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authorSergio López <slp@sinrega.org>2024-02-11 15:12:00 +0100
committerGitHub <noreply@github.com>2024-02-11 15:12:00 +0100
commitc88c74f967028ae3d5ebade40ae586d20a961abc (patch)
treeafe4a9a029be0a71dbe73222270081430ea33055
parenta803333a4e6fc534c93afe90d741bc2388bdec87 (diff)
vulkan: only use M-sized matmul on Apple GPUs (#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 <slp@redhat.com> * 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 <slp@redhat.com> --------- Signed-off-by: Sergio Lopez <slp@redhat.com>
-rw-r--r--ggml-vulkan.cpp95
1 files changed, 89 insertions, 6 deletions
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