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https://github.com/ggerganov/llama.cpp.git
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vulkan: compile a test shader in cmake to check for coopmat2 support (#10713)
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@ -8,6 +8,20 @@ if (Vulkan_FOUND)
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../../include/ggml-vulkan.h
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../../include/ggml-vulkan.h
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)
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)
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# Compile a test shader to determine whether GL_NV_cooperative_matrix2 is supported.
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# If it's not, there will be an error to stderr.
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# If it's supported, set a define to indicate that we should compile those shaders
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execute_process(COMMAND ${Vulkan_GLSLC_EXECUTABLE} -o - -fshader-stage=compute --target-env=vulkan1.3 "${CMAKE_CURRENT_SOURCE_DIR}/vulkan-shaders/test_coopmat2_support.comp"
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OUTPUT_VARIABLE glslc_output
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ERROR_VARIABLE glslc_error)
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if (${glslc_error} MATCHES ".*extension not supported: GL_NV_cooperative_matrix2.*")
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message(STATUS "GL_NV_cooperative_matrix2 not supported by glslc")
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else()
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message(STATUS "GL_NV_cooperative_matrix2 supported by glslc")
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add_compile_definitions(GGML_VULKAN_COOPMAT2_GLSLC_SUPPORT)
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endif()
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target_link_libraries(ggml-vulkan PRIVATE Vulkan::Vulkan)
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target_link_libraries(ggml-vulkan PRIVATE Vulkan::Vulkan)
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target_include_directories(ggml-vulkan PRIVATE ${CMAKE_CURRENT_BINARY_DIR})
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target_include_directories(ggml-vulkan PRIVATE ${CMAKE_CURRENT_BINARY_DIR})
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@ -1513,7 +1513,7 @@ static void ggml_vk_load_shaders(vk_device& device) {
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compiles.push_back(std::async(ggml_vk_create_pipeline_func, std::ref(device), std::ref(pipeline), name, spv_size, spv_data, entrypoint, parameter_count, push_constant_size, wg_denoms, specialization_constants, align, disable_robustness));
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compiles.push_back(std::async(ggml_vk_create_pipeline_func, std::ref(device), std::ref(pipeline), name, spv_size, spv_data, entrypoint, parameter_count, push_constant_size, wg_denoms, specialization_constants, align, disable_robustness));
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};
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};
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#if defined(VK_NV_cooperative_matrix2)
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#if defined(VK_NV_cooperative_matrix2) && defined(GGML_VULKAN_COOPMAT2_GLSLC_SUPPORT)
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if (device->coopmat2) {
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if (device->coopmat2) {
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auto const &fa_wg_denoms = [&](uint32_t D, uint32_t clamp, ggml_type type, bool small_rows) -> std::array<uint32_t, 3> {
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auto const &fa_wg_denoms = [&](uint32_t D, uint32_t clamp, ggml_type type, bool small_rows) -> std::array<uint32_t, 3> {
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@ -1611,7 +1611,7 @@ static void ggml_vk_load_shaders(vk_device& device) {
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#undef CREATE_MM
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#undef CREATE_MM
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#undef CREATE_MM2
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#undef CREATE_MM2
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} else
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} else
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#endif // defined(VK_NV_cooperative_matrix2)
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#endif // defined(VK_NV_cooperative_matrix2) && defined(GGML_VULKAN_COOPMAT2_GLSLC_SUPPORT)
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if (device->coopmat_support) {
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if (device->coopmat_support) {
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// Create 6 variants, {s,m,l}x{unaligned,aligned}
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// Create 6 variants, {s,m,l}x{unaligned,aligned}
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#define CREATE_MM(PIPELINE_NAME, NAMELC, F16ACC, WG_DENOMS, WARPTILE, PUSHCONST, PARAMCOUNT, ID) \
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#define CREATE_MM(PIPELINE_NAME, NAMELC, F16ACC, WG_DENOMS, WARPTILE, PUSHCONST, PARAMCOUNT, ID) \
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@ -2153,7 +2153,7 @@ static vk_device ggml_vk_get_device(size_t idx) {
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device->coopmat_support = device->coopmat_support && coopmat_features.cooperativeMatrix;
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device->coopmat_support = device->coopmat_support && coopmat_features.cooperativeMatrix;
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if (coopmat2_support) {
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if (coopmat2_support) {
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#if defined(VK_NV_cooperative_matrix2)
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#if defined(VK_NV_cooperative_matrix2) && defined(GGML_VULKAN_COOPMAT2_GLSLC_SUPPORT)
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if (coopmat2_features.cooperativeMatrixWorkgroupScope &&
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if (coopmat2_features.cooperativeMatrixWorkgroupScope &&
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coopmat2_features.cooperativeMatrixFlexibleDimensions &&
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coopmat2_features.cooperativeMatrixFlexibleDimensions &&
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coopmat2_features.cooperativeMatrixReductions &&
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coopmat2_features.cooperativeMatrixReductions &&
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@ -2414,14 +2414,19 @@ static void ggml_vk_print_gpu_info(size_t idx) {
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bool fp16_storage = false;
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bool fp16_storage = false;
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bool fp16_compute = false;
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bool fp16_compute = false;
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bool coopmat_support = false;
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bool coopmat_support = false;
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bool coopmat2_support = false;
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for (auto properties : ext_props) {
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for (auto properties : ext_props) {
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if (strcmp("VK_KHR_16bit_storage", properties.extensionName) == 0) {
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if (strcmp("VK_KHR_16bit_storage", properties.extensionName) == 0) {
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fp16_storage = true;
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fp16_storage = true;
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} else if (strcmp("VK_KHR_shader_float16_int8", properties.extensionName) == 0) {
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} else if (strcmp("VK_KHR_shader_float16_int8", properties.extensionName) == 0) {
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fp16_compute = true;
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fp16_compute = true;
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} else if (strcmp("VK_KHR_cooperative_matrix", properties.extensionName) == 0) {
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} else if (strcmp("VK_KHR_cooperative_matrix", properties.extensionName) == 0 &&
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!getenv("GGML_VK_DISABLE_COOPMAT")) {
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coopmat_support = true;
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coopmat_support = true;
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} else if (strcmp("VK_NV_cooperative_matrix2", properties.extensionName) == 0 &&
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!getenv("GGML_VK_DISABLE_COOPMAT2")) {
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coopmat2_support = true;
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}
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}
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}
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}
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@ -2472,9 +2477,11 @@ static void ggml_vk_print_gpu_info(size_t idx) {
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coopmat_support = coopmat_support && coopmat_features.cooperativeMatrix;
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coopmat_support = coopmat_support && coopmat_features.cooperativeMatrix;
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std::string matrix_cores = coopmat2_support ? "NV_coopmat2" : coopmat_support ? "KHR_coopmat" : "none";
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std::string device_name = props2.properties.deviceName.data();
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std::string device_name = props2.properties.deviceName.data();
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GGML_LOG_DEBUG("ggml_vulkan: %zu = %s (%s) | uma: %d | fp16: %d | warp size: %zu | matrix cores: %d\n",
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GGML_LOG_DEBUG("ggml_vulkan: %zu = %s (%s) | uma: %d | fp16: %d | warp size: %zu | matrix cores: %s\n",
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idx, device_name.c_str(), driver_props.driverName.data(), uma, fp16, subgroup_size, coopmat_support);
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idx, device_name.c_str(), driver_props.driverName.data(), uma, fp16, subgroup_size, matrix_cores.c_str());
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if (props2.properties.deviceType == vk::PhysicalDeviceType::eCpu) {
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if (props2.properties.deviceType == vk::PhysicalDeviceType::eCpu) {
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GGML_LOG_DEBUG("ggml_vulkan: Warning: Device type is CPU. This is probably not the device you want.\n");
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GGML_LOG_DEBUG("ggml_vulkan: Warning: Device type is CPU. This is probably not the device you want.\n");
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@ -0,0 +1,7 @@
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#version 460
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#extension GL_NV_cooperative_matrix2 : require
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void main()
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{
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}
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@ -342,14 +342,14 @@ void process_shaders() {
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matmul_shaders(true, matmul_id, true, false, false);
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matmul_shaders(true, matmul_id, true, false, false);
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matmul_shaders(true, matmul_id, true, false, true);
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matmul_shaders(true, matmul_id, true, false, true);
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#if defined(VK_NV_cooperative_matrix2)
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#if defined(GGML_VULKAN_COOPMAT2_GLSLC_SUPPORT)
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// Coopmat2, fp32acc and fp16acc
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// Coopmat2, fp32acc and fp16acc
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matmul_shaders(true, matmul_id, false, true, false);
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matmul_shaders(true, matmul_id, false, true, false);
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matmul_shaders(true, matmul_id, false, true, true);
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matmul_shaders(true, matmul_id, false, true, true);
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#endif
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#endif
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}
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}
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#if defined(VK_NV_cooperative_matrix2)
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#if defined(GGML_VULKAN_COOPMAT2_GLSLC_SUPPORT)
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// flash attention
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// flash attention
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for (const auto& f16acc : {false, true}) {
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for (const auto& f16acc : {false, true}) {
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std::string acctype = f16acc ? "float16_t" : "float";
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std::string acctype = f16acc ? "float16_t" : "float";
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