diff --git a/cpp/include/raft/neighbors/detail/cagra/cagra_search.cuh b/cpp/include/raft/neighbors/detail/cagra/cagra_search.cuh
index c65ac502ce..c5b52d8db2 100644
--- a/cpp/include/raft/neighbors/detail/cagra/cagra_search.cuh
+++ b/cpp/include/raft/neighbors/detail/cagra/cagra_search.cuh
@@ -157,7 +157,7 @@ template <class T,
           class CagraSampleFilterT>
 void lauch_vpq_search_main_core(
   raft::resources const& res,
-  const vpq_dataset<DatasetT, DatasetIdxT>* dataset,
+  const vpq_dataset<DatasetT, DatasetIdxT>* vpq_dset,
   search_params params,
   raft::device_matrix_view<const InternalIdxT, int64_t, row_major> graph,
   raft::device_matrix_view<const T, int64_t, row_major> queries,
@@ -165,8 +165,11 @@ void lauch_vpq_search_main_core(
   raft::device_matrix_view<DistanceT, int64_t, row_major> distances,
   CagraSampleFilterT sample_filter)
 {
-  if (dataset->pq_bits() == 8) {
-    if (dataset->pq_len() == 2) {
+  const float vq_scale = 1.0f;
+  const float pq_scale = 1.0f;
+
+  if (vpq_dset->pq_bits() == 8) {
+    if (vpq_dset->pq_len() == 2) {
       using dataset_desc_t = cagra_q_dataset_descriptor_t<T,
                                                           DatasetT,
                                                           8 /*PQ bit*/,
@@ -175,18 +178,18 @@ void lauch_vpq_search_main_core(
                                                           DistanceT,
                                                           InternalIdxT,
                                                           0>;
-      dataset_desc_t dataset_desc(dataset->data.data_handle(),
-                                  dataset->pq_dim(),
-                                  dataset->vq_n_centers(),
-                                  dataset->vq_code_book.data_handle(),
-                                  0,
-                                  dataset->pq_code_book.data_handle(),
-                                  0,
-                                  dataset->n_rows(),
-                                  dataset->dim());
+      dataset_desc_t dataset_desc(vpq_dset->data.data_handle(),
+                                  vpq_dset->encoded_row_length(),
+                                  vpq_dset->pq_dim(),
+                                  vpq_dset->vq_code_book.data_handle(),
+                                  vq_scale,
+                                  vpq_dset->pq_code_book.data_handle(),
+                                  pq_scale,
+                                  size_t(vpq_dset->n_rows()),
+                                  vpq_dset->dim());
       search_main_core(
         res, params, dataset_desc, graph, queries, neighbors, distances, sample_filter);
-    } else if (dataset->pq_len() == 4) {
+    } else if (vpq_dset->pq_len() == 4) {
       using dataset_desc_t = cagra_q_dataset_descriptor_t<T,
                                                           DatasetT,
                                                           8 /*PQ bit*/,
@@ -195,15 +198,15 @@ void lauch_vpq_search_main_core(
                                                           DistanceT,
                                                           InternalIdxT,
                                                           0>;
-      dataset_desc_t dataset_desc(dataset->data.data_handle(),
-                                  dataset->pq_dim(),
-                                  dataset->vq_n_centers(),
-                                  dataset->vq_code_book.data_handle(),
-                                  0,
-                                  dataset->pq_code_book.data_handle(),
-                                  0,
-                                  dataset->n_rows(),
-                                  dataset->dim());
+      dataset_desc_t dataset_desc(vpq_dset->data.data_handle(),
+                                  vpq_dset->encoded_row_length(),
+                                  vpq_dset->pq_dim(),
+                                  vpq_dset->vq_code_book.data_handle(),
+                                  vq_scale,
+                                  vpq_dset->pq_code_book.data_handle(),
+                                  pq_scale,
+                                  size_t(vpq_dset->n_rows()),
+                                  vpq_dset->dim());
       search_main_core(
         res, params, dataset_desc, graph, queries, neighbors, distances, sample_filter);
     } else {