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- #include "ggml-backend-impl.h"
- #include "ggml-backend.h"
- #include "ggml-impl.h"
- #include <algorithm>
- #include <cstring>
- #include <string>
- #include <vector>
- #ifdef _WIN32
- # define WIN32_LEAN_AND_MEAN
- # ifndef NOMINMAX
- # define NOMINMAX
- # endif
- # include <windows.h>
- #elif defined(__APPLE__)
- # include <mach-o/dyld.h>
- # include <dlfcn.h>
- #else
- # include <dlfcn.h>
- # include <unistd.h>
- #endif
- // Backend registry
- #ifdef GGML_USE_CPU
- #include "ggml-cpu.h"
- #endif
- #ifdef GGML_USE_CUDA
- #include "ggml-cuda.h"
- #endif
- #ifdef GGML_USE_METAL
- #include "ggml-metal.h"
- #endif
- #ifdef GGML_USE_SYCL
- #include "ggml-sycl.h"
- #endif
- #ifdef GGML_USE_VULKAN
- #include "ggml-vulkan.h"
- #endif
- #ifdef GGML_USE_BLAS
- #include "ggml-blas.h"
- #endif
- #ifdef GGML_USE_RPC
- #include "ggml-rpc.h"
- #endif
- #ifdef GGML_USE_AMX
- # include "ggml-amx.h"
- #endif
- #ifdef GGML_USE_CANN
- #include "ggml-cann.h"
- #endif
- #ifdef GGML_USE_KOMPUTE
- #include "ggml-kompute.h"
- #endif
- struct ggml_backend_reg_entry {
- ggml_backend_reg_t reg;
- void * handle;
- };
- struct ggml_backend_registry {
- std::vector<ggml_backend_reg_entry> backends;
- std::vector<ggml_backend_dev_t> devices;
- ggml_backend_registry() {
- #ifdef GGML_USE_CUDA
- register_backend(ggml_backend_cuda_reg());
- #endif
- #ifdef GGML_USE_METAL
- register_backend(ggml_backend_metal_reg());
- #endif
- #ifdef GGML_USE_SYCL
- register_backend(ggml_backend_sycl_reg());
- #endif
- #ifdef GGML_USE_VULKAN
- register_backend(ggml_backend_vk_reg());
- #endif
- #ifdef GGML_USE_CANN
- register_backend(ggml_backend_cann_reg());
- #endif
- #ifdef GGML_USE_BLAS
- register_backend(ggml_backend_blas_reg());
- #endif
- #ifdef GGML_USE_RPC
- register_backend(ggml_backend_rpc_reg());
- #endif
- #ifdef GGML_USE_AMX
- register_backend(ggml_backend_amx_reg());
- #endif
- #ifdef GGML_USE_KOMPUTE
- register_backend(ggml_backend_kompute_reg());
- #endif
- #ifdef GGML_USE_CPU
- register_backend(ggml_backend_cpu_reg());
- #endif
- }
- ~ggml_backend_registry() {
- while (!backends.empty()) {
- // use silent since the log system may have been destroyed at this point
- unload_backend(backends.back().reg, true);
- }
- }
- void register_backend(ggml_backend_reg_t reg, void * handle = nullptr) {
- if (!reg) {
- return;
- }
- #ifndef NDEBUG
- GGML_LOG_DEBUG("%s: registered backend %s (%zu devices)\n",
- __func__, ggml_backend_reg_name(reg), ggml_backend_reg_dev_count(reg));
- #endif
- backends.push_back({ reg, handle });
- for (size_t i = 0; i < ggml_backend_reg_dev_count(reg); i++) {
- register_device(ggml_backend_reg_dev_get(reg, i));
- }
- }
- void register_device(ggml_backend_dev_t device) {
- #ifndef NDEBUG
- GGML_LOG_DEBUG("%s: registered device %s (%s)\n", __func__, ggml_backend_dev_name(device), ggml_backend_dev_description(device));
- #endif
- devices.push_back(device);
- }
- ggml_backend_reg_t load_backend(const char * path, bool silent) {
- #ifdef _WIN32
- // suppress error dialogs for missing DLLs
- DWORD old_mode = SetErrorMode(SEM_FAILCRITICALERRORS);
- SetErrorMode(old_mode | SEM_FAILCRITICALERRORS);
- HMODULE handle = LoadLibraryA(path);
- if (!handle) {
- if (!silent) {
- GGML_LOG_ERROR("%s: failed to load %s: %lu\n", __func__, path, GetLastError());
- }
- SetErrorMode(old_mode);
- return nullptr;
- }
- ggml_backend_init_t backend_init = (ggml_backend_init_t) GetProcAddress(handle, "ggml_backend_init");
- SetErrorMode(old_mode);
- if (!backend_init) {
- if (!silent) {
- GGML_LOG_ERROR("%s: failed to find ggml_backend_init in %s: %lu\n", __func__, path, GetLastError());
- }
- FreeLibrary(handle);
- return nullptr;
- }
- #else
- void * handle = dlopen(path, RTLD_NOW | RTLD_LOCAL);
- if (!handle) {
- if (!silent) {
- GGML_LOG_ERROR("%s: failed to load %s: %s\n", __func__, path, dlerror());
- }
- return nullptr;
- }
- auto * backend_init = (ggml_backend_init_t) dlsym(handle, "ggml_backend_init");
- if (!backend_init) {
- if (!silent) {
- GGML_LOG_ERROR("%s: failed to find ggml_backend_init in %s: %s\n", __func__, path, dlerror());
- }
- dlclose(handle);
- return nullptr;
- }
- #endif
- ggml_backend_reg_t reg = backend_init();
- if (!reg || reg->api_version != GGML_BACKEND_API_VERSION) {
- if (!silent) {
- if (!reg) {
- GGML_LOG_ERROR("%s: failed to initialize backend from %s: ggml_backend_init returned NULL\n", __func__, path);
- } else {
- GGML_LOG_ERROR("%s: failed to initialize backend from %s: incompatible API version (backend: %d, current: %d)\n",
- __func__, path, reg->api_version, GGML_BACKEND_API_VERSION);
- }
- }
- #ifdef _WIN32
- FreeLibrary(handle);
- #else
- dlclose(handle);
- #endif
- return nullptr;
- }
- GGML_LOG_INFO("%s: loaded %s backend from %s\n", __func__, ggml_backend_reg_name(reg), path);
- register_backend(reg, handle);
- return reg;
- }
- void unload_backend(ggml_backend_reg_t reg, bool silent) {
- auto it = std::find_if(backends.begin(), backends.end(),
- [reg](ggml_backend_reg_entry entry) { return entry.reg == reg; });
- if (it == backends.end()) {
- if (!silent) {
- GGML_LOG_ERROR("%s: backend not found\n", __func__);
- }
- return;
- }
- if (!silent) {
- GGML_LOG_DEBUG("%s: unloading %s backend\n", __func__, ggml_backend_reg_name(reg));
- }
- // remove devices
- devices.erase(
- std::remove_if(devices.begin(), devices.end(),
- [reg](ggml_backend_dev_t dev) { return ggml_backend_dev_backend_reg(dev) == reg; }),
- devices.end());
- // unload library
- if (it->handle) {
- #ifdef _WIN32
- FreeLibrary((HMODULE) it->handle);
- #else
- dlclose(it->handle);
- #endif
- }
- // remove backend
- backends.erase(it);
- }
- };
- static ggml_backend_registry & get_reg() {
- static ggml_backend_registry reg;
- return reg;
- }
- // Internal API
- void ggml_backend_register(ggml_backend_reg_t reg) {
- get_reg().register_backend(reg);
- }
- void ggml_backend_device_register(ggml_backend_dev_t device) {
- get_reg().register_device(device);
- }
- // Backend (reg) enumeration
- static bool striequals(const char * a, const char * b) {
- for (; *a && *b; a++, b++) {
- if (std::tolower(*a) != std::tolower(*b)) {
- return false;
- }
- }
- return *a == *b;
- }
- size_t ggml_backend_reg_count() {
- return get_reg().backends.size();
- }
- ggml_backend_reg_t ggml_backend_reg_get(size_t index) {
- GGML_ASSERT(index < ggml_backend_reg_count());
- return get_reg().backends[index].reg;
- }
- ggml_backend_reg_t ggml_backend_reg_by_name(const char * name) {
- for (size_t i = 0; i < ggml_backend_reg_count(); i++) {
- ggml_backend_reg_t reg = ggml_backend_reg_get(i);
- if (striequals(ggml_backend_reg_name(reg), name)) {
- return reg;
- }
- }
- return nullptr;
- }
- // Device enumeration
- size_t ggml_backend_dev_count() {
- return get_reg().devices.size();
- }
- ggml_backend_dev_t ggml_backend_dev_get(size_t index) {
- GGML_ASSERT(index < ggml_backend_dev_count());
- return get_reg().devices[index];
- }
- ggml_backend_dev_t ggml_backend_dev_by_name(const char * name) {
- for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
- ggml_backend_dev_t dev = ggml_backend_dev_get(i);
- if (striequals(ggml_backend_dev_name(dev), name)) {
- return dev;
- }
- }
- return nullptr;
- }
- ggml_backend_dev_t ggml_backend_dev_by_type(enum ggml_backend_dev_type type) {
- for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
- ggml_backend_dev_t dev = ggml_backend_dev_get(i);
- if (ggml_backend_dev_type(dev) == type) {
- return dev;
- }
- }
- return nullptr;
- }
- // Convenience functions
- ggml_backend_t ggml_backend_init_by_name(const char * name, const char * params) {
- ggml_backend_dev_t dev = ggml_backend_dev_by_name(name);
- if (!dev) {
- return nullptr;
- }
- return ggml_backend_dev_init(dev, params);
- }
- ggml_backend_t ggml_backend_init_by_type(enum ggml_backend_dev_type type, const char * params) {
- ggml_backend_dev_t dev = ggml_backend_dev_by_type(type);
- if (!dev) {
- return nullptr;
- }
- return ggml_backend_dev_init(dev, params);
- }
- ggml_backend_t ggml_backend_init_best(void) {
- ggml_backend_dev_t dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_GPU);
- if (!dev) {
- dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
- }
- if (!dev) {
- return nullptr;
- }
- return ggml_backend_dev_init(dev, nullptr);
- }
- // Dynamic loading
- ggml_backend_reg_t ggml_backend_load(const char * path) {
- return get_reg().load_backend(path, false);
- }
- void ggml_backend_unload(ggml_backend_reg_t reg) {
- get_reg().unload_backend(reg, true);
- }
- void ggml_backend_load_all() {
- std::vector<std::string> search_prefix;
- // add the executable directory to the search path
- // FIXME: this is convenient for development, but it should probably be disabled in production
- #if defined(__APPLE__)
- // get executable path
- std::vector<char> path;
- uint32_t size;
- while (true) {
- size = path.size();
- if (_NSGetExecutablePath(path.data(), &size) == 0) {
- break;
- }
- path.resize(size);
- }
- std::string base_path(path.data(), size);
- // remove executable name
- auto last_slash = base_path.find_last_of('/');
- if (last_slash != std::string::npos) {
- base_path = base_path.substr(0, last_slash);
- }
- search_prefix.push_back(base_path + "/");
- #elif defined(__linux__)
- std::string base_path = ".";
- std::vector<char> path(1024);
- while (true) {
- // get executable path
- ssize_t len = readlink("/proc/self/exe", path.data(), path.size());
- if (len == -1) {
- break;
- }
- if (len < (ssize_t) path.size()) {
- base_path = std::string(path.data(), len);
- // remove executable name
- auto last_slash = base_path.find_last_of('/');
- if (last_slash != std::string::npos) {
- base_path = base_path.substr(0, last_slash);
- }
- break;
- }
- path.resize(path.size() * 2);
- }
- search_prefix.push_back(base_path + "/");
- #endif
- auto & reg = get_reg();
- auto try_load = [&](const std::string & name) {
- std::string os_name;
- #ifdef _WIN32
- os_name = "ggml-" + name + ".dll";
- #else
- os_name = "libggml-" + name + ".so";
- #endif
- if (reg.load_backend(os_name.c_str(), true)) {
- return;
- }
- for (const auto & prefix : search_prefix) {
- if (reg.load_backend((prefix + os_name).c_str(), true)) {
- return;
- }
- }
- };
- try_load("amx");
- try_load("blas");
- try_load("cann");
- try_load("cuda");
- try_load("hip");
- try_load("kompute");
- try_load("metal");
- try_load("rpc");
- try_load("sycl");
- try_load("vulkan");
- try_load("musa");
- try_load("cpu");
- }
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