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#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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#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_OPENCL |
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#include "ggml-opencl.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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#if defined(__clang__) |
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# pragma clang diagnostic push |
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# pragma clang diagnostic ignored "-Wdeprecated-declarations" |
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#endif |
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static std::wstring utf8_to_utf16(const std::string & str) { |
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std::wstring_convert<std::codecvt_utf8_utf16<wchar_t>> converter; |
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return converter.from_bytes(str); |
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} |
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static std::string utf16_to_utf8(const std::wstring & str) { |
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std::wstring_convert<std::codecvt_utf8_utf16<wchar_t>> converter; |
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return converter.to_bytes(str); |
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} |
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#if defined(__clang__) |
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# pragma clang diagnostic pop |
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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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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 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::wstring & path) { |
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dl_handle * handle = dlopen(utf16_to_utf8(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_OPENCL |
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register_backend(ggml_backend_opencl_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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for (auto & entry : backends) { |
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if (entry.handle) { |
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entry.handle.release(); |
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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 std::wstring & 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__, utf16_to_utf8(path).c_str()); |
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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__, utf16_to_utf8(path).c_str()); |
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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__, utf16_to_utf8(path).c_str()); |
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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__, utf16_to_utf8(path).c_str()); |
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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__, utf16_to_utf8(path).c_str(), 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), utf16_to_utf8(path).c_str()); |
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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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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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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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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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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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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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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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ggml_backend_reg_t ggml_backend_load(const char * path) { |
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return get_reg().load_backend(utf8_to_utf16(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::wstring get_executable_path() { |
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#if defined(__APPLE__) |
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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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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 utf8_to_utf16(base_path + "/"); |
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#elif defined(__linux__) || defined(__FreeBSD__) |
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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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# if defined(__linux__) |
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ssize_t len = readlink("/proc/self/exe", path.data(), path.size()); |
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# elif defined(__FreeBSD__) |
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ssize_t len = readlink("/proc/curproc/file", path.data(), path.size()); |
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# endif |
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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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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 utf8_to_utf16(base_path + "/"); |
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#elif defined(_WIN32) |
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std::vector<wchar_t> path(MAX_PATH); |
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DWORD len = GetModuleFileNameW(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::wstring base_path(path.data(), len); |
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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 + L"\\"; |
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#else |
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return {}; |
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#endif |
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} |
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static std::wstring backend_filename_prefix() { |
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#ifdef _WIN32 |
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return L"ggml-"; |
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#else |
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return L"libggml-"; |
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#endif |
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} |
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static std::wstring backend_filename_suffix() { |
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#ifdef _WIN32 |
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return L".dll"; |
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#else |
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return L".so"; |
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#endif |
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} |
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static std::wstring path_separator() { |
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#ifdef _WIN32 |
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return L"\\"; |
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#else |
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return L"/"; |
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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, const char * user_search_path) { |
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std::wstring file_prefix = backend_filename_prefix() + utf8_to_utf16(name) + L"-"; |
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std::vector<std::wstring> search_paths; |
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if (user_search_path == nullptr) { |
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search_paths.push_back(L"." + path_separator()); |
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search_paths.push_back(get_executable_path()); |
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} else { |
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search_paths.push_back(utf8_to_utf16(user_search_path) + path_separator()); |
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} |
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int best_score = 0; |
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std::wstring 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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fs::directory_iterator dir_it(search_path, fs::directory_options::skip_permission_denied); |
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for (const auto & entry : dir_it) { |
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if (entry.is_regular_file()) { |
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std::wstring filename = entry.path().filename().wstring(); |
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std::wstring ext = entry.path().extension().wstring(); |
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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().wstring()) }; |
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if (!handle && !silent) { |
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GGML_LOG_ERROR("%s: failed to load %s\n", __func__, utf16_to_utf8(entry.path().wstring()).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__, utf16_to_utf8(entry.path().wstring()).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().wstring(); |
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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__, utf16_to_utf8(entry.path().wstring()).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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for (const auto & search_path : search_paths) { |
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std::wstring path = search_path + backend_filename_prefix() + utf8_to_utf16(name) + backend_filename_suffix(); |
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if (fs::exists(path)) { |
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return get_reg().load_backend(path, 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, silent); |
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} |
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void ggml_backend_load_all() { |
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ggml_backend_load_all_from_path(nullptr); |
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} |
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void ggml_backend_load_all_from_path(const char * dir_path) { |
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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, dir_path); |
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ggml_backend_load_best("cann", silent, dir_path); |
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ggml_backend_load_best("cuda", silent, dir_path); |
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ggml_backend_load_best("hip", silent, dir_path); |
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ggml_backend_load_best("kompute", silent, dir_path); |
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ggml_backend_load_best("metal", silent, dir_path); |
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ggml_backend_load_best("rpc", silent, dir_path); |
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ggml_backend_load_best("sycl", silent, dir_path); |
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ggml_backend_load_best("vulkan", silent, dir_path); |
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ggml_backend_load_best("opencl", silent, dir_path); |
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ggml_backend_load_best("musa", silent, dir_path); |
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ggml_backend_load_best("cpu", silent, dir_path); |
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|
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const char * backend_path = std::getenv("GGML_BACKEND_PATH"); |
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if (backend_path) { |
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ggml_backend_load(backend_path); |
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} |
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} |
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|