CUDA: Add Flash Attention Support for Head Dimension 512 (#20998)
* flash attention support for head dimension 512 added * FA D=512 - match 576 configs, limit ncols2, revert vec cap * fix HIP tile kernel build for D=512 * fix HIP tile kernel occupancy for D=512 on AMD * Apply suggestions from code review Co-authored-by: Johannes Gäßler <johannesg@5d6.de> * fix tile FA compilation --------- Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
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co-authored by
Johannes Gäßler
parent
4951250235
commit
88458164c7
@@ -135,6 +135,10 @@ static void ggml_cuda_flash_attn_ext_mma_f16(ggml_backend_cuda_context & ctx, gg
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GGML_ASSERT(V->ne[0] == 256);
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ggml_cuda_flash_attn_ext_mma_f16_switch_ncols2<256, 256>(ctx, dst);
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break;
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case 512:
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GGML_ASSERT(V->ne[0] == 512);
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ggml_cuda_flash_attn_ext_mma_f16_switch_ncols2<512, 512>(ctx, dst);
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break;
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case 576: {
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// For Deepseek, go straight to the ncols1 switch to avoid compiling unnecessary kernels.
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GGML_ASSERT(V->ne[0] == 512);
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@@ -336,7 +340,8 @@ static best_fattn_kernel ggml_cuda_get_best_fattn_kernel(const int device, const
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case 128:
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case 112:
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case 256:
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if (V->ne[0] != K->ne[0]) {
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case 512:
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if (!gqa_opt_applies) {
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return BEST_FATTN_KERNEL_NONE;
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}
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break;
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@@ -424,7 +429,7 @@ static best_fattn_kernel ggml_cuda_get_best_fattn_kernel(const int device, const
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}
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// Use the WMMA kernel if possible:
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if (ggml_cuda_should_use_wmma_fattn(cc) && K->ne[1] % FATTN_KQ_STRIDE == 0 && Q->ne[0] != 40 && Q->ne[0] != 72 && Q->ne[0] != 576) {
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if (ggml_cuda_should_use_wmma_fattn(cc) && K->ne[1] % FATTN_KQ_STRIDE == 0 && Q->ne[0] != 40 && Q->ne[0] != 72 && Q->ne[0] != 512 && Q->ne[0] != 576) {
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if (can_use_vector_kernel && Q->ne[1] <= 2) {
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return BEST_FATTN_KERNEL_VEC;
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}
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@@ -457,7 +462,7 @@ static best_fattn_kernel ggml_cuda_get_best_fattn_kernel(const int device, const
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}
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// Use MFMA flash attention for CDNA (MI100+):
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if (amd_mfma_available(cc) && Q->ne[0] != 40 && Q->ne[0] != 72 && Q->ne[0] != 256 && Q->ne[0] != 576) {
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if (amd_mfma_available(cc) && Q->ne[0] != 40 && Q->ne[0] != 72 && Q->ne[0] != 256 && Q->ne[0] != 512 && Q->ne[0] != 576) {
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const int64_t eff_nq = Q->ne[1] * (gqa_opt_applies ? gqa_ratio : 1);
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// MMA vs tile crossover benchmarked on MI300X @ d32768:
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// hsk=64 (gqa=4): MMA wins at eff >= 128 (+11%)
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