CUDA: enable FA for FP32 KV cache (#16546)
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@@ -116,11 +116,15 @@ static void ggml_cuda_flash_attn_ext_mma_f16(ggml_backend_cuda_context & ctx, gg
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}
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}
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#define FATTN_VEC_CASE(D, type_K, type_V) \
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if (Q->ne[0] == (D) && K->type == (type_K) && V->type == (type_V)) { \
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ggml_cuda_flash_attn_ext_vec_case<D, type_K, type_V>(ctx, dst); \
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return; \
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} \
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#define FATTN_VEC_CASE(D, type_K, type_V) \
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{ \
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const bool type_K_okay = K->type == (type_K) || (K->type == GGML_TYPE_F32 && (type_K) == GGML_TYPE_F16); \
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const bool type_V_okay = V->type == (type_V) || (V->type == GGML_TYPE_F32 && (type_V) == GGML_TYPE_F16); \
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if (Q->ne[0] == (D) && type_K_okay && type_V_okay) { \
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ggml_cuda_flash_attn_ext_vec_case<D, type_K, type_V>(ctx, dst); \
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return; \
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} \
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} \
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#define FATTN_VEC_CASES_ALL_D(type_K, type_V) \
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FATTN_VEC_CASE( 64, type_K, type_V) \
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@@ -247,6 +251,7 @@ static best_fattn_kernel ggml_cuda_get_best_fattn_kernel(const int device, const
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#endif // GGML_CUDA_FA_ALL_QUANTS
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switch (K->type) {
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case GGML_TYPE_F32:
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case GGML_TYPE_F16:
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break;
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case GGML_TYPE_Q4_1:
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@@ -272,7 +277,7 @@ static best_fattn_kernel ggml_cuda_get_best_fattn_kernel(const int device, const
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// If Turing tensor cores available, use them:
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if (turing_mma_available(cc) && K->ne[1] % FATTN_KQ_STRIDE == 0 && Q->ne[0] != 40) {
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if (can_use_vector_kernel) {
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if (K->type == GGML_TYPE_F16 && V->type == GGML_TYPE_F16) {
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if (!ggml_is_quantized(K->type) && !ggml_is_quantized(V->type)) {
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if (cc >= GGML_CUDA_CC_ADA_LOVELACE && Q->ne[1] == 1 && Q->ne[3] == 1 && !(gqa_ratio > 4 && K->ne[1] >= 8192)) {
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return BEST_FATTN_KERNEL_VEC;
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}
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@@ -305,7 +310,7 @@ static best_fattn_kernel ggml_cuda_get_best_fattn_kernel(const int device, const
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// If there are no tensor cores available, use the generic tile kernel:
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if (can_use_vector_kernel) {
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if (K->type == GGML_TYPE_F16 && V->type == GGML_TYPE_F16) {
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if (!ggml_is_quantized(K->type) && !ggml_is_quantized(V->type)) {
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if (Q->ne[1] == 1) {
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if (!gqa_opt_applies) {
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return BEST_FATTN_KERNEL_VEC;
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