diff --git a/ggml/src/ggml-cuda/fattn.cu b/ggml/src/ggml-cuda/fattn.cu index ae5a3507..b2c744ac 100644 --- a/ggml/src/ggml-cuda/fattn.cu +++ b/ggml/src/ggml-cuda/fattn.cu @@ -13,6 +13,7 @@ #include "fattn-mma-f16-interface.cuh" #include "fattn-new-mma.cuh" #include "fattn.cuh" +#include "convert.cuh" #include @@ -106,6 +107,51 @@ void ggml_cuda_flash_attn_ext(ggml_backend_cuda_context & ctx, ggml_tensor * dst // Hence, we use it only for DeepSeek with MLA enabled, where head sizes are 576, 512, // so no other implementation works. // + if (new_mma_available(cc) && K->ne[0] == 576 && V->ne[0] == 512 && Q->ne[1] == 1 && + Q->ne[2]/K->ne[2] == 20 && K->ne[1] > 8192) { + // GLM-4.7-Flash TG hack: split 20 heads into 16+4 heads + auto local_Q = *Q; + auto local_dst = *dst; + + ggml_tensor local_K, local_V; + ggml_cuda_pool_alloc K_f16(ctx.pool()); + if (ggml_is_quantized(K->type)) { + // We need to dequantize here, else we will dequantize the same cache twice + K_f16.alloc(ggml_nelements(K)); + to_fp16_cuda_t to_fp16 = ggml_get_to_fp16_cuda(K->type); + to_fp16(K->data, K_f16.ptr, 1, ggml_nelements(K), ctx.stream()); + + auto bs = ggml_blck_size(K->type); + auto ts = ggml_type_size(K->type); + + local_K = *K; + local_K.data = K_f16.get(); + local_K.type = GGML_TYPE_F16; + local_K.nb[0] = sizeof(half); + local_K.nb[1] = local_K.nb[1]*bs*sizeof(half)/ts; + local_K.nb[2] = local_K.nb[2]*bs*sizeof(half)/ts; + local_K.nb[3] = local_K.nb[3]*bs*sizeof(half)/ts; + local_dst.src[1] = &local_K; + + local_V = local_K; + local_V.ne[0] = V->ne[0]; + local_dst.src[2] = &local_V; + } + + local_Q.ne[2] = 16; + local_dst.ne[1] = 16; + local_dst.src[0] = &local_Q; + ggml_cuda_flash_attn_ext_mma_new(ctx, &local_dst); + + local_Q.ne[2] = 4; + local_Q.data = (char *)local_Q.data + local_Q.nb[2]*16; + local_dst.ne[1] = 4; + local_dst.data = (char *)local_dst.data + local_dst.nb[1]*16; + ggml_cuda_flash_attn_ext_mma_new(ctx, &local_dst); + + return; + } + if (new_mma_available(cc) && ((K->ne[0] == 576 && V->ne[0] == 512) || (K->ne[0] == 192 && V->ne[0] == 128 && mma_better_than_turing(cc)))) { //printf("Using ggml_cuda_flash_attn_ext_mma_new\n"); ggml_cuda_flash_attn_ext_mma_new(ctx, dst);