@@ -1336,83 +1336,6 @@ static void quantize_q8_1(const float * __restrict__ x, void * __restrict__ vy,
13361336 reinterpret_cast <sycl::half &>(y[ib].ds .y ()) = sum;
13371337}
13381338
1339- template <int qk, int qr, dequantize_kernel_t dequantize_kernel, typename dst_t >
1340- static void k_get_rows (
1341- const void * src0, const int32_t * src1, dst_t * dst,
1342- int64_t ne00, /* int64_t ne01, int64_t ne02, int64_t ne03,*/
1343- /* int64_t ne10, int64_t ne11,*/ int64_t ne12, /* int64_t ne13,*/
1344- /* size_t s0,*/ size_t s1, size_t s2, size_t s3,
1345- /* size_t nb00,*/ size_t nb01, size_t nb02, size_t nb03,
1346- size_t s10, size_t s11, size_t s12,
1347- const sycl::nd_item<3 > &item_ct1/* , size_t s13*/ ) {
1348-
1349- const int i00 = (item_ct1.get_group (2 ) * item_ct1.get_local_range (2 ) +
1350- item_ct1.get_local_id (2 )) *
1351- 2 ;
1352- const int i10 = item_ct1.get_local_range (1 ) * item_ct1.get_group (1 ) +
1353- item_ct1.get_local_id (1 );
1354- const int i11 = (item_ct1.get_group (0 ) * item_ct1.get_local_range (0 ) +
1355- item_ct1.get_local_id (0 )) /
1356- ne12;
1357- const int i12 = (item_ct1.get_group (0 ) * item_ct1.get_local_range (0 ) +
1358- item_ct1.get_local_id (0 )) %
1359- ne12;
1360-
1361- if (i00 >= ne00) {
1362- return ;
1363- }
1364-
1365- const int i01 = src1[i10*s10 + i11*s11 + i12*s12];
1366-
1367- dst_t * dst_row = dst + i10*s1 + i11*s2 + i12*s3;
1368- const void * src0_row = (const char *)src0 + i01*nb01 + i11*nb02 + i12*nb03;
1369-
1370- const int ib = i00/qk; // block index
1371- const int iqs = (i00%qk)/qr; // quant index
1372- const int iybs = i00 - i00%qk; // dst block start index
1373- const int y_offset = qr == 1 ? 1 : qk/2 ;
1374-
1375- // dequantize
1376- dfloat2 v;
1377- dequantize_kernel (src0_row, ib, iqs, v);
1378-
1379- dst_row[iybs + iqs + 0 ] = v.x ();
1380- dst_row[iybs + iqs + y_offset] = v.y ();
1381- }
1382-
1383- template <typename src0_t , typename dst_t >
1384- static void k_get_rows_float (
1385- const src0_t * src0, const int32_t * src1, dst_t * dst,
1386- int64_t ne00, /* int64_t ne01, int64_t ne02, int64_t ne03,*/
1387- /* int64_t ne10, int64_t ne11,*/ int64_t ne12, /* int64_t ne13,*/
1388- /* size_t s0,*/ size_t s1, size_t s2, size_t s3,
1389- /* size_t nb00,*/ size_t nb01, size_t nb02, size_t nb03,
1390- size_t s10, size_t s11, size_t s12,
1391- const sycl::nd_item<3 > &item_ct1/* , size_t s13*/ ) {
1392-
1393- const int i00 = item_ct1.get_group (2 ) * item_ct1.get_local_range (2 ) +
1394- item_ct1.get_local_id (2 );
1395- const int i10 = item_ct1.get_local_range (1 ) * item_ct1.get_group (1 ) +
1396- item_ct1.get_local_id (1 );
1397- const int i11 = (item_ct1.get_group (0 ) * item_ct1.get_local_range (0 ) +
1398- item_ct1.get_local_id (0 )) /
1399- ne12;
1400- const int i12 = (item_ct1.get_group (0 ) * item_ct1.get_local_range (0 ) +
1401- item_ct1.get_local_id (0 )) %
1402- ne12;
1403-
1404- if (i00 >= ne00) {
1405- return ;
1406- }
1407-
1408- const int i01 = src1[i10*s10 + i11*s11 + i12*s12];
1409-
1410- dst_t * dst_row = dst + i10*s1 + i11*s2 + i12*s3;
1411- const src0_t * src0_row = (const src0_t *)((const char *)src0 + i01*nb01 + i11*nb02 + i12*nb03);
1412-
1413- dst_row[i00] = src0_row[i00];
1414- }
1415-
14161339static void mul_mat_p021_f16_f32 (
14171340 const void * __restrict__ vx, const float * __restrict__ y, float * __restrict__ dst,
14181341 const int ncols_x, const int nrows_x, const int nchannels_x, const int nchannels_y,
@@ -1644,80 +1567,6 @@ static void pool2d_nchw_kernel(
16441567 o_ptr[cur_oh * ow + cur_ow] = res;
16451568}
16461569
1647- template <int qk, int qr, dequantize_kernel_t dq>
1648- static void get_rows_sycl (ggml_backend_sycl_context & ctx, ggml_tensor *dst) {
1649-
1650- GGML_SYCL_TENSOR_BINARY_OP_LOCALS
1651-
1652- const sycl::range<3 > block_dims (1 , 1 , SYCL_GET_ROWS_BLOCK_SIZE);
1653- const int block_num_x = (ne00 + 2 *SYCL_GET_ROWS_BLOCK_SIZE - 1 ) / (2 *SYCL_GET_ROWS_BLOCK_SIZE);
1654- const sycl::range<3 > block_nums (ne11 * ne12, ne10, block_num_x);
1655-
1656- // strides in elements
1657- // const size_t s0 = nb0 / ggml_element_size(dst);
1658- const size_t s1 = nb1 / ggml_element_size (dst);
1659- const size_t s2 = nb2 / ggml_element_size (dst);
1660- const size_t s3 = nb3 / ggml_element_size (dst);
1661-
1662- const size_t s10 = nb10 / ggml_element_size (dst->src [1 ]);
1663- const size_t s11 = nb11 / ggml_element_size (dst->src [1 ]);
1664- const size_t s12 = nb12 / ggml_element_size (dst->src [1 ]);
1665- // const size_t s13 = nb13 / ggml_element_size(dst->src[1]);
1666-
1667- GGML_ASSERT (ne00 % 2 == 0 );
1668- const void * src0_dd = dst->src [0 ]->data ;
1669- const int32_t * src1_dd = static_cast <const int32_t *>(dst->src [1 ]->data );
1670- float * dst_dd = static_cast <float *>(dst->data );
1671-
1672- dpct::queue_ptr stream = ctx.stream ();
1673-
1674- stream->parallel_for (sycl::nd_range<3 >(block_nums * block_dims, block_dims),
1675- [=](sycl::nd_item<3 > item_ct1) {
1676- k_get_rows<qk, qr, dq>(
1677- src0_dd, src1_dd, dst_dd, ne00, ne12, s1, s2,
1678- s3, nb01, nb02, nb03, s10, s11, s12, item_ct1);
1679- });
1680-
1681- }
1682-
1683- template <typename src0_t >
1684- static void get_rows_sycl_float (ggml_backend_sycl_context & ctx, ggml_tensor * dst) {
1685-
1686- GGML_SYCL_TENSOR_BINARY_OP_LOCALS
1687-
1688- const sycl::range<3 > block_dims (1 , 1 , SYCL_GET_ROWS_BLOCK_SIZE);
1689- const int block_num_x = (ne00 + SYCL_GET_ROWS_BLOCK_SIZE - 1 ) / SYCL_GET_ROWS_BLOCK_SIZE;
1690- const sycl::range<3 > block_nums (ne11 * ne12, ne10, block_num_x);
1691-
1692- // strides in elements
1693- // const size_t s0 = nb0 / ggml_element_size(dst);
1694- const size_t s1 = nb1 / ggml_element_size (dst);
1695- const size_t s2 = nb2 / ggml_element_size (dst);
1696- const size_t s3 = nb3 / ggml_element_size (dst);
1697-
1698- const size_t s10 = nb10 / ggml_element_size (dst->src [1 ]);
1699- const size_t s11 = nb11 / ggml_element_size (dst->src [1 ]);
1700- const size_t s12 = nb12 / ggml_element_size (dst->src [1 ]);
1701- // const size_t s13 = nb13 / ggml_element_size(dst->src[1]);
1702- const src0_t * src0_dd = static_cast <const src0_t *>(dst->src [0 ]->data );
1703- const int32_t * src1_dd = static_cast <const int32_t *>(dst->src [1 ]->data );
1704- float * dst_dd = static_cast <float *>(dst->data );
1705-
1706- dpct::queue_ptr stream = ctx.stream ();
1707-
1708- {
1709- dpct::has_capability_or_fail (stream->get_device (),
1710- {sycl::aspect::fp16});
1711-
1712- stream->parallel_for (
1713- sycl::nd_range<3 >(block_nums * block_dims, block_dims),
1714- [=](sycl::nd_item<3 > item_ct1) {
1715- k_get_rows_float (src0_dd, src1_dd, dst_dd, ne00, ne12, s1, s2,
1716- s3, nb01, nb02, nb03, s10, s11, s12, item_ct1);
1717- });
1718- }
1719- }
1720-
17211570static void quantize_row_q8_1_sycl (const float *x, void *vy, const int kx,
17221571 const int ky, const int kx_padded,
17231572 queue_ptr stream) {
@@ -1912,46 +1761,6 @@ catch (sycl::exception const &exc) {
19121761 std::exit (1 );
19131762}
19141763
1915- static void ggml_sycl_op_get_rows (ggml_backend_sycl_context & ctx, ggml_tensor *dst) {
1916-
1917- GGML_ASSERT (dst->src [1 ]->type == GGML_TYPE_I32);
1918- GGML_ASSERT (dst->type == GGML_TYPE_F32);
1919-
1920- GGML_ASSERT (dst->src [0 ]->nb [0 ] == ggml_type_size (dst->src [0 ]->type ));
1921- GGML_ASSERT (dst->src [1 ]->nb [0 ] == ggml_type_size (dst->src [1 ]->type ));
1922- GGML_ASSERT (dst->nb [0 ] == ggml_type_size (dst->type ));
1923- GGML_ASSERT (!ggml_backend_buffer_is_sycl_split (dst->src [1 ]->buffer ));
1924- GGML_ASSERT (!ggml_backend_buffer_is_sycl_split (dst->buffer ));
1925-
1926- switch (dst->src [0 ]->type ) {
1927- case GGML_TYPE_F16:
1928- get_rows_sycl_float<sycl::half>(ctx, dst);
1929- break ;
1930- case GGML_TYPE_F32:
1931- get_rows_sycl_float<float >(ctx, dst);
1932- break ;
1933- case GGML_TYPE_Q4_0:
1934- get_rows_sycl<QK4_0, QR4_0, dequantize_q4_0>(ctx, dst);
1935- break ;
1936- case GGML_TYPE_Q4_1:
1937- get_rows_sycl<QK4_1, QR4_1, dequantize_q4_1>(ctx, dst);
1938- break ;
1939- case GGML_TYPE_Q5_0:
1940- get_rows_sycl<QK5_0, QR5_0, dequantize_q5_0>(ctx, dst);
1941- break ;
1942- case GGML_TYPE_Q5_1:
1943- get_rows_sycl<QK5_1, QR5_1, dequantize_q5_1>(ctx, dst);
1944- break ;
1945- case GGML_TYPE_Q8_0:
1946- get_rows_sycl<QK8_0, QR8_0, dequantize_q8_0>(ctx, dst);
1947- break ;
1948- default :
1949- // TODO: k-quants
1950- GGML_LOG_ERROR (" %s: unsupported type: %s\n " , __func__, ggml_type_name (dst->src [0 ]->type ));
1951- GGML_ABORT (" fatal error" );
1952- break ;
1953- }
1954- }
19551764
19561765inline void ggml_sycl_op_mul_mat_sycl (
19571766 ggml_backend_sycl_context & ctx,
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