diff --git a/include/vsag/index.h b/include/vsag/index.h
index 96812420..ebab6df5 100644
--- a/include/vsag/index.h
+++ b/include/vsag/index.h
@@ -249,6 +249,22 @@ class Index {
         throw std::runtime_error("Index doesn't support get distance by id");
     };
 
+    /**
+     * @brief Calculate the distance between the query and the vector of the given ID for batch.
+     *
+     * @param count is the count of vids
+     * @param vids is the unique identifier of the vector to be calculated in the index.
+     * @param vector is the embedding of query
+     * @param distances is the distances between the query and the vector of the given ID
+     * @return result is valid distance of input vids. '-1' indicates an invalid distance.
+     */
+    virtual tl::expected<DatasetPtr, Error>
+    CalcBatchDistanceById(int64_t count, 
+                          const int64_t *vids, 
+                          const float* vector) const {
+        throw std::runtime_error("Index doesn't support get distance by id");
+    };
+
     /**
      * @brief Checks if the specified feature is supported by the index.
      *
diff --git a/src/algorithm/hnswlib/algorithm_interface.h b/src/algorithm/hnswlib/algorithm_interface.h
index 6d6e5b7e..da781531 100644
--- a/src/algorithm/hnswlib/algorithm_interface.h
+++ b/src/algorithm/hnswlib/algorithm_interface.h
@@ -24,6 +24,9 @@
 #include "space_interface.h"
 #include "stream_reader.h"
 #include "typing.h"
+#include "vsag/dataset.h"
+#include "vsag/expected.hpp"
+#include "vsag/errors.h"
 
 namespace hnswlib {
 
@@ -66,6 +69,11 @@ class AlgorithmInterface {
     virtual float
     getDistanceByLabel(LabelType label, const void* data_point) = 0;
 
+    virtual tl::expected<vsag::DatasetPtr, vsag::Error>
+    getBatchDistanceByLabel(int64_t count, 
+                            const int64_t *vids, 
+                            const void *data_point) = 0;
+
     virtual const float*
     getDataByLabel(LabelType label) const = 0;
 
diff --git a/src/algorithm/hnswlib/hnswalg.cpp b/src/algorithm/hnswlib/hnswalg.cpp
index 578951a2..795dc8e5 100644
--- a/src/algorithm/hnswlib/hnswalg.cpp
+++ b/src/algorithm/hnswlib/hnswalg.cpp
@@ -171,6 +171,31 @@ HierarchicalNSW::getDistanceByLabel(LabelType label, const void* data_point) {
     return dist;
 }
 
+tl::expected<vsag::DatasetPtr, vsag::Error>
+HierarchicalNSW::getBatchDistanceByLabel(int64_t count, 
+                                         const int64_t *vids, 
+                                         const void* data_point) {
+    std::shared_lock lock_table(label_lookup_lock_);
+    int64_t valid_cnt = 0;
+    auto result = vsag::Dataset::Make();
+    result->Owner(true, allocator_);
+    auto *distances = (float *)allocator_->Allocate(sizeof(float) * count);
+    result->Distances(distances);
+    for (int i = 0; i < count; i++) {
+        auto search = label_lookup_.find(vids[i]);
+        if (search == label_lookup_.end()) {
+            distances[i] = -1;
+        } else {
+            InnerIdType internal_id = search->second;
+            float dist = fstdistfunc_(data_point, getDataByInternalId(internal_id), dist_func_param_);
+            distances[i] = dist;
+            valid_cnt++;
+        }
+    }
+    result->NumElements(valid_cnt);
+    return std::move(result);
+}
+
 bool
 HierarchicalNSW::isValidLabel(LabelType label) {
     std::shared_lock lock_table(label_lookup_lock_);
diff --git a/src/algorithm/hnswlib/hnswalg.h b/src/algorithm/hnswlib/hnswalg.h
index 440bd6d6..2b641fe2 100644
--- a/src/algorithm/hnswlib/hnswalg.h
+++ b/src/algorithm/hnswlib/hnswalg.h
@@ -38,6 +38,7 @@
 #include "algorithm_interface.h"
 #include "block_manager.h"
 #include "visited_list_pool.h"
+#include "vsag/dataset.h"
 namespace hnswlib {
 using InnerIdType = vsag::InnerIdType;
 using linklistsizeint = unsigned int;
@@ -146,6 +147,11 @@ class HierarchicalNSW : public AlgorithmInterface<float> {
     float
     getDistanceByLabel(LabelType label, const void* data_point) override;
 
+    tl::expected<vsag::DatasetPtr, vsag::Error>
+    getBatchDistanceByLabel(int64_t count, 
+                            const int64_t *vids, 
+                            const void* data_point) override;
+
     bool
     isValidLabel(LabelType label) override;
 
diff --git a/src/algorithm/hnswlib/hnswalg_static.h b/src/algorithm/hnswlib/hnswalg_static.h
index 0e51d551..0d2afa54 100644
--- a/src/algorithm/hnswlib/hnswalg_static.h
+++ b/src/algorithm/hnswlib/hnswalg_static.h
@@ -262,6 +262,31 @@ class StaticHierarchicalNSW : public AlgorithmInterface<float> {
         return dist;
     }
 
+    tl::expected<vsag::DatasetPtr, vsag::Error>
+    getBatchDistanceByLabel(int64_t count, 
+                            const int64_t *vids, 
+                            const void* data_point) override {
+        std::unique_lock<std::mutex> lock_table(label_lookup_lock);
+        int64_t valid_cnt = 0;
+        auto result = vsag::Dataset::Make();
+        result->Owner(true, allocator_);
+        auto *distances = (float *)allocator_->Allocate(sizeof(float) * count);
+        result->Distances(distances);
+        for (int i = 0; i < count; i++) {
+            auto search = label_lookup_.find(vids[i]);
+            if (search == label_lookup_.end()) {
+                distances[i] = -1;
+            } else {
+                InnerIdType internal_id = search->second;
+                float dist = fstdistfunc_(data_point, getDataByInternalId(internal_id), dist_func_param_);
+                distances[i] = dist;
+                valid_cnt++;
+            }
+        }
+        result->NumElements(valid_cnt);
+        return std::move(result);
+    }
+
     bool
     isValidLabel(LabelType label) override {
         std::unique_lock<std::mutex> lock_table(label_lookup_lock);
diff --git a/src/index/hnsw.h b/src/index/hnsw.h
index 1a170ea8..6653ae45 100644
--- a/src/index/hnsw.h
+++ b/src/index/hnsw.h
@@ -145,6 +145,13 @@ class HNSW : public Index {
         SAFE_CALL(return alg_hnsw_->getDistanceByLabel(id, vector));
     };
 
+    virtual tl::expected<DatasetPtr, Error>
+    CalcBatchDistanceById(int64_t count, 
+                          const int64_t *vids, 
+                          const float* vector) const override {
+        SAFE_CALL(return alg_hnsw_->getBatchDistanceByLabel(count, vids, vector));
+    };
+
     [[nodiscard]] bool
     CheckFeature(IndexFeature feature) const override;