Repository: ggerganov/llama.cpp
File: ggml/src/ggml-cuda/mmq.cuh (CUDA)

Code before:
#define MMQ_MMA_TILE_X_K_Q8_0 (2*MMQ_TILE_NE_K + 2*MMQ_TILE_NE_K/QI8_0                   + 4)
#define MMQ_MMA_TILE_X_K_FP4  (MMQ_TILE_NE_K + MMQ_TILE_NE_K / QI8_0)
#define MMQ_MMA_TILE_X_K_Q8_1 (2*MMQ_TILE_NE_K + 2*MMQ_TILE_NE_K/QI8_0                   + 4)
#define MMQ_MMA_TILE_X_K_Q2_K (2*MMQ_TILE_NE_K + MMQ_TILE_NE_K                           + 4)
#define MMQ_MMA_TILE_X_K_Q3_K (2*MMQ_TILE_NE_K + MMQ_TILE_NE_K/2                         + 4)
#define MMQ_MMA_TILE_X_K_Q6_K (2*MMQ_TILE_NE_K + MMQ_TILE_NE_K/QI6_K   + MMQ_TILE_NE_K/8 + 7)

static_assert(MMQ_MMA_TILE_X_K_Q8_0 % 8 == 4, "Wrong padding.");
static_assert(MMQ_MMA_TILE_X_K_Q8_1 % 8 == 4, "Wrong padding.");
static_assert(MMQ_MMA_TILE_X_K_Q2_K % 8 == 4, "Wrong padding.");
static_assert(MMQ_MMA_TILE_X_K_Q3_K % 8 == 4, "Wrong padding.");
static_assert(MMQ_MMA_TILE_X_K_Q6_K % 8 == 4, "Wrong padding.");
static_assert(MMQ_MMA_TILE_X_K_FP4 % 8 == 4, "Wrong padding.");

static constexpr __host__ __device__ int mmq_get_mma_tile_x_k(ggml_type type) {
    switch (type) {
        case GGML_TYPE_Q4_0:    return MMQ_MMA_TILE_X_K_Q8_0;
        case GGML_TYPE_Q4_1:    return MMQ_MMA_TILE_X_K_Q8_1;
        case GGML_TYPE_Q5_0:    return MMQ_MMA_TILE_X_K_Q8_0;
        case GGML_TYPE_Q5_1:    return MMQ_MMA_TILE_X_K_Q8_1;
        case GGML_TYPE_Q8_0:    return MMQ_MMA_TILE_X_K_Q8_0;
#ifdef BLACKWELL_MMA_AVAILABLE
        case GGML_TYPE_MXFP4:   return MMQ_MMA_TILE_X_K_FP4;
#else
        case GGML_TYPE_MXFP4:   return MMQ_MMA_TILE_X_K_Q8_1;
#endif
        case GGML_TYPE_Q2_K:    return MMQ_MMA_TILE_X_K_Q2_K;
        case GGML_TYPE_Q3_K:    return MMQ_MMA_TILE_X_K_Q3_K;
        case GGML_TYPE_Q4_K:    return MMQ_MMA_TILE_X_K_Q8_1;
        case GGML_TYPE_Q5_K:    return MMQ_MMA_TILE_X_K_Q8_1;
        case GGML_TYPE_Q6_K:    return MMQ_MMA_TILE_X_K_Q6_K;
        case GGML_TYPE_IQ2_XXS: return MMQ_MMA_TILE_X_K_Q8_0;
        case GGML_TYPE_IQ2_XS:  return MMQ_MMA_TILE_X_K_Q3_K;
        case GGML_TYPE_IQ2_S:   return MMQ_MMA_TILE_X_K_Q3_K;
        case GGML_TYPE_IQ3_XXS: return MMQ_MMA_TILE_X_K_Q8_0;
        case GGML_TYPE_IQ3_S:   return MMQ_MMA_TILE_X_K_Q8_0;
        case GGML_TYPE_IQ1_S:   return MMQ_MMA_TILE_X_K_Q8_0;
        case GGML_TYPE_IQ4_XS:  return MMQ_MMA_TILE_X_K_Q8_0;
        case GGML_TYPE_IQ4_NL:  return MMQ_MMA_TILE_X_K_Q8_0;
        default:                return 0;
    }
}

// block_q8_1_mmq has (128 8-bit ints == 32 32-bit ints + 4 32-bit scales)
#define MMQ_TILE_Y_K (MMQ_TILE_NE_K + MMQ_TILE_NE_K/QI8_1)
#define MMQ_TILE_Y_FP4_K MMQ_TILE_Y_K / 2

static int mmq_get_granularity_host(const int mmq_x, const int cc) {
    if (amd_mfma_available(cc) || amd_wmma_available(cc)) {
        return mmq_x >= 128 ? 32 : 16;
    } else if (turing_mma_available(cc) && mmq_x >= 48) {

Review comment (suggestion):
```suggestion
#endif // BLACKWELL_MMA_AVAILABLE
```

Code after:
        case GGML_TYPE_IQ3_XXS: return MMQ_DP4A_TXS_Q8_0;
        case GGML_TYPE_IQ3_S:   return MMQ_DP4A_TXS_Q8_0;
        case GGML_TYPE_IQ1_S:   return MMQ_DP4A_TXS_Q8_0;
        case GGML_TYPE_IQ4_XS:  return MMQ_DP4A_TXS_Q8_0;
        case GGML_TYPE_IQ4_NL:  return MMQ_DP4A_TXS_Q8_0;
        default:                return tile_x_sizes{0, 0, 0};
    }
}

#define MMQ_MMA_TILE_X_K_Q8_0 (2*MMQ_TILE_NE_K + 2*MMQ_TILE_NE_K/QI8_0                   + 4)
#define MMQ_MMA_TILE_X_K_FP4  (2*MMQ_TILE_NE_K + 8                                       + 4)
#define MMQ_MMA_TILE_X_K_Q8_1 (2*MMQ_TILE_NE_K + 2*MMQ_TILE_NE_K/QI8_0                   + 4)
#define MMQ_MMA_TILE_X_K_Q2_K (2*MMQ_TILE_NE_K + MMQ_TILE_NE_K                           + 4)
#define MMQ_MMA_TILE_X_K_Q3_K (2*MMQ_TILE_NE_K + MMQ_TILE_NE_K/2                         + 4)
#define MMQ_MMA_TILE_X_K_Q6_K (2*MMQ_TILE_NE_K + MMQ_TILE_NE_K/QI6_K   + MMQ_TILE_NE_K/8 + 7)

static_assert(MMQ_MMA_TILE_X_K_Q8_0 % 8 == 4, "Wrong padding.");
static_assert(MMQ_MMA_TILE_X_K_Q8_1 % 8 == 4, "Wrong padding.");
static_assert(MMQ_MMA_TILE_X_K_Q2_K % 8 == 4, "Wrong padding.");
static_assert(MMQ_MMA_TILE_X_K_Q3_K % 8 == 4, "Wrong padding.");
static_assert(MMQ_MMA_TILE_X_K_Q6_K % 8 == 4, "Wrong padding.");
static_assert(MMQ_MMA_TILE_X_K_FP4  % 8 == 4, "Wrong padding.");
static_assert(MMQ_MMA_TILE_X_K_FP4 == MMQ_MMA_TILE_X_K_Q8_1, "Wrong tile size for MXFP4");

static constexpr __host__ __device__ int mmq_get_mma_tile_x_k(ggml_type type) {
    switch (type) {
        case GGML_TYPE_Q4_0:    return MMQ_MMA_TILE_X_K_Q8_0;
        case GGML_TYPE_Q4_1:    return MMQ_MMA_TILE_X_K_Q8_1;
        case GGML_TYPE_Q5_0:    return MMQ_MMA_TILE_X_K_Q8_0;
        case GGML_TYPE_Q5_1:    return MMQ_MMA_TILE_X_K_Q8_1;
        case GGML_TYPE_Q8_0:    return MMQ_MMA_TILE_X_K_Q8_0;
        // tile sizes are the same for Q8_1 and FP4 for blackwell
        case GGML_TYPE_MXFP4:   return MMQ_MMA_TILE_X_K_Q8_1;
        case GGML_TYPE_Q2_K:    return MMQ_MMA_TILE_X_K_Q2_K;
        case GGML_TYPE_Q3_K:    return MMQ_MMA_TILE_X_K_Q3_K;
        case GGML_TYPE_Q4_K:    return MMQ_MMA_TILE_X_K_Q8_1;
        case GGML_TYPE_Q5_K:    return MMQ_MMA_TILE_X_K_Q8_1;
        case GGML_TYPE_Q6_K:    return MMQ_MMA_TILE_X_K_Q6_K;
        case GGML_TYPE_IQ2_XXS: return MMQ_MMA_TILE_X_K_Q8_0;
        case GGML_TYPE_IQ2_XS:  return MMQ_MMA_TILE_X_K_Q3_K;
        case GGML_TYPE_IQ2_S:   return MMQ_MMA_TILE_X_K_Q3_K;
        case GGML_TYPE_IQ3_XXS: return MMQ_MMA_TILE_X_K_Q8_0;
        case GGML_TYPE_IQ3_S:   return MMQ_MMA_TILE_X_K_Q8_0;
        case GGML_TYPE_IQ1_S:   return MMQ_MMA_TILE_X_K_Q8_0;
        case GGML_TYPE_IQ4_XS:  return MMQ_MMA_TILE_X_K_Q8_0;
        case GGML_TYPE_IQ4_NL:  return MMQ_MMA_TILE_X_K_Q8_0;
        default:                return 0;
    }
}

// block_q8_1_mmq has (128 8-bit ints == 32 32-bit ints + 4 32-bit scales)