diff --git a/mllib-dal/build.sh b/mllib-dal/build.sh
index 47b699728..eee3467b0 100755
--- a/mllib-dal/build.sh
+++ b/mllib-dal/build.sh
@@ -11,11 +11,18 @@ if [[ -z $(which mvn) ]]; then
  exit 1
 fi
 
-if [[ -z $DAALROOT ]]; then
+if [[ -z $DAALROOT && -z $DALROOT ]]; then
  echo DAALROOT not defined!
  exit 1
 fi
 
+if [[ -e $DAALROOT ]]; then
+  export ONEDAL_VERSION=$(echo "$DAALROOT" | awk -F '/' '{print $(NF)}')
+elif [[ -e $DALROOT ]]; then
+  export ONEDAL_VERSION=$(echo "$DALROOT" | awk -F '/' '{print $(NF)}')
+fi
+echo $ONEDAL_VERSION
+
 if [[ -z $TBBROOT ]]; then
  echo TBBROOT not defined!
  exit 1
@@ -74,6 +81,7 @@ OAP_MLLIB_ROOT=$(cd $SCRIPT_DIR/.. && pwd)
 source $OAP_MLLIB_ROOT/RELEASE
 # Set default PLATFORM_PROFILE from RELEASE envs
 export PLATFORM_PROFILE=${PLATFORM_OPT:-$PLATFORM_PROFILE}
+echo $PLATFORM_PROFILE
 
 
 echo
@@ -89,7 +97,11 @@ then
   echo GCC Version: $(gcc -dumpversion)
 fi
 echo JAVA_HOME=$JAVA_HOME
-echo DAALROOT=$DAALROOT
+if [[ -e $DAALROOT ]]; then
+  echo DAALROOT=$DAALROOT
+elif [[ -e $DALROOT ]]; then
+  echo DAALROOT=$DALROOT
+fi
 echo TBBROOT=$TBBROOT
 echo CCL_ROOT=$CCL_ROOT
 echo =============================
diff --git a/mllib-dal/src/main/native/build-cpu-gpu.sh b/mllib-dal/src/main/native/build-cpu-gpu.sh
index 81d591516..09ae89768 100755
--- a/mllib-dal/src/main/native/build-cpu-gpu.sh
+++ b/mllib-dal/src/main/native/build-cpu-gpu.sh
@@ -16,5 +16,4 @@
 
 export PLATFORM_PROFILE=CPU_GPU_PROFILE
 
-make clean
-make -j
+bash build.sh
\ No newline at end of file
diff --git a/mllib-dal/src/main/native/build.sh b/mllib-dal/src/main/native/build.sh
index cfa1ef844..5529bd135 100755
--- a/mllib-dal/src/main/native/build.sh
+++ b/mllib-dal/src/main/native/build.sh
@@ -18,5 +18,54 @@ if [[ $OAP_MLLIB_TESTING == "true" ]]; then
   exit 0
 fi
 
-make clean
-make -j
+if [[ -z $ONEDAL_VERSION ]]; then
+  if [[ -e $DAALROOT ]]; then
+    export ONEDAL_VERSION=$(echo "$DAALROOT" | awk -F '/' '{print $(NF)}')
+  elif [[ -e $DALROOT ]]; then
+    export ONEDAL_VERSION=$(echo "$DALROOT" | awk -F '/' '{print $(NF)}')
+  else
+    echo DAALROOT not defined!
+    exit 1
+  fi
+  echo $ONEDAL_VERSION
+fi
+
+# Function to compare version strings
+compare_versions() {
+    local v1=$1
+    local v2=$2
+
+    # Convert versions to arrays
+    IFS='.' read -ra v1_array <<< "$v1"
+    IFS='.' read -ra v2_array <<< "$v2"
+
+    # Iterate through each segment and compare numerically
+    for i in {0..2}; do
+        if ((v1_array[i] > v2_array[i])); then
+            return 0  # v1 > v2
+        elif ((v1_array[i] < v2_array[i])); then
+            return 1  # v1 < v2
+        fi
+    done
+
+    return 1  # v1 == v2
+}
+
+# Reference version
+reference_version="2023.2.0"
+
+# Compare versions
+compare_versions "$ONEDAL_VERSION" "$reference_version"
+result=$?
+
+# Check the result of the comparison
+if [ "$result" -eq 0 ]; then
+    echo "$ONEDAL_VERSION is greater than $reference_version"
+    make clean
+    make  -f Makefile -j
+elif [ "$result" -eq 1 ]; then
+    echo "$ONEDAL_VERSION is less than or equal $reference_version"
+    make clean
+    make  -f Makefile_2023.2.0 -j
+
+fi