diff --git a/internal/core/src/common/Array.h b/internal/core/src/common/Array.h
index 157fe78702818..68788180726ef 100644
--- a/internal/core/src/common/Array.h
+++ b/internal/core/src/common/Array.h
@@ -444,13 +444,33 @@ class ArrayView {
  public:
     ArrayView() = default;
 
+    ArrayView(char* data,
+              int len,
+              size_t size,
+              DataType element_type,
+              const uint64_t* offsets_ptr)
+        : data_(data),
+          length_(len),
+          size_(size),
+          element_type_(element_type),
+          offsets_ptr_(offsets_ptr) {
+        AssertInfo(data != nullptr,
+                   "data pointer for ArrayView cannot be nullptr");
+        if (IsVariableDataType(element_type_)) {
+            AssertInfo(offsets_ptr != nullptr,
+                       "for variable data type, offsets_ptr for array view "
+                       "must not be nullptr");
+        }
+    }
+
     ArrayView(char* data,
               size_t size,
               DataType element_type,
               std::vector<uint64_t>&& element_offsets)
         : size_(size),
           offsets_(std::move(element_offsets)),
-          element_type_(element_type) {
+          element_type_(element_type),
+          offsets_ptr_(nullptr) {
         data_ = data;
         if (IsVariableDataType(element_type_)) {
             length_ = offsets_.size();
@@ -475,10 +495,19 @@ class ArrayView {
 
         if constexpr (std::is_same_v<T, std::string> ||
                       std::is_same_v<T, std::string_view>) {
-            size_t element_length = (index == length_ - 1)
-                                        ? size_ - offsets_.back()
-                                        : offsets_[index + 1] - offsets_[index];
-            return T(data_ + offsets_[index], element_length);
+            if (offsets_ptr_) {
+                size_t element_length =
+                    (index == length_ - 1)
+                        ? size_ - offsets_ptr_[length_ - 1]
+                        : offsets_ptr_[index + 1] - offsets_ptr_[index];
+                return T(data_ + offsets_ptr_[index], element_length);
+            } else {
+                size_t element_length =
+                    (index == length_ - 1)
+                        ? size_ - offsets_.back()
+                        : offsets_[index + 1] - offsets_[index];
+                return T(data_ + offsets_[index], element_length);
+            }
         }
         if constexpr (std::is_same_v<T, int> || std::is_same_v<T, int64_t> ||
                       std::is_same_v<T, float> || std::is_same_v<T, double>) {
@@ -583,6 +612,10 @@ class ArrayView {
     // copy to result
     std::vector<uint64_t>
     get_offsets_in_copy() const {
+        if (offsets_ptr_) {
+            return std::vector<uint64_t>(
+                offsets_ptr_, offsets_ptr_ + sizeof(uint64_t) * length_);
+        }
         return offsets_;
     }
 
@@ -663,6 +696,9 @@ class ArrayView {
     int size_ = 0;
     std::vector<uint64_t> offsets_{};
     DataType element_type_ = DataType::NONE;
+
+    //offsets for mmap
+    const uint64_t* offsets_ptr_;
 };
 
 }  // namespace milvus
diff --git a/internal/core/src/common/Chunk.cpp b/internal/core/src/common/Chunk.cpp
index 4b5c17ac1df6e..b1de873d40f2f 100644
--- a/internal/core/src/common/Chunk.cpp
+++ b/internal/core/src/common/Chunk.cpp
@@ -51,21 +51,18 @@ ArrayChunk::ConstructViews() {
         int offset = offsets_lens_[2 * i];
         int next_offset = offsets_lens_[2 * (i + 1)];
         int len = offsets_lens_[2 * i + 1];
-
         auto data_ptr = data_ + offset;
-        auto offsets_len = 0;
-        std::vector<uint64_t> element_indices = {};
+        auto offsets_bytes_len = 0;
+        uint64_t* offsets_ptr = nullptr;
         if (IsStringDataType(element_type_)) {
-            offsets_len = len * sizeof(uint64_t);
-            std::vector<uint64_t> tmp(
-                reinterpret_cast<uint64_t*>(data_ptr),
-                reinterpret_cast<uint64_t*>(data_ptr + offsets_len));
-            element_indices = std::move(tmp);
+            offsets_bytes_len = len * sizeof(uint64_t);
+            offsets_ptr = reinterpret_cast<uint64_t*>(data_ptr);
         }
-        views_.emplace_back(data_ptr + offsets_len,
-                            next_offset - offset - offsets_len,
+        views_.emplace_back(data_ptr + offsets_bytes_len,
+                            len,
+                            next_offset - offset - offsets_bytes_len,
                             element_type_,
-                            std::move(element_indices));
+                            offsets_ptr);
     }
 }