#include "count-equal.hpp" #include template static void count_equal(const T *__restrict__ x, const T *__restrict__ y, int64_t *__restrict__ dst, const int64_t dk, const int64_t k) { auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); const int64_t i0 = (int64_t)item_ct1.get_group(2) * dk; const int64_t i1 = sycl::min(i0 + dk, k); int nequal = 0; for (int64_t i = i0 + item_ct1.get_local_id(2); i < i1; i += WARP_SIZE) { const T xi = x[i]; const T yi = y[i]; nequal += xi == yi; } nequal = warp_reduce_sum(nequal); if (item_ct1.get_local_id(2) != 0) { return; } dpct::atomic_fetch_add( (int *)dst, nequal); } void ggml_sycl_count_equal(ggml_backend_sycl_context &ctx, ggml_tensor *dst) { scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/2); const ggml_tensor * src0 = dst->src[0]; const ggml_tensor * src1 = dst->src[1]; GGML_ASSERT(src0->type == src1->type); GGML_ASSERT( dst->type == GGML_TYPE_I64); GGML_ASSERT(ggml_are_same_shape(src0, src1)); GGML_ASSERT(ggml_is_contiguous(src0)); GGML_ASSERT(ggml_is_contiguous(src1)); GGML_ASSERT(ggml_is_contiguous(dst)); int64_t * dst_d = (int64_t *) dst->data; dpct::queue_ptr stream = ctx.stream(); const int id = get_current_device_id(); const int nsm = ggml_sycl_info().devices[id].nsm; const int64_t ne = ggml_nelements(src0); GGML_ASSERT(ne < (1 << 30) && "atomicAdd implementation only supports int"); const int64_t dne = GGML_PAD((ne + 4 * nsm - 1) / (4 * nsm), SYCL_COUNT_EQUAL_CHUNK_SIZE); SYCL_CHECK(CHECK_TRY_ERROR(stream->memset(dst_d, 0, ggml_nbytes(dst)))); const dpct::dim3 block_dims(WARP_SIZE, 1, 1); const dpct::dim3 block_nums( std::min((int64_t)4 * nsm, (ne + SYCL_COUNT_EQUAL_CHUNK_SIZE - 1) / SYCL_COUNT_EQUAL_CHUNK_SIZE), 1, 1); switch (src0->type) { case GGML_TYPE_I32: { const int *src0_d = (const int *)src0->data; const int *src1_d = (const int *)src1->data; stream->parallel_for( sycl::nd_range<3>(block_nums * block_dims, block_dims), [=](sycl::nd_item<3> item_ct1) { count_equal(src0_d, src1_d, dst_d, dne, ne); GGML_UNUSED(item_ct1); }); } break; default: GGML_ASSERT(false); break; } }