From: Sergio López Date: Sun, 11 Feb 2024 14:12:00 +0000 (+0100) Subject: vulkan: only use M-sized matmul on Apple GPUs (llama/5412) X-Git-Tag: upstream/1.7.4~1015 X-Git-Url: https://git.djapps.eu/?a=commitdiff_plain;h=04839bae2296ef9138c37beda2f0a1647111e6e4;p=pkg%2Fggml%2Fsources%2Fwhisper.cpp vulkan: only use M-sized matmul on Apple GPUs (llama/5412) * vulkan: refactor guess_matmul_pipeline for vendor Refactor ggml_vk_guess_matmul_pipeline to simplify adding per-vendor conditionals. Signed-off-by: Sergio Lopez * vulkan: only use M-sized matmul on Apple GPUs L-sized and S-sized matmuls are broken on Apple GPUs, force using M-size with this vendor. Signed-off-by: Sergio Lopez --------- Signed-off-by: Sergio Lopez --- diff --git a/ggml-vulkan.cpp b/ggml-vulkan.cpp index 254f648a..7834e635 100644 --- a/ggml-vulkan.cpp +++ b/ggml-vulkan.cpp @@ -27,6 +27,7 @@ #define CEIL_DIV(M, N) (((M) + (N)-1) / (N)) #define VK_VENDOR_ID_AMD 0x1002 +#define VK_VENDOR_ID_APPLE 0x106b #define VK_VENDOR_ID_INTEL 0x8086 #define VK_VENDOR_ID_NVIDIA 0x10de @@ -2034,18 +2035,100 @@ static uint32_t ggml_vk_guess_matmul_pipeline_align(ggml_backend_vk_context * ct return ctx->pipeline_matmul_f32_aligned_l.align; } +static vk_pipeline* ggml_vk_guess_matmul_pipeline_amd(ggml_backend_vk_context * ctx, bool bit16_x, bool bit16_y, int m, int n, bool aligned) { + if (bit16_x && bit16_y) { + if (m <= 32 || n <= 32) { +#ifdef GGML_VULKAN_DEBUG + std::cerr << " S" << std::endl; +#endif + return aligned ? &ctx->pipeline_matmul_f16_aligned_s : &ctx->pipeline_matmul_f16_s; + } +#ifdef GGML_VULKAN_DEBUG + std::cerr << " M" << std::endl; +#endif + return aligned ? &ctx->pipeline_matmul_f16_aligned_m : &ctx->pipeline_matmul_f16_m; + } + if (bit16_x && !bit16_y) { + if (m <= 32 || n <= 32) { +#ifdef GGML_VULKAN_DEBUG + std::cerr << " S" << std::endl; +#endif + return aligned ? &ctx->pipeline_matmul_f16_f32_aligned_s : &ctx->pipeline_matmul_f16_f32_s; + } +#ifdef GGML_VULKAN_DEBUG + std::cerr << " M" << std::endl; +#endif + return aligned ? &ctx->pipeline_matmul_f16_f32_aligned_m : &ctx->pipeline_matmul_f16_f32_m; + } + if (!bit16_x && bit16_y) { + GGML_ASSERT(false); + } + + if (m <= 32 || n <= 32) { +#ifdef GGML_VULKAN_DEBUG + std::cerr << " S" << std::endl; +#endif + return aligned ? &ctx->pipeline_matmul_f32_aligned_s : &ctx->pipeline_matmul_f32_s; + } +#ifdef GGML_VULKAN_DEBUG + std::cerr << " M" << std::endl; +#endif + return aligned ? &ctx->pipeline_matmul_f32_aligned_m : &ctx->pipeline_matmul_f32_m; +} + +static vk_pipeline* ggml_vk_guess_matmul_pipeline_apple(ggml_backend_vk_context * ctx, bool bit16_x, bool bit16_y, bool aligned) { +#ifdef GGML_VULKAN_DEBUG + std::cerr << " M" << std::endl; +#endif + if (bit16_x && bit16_y) { + return aligned ? &ctx->pipeline_matmul_f16_aligned_m : &ctx->pipeline_matmul_f16_m; + } + if (bit16_x && !bit16_y) { + return aligned ? &ctx->pipeline_matmul_f16_f32_aligned_m : &ctx->pipeline_matmul_f16_f32_m; + } + if (!bit16_x && bit16_y) { + GGML_ASSERT(false); + } + return aligned ? &ctx->pipeline_matmul_f32_aligned_m : &ctx->pipeline_matmul_f32_m; +} + +static vk_pipeline* ggml_vk_guess_matmul_pipeline_intel(ggml_backend_vk_context * ctx, bool bit16_x, bool bit16_y, bool aligned) { +#ifdef GGML_VULKAN_DEBUG + std::cerr << " S" << std::endl; +#endif + if (bit16_x && bit16_y) { + return aligned ? &ctx->pipeline_matmul_f16_aligned_s : &ctx->pipeline_matmul_f16_s; + } + if (bit16_x && !bit16_y) { + return aligned ? &ctx->pipeline_matmul_f16_f32_aligned_s : &ctx->pipeline_matmul_f16_f32_s; + } + if (!bit16_x && bit16_y) { + GGML_ASSERT(false); + } + return aligned ? &ctx->pipeline_matmul_f32_aligned_s : &ctx->pipeline_matmul_f32_s; +} + static vk_pipeline* ggml_vk_guess_matmul_pipeline(ggml_backend_vk_context * ctx, bool bit16_x, bool bit16_y, int m, int n, bool aligned) { #ifdef GGML_VULKAN_DEBUG std::cerr << "ggml_vk_guess_matmul_pipeline(" << bit16_x << ", " << bit16_y << ", " << m << ", " << n << ", " << aligned << ")"; #endif + switch (ctx->device.lock()->vendor_id) { + case VK_VENDOR_ID_AMD: + return ggml_vk_guess_matmul_pipeline_amd(ctx, bit16_x, bit16_y, m, n, aligned); + case VK_VENDOR_ID_APPLE: + return ggml_vk_guess_matmul_pipeline_apple(ctx, bit16_x, bit16_y, aligned); + case VK_VENDOR_ID_INTEL: + return ggml_vk_guess_matmul_pipeline_intel(ctx, bit16_x, bit16_y, aligned); + } + if (bit16_x && bit16_y) { - if (ctx->device.lock()->vendor_id == VK_VENDOR_ID_INTEL || m <= 32 || n <= 32) { + if (m <= 32 || n <= 32) { #ifdef GGML_VULKAN_DEBUG std::cerr << " S" << std::endl; #endif return aligned ? &ctx->pipeline_matmul_f16_aligned_s : &ctx->pipeline_matmul_f16_s; } - if (ctx->device.lock()->subgroup_size == 64 || m <= 64 || n <= 64) { + if (m <= 64 || n <= 64) { #ifdef GGML_VULKAN_DEBUG std::cerr << " M" << std::endl; #endif @@ -2057,13 +2140,13 @@ static vk_pipeline* ggml_vk_guess_matmul_pipeline(ggml_backend_vk_context * ctx, return aligned ? &ctx->pipeline_matmul_f16_aligned_l : &ctx->pipeline_matmul_f16_l; } if (bit16_x && !bit16_y) { - if (ctx->device.lock()->vendor_id == VK_VENDOR_ID_INTEL || m <= 32 || n <= 32) { + if (m <= 32 || n <= 32) { #ifdef GGML_VULKAN_DEBUG std::cerr << " S" << std::endl; #endif return aligned ? &ctx->pipeline_matmul_f16_f32_aligned_s : &ctx->pipeline_matmul_f16_f32_s; } - if (ctx->device.lock()->subgroup_size == 64 || m <= 64 || n <= 64) { + if (m <= 64 || n <= 64) { #ifdef GGML_VULKAN_DEBUG std::cerr << " M" << std::endl; #endif @@ -2078,13 +2161,13 @@ static vk_pipeline* ggml_vk_guess_matmul_pipeline(ggml_backend_vk_context * ctx, GGML_ASSERT(false); } - if (ctx->device.lock()->vendor_id == VK_VENDOR_ID_INTEL || m <= 32 || n <= 32) { + if (m <= 32 || n <= 32) { #ifdef GGML_VULKAN_DEBUG std::cerr << " S" << std::endl; #endif return aligned ? &ctx->pipeline_matmul_f32_aligned_s : &ctx->pipeline_matmul_f32_s; } - if (ctx->device.lock()->subgroup_size == 64 || m <= 64 || n <= 64) { + if (m <= 64 || n <= 64) { #ifdef GGML_VULKAN_DEBUG std::cerr << " M" << std::endl; #endif