MMQ for Q6_0 (#115)

* MMQ for Q6_0 * Add Q6_0 MMQ to template generator --------- Co-authored-by: Iwan Kawrakow <[email protected]>
Nexesenex · Nov 21, 2024 · 4d2fbde · 4d2fbde
1 parent 52874c5
commit 4d2fbde
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Showing 5 changed files with 87 additions and 2 deletions.
diff --git a/ggml/src/ggml-cuda/dmmv.cu b/ggml/src/ggml-cuda/dmmv.cu
@@ -621,7 +621,7 @@ void ggml_cuda_op_dequantize_mul_mat_vec(
         src1_dfloat = src1_dfloat_a.alloc(ne00);
         const to_fp16_cuda_t to_fp16_cuda = ggml_get_to_fp16_cuda(src1->type);
         GGML_ASSERT(to_fp16_cuda != nullptr);
-        to_fp16_cuda(src1_ddf_i, src1_dfloat, ne00, stream);
+        to_fp16_cuda(src1_ddf_i, src1_dfloat, 1, ne00, stream);
     }
 #else
     const dfloat * src1_dfloat = (const dfloat *) src1_ddf_i; // dfloat == float, no conversion

diff --git a/ggml/src/ggml-cuda/mmq.cu b/ggml/src/ggml-cuda/mmq.cu
@@ -39,6 +39,9 @@ void ggml_cuda_op_mul_mat_q(
         case GGML_TYPE_Q5_1:
             mul_mat_q_case<GGML_TYPE_Q5_1>(ctx, args, stream);
             break;
+        case GGML_TYPE_Q6_0:
+            mul_mat_q_case<GGML_TYPE_Q6_0>(ctx, args, stream);
+            break;
         case GGML_TYPE_Q8_0:
             mul_mat_q_case<GGML_TYPE_Q8_0>(ctx, args, stream);
             break;
@@ -103,6 +106,7 @@ bool ggml_cuda_should_use_mmq(enum ggml_type type, int cc, int64_t ne11) {
         case GGML_TYPE_Q4_1:
         case GGML_TYPE_Q5_0:
         case GGML_TYPE_Q5_1:
+        case GGML_TYPE_Q6_0:
         case GGML_TYPE_Q8_0:
         case GGML_TYPE_Q2_K:
         case GGML_TYPE_Q3_K:

diff --git a/ggml/src/ggml-cuda/mmq.cuh b/ggml/src/ggml-cuda/mmq.cuh
@@ -53,6 +53,8 @@ static mmq_q8_1_ds_layout mmq_get_q8_1_ds_layout(const ggml_type type_x) {
             return MMQ_Q8_1_DS_LAYOUT_D4;
         case GGML_TYPE_Q5_1:
             return MMQ_Q8_1_DS_LAYOUT_DS4;
+        case GGML_TYPE_Q6_0:
+            return MMQ_Q8_1_DS_LAYOUT_D4;
         case GGML_TYPE_Q8_0:
             return MMQ_Q8_1_DS_LAYOUT_D4;
         case GGML_TYPE_Q2_K:
@@ -155,6 +157,7 @@ static constexpr __host__ __device__ tile_x_sizes mmq_get_dp4a_tile_x_sizes(ggml
         type == GGML_TYPE_Q4_1    ? MMQ_DP4A_TXS_Q4_1 :
         type == GGML_TYPE_Q5_0    ? MMQ_DP4A_TXS_Q8_0 :
         type == GGML_TYPE_Q5_1    ? MMQ_DP4A_TXS_Q8_1 :
+        type == GGML_TYPE_Q6_0    ? MMQ_DP4A_TXS_Q8_0 :
         type == GGML_TYPE_Q8_0    ? MMQ_DP4A_TXS_Q8_0 :
         type == GGML_TYPE_Q2_K    ? MMQ_DP4A_TXS_Q2_K :
         type == GGML_TYPE_Q3_K    ? MMQ_DP4A_TXS_Q3_K :
@@ -189,6 +192,7 @@ static constexpr __host__ __device__ int mmq_get_mma_tile_x_k(ggml_type type) {
         type == GGML_TYPE_Q4_1    ? MMQ_MMA_TILE_X_K_Q8_1 :
         type == GGML_TYPE_Q5_0    ? MMQ_MMA_TILE_X_K_Q8_0 :
         type == GGML_TYPE_Q5_1    ? MMQ_MMA_TILE_X_K_Q8_1 :
+        type == GGML_TYPE_Q6_0    ? MMQ_MMA_TILE_X_K_Q8_0 :
         type == GGML_TYPE_Q8_0    ? MMQ_MMA_TILE_X_K_Q8_0 :
         type == GGML_TYPE_Q2_K    ? MMQ_MMA_TILE_X_K_Q2_K :
         type == GGML_TYPE_Q3_K    ? MMQ_MMA_TILE_X_K_Q3_K :
@@ -556,6 +560,69 @@ template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinlin
     }
 }
 
+template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_q6_0(
+    const char * __restrict__ x, int * __restrict__ x_tile, const int & kbx0, const int & i_max, const int & stride) {
+
+#ifdef INT8_MMA_AVAILABLE
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + WARP_SIZE*2);
+#else
+    constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q6_0, mmq_y);
+    int   * x_qs = (int   *)  x_tile;
+    float * x_df = (float *) (x_qs + txs.qs);
+#endif // INT8_MMA_AVAILABLE
+
+    const int kbx  = threadIdx.x / QI6_0;
+    const int kqsx = threadIdx.x % QI6_0;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps) {
+        int i = i0 + threadIdx.y;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q6_0 * bxi = (const block_q6_0 *) x + kbx0 + i*stride + kbx;
+
+        const int ql = get_int_b2(bxi->qs, kqsx);
+        const int qh = get_int_b2(bxi->qh, kqsx%2) >> 4*(kqsx/2);
+
+        int qs0 = ((ql >> 0) & 0x0F0F0F0F) | ((qh << 4) & 0x30303030);
+        int qs1 = ((ql >> 4) & 0x0F0F0F0F) | ((qh << 2) & 0x30303030);
+        qs0 = __vsubss4(qs0, 0x20202020); // subtract 32
+        qs1 = __vsubss4(qs1, 0x20202020); // subtract 32
+
+#ifdef INT8_MMA_AVAILABLE
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + kbx*(2*QI6_0) + kqsx + 0]     = qs0;
+        x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + kbx*(2*QI6_0) + kqsx + QI6_0] = qs1;
+#else
+        x_qs[i*(2*WARP_SIZE + 1)     + kbx*(2*QI6_0) + kqsx + 0]     = qs0;
+        x_qs[i*(2*WARP_SIZE + 1)     + kbx*(2*QI6_0) + kqsx + QI6_0] = qs1;
+#endif // INT8_MMA_AVAILABLE
+    }
+
+    const int blocks_per_tile_x_row = WARP_SIZE / QI6_0;
+    const int kbxd = threadIdx.x % blocks_per_tile_x_row;
+
+#pragma unroll
+    for (int i0 = 0; i0 < mmq_y; i0 += nwarps * QI6_0) {
+        int i = i0 + threadIdx.y * QI6_0 + threadIdx.x / blocks_per_tile_x_row;
+
+        if (need_check) {
+            i = min(i, i_max);
+        }
+
+        const block_q6_0 * bxi = (const block_q6_0 *) x + kbx0 + i*stride + kbxd;
+
+#ifdef INT8_MMA_AVAILABLE
+        x_df[i*MMQ_MMA_TILE_X_K_Q8_0       + kbxd] = bxi->d;
+#else
+        x_df[i*(WARP_SIZE/QI6_0) + i/QI6_0 + kbxd] = bxi->d;
+#endif // INT8_MMA_AVAILABLE
+    }
+}
+
 template <int mmq_y, int nwarps, bool need_check> static __device__ __forceinline__ void load_tiles_q8_0(
     const char * __restrict__ x, int * __restrict__ x_tile, const int & kbx0, const int & i_max, const int & stride) {
 
@@ -2379,6 +2446,14 @@ struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_Q5_1> {
     static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q8_1_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
 };
 
+template <int mmq_x, int mmq_y, int nwarps, bool need_check>
+struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_Q6_0> {
+    static constexpr int              vdr          = VDR_Q6_0_Q8_1_MMQ;
+    static constexpr load_tiles_mmq_t load_tiles   = load_tiles_q6_0<mmq_y, nwarps, need_check>;
+    static constexpr vec_dot_mmq_t    vec_dot_mma  = vec_dot_q8_0_q8_1_mma<mmq_x, mmq_y, nwarps, MMQ_Q8_1_DS_LAYOUT_D4>;
+    static constexpr vec_dot_mmq_t    vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a<mmq_x, mmq_y, nwarps>;
+};
+
 template <int mmq_x, int mmq_y, int nwarps, bool need_check>
 struct mmq_type_traits<mmq_x, mmq_y, nwarps, need_check, GGML_TYPE_Q8_0> {
     static constexpr int              vdr          = VDR_Q8_0_Q8_1_MMQ;
@@ -2910,6 +2985,7 @@ extern DECL_MMQ_CASE(GGML_TYPE_Q4_0);
 extern DECL_MMQ_CASE(GGML_TYPE_Q4_1);
 extern DECL_MMQ_CASE(GGML_TYPE_Q5_0);
 extern DECL_MMQ_CASE(GGML_TYPE_Q5_1);
+extern DECL_MMQ_CASE(GGML_TYPE_Q6_0);
 extern DECL_MMQ_CASE(GGML_TYPE_Q8_0);
 extern DECL_MMQ_CASE(GGML_TYPE_Q2_K);
 extern DECL_MMQ_CASE(GGML_TYPE_Q3_K);

diff --git a/ggml/src/ggml-cuda/template-instances/generate_cu_files.py b/ggml/src/ggml-cuda/template-instances/generate_cu_files.py
@@ -24,7 +24,7 @@
     "GGML_TYPE_Q4_0", "GGML_TYPE_Q4_1", "GGML_TYPE_Q5_0", "GGML_TYPE_Q5_1", "GGML_TYPE_Q8_0",
     "GGML_TYPE_Q2_K", "GGML_TYPE_Q3_K", "GGML_TYPE_Q4_K", "GGML_TYPE_Q5_K", "GGML_TYPE_Q6_K",
     "GGML_TYPE_IQ2_XXS", "GGML_TYPE_IQ2_XS", "GGML_TYPE_IQ2_S", "GGML_TYPE_IQ3_XXS", "GGML_TYPE_IQ3_S",
-    "GGML_TYPE_IQ1_S", "GGML_TYPE_IQ4_NL", "GGML_TYPE_IQ4_XS"
+    "GGML_TYPE_IQ1_S", "GGML_TYPE_IQ4_NL", "GGML_TYPE_IQ4_XS", "GGML_TYPE_Q6_0"
 ]
 
 SOURCE_MMQ = """// This file has been autogenerated by generate_cu_files.py, do not edit manually.

diff --git a/ggml/src/ggml-cuda/template-instances/mmq-instance-q6_0.cu b/ggml/src/ggml-cuda/template-instances/mmq-instance-q6_0.cu
@@ -0,0 +1,5 @@
+// This file has been autogenerated by generate_cu_files.py, do not edit manually.
+
+#include "../mmq.cuh"
+
+DECL_MMQ_CASE(GGML_TYPE_Q6_0);