::string& type_name) {
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return type_name == "q4_0" || type_name == "q4_1" || type_name == "q5_0" || type_name == "q5_1" || type_name == "q8_0";
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}
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bool is_k_quant(const std::string& type_name) {
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return string_ends_with(type_name, "_k");
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}
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bool is_iq_quant(const std::string& type_name) {
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return string_starts_with(type_name, "iq");
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}
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static const char path_separator = '/';
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std::string join_paths(const std::string& path1, const std::string& path2) {
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return path1 + path_separator + path2;
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}
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std::string basename(const std::string &path) {
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return path.substr(path.find_last_of("/\\") + 1);
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}
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std::stringstream make_generic_stringstream() {
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std::stringstream ss;
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ss.imbue(c_locale);
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return ss;
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}
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std::string read_binary_file(const std::string& path, bool may_not_exist = false) {
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FILE* f = fopen(path.c_str(), "rb");
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if (!f) {
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if (!may_not_exist) {
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std::cerr << "Error opening file: " << path << " (" << strerror(errno) << ")\n";
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}
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return {};
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}
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fseek(f, 0, SEEK_END);
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size_t size = ftell(f);
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fseek(f, 0, SEEK_SET);
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std::string data(size, '\0');
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size_t read_size = fread(data.data(), 1, size, f);
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fclose(f);
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if (read_size != size) {
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std::cerr << "Error reading file: " << path << " (" << strerror(errno) << ")\n";
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return {};
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}
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return data;
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}
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void write_binary_file(const std::string& path, const std::string& content) {
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FILE* f = fopen(path.c_str(), "wb");
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if (!f) {
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std::cerr << "Error opening file for writing: " << path << " (" << strerror(errno) << ")\n";
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return;
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}
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size_t write_size = fwrite(content.data(), 1, content.size(), f);
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fclose(f);
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if (write_size != content.size()) {
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std::cerr << "Error writing file: " << path << " (" << strerror(errno) << ")\n";
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return;
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}
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}
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void write_file_if_changed(const std::string& path, const std::string& content) {
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std::string existing = read_binary_file(path, true);
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if (existing != content) {
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write_binary_file(path, content);
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}
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}
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// variables to track number of compiles in progress
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static uint32_t compile_count = 0;
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static std::mutex compile_count_mutex;
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static std::condition_variable compile_count_cond;
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static bool generate_dep_file = true;
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void decrement_compile_count(uint32_t * count) {
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if (count) {
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std::lock_guard<std::mutex> guard(compile_count_mutex);
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assert(compile_count > 0);
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compile_count--;
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compile_count_cond.notify_all();
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}
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}
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using compile_count_guard = std::unique_ptr<uint32_t, decltype(&decrement_compile_count)>;
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compile_count_guard acquire_compile_slot() {
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// wait until fewer than N compiles are in progress.
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// 16 is an arbitrary limit, the goal is to avoid "failed to create pipe" errors.
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uint32_t N = std::max(1u, std::min(16u, std::thread::hardware_concurrency()));
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std::unique_lock<std::mutex> guard(compile_count_mutex);
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compile_count_cond.wait(guard, [N] { return compile_count < N; });
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compile_count++;
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return compile_count_guard(&compile_count, &decrement_compile_count);
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}
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void string_to_spv_func(std::string name, std::string in_path, std::string out_path, std::map<std::string, std::string> defines, bool coopmat, bool dep_file, compile_count_guard slot) {
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std::string target_env = (name.find("_cm2") != std::string::npos) ? "--target-env=vulkan1.3" : "--target-env=vulkan1.2";
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#ifdef _WIN32
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std::vector<std::string> cmd = {GLSLC, "-fshader-stage=compute", target_env, "\"" + in_path + "\"", "-o", "\"" + out_path + "\""};
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#else
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std::vector<std::string> cmd = {GLSLC, "-fshader-stage=compute", target_env, in_path, "-o", out_path};
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#endif
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// disable spirv-opt for coopmat shaders for https://github.com/ggerganov/llama.cpp/issues/10734
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// disable spirv-opt for bf16 shaders for https://github.com/ggml-org/llama.cpp/issues/15344
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// disable spirv-opt for rope shaders for https://github.com/ggml-org/llama.cpp/issues/16860
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if (!coopmat && name.find("bf16") == std::string::npos && name.find("rope") == std::string::npos) {
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cmd.push_back("-O");
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}
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if (dep_file) {
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cmd.push_back("-MD");
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cmd.push_back("-MF");
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#ifdef _WIN32
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cmd.push_back("\"" + target_cpp + ".d\"");
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#else
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cmd.push_back(target_cpp + ".d");
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#endif
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}
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#ifdef GGML_VULKAN_SHADER_DEBUG_INFO
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cmd.push_back("-g");
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#endif
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for (const auto& define : defines) {
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cmd.push_back("-D" + define.first + "=" + define.second);
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}
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std::string command;
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for (const auto& part : cmd) {
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command += part + " ";
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}
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std::string stdout_str, stderr_str;
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try {
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// std::cout << "Executing command: ";
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// for (const auto& part : cmd) {
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// std::cout << part << " ";
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// }
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// std::cout << std::endl;
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execute_command(cmd, stdout_str, stderr_str);
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if (!stderr_str.empty()) {
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std::cerr << "cannot compile " << name << "\n\n";
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for (const auto& part : cmd) {
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std::cerr << part << " ";
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}
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std::cerr << "\n\n" << stderr_str << std::endl;
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return;
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}
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if (dep_file) {
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// replace .spv output path with the embed .cpp path which is used as output in CMakeLists.txt
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std::string dep = read_binary_file(target_cpp + ".d", true);
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if (!dep.empty()) {
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size_t pos = dep.find(out_path);
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if (pos != std::string::npos) {
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dep.replace(pos, out_path.length(), target_cpp);
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}
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write_binary_file(target_cpp + ".d", dep);
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}
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}
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std::lock_guard<std::mutex> guard(lock);
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shader_fnames.push_back(std::make_pair(name, out_path));
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} catch (const std::exception& e) {
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std::cerr << "Error executing command for " << name << ": " << e.what() << std::endl;
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}
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}
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std::map<std::string, std::string> merge_maps(const std::map<std::string, std::string>& a, const std::map<std::string, std::string>& b) {
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std::map<std::string, std::string> result = a;
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result.insert(b.begin(), b.end());
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return result;
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}
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static std::vector<std::future<void>> compiles;
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void string_to_spv(std::string name, const std::string& source, const std::map<std::string, std::string>& defines, bool fp16 = true, bool coopmat = false, bool coopmat2 = false, bool f16acc = false) {
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name = name + (f16acc ? "_f16acc" : "") + (coopmat ? "_cm1" : "") + (coopmat2 ? "_cm2" : (fp16 ? "" : "_fp32"));
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std::string out_path = join_paths(output_dir, name + ".spv");
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if (input_filepath == "") {
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// No input source to compile, only generate header for all shaders
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shader_fnames.push_back(std::pair(name, out_path));
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return;
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} else if (basename(input_filepath) != source) {
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// Only compile shader variants matching the input filename
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return;
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}
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compile_count_guard slot = acquire_compile_slot();
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compiles.push_back(std::async(
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string_to_spv_func, name, input_filepath, out_path, defines, coopmat, generate_dep_file, std::move(slot)));
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// Don't write the same dep file from multiple processes
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generate_dep_file = false;
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}
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void matmul_shaders(bool fp16, MatMulIdType matmul_id_type, bool coopmat, bool coopmat2, bool f16acc) {
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std::string load_vec = coopmat2 ? "1" : fp16 ? "8" : "4";
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std::string aligned_b_type_f32 = coopmat2 ? "float" : fp16 ? "mat2x4" : "vec4";
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std::string aligned_b_type_f16 = coopmat2 ? "float16_t" : fp16 ? "f16mat2x4" : "f16vec4";
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std::map<std::string, std::string> base_dict;
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std::string shader_name = "matmul";
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if (matmul_id_type == MatMulIdType::DEFAULT) {
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base_dict["MUL_MAT_ID"] = "1";
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shader_name = "matmul_id";
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} else if (matmul_id_type == MatMulIdType::SUBGROUP) {
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base_dict["MUL_MAT_ID"] = "1";
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base_dict["MUL_MAT_ID_USE_SUBGROUPS"] = "1";
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shader_name = "matmul_id_subgroup";
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}
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if (fp16) {
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base_dict["FLOAT16"] = "1";
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}
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base_dict["ACC_TYPE" ] = f16acc ? "float16_t" : "float";
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base_dict["ACC_TYPE_VEC2"] = f16acc ? "f16vec2" : "vec2";
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if (f16acc) {
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base_dict["ACC_TYPE_MAX"] = "float16_t(65504.0)";
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}
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if (coopmat) {
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base_dict["COOPMAT"] = "1";
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}
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const std::string source_name = coopmat2 ? "mul_mm_cm2.comp" : "mul_mm.comp";
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auto const &FLOAT_TYPE = [&](int vec, const std::string &t) -> std::string {
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switch (vec) {
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case 1:
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if (t == "bf16") {
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// scalar path promotes to float
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if (!coopmat && !coopmat2) {
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return "float";
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}
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return "bfloat16_t";
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}
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if (coopmat2 || fp16) {
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return "float16_t";
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}
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return "float";
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case 2:
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if (t == "bf16") {
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// scalar path promotes to float
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|
if (!coopmat && !coopmat2) {
|
|
return "vec2";
|
|
}
|
|
return "bf16vec2";
|
|
}
|
|
if (coopmat2 || fp16) {
|
|
return "f16vec2";
|
|
}
|
|
return "vec2";
|
|
case 4:
|
|
if (t == "bf16") {
|
|
// scalar path promotes to float
|
|
if (!coopmat && !coopmat2) {
|
|
return "vec4";
|
|
}
|
|
return "bf16vec4";
|
|
}
|
|
if (coopmat2 || fp16) {
|
|
return "f16vec4";
|
|
}
|
|
return "vec4";
|
|
case 8:
|
|
if (t == "bf16") {
|
|
// scalar path promotes to float
|
|
if (!coopmat && !coopmat2) {
|
|
return "mat2x4";
|
|
}
|
|
throw std::runtime_error("bf16 vec8 not supported");
|
|
}
|
|
if (coopmat2 || fp16) {
|
|
return "f16mat2x4";
|
|
}
|
|
return "mat2x4";
|
|
default:
|
|
throw std::runtime_error("invalid vector size");
|
|
}
|
|
};
|
|
|
|
const std::map<std::string, std::string> float_type_dict_f16 = {
|
|
{"FLOAT_TYPE", FLOAT_TYPE(1, "f16")},
|
|
{"FLOAT_TYPE_VEC2", FLOAT_TYPE(2, "f16")},
|
|
{"FLOAT_TYPE_VEC4", FLOAT_TYPE(4, "f16")},
|
|
{"FLOAT_TYPE_VEC8", FLOAT_TYPE(8, "f16")},
|
|
};
|
|
|
|
// Shaders with f16 B_TYPE
|
|
string_to_spv(shader_name + "_f32_f16", source_name, merge_maps(merge_maps(base_dict, float_type_dict_f16), {{"DATA_A_F32", "1"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}, }), fp16, coopmat, coopmat2, f16acc);
|
|
string_to_spv(shader_name + "_f32_f16_aligned", source_name, merge_maps(merge_maps(base_dict, float_type_dict_f16), {{"DATA_A_F32", "1"}, {"LOAD_VEC_A", load_vec}, {"LOAD_VEC_B", load_vec}, {"B_TYPE", aligned_b_type_f16}, {"D_TYPE", "float"}, {"ALIGNED", "1"}}), fp16, coopmat, coopmat2, f16acc);
|
|
|
|
string_to_spv(shader_name + "_f16", source_name, merge_maps(merge_maps(base_dict, float_type_dict_f16), {{"DATA_A_F16", "1"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}}), fp16, coopmat, coopmat2, f16acc);
|
|
string_to_spv(shader_name + "_f16_aligned", source_name, merge_maps(merge_maps(base_dict, float_type_dict_f16), {{"DATA_A_F16", "1"}, {"LOAD_VEC_A", load_vec}, {"LOAD_VEC_B", load_vec}, {"B_TYPE", aligned_b_type_f16}, {"D_TYPE", "float"}, {"ALIGNED", "1"}}), fp16, coopmat, coopmat2, f16acc);
|
|
|
|
// bf16
|
|
{
|
|
// For aligned matmul loads
|
|
std::string load_vec_a = coopmat2 ? "1" : "4";
|
|
|
|
// scalar path promotes to float
|
|
std::string to_float_type = (coopmat || coopmat2) ? "uintBitsToBFloat16EXT" : "bf16_to_fp32";
|
|
|
|
const std::map<std::string, std::string> float_type_dict_bf16 = {
|
|
{"FLOAT_TYPE", FLOAT_TYPE(1, "bf16")},
|
|
{"FLOAT_TYPE_VEC2", FLOAT_TYPE(2, "bf16")},
|
|
{"FLOAT_TYPE_VEC4", FLOAT_TYPE(4, "bf16")},
|
|
};
|
|
|
|
// If bfloat16 is not supported, then only compile the scalar (promote to fp32) shader
|
|
#if !defined(GGML_VULKAN_BFLOAT16_GLSLC_SUPPORT)
|
|
if (!(coopmat || coopmat2))
|
|
#endif
|
|
{
|
|
string_to_spv(shader_name + "_bf16", source_name, merge_maps(merge_maps(base_dict, float_type_dict_bf16), {{"TO_FLOAT_TYPE", to_float_type}, {"DATA_A_BF16", "1"}, {"B_TYPE", coopmat2 ? "bfloat16_t" : "uint16_t"}, {"D_TYPE", "float"}, {"B_IS_FLOAT", "1"}, {"DATA_B_BF16", "1"}}), fp16, coopmat, coopmat2, f16acc);
|
|
string_to_spv(shader_name + "_bf16_aligned", source_name, merge_maps(merge_maps(base_dict, float_type_dict_bf16), {{"TO_FLOAT_TYPE", to_float_type}, {"DATA_A_BF16", "1"}, {"LOAD_VEC_A", load_vec_a}, {"LOAD_VEC_B", "4"}, {"B_TYPE", coopmat2 ? "bfloat16_t" : "u16vec4"}, {"D_TYPE", "float"}, {"B_IS_FLOAT", "1"}, {"DATA_B_BF16", "1"}, {"ALIGNED", "1"}}), fp16, coopmat, coopmat2, f16acc);
|
|
}
|
|
}
|
|
|
|
for (const auto& tname : type_names) {
|
|
std::string load_vec_quant = "2";
|
|
if ((tname == "q4_0") || (tname == "q4_1") || (tname == "iq1_s") || (tname == "iq1_m") || (tname == "iq2_xxs") || (tname == "iq2_xs") || (tname == "iq2_s"))
|
|
load_vec_quant = "8";
|
|
else if ((tname == "q5_0") || (tname == "q5_1") || (tname == "q8_0") || (tname == "iq3_xxs") || (tname == "iq3_s") || (tname == "iq4_nl") || (tname == "mxfp4"))
|
|
load_vec_quant = "4";
|
|
|
|
if (tname == "bf16") {
|
|
continue;
|
|
}
|
|
|
|
std::string data_a_key = "DATA_A_" + to_uppercase(tname);
|
|
// For unaligned, load one at a time for f32/f16, or two at a time for quants
|
|
std::string load_vec_a_unaligned = (coopmat2 || tname == "f32" || tname == "f16" || tname == "bf16") ? "1" : load_vec_quant;
|
|
// For aligned matmul loads
|
|
std::string load_vec_a = (coopmat2 || tname == "f32" || tname == "f16" || tname == "bf16") ? load_vec : load_vec_quant;
|
|
|
|
const std::map<std::string, std::string> float_type_dict = {
|
|
{"FLOAT_TYPE", FLOAT_TYPE(1, tname)},
|
|
{"FLOAT_TYPE_VEC2", FLOAT_TYPE(2, tname)},
|
|
{"FLOAT_TYPE_VEC4", FLOAT_TYPE(4, tname)},
|
|
{"FLOAT_TYPE_VEC8", FLOAT_TYPE(8, tname)},
|
|
};
|
|
|
|
// don't generate f32 variants for coopmat2
|
|
if (!coopmat2) {
|
|
string_to_spv(shader_name + "_" + tname + "_f32", source_name, merge_maps(merge_maps(base_dict, float_type_dict), {{data_a_key, "1"}, {"LOAD_VEC_A", load_vec_a_unaligned}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}), fp16, coopmat, coopmat2, f16acc);
|
|
string_to_spv(shader_name + "_" + tname + "_f32_aligned", source_name, merge_maps(merge_maps(base_dict, float_type_dict), {{data_a_key, "1"}, {"LOAD_VEC_A", load_vec_a}, {"LOAD_VEC_B", load_vec}, {"B_TYPE", aligned_b_type_f32}, {"D_TYPE", "float"}, {"ALIGNED", "1"}}), fp16, coopmat, coopmat2, f16acc);
|
|
}
|
|
|
|
if (tname != "f16" && tname != "f32") {
|
|
string_to_spv(shader_name + "_" + tname + "_f16", source_name, merge_maps(merge_maps(base_dict, float_type_dict), {{data_a_key, "1"}, {"LOAD_VEC_A", load_vec_a_unaligned}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}}), fp16, coopmat, coopmat2, f16acc);
|
|
string_to_spv(shader_name + "_" + tname + "_f16_aligned", source_name, merge_maps(merge_maps(base_dict, float_type_dict), {{data_a_key, "1"}, {"LOAD_VEC_A", load_vec_a}, {"LOAD_VEC_B", load_vec}, {"B_TYPE", aligned_b_type_f16}, {"D_TYPE", "float"}, {"ALIGNED", "1"}}), fp16, coopmat, coopmat2, f16acc);
|
|
}
|
|
|
|
#if defined(GGML_VULKAN_INTEGER_DOT_GLSLC_SUPPORT)
|
|
// Integer dot mmq performs better with f32 accumulators
|
|
if (!f16acc && !coopmat && !coopmat2 && (is_legacy_quant(tname) || is_k_quant(tname) || tname == "mxfp4")) {
|
|
string_to_spv(shader_name + "_" + tname + "_q8_1", "mul_mmq.comp", merge_maps(merge_maps(base_dict, float_type_dict), {{data_a_key, "1"}, {"D_TYPE", "float"},}), fp16, coopmat, coopmat2, f16acc);
|
|
}
|
|
#endif
|
|
}
|
|
}
|
|
|
|
void process_shaders() {
|
|
std::map<std::string, std::string> base_dict = {{"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}};
|
|
|
|
// matmul
|
|
for (const MatMulIdType& matmul_id_type : {MatMulIdType::NONE, MatMulIdType::DEFAULT, MatMulIdType::SUBGROUP}) {
|
|
// No coopmats
|
|
// fp32
|
|
matmul_shaders(false, matmul_id_type, false, false, false);
|
|
|
|
// fp16, fp32acc and fp16acc
|
|
matmul_shaders(true, matmul_id_type, false, false, false);
|
|
matmul_shaders(true, matmul_id_type, false, false, true);
|
|
|
|
if (matmul_id_type != MatMulIdType::DEFAULT) {
|
|
#if defined(GGML_VULKAN_COOPMAT_GLSLC_SUPPORT)
|
|
// Coopmat, fp32acc and fp16acc
|
|
matmul_shaders(true, matmul_id_type, true, false, false);
|
|
matmul_shaders(true, matmul_id_type, true, false, true);
|
|
#endif
|
|
|
|
#if defined(GGML_VULKAN_COOPMAT2_GLSLC_SUPPORT)
|
|
// Coopmat2, fp32acc and fp16acc
|
|
matmul_shaders(true, matmul_id_type, false, true, false);
|
|
matmul_shaders(true, matmul_id_type, false, true, true);
|
|
#endif
|
|
}
|
|
}
|
|
|
|
// flash attention
|
|
for (const auto& f16acc : {false, true}) {
|
|
std::map<std::string, std::string> fa_base_dict = base_dict;
|
|
fa_base_dict["ACC_TYPE"] = f16acc ? "float16_t" : "float";
|
|
fa_base_dict["ACC_TYPEV4"] = f16acc ? "f16vec4" : "vec4";
|
|
if (f16acc) {
|
|
fa_base_dict["ACC_TYPE_MAX"] = "float16_t(65504.0)";
|
|
}
|
|
|
|
for (const auto& tname : type_names) {
|
|
if (tname == "bf16") continue;
|
|
|
|
#if defined(GGML_VULKAN_COOPMAT2_GLSLC_SUPPORT)
|
|
if (tname == "f16") {
|
|
string_to_spv("flash_attn_f32_f16_" + tname, "flash_attn_cm2.comp",
|
|
merge_maps(fa_base_dict, {{"Q_TYPE", "float"}, {"D_TYPE", "float"}}), true, false, true, f16acc);
|
|
} else {
|
|
std::string data_a_key = "DATA_A_" + to_uppercase(tname);
|
|
string_to_spv("flash_attn_f32_f16_" + tname, "flash_attn_cm2.comp",
|
|
merge_maps(fa_base_dict, {{data_a_key, "1"}, {"Q_TYPE", "float"}, {"D_TYPE", "float"}, {"DEQUANTFUNC", "dequantFunc"+to_uppercase(tname) }, {"BLOCK_SIZE", "QUANT_K_"+to_uppercase(tname) }}), true, false, true, f16acc);
|
|
}
|
|
#endif
|
|
#if defined(GGML_VULKAN_COOPMAT_GLSLC_SUPPORT)
|
|
if (tname == "f16") {
|
|
string_to_spv("flash_attn_f32_f16_" + tname, "flash_attn_cm1.comp",
|
|
merge_maps(fa_base_dict, {{"Q_TYPE", "float"}, {"D_TYPE", "float"}, {"COOPMAT", "1"}}), true, true, false, f16acc);
|
|
} else if (tname == "q4_0" || tname == "q8_0" || tname == "f32") {
|
|
std::string data_a_key = "DATA_A_" + to_uppercase(tname);
|
|
string_to_spv("flash_attn_f32_f16_" + tname, "flash_attn_cm1.comp",
|
|
merge_maps(fa_base_dict, {{data_a_key, "1"}, {"Q_TYPE", "float"}, {"D_TYPE", "float"}, {"BLOCK_SIZE", "QUANT_K_"+to_uppercase(tname)}, {"COOPMAT", "1"}}), true, true, false, f16acc);
|
|
}
|
|
#endif
|
|
if (tname == "f16") {
|
|
string_to_spv("flash_attn_f32_f16_" + tname, "flash_attn.comp",
|
|
merge_maps(fa_base_dict, {{"Q_TYPE", "float"}, {"D_TYPE", "float"}}), true, false, false, f16acc);
|
|
} else if (tname == "q4_0" || tname == "q8_0" || tname == "f32") {
|
|
std::string data_a_key = "DATA_A_" + to_uppercase(tname);
|
|
string_to_spv("flash_attn_f32_f16_" + tname, "flash_attn.comp",
|
|
merge_maps(fa_base_dict, {{data_a_key, "1"}, {"Q_TYPE", "float"}, {"D_TYPE", "float"}, {"BLOCK_SIZE", "QUANT_K_"+to_uppercase(tname) }}), true, false, false, f16acc);
|
|
}
|
|
}
|
|
}
|
|
|
|
for (const auto& tname : type_names) {
|
|
// mul mat vec
|
|
std::string data_a_key = "DATA_A_" + to_uppercase(tname);
|
|
std::string shader = (string_ends_with(tname, "_k") || string_starts_with(tname, "iq1_") || string_starts_with(tname, "iq2_") || string_starts_with(tname, "iq3_")) ? "mul_mat_vec_" + tname + ".comp" : "mul_mat_vec.comp";
|
|
|
|
string_to_spv("mul_mat_vec_" + tname + "_f32_f32", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPE_VEC2", "vec2"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}}));
|
|
string_to_spv("mul_mat_vec_" + tname + "_f16_f32", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float16_t"}, {"B_TYPE_VEC2", "f16vec2"}, {"B_TYPE_VEC4", "f16vec4"}, {"D_TYPE", "float"}}));
|
|
|
|
string_to_spv("mul_mat_vec_" + tname + "_f32_f32_subgroup", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPE_VEC2", "vec2"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}}));
|
|
string_to_spv("mul_mat_vec_" + tname + "_f16_f32_subgroup", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float16_t"}, {"B_TYPE_VEC2", "f16vec2"}, {"B_TYPE_VEC4", "f16vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}}));
|
|
|
|
string_to_spv("mul_mat_vec_" + tname + "_f32_f32_subgroup_no_shmem", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPE_VEC2", "vec2"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}}));
|
|
string_to_spv("mul_mat_vec_" + tname + "_f16_f32_subgroup_no_shmem", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float16_t"}, {"B_TYPE_VEC2", "f16vec2"}, {"B_TYPE_VEC4", "f16vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}}));
|
|
|
|
string_to_spv("mul_mat_vec_id_" + tname + "_f32", shader, merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"B_TYPE", "float"}, {"B_TYPE_VEC2", "vec2"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}}));
|
|
|
|
// mul mat vec with integer dot product
|
|
#if defined(GGML_VULKAN_INTEGER_DOT_GLSLC_SUPPORT)
|
|
if (is_legacy_quant(tname)) {
|
|
string_to_spv("mul_mat_vec_" + tname + "_q8_1_f32", "mul_mat_vecq.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}, {"ACC_TYPE", "float"}}));
|
|
string_to_spv("mul_mat_vec_" + tname + "_q8_1_f32_subgroup", "mul_mat_vecq.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}, {"ACC_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}}));
|
|
string_to_spv("mul_mat_vec_" + tname + "_q8_1_f32_subgroup_no_shmem", "mul_mat_vecq.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"FLOAT_TYPE_VEC2", "vec2"}, {"ACC_TYPE", "float"}, {"USE_SUBGROUP_ADD_NO_SHMEM", "1"}}));
|
|
}
|
|
#endif
|
|
|
|
// Dequant shaders
|
|
if (tname != "f16" && tname != "bf16") {
|
|
string_to_spv("dequant_" + tname, "dequant_" + tname + ".comp", merge_maps(base_dict, {{data_a_key, "1"}, {"D_TYPE", "float16_t"}}));
|
|
}
|
|
|
|
shader = (tname == "f32" || tname == "f16" || tname == "bf16") ? "get_rows.comp" : "get_rows_quant.comp";
|
|
|
|
if (tname == "f16") {
|
|
string_to_spv("get_rows_" + tname, shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "int"}, {"D_TYPE", "float16_t"}, {"OPTIMIZATION_ERROR_WORKAROUND", "1"}}));
|
|
} else {
|
|
string_to_spv("get_rows_" + tname, shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "int"}, {"D_TYPE", "float16_t"}}));
|
|
}
|
|
string_to_spv("get_rows_" + tname + "_f32", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "int"}, {"D_TYPE", "float"}}));
|
|
}
|
|
|
|
string_to_spv("mul_mat_vec_p021_f16_f32_subgroup_add", "mul_mat_vec_p021.comp", {{"A_TYPE", "float16_t"}, {"A_TYPE_VEC4", "f16vec4"}, {"B_TYPE", "float"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}});
|
|
string_to_spv("mul_mat_vec_p021_f16_f32", "mul_mat_vec_p021.comp", {{"A_TYPE", "float16_t"}, {"A_TYPE_VEC4", "f16vec4"}, {"B_TYPE", "float"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}});
|
|
string_to_spv("mul_mat_vec_nc_f16_f32", "mul_mat_vec_nc.comp", {{"A_TYPE", "float16_t"}, {"A_TYPE_VEC4", "f16vec4"}, {"B_TYPE", "float"}, {"B_TYPE_VEC4", "vec4"}, {"D_TYPE", "float"}});
|
|
|
|
// Norms
|
|
string_to_spv("norm_f32", "norm.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}}));
|
|
string_to_spv("group_norm_f32", "group_norm.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}}));
|
|
string_to_spv("rms_norm_f32", "rms_norm.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}));
|
|
string_to_spv("rms_norm_partials_f32", "rms_norm_partials.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}));
|
|
string_to_spv("rms_norm_mul_rope_f32_f32", "rms_norm.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"ROPE_D_TYPE", "float"}, {"RMS_NORM_ROPE_FUSION", "1"}}));
|
|
string_to_spv("rms_norm_mul_rope_f32_f16_rte", "rms_norm.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"ROPE_D_TYPE", "float16_t"}, {"RMS_NORM_ROPE_FUSION", "1"}, {"RTE16", "1"}}));
|
|
string_to_spv("rms_norm_back_f32", "rms_norm_back.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}));
|
|
string_to_spv("l2_norm_f32", "l2_norm.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}}));
|
|
|
|
string_to_spv("cpy_f32_f32", "copy.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
string_to_spv("cpy_f32_f16", "copy.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float16_t"}});
|
|
string_to_spv("cpy_f16_f16", "copy.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OPTIMIZATION_ERROR_WORKAROUND", "1"}});
|
|
string_to_spv("cpy_f16_f32", "copy.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float"}, {"OPTIMIZATION_ERROR_WORKAROUND", "1"}});
|
|
string_to_spv("cpy_f32_bf16","copy.comp", {{"A_TYPE", "float"}, {"D_TYPE", "uint16_t"}, {"DATA_D_BF16", "1"}});
|
|
string_to_spv("contig_cpy_f32_f32", "contig_copy.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
string_to_spv("contig_cpy_f32_i32", "contig_copy.comp", {{"A_TYPE", "float"}, {"D_TYPE", "int"}});
|
|
string_to_spv("contig_cpy_i32_f32", "contig_copy.comp", {{"A_TYPE", "int"}, {"D_TYPE", "float"}});
|
|
string_to_spv("contig_cpy_f32_f16", "contig_copy.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float16_t"}});
|
|
string_to_spv("contig_cpy_f16_f16", "contig_copy.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OPTIMIZATION_ERROR_WORKAROUND", "1"}});
|
|
string_to_spv("contig_cpy_f16_f32", "contig_copy.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float"}, {"OPTIMIZATION_ERROR_WORKAROUND", "1"}});
|
|
string_to_spv("contig_cpy_f32_bf16","contig_copy.comp",{{"A_TYPE", "float"}, {"D_TYPE", "uint16_t"}, {"DATA_D_BF16", "1"}});
|
|
string_to_spv("cpy_f32_i32", "copy.comp", {{"A_TYPE", "float"}, {"D_TYPE", "int"}});
|
|
string_to_spv("cpy_i32_f32", "copy.comp", {{"A_TYPE", "int"}, {"D_TYPE", "float"}});
|
|
|
|
for (std::string t : {"q4_0", "q4_1", "q5_0", "q5_1", "q8_0", "iq4_nl"}) {
|
|
string_to_spv("cpy_f32_" + t, "copy_to_quant.comp", {{"DATA_A_" + to_uppercase(t), "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
|
|
string_to_spv("cpy_f32_" + t + "_rte", "copy_to_quant.comp", {{"DATA_A_" + to_uppercase(t), "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"RTE16", "1"}});
|
|
string_to_spv("cpy_" + t + "_f32", "copy_from_quant.comp", {{"DATA_A_" + to_uppercase(t), "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
|
|
}
|
|
|
|
for (std::string t : {"f32", "f16", "bf16", "q4_0", "q4_1", "q5_0", "q5_1", "q8_0", "iq4_nl"}) {
|
|
string_to_spv("set_rows_" + t + "_i32", "copy_to_quant.comp", {{"SET_ROWS", "1"}, {"DATA_A_" + to_uppercase(t), "1"}, {"B_TYPE", "uint"}, {"B_SIZE", "32"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
|
|
string_to_spv("set_rows_" + t + "_i32_rte", "copy_to_quant.comp", {{"SET_ROWS", "1"}, {"DATA_A_" + to_uppercase(t), "1"}, {"B_TYPE", "uint"}, {"B_SIZE", "32"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"RTE16", "1"}});
|
|
string_to_spv("set_rows_" + t + "_i64", "copy_to_quant.comp", {{"SET_ROWS", "1"}, {"DATA_A_" + to_uppercase(t), "1"}, {"B_TYPE", "uvec2"}, {"B_SIZE", "64"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
|
|
string_to_spv("set_rows_" + t + "_i64_rte", "copy_to_quant.comp", {{"SET_ROWS", "1"}, {"DATA_A_" + to_uppercase(t), "1"}, {"B_TYPE", "uvec2"}, {"B_SIZE", "64"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"RTE16", "1"}});
|
|
}
|
|
|
|
auto get_type_str = [](bool f16) {
|
|
return f16 ? "float16_t" : "float";
|
|
};
|
|
auto get_suffix = [](bool src0_f16, bool src1_f16, bool dst_f16) {
|
|
std::string s;
|
|
s += std::string(src0_f16 ? "_f16" : "_f32");
|
|
s += std::string(src1_f16 ? "_f16" : "_f32");
|
|
s += std::string(dst_f16 ? "_f16" : "_f32");
|
|
return s;
|
|
};
|
|
for (std::string op : {"add", "sub", "mul", "div", "add_rms", }) {
|
|
for (auto src0_f16 : {false, true}) {
|
|
for (auto src1_f16 : {false, true}) {
|
|
for (auto dst_f16 : {false, true}) {
|
|
for (auto rte : {false, true}) {
|
|
auto source = op == "add_rms" ? std::string("add") : op;
|
|
auto name = op + get_suffix(src0_f16, src1_f16, dst_f16) + (rte ? "_rte" : "");
|
|
auto add_rms = op == "add_rms" ? "1" : "0";
|
|
string_to_spv(name.c_str(), source + ".comp", {{"A_TYPE", get_type_str(src0_f16)}, {"B_TYPE", get_type_str(src1_f16)}, {"D_TYPE", get_type_str(dst_f16)}, {"FLOAT_TYPE", "float"}, {"RTE16", rte ? "1" : "0"}, {"ADD_RMS" , add_rms}});
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
|
|
string_to_spv("sub_f32", "sub.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
|
|
|
|
string_to_spv("acc_f32", "acc.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
|
|
|
|
string_to_spv("split_k_reduce", "mul_mat_split_k_reduce.comp", {});
|
|
string_to_spv("fa_split_k_reduce", "flash_attn_split_k_reduce.comp", {});
|
|
|
|
string_to_spv("quantize_q8_1", "quantize_q8_1.comp", {});
|
|
string_to_spv("quantize_q8_1_subgroup", "quantize_q8_1.comp", {{"USE_SUBGROUPS", "1"}});
|
|
|
|
string_to_spv("quantize_q8_1_x4", "quantize_q8_1.comp", {{"QBLOCK_X4", "1"}});
|
|
string_to_spv("quantize_q8_1_x4_subgroup", "quantize_q8_1.comp", {{"QBLOCK_X4", "1"}, {"USE_SUBGROUPS", "1"}});
|
|
|
|
string_to_spv("mul_f32", "mul.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
|
|
|
|
string_to_spv("div_f32", "div.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
|
|
|
|
string_to_spv("repeat_f32", "repeat.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
string_to_spv("repeat_back_f32", "repeat_back.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
|
|
string_to_spv("scale_f32", "scale.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
|
|
|
|
string_to_spv("sqr_f32", "square.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
|
|
|
|
string_to_spv("sqrt_f32", "sqrt.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
|
|
|
|
string_to_spv("sin_f32", "sin.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
|
|
|
|
string_to_spv("cos_f32", "cos.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
|
|
|
|
string_to_spv("clamp_f32", "clamp.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
|
|
|
|
string_to_spv("pad_f32", "pad.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
|
|
string_to_spv("concat_f32", "concat.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
string_to_spv("concat_f16", "concat.comp", {{"A_TYPE", "float16_t"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OPTIMIZATION_ERROR_WORKAROUND", "1"}});
|
|
string_to_spv("concat_i32", "concat.comp", {{"A_TYPE", "int"}, {"B_TYPE", "int"}, {"D_TYPE", "int"}});
|
|
|
|
string_to_spv("upscale_f32", "upscale.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
|
|
for (auto rte : {false, true}) {
|
|
std::string suffix = rte ? "_rte" : "";
|
|
string_to_spv("exp_f16" + suffix, "exp.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"RTE16", rte ? "1" : "0"}});
|
|
string_to_spv("exp_f32" + suffix, "exp.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"} , {"RTE16", rte ? "1" : "0"}});
|
|
}
|
|
string_to_spv("gelu_f16", "gelu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}});
|
|
string_to_spv("gelu_f32", "gelu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
string_to_spv("gelu_erf_f16", "gelu_erf.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}});
|
|
string_to_spv("gelu_erf_f32", "gelu_erf.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
string_to_spv("gelu_quick_f16", "gelu_quick.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}});
|
|
string_to_spv("gelu_quick_f32", "gelu_quick.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
string_to_spv("silu_f16", "silu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}});
|
|
string_to_spv("silu_f32", "silu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
string_to_spv("relu_f16", "relu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}});
|
|
string_to_spv("relu_f32", "relu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
string_to_spv("tanh_f16", "tanh.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}});
|
|
string_to_spv("tanh_f32", "tanh.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
string_to_spv("sigmoid_f16", "sigmoid.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}});
|
|
string_to_spv("sigmoid_f32", "sigmoid.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
string_to_spv("hardsigmoid_f16","hardsigmoid.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}});
|
|
string_to_spv("hardsigmoid_f32","hardsigmoid.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
string_to_spv("hardswish_f16", "hardswish.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}});
|
|
string_to_spv("hardswish_f32", "hardswish.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
|
|
for (auto rte : {false, true}) {
|
|
std::string suffix = rte ? "_rte" : "";
|
|
string_to_spv("geglu_f16" + suffix, "geglu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"RTE16", rte ? "1" : "0"}});
|
|
string_to_spv("geglu_f32" + suffix, "geglu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"RTE16", rte ? "1" : "0"}});
|
|
string_to_spv("reglu_f16" + suffix, "reglu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"RTE16", rte ? "1" : "0"}});
|
|
string_to_spv("reglu_f32" + suffix, "reglu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"RTE16", rte ? "1" : "0"}});
|
|
string_to_spv("swiglu_f16" + suffix, "swiglu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"RTE16", rte ? "1" : "0"}});
|
|
string_to_spv("swiglu_f32" + suffix, "swiglu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"RTE16", rte ? "1" : "0"}});
|
|
string_to_spv("swiglu_oai_f16" + suffix, "swiglu_oai.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"RTE16", rte ? "1" : "0"}});
|
|
string_to_spv("swiglu_oai_f32" + suffix, "swiglu_oai.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"RTE16", rte ? "1" : "0"}});
|
|
string_to_spv("geglu_erf_f16" + suffix, "geglu_erf.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"RTE16", rte ? "1" : "0"}});
|
|
string_to_spv("geglu_erf_f32" + suffix, "geglu_erf.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"RTE16", rte ? "1" : "0"}});
|
|
string_to_spv("geglu_quick_f16" + suffix,"geglu_quick.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"RTE16", rte ? "1" : "0"}});
|
|
string_to_spv("geglu_quick_f32" + suffix,"geglu_quick.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"RTE16", rte ? "1" : "0"}});
|
|
}
|
|
|
|
string_to_spv("leaky_relu_f32", "leaky_relu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
string_to_spv("silu_back_f32", "silu_back.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
|
|
string_to_spv("diag_mask_inf_f32", "diag_mask_inf.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
|
|
string_to_spv("soft_max_f32", "soft_max.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}));
|
|
string_to_spv("soft_max_f32_f16", "soft_max.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}}));
|
|
string_to_spv("soft_max_back_f32", "soft_max_back.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}));
|
|
|
|
string_to_spv("rope_norm_f32", "rope_norm.comp", {{"A_TYPE", "float"}, {"ROPE_D_TYPE", "float"}});
|
|
string_to_spv("rope_norm_f16", "rope_norm.comp", {{"A_TYPE", "float16_t"}, {"ROPE_D_TYPE", "float16_t"}});
|
|
string_to_spv("rope_norm_f16_rte", "rope_norm.comp", {{"A_TYPE", "float16_t"}, {"ROPE_D_TYPE", "float16_t"}, {"RTE16", "1"}});
|
|
string_to_spv("rope_norm_f32_f16", "rope_norm.comp", {{"A_TYPE", "float"}, {"ROPE_D_TYPE", "float16_t"}});
|
|
string_to_spv("rope_norm_f32_f16_rte", "rope_norm.comp", {{"A_TYPE", "float"}, {"ROPE_D_TYPE", "float16_t"}, {"RTE16", "1"}});
|
|
|
|
string_to_spv("rope_neox_f32", "rope_neox.comp", {{"A_TYPE", "float"}, {"ROPE_D_TYPE", "float"}});
|
|
string_to_spv("rope_neox_f16", "rope_neox.comp", {{"A_TYPE", "float16_t"}, {"ROPE_D_TYPE", "float16_t"}});
|
|
string_to_spv("rope_neox_f16_rte", "rope_neox.comp", {{"A_TYPE", "float16_t"}, {"ROPE_D_TYPE", "float16_t"}, {"RTE16", "1"}});
|
|
string_to_spv("rope_neox_f32_f16", "rope_neox.comp", {{"A_TYPE", "float"}, {"ROPE_D_TYPE", "float16_t"}});
|
|
string_to_spv("rope_neox_f32_f16_rte", "rope_neox.comp", {{"A_TYPE", "float"}, {"ROPE_D_TYPE", "float16_t"}, {"RTE16", "1"}});
|
|
|
|
string_to_spv("rope_multi_f32", "rope_multi.comp", {{"A_TYPE", "float"}, {"ROPE_D_TYPE", "float"}});
|
|
string_to_spv("rope_multi_f16", "rope_multi.comp", {{"A_TYPE", "float16_t"}, {"ROPE_D_TYPE", "float16_t"}});
|
|
string_to_spv("rope_multi_f16_rte", "rope_multi.comp", {{"A_TYPE", "float16_t"}, {"ROPE_D_TYPE", "float16_t"}, {"RTE16", "1"}});
|
|
|
|
string_to_spv("rope_vision_f32", "rope_vision.comp", {{"A_TYPE", "float"}, {"ROPE_D_TYPE", "float"}});
|
|
string_to_spv("rope_vision_f16", "rope_vision.comp", {{"A_TYPE", "float16_t"}, {"ROPE_D_TYPE", "float16_t"}});
|
|
string_to_spv("rope_vision_f16_rte", "rope_vision.comp", {{"A_TYPE", "float16_t"}, {"ROPE_D_TYPE", "float16_t"}, {"RTE16", "1"}});
|
|
|
|
string_to_spv("argsort_f32", "argsort.comp", {{"A_TYPE", "float"}});
|
|
|
|
string_to_spv("argmax_f32", "argmax.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "int"}}));
|
|
string_to_spv("sum_rows_f32", "sum_rows.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}}));
|
|
string_to_spv("count_equal_i32", "count_equal.comp", merge_maps(base_dict, {{"A_TYPE", "int"}, {"B_TYPE", "int"}, {"D_TYPE", "int"}}));
|
|
|
|
for (std::string dim_str : {"", "_3d"}) {
|
|
for (bool bda : {false, true}) {
|
|
std::string bda_str = bda ? "_bda" : "";
|
|
std::string bda_def = bda ? "1" : "0";
|
|
string_to_spv("im2col" + dim_str + "_f32" + bda_str, "im2col" + dim_str + ".comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"D_SIZE", "4"}, {"BDA", bda_def}}));
|
|
string_to_spv("im2col" + dim_str + "_f32_f16" + bda_str, "im2col" + dim_str + ".comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float16_t"}, {"D_SIZE", "2"}, {"BDA", bda_def}}));
|
|
string_to_spv("im2col" + dim_str + "_f32_f16_rte" + bda_str, "im2col" + dim_str + ".comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float16_t"}, {"D_SIZE", "2"}, {"RTE16", "1"}, {"BDA", bda_def}}));
|
|
}
|
|
}
|
|
|
|
string_to_spv("timestep_embedding_f32", "timestep_embedding.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}}));
|
|
|
|
string_to_spv("conv_transpose_1d_f32", "conv_transpose_1d.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}});
|
|
|
|
string_to_spv("pool2d_f32", "pool2d.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}}));
|
|
|
|
string_to_spv("rwkv_wkv6_f32", "wkv6.comp", merge_maps(base_dict, {{"A_TYPE", "float"}}));
|
|
|
|
string_to_spv("rwkv_wkv7_f32", "wkv7.comp", merge_maps(base_dict, {{"A_TYPE", "float"}}));
|
|
|
|
string_to_spv("opt_step_adamw_f32", "opt_step_adamw.comp", merge_maps(base_dict, {{"A_TYPE", "float"}}));
|
|
string_to_spv("opt_step_sgd_f32", "opt_step_sgd.comp", merge_maps(base_dict, {{"A_TYPE", "float"}}));
|
|
|
|
for (auto transpose : {false, true}) {
|
|
for (auto unroll : {false, true}) {
|
|
for (auto a_f16 : {false, true}) {
|
|
std::map<std::string, std::string> defines = {
|
|
{"A_TYPE", a_f16 ? "float16_t" : "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"},
|
|
{"USE_COLLECTIVES", "1"}, {"UNROLL", unroll ? "[[unroll]]" : ""},
|
|
};
|
|
if (transpose) defines["TRANSPOSE"] = "1";
|
|
std::string name = std::string(transpose ? "conv_transpose_2d": "conv2d")
|
|
+ (a_f16 ? "_f16" : "") + "_f32";
|
|
string_to_spv(name + (unroll ? "_unroll" : ""), "conv2d_mm.comp", defines);
|
|
#if defined(GGML_VULKAN_COOPMAT2_GLSLC_SUPPORT)
|
|
if (unroll) {
|
|
defines["COOPMAT2"] = "1";
|
|
string_to_spv(name, "conv2d_mm.comp", defines, true, false, true);
|
|
}
|
|
#endif
|
|
}
|
|
}
|
|
}
|
|
|
|
string_to_spv("conv2d_dw_whcn_f32", "conv2d_dw.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"WHCN", "1"}}));
|
|
string_to_spv("conv2d_dw_cwhn_f32", "conv2d_dw.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"CWHN", "1"}}));
|
|
string_to_spv("conv2d_dw_whcn_f16_f32", "conv2d_dw.comp", merge_maps(base_dict, {{"A_TYPE", "float16_t"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"WHCN", "1"}}));
|
|
string_to_spv("conv2d_dw_cwhn_f16_f32", "conv2d_dw.comp", merge_maps(base_dict, {{"A_TYPE", "float16_t"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"CWHN", "1"}}));
|
|
|
|
string_to_spv("roll_f32", "roll.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}}));
|
|
|
|
string_to_spv("add_id_f32", "add_id.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}));
|
|
|
|
string_to_spv("multi_add_f32", "multi_add.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"RTE16", "1"}, {"ADD_RMS" , "0"}});
|
|
string_to_spv("multi_add_rms_f32", "multi_add.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"RTE16", "1"}, {"ADD_RMS" , "1"}});
|
|
|
|
string_to_spv("ssm_scan_f32", "ssm_scan.comp", {{"A_TYPE", "float"}});
|
|
string_to_spv("ssm_scan_subgroup_f32", "ssm_scan.comp", {{"A_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}});
|
|
|
|
string_to_spv("ssm_conv_f32", "ssm_conv.comp", {{"A_TYPE", "float"}});
|
|
|
|
string_to_spv("topk_moe_f32", "topk_moe.comp", {});
|
|
|
|
for (auto &c : compiles) {
|
|
c.wait();
|
|
}
|
|
}
|
|
|
|
void write_output_files() {
|
|
std::stringstream hdr = make_generic_stringstream();
|
|
std::stringstream src = make_generic_stringstream();
|
|
|
|
hdr << "#include <cstdint>\n\n";
|
|
src << "#include \"" << basename(target_hpp) << "\"\n\n";
|
|
|
|
std::sort(shader_fnames.begin(), shader_fnames.end());
|
|
for (const auto& pair : shader_fnames) {
|
|
const std::string& name = pair.first;
|
|
#ifdef _WIN32
|
|
std::string path = pair.second;
|
|
std::replace(path.begin(), path.end(), '/', '\\' );
|
|
#else
|
|
const std::string& path = pair.second;
|
|
#endif
|
|
|
|
hdr << "extern const uint64_t " << name << "_len;\n";
|
|
hdr << "extern const unsigned char " << name << "_data[];\n\n";
|
|
|
|
if (input_filepath != "") {
|
|
std::string data = read_binary_file(path);
|
|
if (data.empty()) {
|
|
continue;
|
|
}
|
|
|
|
src << "const uint64_t " << name << "_len = " << data.size() << ";\n";
|
|
src << "const unsigned char " << name << "_data[" << data.size() << "] = {\n" << std::hex;
|
|
auto bytes = reinterpret_cast<const uint8_t*>(data.data());
|
|
for (size_t i = 0; i < data.size(); ++i) {
|
|
src << "0x" << static_cast<int>(bytes[i]) << ",";
|
|
if ((i + 1) % 12 == 0) src << "\n";
|
|
}
|
|
src << std::dec << "\n};\n\n";
|
|
}
|
|
}
|
|
|
|
std::string suffixes[2] = {"_f32", "_f16"};
|
|
for (std::string op : {"add", "sub", "mul", "div", "add_rms"}) {
|
|
hdr << "extern const void * " << op << "_data[2][2][2][2];\n";
|
|
hdr << "extern const uint64_t " << op << "_len[2][2][2][2];\n";
|
|
|
|
std::string op_file = op == "add_rms" ? "add.comp" : std::string(op) + ".comp";
|
|
if (basename(input_filepath) != op_file) {
|
|
continue;
|
|
}
|
|
std::stringstream data = make_generic_stringstream();
|
|
std::stringstream len = make_generic_stringstream();
|
|
data << "const void * " << op << "_data[2][2][2][2] = ";
|
|
len << "const uint64_t " << op << "_len[2][2][2][2] = ";
|
|
for (uint32_t t0 = 0; t0 < 2; ++t0) {
|
|
if (t0 == 0) {
|
|
data << "{";
|
|
len << "{";
|
|
}
|
|
for (uint32_t t1 = 0; t1 < 2; ++t1) {
|
|
if (t1 == 0) {
|
|
data << "{";
|
|
len << "{";
|
|
}
|
|
for (uint32_t t2 = 0; t2 < 2; ++t2) {
|
|
if (t2 == 0) {
|
|
data << "{";
|
|
len << "{";
|
|
}
|
|
for (uint32_t rte = 0; rte < 2; ++rte) {
|
|
if (rte == 0) {
|
|
data << "{";
|
|
len << "{";
|
|
}
|
|
data << op << suffixes[t0] << suffixes[t1] << suffixes[t2] << ((rte != 0) ? "_rte" : "");
|
|
len << op << suffixes[t0] << suffixes[t1] << suffixes[t2] << ((rte != 0) ? "_rte" : "");
|
|
data << "_data,";
|
|
len << "_len,";
|
|
if (rte == 1) {
|
|
data << "}, ";
|
|
len << "}, ";
|
|
}
|
|
}
|
|
if (t2 == 1) {
|
|
data << "}, ";
|
|
len << "}, ";
|
|
}
|
|
}
|
|
if (t1 == 1) {
|
|
data << "}, ";
|
|
len << "}, ";
|
|
}
|
|
}
|
|
if (t0 == 1) {
|
|
data << "};\n";
|
|
len << "};\n";
|
|
}
|
|
}
|
|
src << data.str();
|
|
src << len.str();
|
|
}
|
|
|
|
std::vector<std::string> btypes = {"f16", "f32"};
|
|
|
|
#if defined(GGML_VULKAN_INTEGER_DOT_GLSLC_SUPPORT)
|
|
btypes.push_back("q8_1");
|
|
#endif
|
|
|
|
for (const std::string& btype : btypes) {
|
|
for (const auto& tname : type_names) {
|
|
if (btype == "q8_1" && !is_legacy_quant(tname)) {
|
|
continue;
|
|
}
|
|
hdr << "extern const void * arr_dmmv_" << tname << "_" << btype << "_f32_data[3];\n";
|
|
hdr << "extern const uint64_t arr_dmmv_" << tname << "_" << btype << "_f32_len[3];\n";
|
|
if (basename(input_filepath) == "mul_mat_vec.comp") {
|
|
src << "const void * arr_dmmv_" << tname << "_" << btype << "_f32_data[3] = {mul_mat_vec_" << tname << "_" << btype << "_f32_data, mul_mat_vec_" << tname << "_" << btype << "_f32_subgroup_data, mul_mat_vec_" << tname << "_" << btype << "_f32_subgroup_no_shmem_data};\n";
|
|
src << "const uint64_t arr_dmmv_" << tname << "_" << btype << "_f32_len[3] = {mul_mat_vec_" << tname << "_" << btype << "_f32_len, mul_mat_vec_" << tname << "_" << btype << "_f32_subgroup_len, mul_mat_vec_" << tname << "_" << btype << "_f32_subgroup_no_shmem_len};\n";
|
|
}
|
|
}
|
|
}
|
|
|
|
if (input_filepath == "") {
|
|
write_file_if_changed(target_hpp, hdr.str());
|
|
}
|
|
if (target_cpp != "") {
|
|
write_binary_file(target_cpp, src.str());
|
|
}
|
|
}
|
|
|
|
} // namespace
|
|
|
|
int main(int argc, char** argv) {
|
|
std::map<std::string, std::string> args;
|
|
for (int i = 1; i < argc; ++i) {
|
|
std::string arg = argv[i];
|
|
if (arg.rfind("--", 0) == 0) {
|
|
if (i + 1 < argc && argv[i + 1][0] != '-') {
|
|
args[arg] = argv[i + 1];
|
|
++i;
|
|
} else {
|
|
args[arg] = "";
|
|
}
|
|
}
|
|
}
|
|
|
|
if (args.find("--glslc") != args.end()) {
|
|
GLSLC = args["--glslc"]; // Path to glslc
|
|
}
|
|
if (args.find("--source") != args.end()) {
|
|
input_filepath = args["--source"]; // The shader source file to compile
|
|
}
|
|
if (args.find("--output-dir") != args.end()) {
|
|
output_dir = args["--output-dir"]; // Directory for containing SPIR-V output
|
|
}
|
|
if (args.find("--target-hpp") != args.end()) {
|
|
target_hpp = args["--target-hpp"]; // Path to generated header file
|
|
}
|
|
if (args.find("--target-cpp") != args.end()) {
|
|
target_cpp = args["--target-cpp"]; // Path to generated cpp file
|
|
}
|
|
|
|
if (!directory_exists(output_dir)) {
|
|
if (!create_directory(output_dir)) {
|
|
std::cerr << "Error creating output directory: " << output_dir << "\n";
|
|
return EXIT_FAILURE;
|
|
}
|
|
}
|
|
|
|
process_shaders();
|
|
|
|
write_output_files();
|
|
|
|
return EXIT_SUCCESS;
|
|
}
|