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https://github.com/ggerganov/whisper.cpp.git
synced 2025-06-06 01:01:32 +00:00
sycl: cleanup oneDNN related code (llama/12097)
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parent
8058f19d0b
commit
5b854ebba5
@ -23,6 +23,38 @@ ggml_add_backend_library(ggml-sycl
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../../include/ggml-sycl.h
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../../include/ggml-sycl.h
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)
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)
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find_package(DNNL)
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set(GGML_SYCL_DNNL 0)
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if(DNNL_FOUND)
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if (DEFINED ENV{ONEAPI_ROOT} AND NOT DEFINED DNNL_GPU_VENDOR)
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# Assuming oneDNN packaged with oneapi release is used which
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# supports only intel target
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set(DNNL_GPU_VENDOR "INTEL")
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if(NOT "${GGML_SYCL_TARGET}" STREQUAL "INTEL")
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message(WARNING "oneDNN builds bundled with oneapi release only support INTEL target")
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endif()
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endif()
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# Verify oneDNN was compiled for the same target as llama
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if("${GGML_SYCL_TARGET}" STREQUAL "${DNNL_GPU_VENDOR}")
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target_link_libraries(ggml-sycl PRIVATE DNNL::dnnl)
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set(GGML_SYCL_DNNL 1)
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get_target_property(CONFIGS DNNL::dnnl IMPORTED_CONFIGURATIONS)
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foreach(CONFIG ${CONFIGS})
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get_target_property(DNNL_LIB DNNL::dnnl IMPORTED_LOCATION_${CONFIG})
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message(STATUS "Found oneDNN: ${DNNL_LIB}")
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endforeach()
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else()
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message(WARNING
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"oneDNN must be compiled for the same target as llama.cpp.
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llama.cpp: ${GGML_SYCL_TARGET}, oneDNN: ${DNNL_GPU_VENDOR}.
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Disabling oneDNN support.")
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endif()
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else()
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message(STATUS "oneDNN not found, disabling oneDNN support")
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endif()
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target_compile_definitions(ggml-sycl PRIVATE GGML_SYCL_DNNL=${GGML_SYCL_DNNL})
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if (GGML_SYCL_F16)
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if (GGML_SYCL_F16)
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if (GGML_SYCL_TARGET STREQUAL "AMD")
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if (GGML_SYCL_TARGET STREQUAL "AMD")
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message(WARNING "AMD target does not entirely support FP16 in the SYCL backend.")
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message(WARNING "AMD target does not entirely support FP16 in the SYCL backend.")
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@ -48,18 +80,6 @@ file(GLOB GGML_HEADERS_SYCL "*.hpp")
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file(GLOB GGML_SOURCES_SYCL "*.cpp")
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file(GLOB GGML_SOURCES_SYCL "*.cpp")
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target_sources(ggml-sycl PRIVATE ${GGML_HEADERS_SYCL} ${GGML_SOURCES_SYCL})
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target_sources(ggml-sycl PRIVATE ${GGML_HEADERS_SYCL} ${GGML_SOURCES_SYCL})
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find_package(DNNL)
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message("-- DNNL found:" ${DNNL_FOUND})
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if (GGML_SYCL_TARGET STREQUAL "INTEL")
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add_compile_definitions(GGML_SYCL_DNNL=${DNNL_FOUND})
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else()
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add_compile_definitions(GGML_SYCL_DNNL=0)
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endif()
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if (${DNNL_FOUND} AND GGML_SYCL_TARGET STREQUAL "INTEL")
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target_link_libraries(ggml-sycl PRIVATE DNNL::dnnl)
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endif()
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if (WIN32)
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if (WIN32)
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find_package(IntelSYCL REQUIRED)
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find_package(IntelSYCL REQUIRED)
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@ -170,7 +170,6 @@ static size_t g_scratch_offset = 0;
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int get_current_device_id();
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int get_current_device_id();
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inline dpct::err0 ggml_sycl_set_device(const int device) try {
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inline dpct::err0 ggml_sycl_set_device(const int device) try {
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int current_device_id;
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int current_device_id;
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SYCL_CHECK(CHECK_TRY_ERROR(current_device_id = get_current_device_id()));
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SYCL_CHECK(CHECK_TRY_ERROR(current_device_id = get_current_device_id()));
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@ -242,6 +241,14 @@ struct ggml_sycl_pool_alloc {
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}
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}
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}
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}
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T * realloc(size_t size) {
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GGML_ASSERT(pool != nullptr);
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if (ptr)
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pool->free(ptr, actual_size);
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ptr = (T *) pool->alloc(size * sizeof(T), &this->actual_size);
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return ptr;
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}
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// size is in number of elements
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// size is in number of elements
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T * alloc(size_t size) {
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T * alloc(size_t size) {
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GGML_ASSERT(pool != nullptr);
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GGML_ASSERT(pool != nullptr);
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@ -371,10 +378,29 @@ struct ggml_backend_sycl_context {
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dnnl::stream stream_dnnl() {
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dnnl::stream stream_dnnl() {
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return stream_dnnl(device, 0);
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return stream_dnnl(device, 0);
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}
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}
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dnnl::memory get_scratchpad_mem(const dnnl::memory::desc & scratchpad_md,
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const dnnl::engine & eng, const queue_ptr q) {
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ggml_sycl_pool_alloc<uint8_t> * pool;
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auto it = scratchpad_map.find(q);
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if (it == scratchpad_map.end()) {
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scratchpad_map[q] = std::make_unique<ggml_sycl_pool_alloc<uint8_t>>(this->pool());
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pool = scratchpad_map[q].get();
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} else {
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pool = it->second.get();
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}
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size_t scratchpad_size = scratchpad_md.get_size();
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if (scratchpad_size > pool->actual_size) {
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pool->realloc(scratchpad_size);
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}
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void * mem_ptr = pool->get();
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return dnnl::memory(scratchpad_md, eng, mem_ptr);
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}
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#endif
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#endif
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// pool
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// pool
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std::unique_ptr<ggml_sycl_pool> pools[GGML_SYCL_MAX_DEVICES];
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std::unique_ptr<ggml_sycl_pool> pools[GGML_SYCL_MAX_DEVICES];
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std::unordered_map<sycl::queue *, std::unique_ptr<ggml_sycl_pool_alloc<uint8_t>>> scratchpad_map;
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std::unique_ptr<ggml_sycl_pool> host_pools[GGML_SYCL_MAX_DEVICES];
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std::unique_ptr<ggml_sycl_pool> host_pools[GGML_SYCL_MAX_DEVICES];
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@ -13,9 +13,6 @@
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#ifndef GGML_SYCL_GEMM_HPP
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#ifndef GGML_SYCL_GEMM_HPP
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#define GGML_SYCL_GEMM_HPP
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#define GGML_SYCL_GEMM_HPP
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#include <fstream>
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#include <iostream>
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#include "ggml-sycl.h"
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#include "ggml-sycl.h"
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#if GGML_SYCL_DNNL
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#if GGML_SYCL_DNNL
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@ -35,62 +32,34 @@ public:
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else static_assert(0);
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else static_assert(0);
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}
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}
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static inline void row_gemm(sycl::queue& q, bool a_trans,
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static inline void row_gemm(ggml_backend_sycl_context & ctx, bool a_trans, bool b_trans, int m, int n, int k,
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bool b_trans, int m, int n, int k,
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const void * a, dt at, const void * b, dt bt, void * c, dt ct, const queue_ptr & q) {
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const void* a, dt at, const void* b, dt bt, void* c, dt ct)
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auto stream = ctx.stream_dnnl(q);
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{
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auto eng = ctx.engine_dnnl(q);
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// Get the device associated with the queue
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sycl::device dev = q.get_device();
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// Get the context associated with the queue
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sycl::context ctx = q.get_context();
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const dnnl::engine eng = dnnl::sycl_interop::make_engine(dev, ctx);
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const dnnl::stream stream = dnnl::sycl_interop::make_stream(eng, q);
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dnnl::memory::dims a_dims = { m, k };
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dnnl::memory::dims a_dims = { m, k };
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dnnl::memory::dims b_dims = { k, n };
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dnnl::memory::dims b_dims = { k, n };
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dnnl::memory::dims c_dims = { m, n };
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dnnl::memory::dims c_dims = { m, n };
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const auto a_in_md = dnnl::memory::desc(a_dims, at, a_trans ? tag::ba : tag::ab);
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const auto a_in_md = dnnl::memory::desc(a_dims, at, a_trans ? tag::ba : tag::ab);
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const auto b_in_md = dnnl::memory::desc(b_dims, bt, b_trans ? tag::ba : tag::ab);
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const auto b_in_md = dnnl::memory::desc(b_dims, bt, b_trans ? tag::ba : tag::ab);
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const auto c_md = dnnl::memory::desc(c_dims, ct, tag::ab);
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const auto c_md = dnnl::memory::desc(c_dims, ct, tag::ab);
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dnnl::primitive_attr primitive_attr;
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primitive_attr.set_scratchpad_mode(dnnl::scratchpad_mode::user);
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auto a_mem = dnnl::memory(a_in_md, eng, const_cast<void*>(a));
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auto a_mem = dnnl::memory(a_in_md, eng, const_cast<void*>(a));
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auto b_mem = dnnl::memory(b_in_md, eng, const_cast<void*>(b));
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auto b_mem = dnnl::memory(b_in_md, eng, const_cast<void*>(b));
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auto matmul_pd = dnnl::matmul::primitive_desc(eng, a_in_md, b_in_md, c_md);
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auto matmul_pd = dnnl::matmul::primitive_desc(eng, a_in_md, b_in_md, c_md, primitive_attr);
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auto c_mem = dnnl::memory(matmul_pd.dst_desc(), eng, c);
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auto c_mem = dnnl::memory(matmul_pd.dst_desc(), eng, c);
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// Create the primitive.
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auto scratchpad_md = matmul_pd.scratchpad_desc();
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auto scratchpad_mem = ctx.get_scratchpad_mem(scratchpad_md, eng, q);
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auto matmul_prim = dnnl::matmul(matmul_pd);
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auto matmul_prim = dnnl::matmul(matmul_pd);
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// Primitive arguments.
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std::unordered_map<int, dnnl::memory> matmul_args;
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matmul_args.insert({ DNNL_ARG_SRC, a_mem });
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matmul_args.insert({ DNNL_ARG_WEIGHTS, b_mem });
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matmul_args.insert({ DNNL_ARG_DST, c_mem });
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matmul_prim.execute(stream, matmul_args);
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}
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static inline void row_gemm(const dnnl::stream& stream, bool a_trans,
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bool b_trans, int m, int n, int k,
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const void* a, dt at, const void* b, dt bt, void* c, dt ct)
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{
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auto const eng = stream.get_engine();
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dnnl::memory::dims a_dims = { m, k };
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dnnl::memory::dims b_dims = { k, n };
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dnnl::memory::dims c_dims = { m, n };
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const auto a_in_md = dnnl::memory::desc(a_dims, at, a_trans ? tag::ba : tag::ab);
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const auto b_in_md = dnnl::memory::desc(b_dims, bt, b_trans ? tag::ba : tag::ab);
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const auto c_md = dnnl::memory::desc(c_dims, ct, tag::ab);
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auto a_mem = dnnl::memory(a_in_md, eng, const_cast<void*>(a));
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auto b_mem = dnnl::memory(b_in_md, eng, const_cast<void*>(b));
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auto matmul_pd = dnnl::matmul::primitive_desc(eng, a_in_md, b_in_md, c_md);
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auto c_mem = dnnl::memory(matmul_pd.dst_desc(), eng, c);
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// Create the primitive.
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auto matmul_prim = dnnl::matmul(matmul_pd);
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// Primitive arguments.
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std::unordered_map<int, dnnl::memory> matmul_args;
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std::unordered_map<int, dnnl::memory> matmul_args;
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matmul_args.insert({ DNNL_ARG_SRC, a_mem });
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matmul_args.insert({ DNNL_ARG_SRC, a_mem });
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matmul_args.insert({ DNNL_ARG_WEIGHTS, b_mem });
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matmul_args.insert({ DNNL_ARG_WEIGHTS, b_mem });
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matmul_args.insert({ DNNL_ARG_DST, c_mem });
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matmul_args.insert({ DNNL_ARG_DST, c_mem });
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matmul_args.insert({ DNNL_ARG_SCRATCHPAD, scratchpad_mem });
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matmul_prim.execute(stream, matmul_args);
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matmul_prim.execute(stream, matmul_args);
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}
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}
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@ -2058,9 +2058,9 @@ inline void ggml_sycl_op_mul_mat_sycl(
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const to_fp32_sycl_t to_fp32_sycl = ggml_get_to_fp32_sycl(GGML_TYPE_F16, dst);
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const to_fp32_sycl_t to_fp32_sycl = ggml_get_to_fp32_sycl(GGML_TYPE_F16, dst);
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to_fp32_sycl(dst_f16.get(), dst_dd_i, row_diff*src1_ncols, stream);
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to_fp32_sycl(dst_f16.get(), dst_dd_i, row_diff*src1_ncols, stream);
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#else
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#else
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auto dnnl_stream = ctx.stream_dnnl(stream);
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DnnlGemmWrapper::row_gemm(ctx, false, true, src1_ncols, row_diff, ne10, src1_ptr,
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DnnlGemmWrapper::row_gemm(dnnl_stream, false, true, src1_ncols, row_diff, ne10, src1_ptr, DnnlGemmWrapper::to_dt<sycl::half>(),
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DnnlGemmWrapper::to_dt<sycl::half>(), src0_ptr, DnnlGemmWrapper::to_dt<sycl::half>(),
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src0_ptr, DnnlGemmWrapper::to_dt<sycl::half>(), dst_f16.get(), DnnlGemmWrapper::to_dt<sycl::half>());
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dst_f16.get(), DnnlGemmWrapper::to_dt<sycl::half>(), stream);
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const to_fp32_sycl_t to_fp32_sycl = ggml_get_to_fp32_sycl(GGML_TYPE_F16, dst);
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const to_fp32_sycl_t to_fp32_sycl = ggml_get_to_fp32_sycl(GGML_TYPE_F16, dst);
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to_fp32_sycl(dst_f16.get(), dst_dd_i, row_diff* src1_ncols, stream);
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to_fp32_sycl(dst_f16.get(), dst_dd_i, row_diff* src1_ncols, stream);
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#endif
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#endif
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@ -2099,9 +2099,9 @@ inline void ggml_sycl_op_mul_mat_sycl(
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dst_dd_i, ldc)));
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dst_dd_i, ldc)));
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# endif
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# endif
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#else
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#else
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auto dnnl_stream = ctx.stream_dnnl(stream);
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DnnlGemmWrapper::row_gemm(ctx, false, true, src1_ncols, row_diff, ne10, src1_ddf1_i,
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DnnlGemmWrapper::row_gemm(dnnl_stream, false, true, src1_ncols, row_diff, ne10, src1_ddf1_i, DnnlGemmWrapper::to_dt<float>(),
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DnnlGemmWrapper::to_dt<float>(), src0_ddf_i, DnnlGemmWrapper::to_dt<float>(),
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src0_ddf_i, DnnlGemmWrapper::to_dt<float>(), dst_dd_i, DnnlGemmWrapper::to_dt<float>());
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dst_dd_i, DnnlGemmWrapper::to_dt<float>(), stream);
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#endif
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#endif
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}
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}
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GGML_UNUSED(dst);
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GGML_UNUSED(dst);
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