mirror of
https://github.com/ggerganov/llama.cpp.git
synced 2025-01-02 17:25:45 +01:00
59f4db1088
* ggml : add predefined list of CPU backend variants to build * update CPU dockerfiles
530 lines
15 KiB
C++
530 lines
15 KiB
C++
#include "ggml-backend-impl.h"
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#include "ggml-backend.h"
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#include "ggml-impl.h"
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#include <algorithm>
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#include <codecvt>
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#include <cstring>
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#include <filesystem>
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#include <locale>
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#include <memory>
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#include <string>
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#include <type_traits>
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#include <vector>
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#ifdef _WIN32
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# define WIN32_LEAN_AND_MEAN
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# ifndef NOMINMAX
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# define NOMINMAX
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# endif
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# include <windows.h>
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#elif defined(__APPLE__)
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# include <mach-o/dyld.h>
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# include <dlfcn.h>
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#else
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# include <dlfcn.h>
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# include <unistd.h>
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#endif
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// Backend registry
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#ifdef GGML_USE_CPU
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#include "ggml-cpu.h"
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#endif
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#ifdef GGML_USE_CUDA
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#include "ggml-cuda.h"
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#endif
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#ifdef GGML_USE_METAL
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#include "ggml-metal.h"
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#endif
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#ifdef GGML_USE_SYCL
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#include "ggml-sycl.h"
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#endif
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#ifdef GGML_USE_VULKAN
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#include "ggml-vulkan.h"
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#endif
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#ifdef GGML_USE_BLAS
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#include "ggml-blas.h"
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#endif
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#ifdef GGML_USE_RPC
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#include "ggml-rpc.h"
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#endif
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#ifdef GGML_USE_CANN
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#include "ggml-cann.h"
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#endif
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#ifdef GGML_USE_KOMPUTE
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#include "ggml-kompute.h"
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#endif
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#ifdef _WIN32
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using dl_handle = std::remove_pointer_t<HMODULE>;
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struct dl_handle_deleter {
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void operator()(HMODULE handle) {
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FreeLibrary(handle);
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}
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};
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static dl_handle * dl_load_library(const std::wstring & path) {
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// suppress error dialogs for missing DLLs
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DWORD old_mode = SetErrorMode(SEM_FAILCRITICALERRORS);
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SetErrorMode(old_mode | SEM_FAILCRITICALERRORS);
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HMODULE handle = LoadLibraryW(path.c_str());
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SetErrorMode(old_mode);
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return handle;
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}
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static dl_handle * dl_load_library(const std::string & path) {
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std::wstring_convert<std::codecvt_utf8_utf16<wchar_t>> converter;
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return dl_load_library(converter.from_bytes(path));
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}
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static void * dl_get_sym(dl_handle * handle, const char * name) {
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DWORD old_mode = SetErrorMode(SEM_FAILCRITICALERRORS);
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SetErrorMode(old_mode | SEM_FAILCRITICALERRORS);
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void * p = (void *) GetProcAddress(handle, name);
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SetErrorMode(old_mode);
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return p;
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}
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#else
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using dl_handle = void;
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struct dl_handle_deleter {
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void operator()(void * handle) {
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dlclose(handle);
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}
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};
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static void * dl_load_library(const std::string & path) {
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dl_handle * handle = dlopen(path.c_str(), RTLD_NOW | RTLD_LOCAL);
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return handle;
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}
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static void * dl_get_sym(dl_handle * handle, const char * name) {
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return dlsym(handle, name);
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}
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#endif
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using dl_handle_ptr = std::unique_ptr<dl_handle, dl_handle_deleter>;
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struct ggml_backend_reg_entry {
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ggml_backend_reg_t reg;
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dl_handle_ptr handle;
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};
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struct ggml_backend_registry {
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std::vector<ggml_backend_reg_entry> backends;
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std::vector<ggml_backend_dev_t> devices;
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ggml_backend_registry() {
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#ifdef GGML_USE_CUDA
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register_backend(ggml_backend_cuda_reg());
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#endif
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#ifdef GGML_USE_METAL
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register_backend(ggml_backend_metal_reg());
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#endif
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#ifdef GGML_USE_SYCL
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register_backend(ggml_backend_sycl_reg());
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#endif
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#ifdef GGML_USE_VULKAN
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register_backend(ggml_backend_vk_reg());
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#endif
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#ifdef GGML_USE_CANN
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register_backend(ggml_backend_cann_reg());
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#endif
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#ifdef GGML_USE_BLAS
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register_backend(ggml_backend_blas_reg());
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#endif
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#ifdef GGML_USE_RPC
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register_backend(ggml_backend_rpc_reg());
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#endif
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#ifdef GGML_USE_KOMPUTE
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register_backend(ggml_backend_kompute_reg());
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#endif
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#ifdef GGML_USE_CPU
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register_backend(ggml_backend_cpu_reg());
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#endif
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}
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~ggml_backend_registry() {
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// FIXME: backends cannot be safely unloaded without a function to destroy all the backend resources,
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// since backend threads may still be running and accessing resources from the dynamic library
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for (auto & entry : backends) {
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if (entry.handle) {
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entry.handle.release(); // NOLINT
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}
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}
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}
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void register_backend(ggml_backend_reg_t reg, dl_handle_ptr handle = nullptr) {
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if (!reg) {
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return;
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}
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#ifndef NDEBUG
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GGML_LOG_DEBUG("%s: registered backend %s (%zu devices)\n",
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__func__, ggml_backend_reg_name(reg), ggml_backend_reg_dev_count(reg));
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#endif
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backends.push_back({ reg, std::move(handle) });
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for (size_t i = 0; i < ggml_backend_reg_dev_count(reg); i++) {
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register_device(ggml_backend_reg_dev_get(reg, i));
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}
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}
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void register_device(ggml_backend_dev_t device) {
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#ifndef NDEBUG
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GGML_LOG_DEBUG("%s: registered device %s (%s)\n", __func__, ggml_backend_dev_name(device), ggml_backend_dev_description(device));
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#endif
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devices.push_back(device);
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}
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ggml_backend_reg_t load_backend(const char * path, bool silent) {
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dl_handle_ptr handle { dl_load_library(path) };
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if (!handle) {
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if (!silent) {
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GGML_LOG_ERROR("%s: failed to load %s\n", __func__, path);
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}
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return nullptr;
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}
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auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score");
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if (score_fn && score_fn() == 0) {
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if (!silent) {
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GGML_LOG_INFO("%s: backend %s is not supported on this system\n", __func__, path);
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}
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return nullptr;
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}
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auto backend_init_fn = (ggml_backend_init_t) dl_get_sym(handle.get(), "ggml_backend_init");
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if (!backend_init_fn) {
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if (!silent) {
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GGML_LOG_ERROR("%s: failed to find ggml_backend_init in %s\n", __func__, path);
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}
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return nullptr;
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}
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ggml_backend_reg_t reg = backend_init_fn();
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if (!reg || reg->api_version != GGML_BACKEND_API_VERSION) {
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if (!silent) {
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if (!reg) {
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GGML_LOG_ERROR("%s: failed to initialize backend from %s: ggml_backend_init returned NULL\n", __func__, path);
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} else {
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GGML_LOG_ERROR("%s: failed to initialize backend from %s: incompatible API version (backend: %d, current: %d)\n",
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__func__, path, reg->api_version, GGML_BACKEND_API_VERSION);
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}
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}
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return nullptr;
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}
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GGML_LOG_INFO("%s: loaded %s backend from %s\n", __func__, ggml_backend_reg_name(reg), path);
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register_backend(reg, std::move(handle));
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return reg;
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}
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void unload_backend(ggml_backend_reg_t reg, bool silent) {
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auto it = std::find_if(backends.begin(), backends.end(),
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[reg](const ggml_backend_reg_entry & entry) { return entry.reg == reg; });
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if (it == backends.end()) {
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if (!silent) {
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GGML_LOG_ERROR("%s: backend not found\n", __func__);
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}
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return;
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}
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if (!silent) {
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GGML_LOG_DEBUG("%s: unloading %s backend\n", __func__, ggml_backend_reg_name(reg));
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}
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// remove devices
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devices.erase(
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std::remove_if(devices.begin(), devices.end(),
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[reg](ggml_backend_dev_t dev) { return ggml_backend_dev_backend_reg(dev) == reg; }),
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devices.end());
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// remove backend
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backends.erase(it);
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}
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};
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static ggml_backend_registry & get_reg() {
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static ggml_backend_registry reg;
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return reg;
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}
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// Internal API
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void ggml_backend_register(ggml_backend_reg_t reg) {
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get_reg().register_backend(reg);
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}
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void ggml_backend_device_register(ggml_backend_dev_t device) {
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get_reg().register_device(device);
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}
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// Backend (reg) enumeration
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static bool striequals(const char * a, const char * b) {
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for (; *a && *b; a++, b++) {
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if (std::tolower(*a) != std::tolower(*b)) {
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return false;
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}
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}
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return *a == *b;
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}
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size_t ggml_backend_reg_count() {
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return get_reg().backends.size();
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}
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ggml_backend_reg_t ggml_backend_reg_get(size_t index) {
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GGML_ASSERT(index < ggml_backend_reg_count());
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return get_reg().backends[index].reg;
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}
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ggml_backend_reg_t ggml_backend_reg_by_name(const char * name) {
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for (size_t i = 0; i < ggml_backend_reg_count(); i++) {
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ggml_backend_reg_t reg = ggml_backend_reg_get(i);
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if (striequals(ggml_backend_reg_name(reg), name)) {
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return reg;
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}
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}
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return nullptr;
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}
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// Device enumeration
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size_t ggml_backend_dev_count() {
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return get_reg().devices.size();
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}
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ggml_backend_dev_t ggml_backend_dev_get(size_t index) {
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GGML_ASSERT(index < ggml_backend_dev_count());
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return get_reg().devices[index];
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}
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ggml_backend_dev_t ggml_backend_dev_by_name(const char * name) {
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for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
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ggml_backend_dev_t dev = ggml_backend_dev_get(i);
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if (striequals(ggml_backend_dev_name(dev), name)) {
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return dev;
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}
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}
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return nullptr;
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}
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ggml_backend_dev_t ggml_backend_dev_by_type(enum ggml_backend_dev_type type) {
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for (size_t i = 0; i < ggml_backend_dev_count(); i++) {
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ggml_backend_dev_t dev = ggml_backend_dev_get(i);
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if (ggml_backend_dev_type(dev) == type) {
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return dev;
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}
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}
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return nullptr;
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}
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// Convenience functions
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ggml_backend_t ggml_backend_init_by_name(const char * name, const char * params) {
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ggml_backend_dev_t dev = ggml_backend_dev_by_name(name);
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if (!dev) {
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return nullptr;
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}
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return ggml_backend_dev_init(dev, params);
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}
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ggml_backend_t ggml_backend_init_by_type(enum ggml_backend_dev_type type, const char * params) {
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ggml_backend_dev_t dev = ggml_backend_dev_by_type(type);
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if (!dev) {
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return nullptr;
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}
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return ggml_backend_dev_init(dev, params);
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}
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ggml_backend_t ggml_backend_init_best(void) {
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ggml_backend_dev_t dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_GPU);
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if (!dev) {
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dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
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}
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if (!dev) {
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return nullptr;
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}
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return ggml_backend_dev_init(dev, nullptr);
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}
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// Dynamic loading
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ggml_backend_reg_t ggml_backend_load(const char * path) {
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return get_reg().load_backend(path, false);
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}
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void ggml_backend_unload(ggml_backend_reg_t reg) {
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get_reg().unload_backend(reg, true);
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}
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static std::string get_executable_path() {
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#if defined(__APPLE__)
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// get executable path
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std::vector<char> path;
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uint32_t size;
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while (true) {
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size = path.size();
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if (_NSGetExecutablePath(path.data(), &size) == 0) {
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break;
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}
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path.resize(size);
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}
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std::string base_path(path.data(), size);
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// remove executable name
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auto last_slash = base_path.find_last_of('/');
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if (last_slash != std::string::npos) {
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base_path = base_path.substr(0, last_slash);
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}
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return base_path + "/";
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#elif defined(__linux__)
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std::string base_path = ".";
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std::vector<char> path(1024);
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while (true) {
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// get executable path
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ssize_t len = readlink("/proc/self/exe", path.data(), path.size());
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if (len == -1) {
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break;
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}
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if (len < (ssize_t) path.size()) {
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base_path = std::string(path.data(), len);
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// remove executable name
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auto last_slash = base_path.find_last_of('/');
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if (last_slash != std::string::npos) {
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base_path = base_path.substr(0, last_slash);
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}
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break;
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}
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path.resize(path.size() * 2);
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}
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return base_path + "/";
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#elif defined(_WIN32)
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std::vector<char> path(MAX_PATH);
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DWORD len = GetModuleFileNameA(NULL, path.data(), path.size());
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if (len == 0) {
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return "";
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}
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std::string base_path(path.data(), len);
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// remove executable name
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auto last_slash = base_path.find_last_of('\\');
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if (last_slash != std::string::npos) {
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base_path = base_path.substr(0, last_slash);
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}
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return base_path + "\\";
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#endif
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}
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static std::string backend_filename_prefix() {
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#ifdef _WIN32
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return "ggml-";
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#else
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return "libggml-";
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#endif
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}
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static std::string backend_filename_suffix() {
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#ifdef _WIN32
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return ".dll";
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#else
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return ".so";
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#endif
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}
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static ggml_backend_reg_t ggml_backend_load_best(const char * name, bool silent) {
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// enumerate all the files that match [lib]ggml-name-*.[so|dll] in the search paths
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// TODO: search system paths
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std::vector<std::string> search_paths = { "./", get_executable_path() };
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std::string file_prefix = backend_filename_prefix() + name + "-";
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int best_score = 0;
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std::string best_path;
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namespace fs = std::filesystem;
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for (const auto & search_path : search_paths) {
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if (!fs::exists(search_path)) {
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continue;
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}
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for (const auto & entry : fs::directory_iterator(search_path)) {
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if (entry.is_regular_file()) {
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std::string filename = entry.path().filename().string();
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std::string ext = entry.path().extension().string();
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if (filename.find(file_prefix) == 0 && ext == backend_filename_suffix()) {
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dl_handle_ptr handle { dl_load_library(entry.path().c_str()) };
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if (!handle && !silent) {
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GGML_LOG_ERROR("%s: failed to load %s\n", __func__, entry.path().string().c_str());
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}
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if (handle) {
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auto score_fn = (ggml_backend_score_t) dl_get_sym(handle.get(), "ggml_backend_score");
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if (score_fn) {
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int s = score_fn();
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#ifndef NDEBUG
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GGML_LOG_DEBUG("%s: %s score: %d\n", __func__, entry.path().string().c_str(), s);
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#endif
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if (s > best_score) {
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best_score = s;
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best_path = entry.path().string();
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}
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} else {
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if (!silent) {
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GGML_LOG_INFO("%s: failed to find ggml_backend_score in %s\n", __func__, entry.path().string().c_str());
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}
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}
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}
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}
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}
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}
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}
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if (best_score == 0) {
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// try to load the base backend
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for (const auto & search_path : search_paths) {
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std::string path = search_path + backend_filename_prefix() + name + backend_filename_suffix();
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if (fs::exists(path)) {
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return get_reg().load_backend(path.c_str(), silent);
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}
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}
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return nullptr;
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}
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return get_reg().load_backend(best_path.c_str(), silent);
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}
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void ggml_backend_load_all() {
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#ifdef NDEBUG
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bool silent = true;
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#else
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bool silent = false;
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#endif
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ggml_backend_load_best("blas", silent);
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ggml_backend_load_best("cann", silent);
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ggml_backend_load_best("cuda", silent);
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ggml_backend_load_best("hip", silent);
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ggml_backend_load_best("kompute", silent);
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ggml_backend_load_best("metal", silent);
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ggml_backend_load_best("rpc", silent);
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ggml_backend_load_best("sycl", silent);
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ggml_backend_load_best("vulkan", silent);
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ggml_backend_load_best("musa", silent);
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ggml_backend_load_best("cpu", silent);
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}
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