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enable CPU HBM (#2603)
* add cpu hbm support * add memalign 0 byte check * Update ggml.c * Update llama.cpp * ggml : allow ggml_init with 0 size * retrigger ci * fix code style --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
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@ -557,6 +557,11 @@ endif()
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# ggml
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if (GGML_USE_CPU_HBM)
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add_definitions(-DGGML_USE_CPU_HBM)
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find_library(memkind memkind REQUIRED)
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endif()
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add_library(ggml OBJECT
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ggml.c
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ggml.h
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@ -572,6 +577,9 @@ add_library(ggml OBJECT
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target_include_directories(ggml PUBLIC . ${LLAMA_EXTRA_INCLUDES})
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target_compile_features(ggml PUBLIC c_std_11) # don't bump
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target_link_libraries(ggml PUBLIC Threads::Threads ${LLAMA_EXTRA_LIBS})
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if (GGML_USE_CPU_HBM)
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target_link_libraries(ggml PUBLIC memkind)
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endif()
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add_library(ggml_static STATIC $<TARGET_OBJECTS:ggml>)
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if (BUILD_SHARED_LIBS)
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20
ggml.c
20
ggml.c
@ -103,6 +103,9 @@ typedef void * thread_ret_t;
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#include <sys/stat.h>
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#include <unistd.h>
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#endif
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#ifdef GGML_USE_CPU_HBM
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#include <hbwmalloc.h>
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#endif
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// __FMA__ and __F16C__ are not defined in MSVC, however they are implied with AVX2/AVX512
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@ -192,8 +195,14 @@ typedef void * thread_ret_t;
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#define GGML_ALIGNED_FREE(ptr) _aligned_free(ptr)
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#else
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inline static void * ggml_aligned_malloc(size_t size) {
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if (size == 0) {
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GGML_PRINT("WARNING: Behavior may be unexpected when allocating 0 bytes for ggml_aligned_malloc!\n");
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return NULL;
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}
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void * aligned_memory = NULL;
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#ifdef GGML_USE_METAL
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#ifdef GGML_USE_CPU_HBM
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int result = hbw_posix_memalign(&aligned_memory, 16, size);
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#elif GGML_USE_METAL
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int result = posix_memalign(&aligned_memory, sysconf(_SC_PAGESIZE), size);
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#else
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int result = posix_memalign(&aligned_memory, GGML_MEM_ALIGN, size);
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@ -215,8 +224,12 @@ inline static void * ggml_aligned_malloc(size_t size) {
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return aligned_memory;
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}
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#define GGML_ALIGNED_MALLOC(size) ggml_aligned_malloc(size)
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#ifdef GGML_USE_CPU_HBM
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#define GGML_ALIGNED_FREE(ptr) if(NULL != ptr) hbw_free(ptr)
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#else
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#define GGML_ALIGNED_FREE(ptr) free(ptr)
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#endif
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#endif
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#define UNUSED GGML_UNUSED
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#define SWAP(x, y, T) do { T SWAP = x; x = y; y = SWAP; } while (0)
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@ -4566,6 +4579,11 @@ struct ggml_context * ggml_init(struct ggml_init_params params) {
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return NULL;
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}
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// allow to call ggml_init with 0 size
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if (params.mem_size == 0) {
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params.mem_size = GGML_MEM_ALIGN;
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}
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const size_t mem_size = params.mem_buffer ? params.mem_size : GGML_PAD(params.mem_size, GGML_MEM_ALIGN);
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*ctx = (struct ggml_context) {
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12
llama.cpp
12
llama.cpp
@ -126,6 +126,9 @@ void replace_all(std::string & s, const std::string & search, const std::string
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}
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s = std::move(result);
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}
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#ifdef GGML_USE_CPU_HBM
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#include <hbwmalloc.h>
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#endif
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static void zeros(std::ofstream & file, size_t n) {
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char zero = 0;
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@ -450,6 +453,9 @@ static void ggml_graph_compute_helper(std::vector<uint8_t> & buf, ggml_cgraph *
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#elif GGML_USE_METAL
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# define llama_host_malloc(n) ggml_metal_host_malloc(n)
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# define llama_host_free(data) ggml_metal_host_free(data)
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#elif GGML_USE_CPU_HBM
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# define llama_host_malloc(n) hbw_malloc(n)
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# define llama_host_free(data) if (data != NULL) hbw_free(data)
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#else
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# define llama_host_malloc(n) malloc(n)
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# define llama_host_free(data) free(data)
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@ -1489,7 +1495,11 @@ struct llama_model_loader {
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// allocate temp buffer if not using mmap
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if (!use_mmap && cur->data == NULL) {
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GGML_ASSERT(cur->backend != GGML_BACKEND_CPU);
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cur->data = malloc(ggml_nbytes(cur));
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#ifdef GGML_USE_CPU_HBM
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cur->data = (uint8_t*)hbw_malloc(ggml_nbytes(cur));
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#else
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cur->data = (uint8_t*)malloc(ggml_nbytes(cur));
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#endif
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}
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load_data_for(cur);
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