diff --git a/src/partition/src/error.rs b/src/partition/src/error.rs
index 00c18695dc..a78e82f5b1 100644
--- a/src/partition/src/error.rs
+++ b/src/partition/src/error.rs
@@ -173,6 +173,13 @@ pub enum Error {
         #[snafu(implicit)]
         location: Location,
     },
+
+    #[snafu(display("Failed to convert to vector"))]
+    ConvertToVector {
+        source: datatypes::error::Error,
+        #[snafu(implicit)]
+        location: Location,
+    },
 }
 
 impl ErrorExt for Error {
@@ -180,26 +187,23 @@ impl ErrorExt for Error {
         match self {
             Error::GetCache { .. } | Error::FindLeader { .. } => StatusCode::StorageUnavailable,
             Error::FindRegionRoutes { .. } => StatusCode::RegionNotReady,
-
             Error::ConjunctExprWithNonExpr { .. }
             | Error::UnclosedValue { .. }
             | Error::InvalidExpr { .. }
             | Error::UndefinedColumn { .. } => StatusCode::InvalidArguments,
-
             Error::RegionKeysSize { .. }
             | Error::InvalidInsertRequest { .. }
             | Error::InvalidDeleteRequest { .. } => StatusCode::InvalidArguments,
-
             Error::ConvertScalarValue { .. }
             | Error::SerializeJson { .. }
             | Error::DeserializeJson { .. } => StatusCode::Internal,
-
             Error::Unexpected { .. } => StatusCode::Unexpected,
             Error::InvalidTableRouteData { .. } => StatusCode::TableUnavailable,
             Error::FindTableRoutes { .. } => StatusCode::TableUnavailable,
             Error::TableRouteNotFound { .. } => StatusCode::TableNotFound,
             Error::TableRouteManager { source, .. } => source.status_code(),
             Error::UnexpectedLogicalRouteTable { source, .. } => source.status_code(),
+            Error::ConvertToVector { source, .. } => source.status_code(),
         }
     }
 
diff --git a/src/partition/src/multi_dim.rs b/src/partition/src/multi_dim.rs
index f47d71f98b..ae4044fe7e 100644
--- a/src/partition/src/multi_dim.rs
+++ b/src/partition/src/multi_dim.rs
@@ -16,9 +16,12 @@ use std::any::Any;
 use std::cmp::Ordering;
 use std::collections::HashMap;
 
+use datatypes::arrow::array::{BooleanArray, BooleanBufferBuilder, RecordBatch};
+use datatypes::arrow::buffer::BooleanBuffer;
 use datatypes::prelude::Value;
+use datatypes::vectors::{Helper, VectorRef};
 use serde::{Deserialize, Serialize};
-use snafu::{ensure, OptionExt};
+use snafu::{ensure, OptionExt, ResultExt};
 use store_api::storage::RegionNumber;
 
 use crate::error::{
@@ -134,6 +137,63 @@ impl MultiDimPartitionRule {
 
         Ok(result)
     }
+
+    fn row_at(&self, cols: &[VectorRef], index: usize, row: &mut [Value]) -> Result<()> {
+        for (col_idx, col) in cols.iter().enumerate() {
+            row[col_idx] = col.get(index);
+        }
+        Ok(())
+    }
+
+    fn record_batch_to_cols(&self, record_batch: &RecordBatch) -> Result<Vec<VectorRef>> {
+        self.partition_columns
+            .iter()
+            .map(|col_name| {
+                record_batch
+                    .column_by_name(col_name)
+                    .context(error::UndefinedColumnSnafu { column: col_name })
+                    .and_then(|array| {
+                        Helper::try_into_vector(array).context(error::ConvertToVectorSnafu)
+                    })
+            })
+            .collect::<Result<Vec<_>>>()
+    }
+
+    fn split_record_batch_naive(
+        &self,
+        record_batch: &RecordBatch,
+    ) -> Result<HashMap<RegionNumber, BooleanArray>> {
+        let num_rows = record_batch.num_rows();
+
+        let mut result = self
+            .regions
+            .iter()
+            .map(|region| (*region, BooleanBufferBuilder::new(num_rows)))
+            .collect::<HashMap<_, _>>();
+
+        let cols = self.record_batch_to_cols(record_batch)?;
+        let mut current_row = vec![Value::Null; self.partition_columns.len()];
+        for row_idx in 0..num_rows {
+            self.row_at(&cols, row_idx, &mut current_row)?;
+            let current_region = self.find_region(&current_row)?;
+            let region_mask = result
+                .get_mut(&current_region)
+                .expect(&format!("Region {} must be initialized", current_region));
+            region_mask.set_bit(row_idx, true);
+        }
+
+        Ok(result
+            .into_iter()
+            .map(|(region, mut mask)| (region, BooleanArray::new(mask.finish(), None)))
+            .collect())
+    }
+
+    fn split_record_batch(
+        &self,
+        record_batch: &RecordBatch,
+    ) -> Result<HashMap<RegionNumber, BooleanArray>> {
+        todo!()
+    }
 }
 
 impl PartitionRule for MultiDimPartitionRule {