Kontinuation commented on code in PR #1511:
URL: https://github.com/apache/datafusion-comet/pull/1511#discussion_r2017870742


##########
native/core/src/execution/shuffle/shuffle_writer.rs:
##########
@@ -314,65 +356,45 @@ impl ShuffleRepartitioner {
         codec: CompressionCodec,
         enable_fast_encoding: bool,
     ) -> Result<Self> {
-        let mut hashes_buf = Vec::with_capacity(batch_size);
-        let mut partition_ids = Vec::with_capacity(batch_size);
-
-        // Safety: `hashes_buf` will be filled with valid values before being 
used.
-        // `partition_ids` will be filled with valid values before being used.
-        unsafe {
-            hashes_buf.set_len(batch_size);
-            partition_ids.set_len(batch_size);
-        }
+        let num_output_partitions = partitioning.partition_count();

Review Comment:
   Added the assertion.



##########
native/core/src/execution/shuffle/shuffle_writer.rs:
##########
@@ -283,24 +299,50 @@ impl ShuffleRepartitionerMetrics {
     }
 }
 
-struct ShuffleRepartitioner {
+#[async_trait::async_trait]
+trait ShufflePartitioner: Send + Sync {
+    /// Insert a batch into the partitioner
+    async fn insert_batch(&mut self, batch: RecordBatch) -> Result<()>;
+    /// Write shuffle data and shuffle index file to disk
+    async fn shuffle_write(&mut self) -> Result<()>;
+}
+
+/// A partitioner that uses a hash function to partition data into multiple 
partitions
+struct MultiPartitionShuffleRepartitioner {
     output_data_file: String,
     output_index_file: String,
-    schema: SchemaRef,
-    buffered_partitions: Vec<PartitionBuffer>,
+    buffered_batches: Vec<RecordBatch>,
+    partition_indices: Vec<Vec<(u32, u32)>>,
+    partition_writers: Vec<PartitionWriter>,
+    shuffle_block_writer: ShuffleBlockWriter,
     /// Partitioning scheme to use
     partitioning: Partitioning,
     runtime: Arc<RuntimeEnv>,
     metrics: ShuffleRepartitionerMetrics,
-    /// Hashes for each row in the current batch
-    hashes_buf: Vec<u32>,
-    /// Partition ids for each row in the current batch
-    partition_ids: Vec<u64>,
+    /// Reused scratch space for computing partition indices
+    scratch: ScratchSpace,
     /// The configured batch size
     batch_size: usize,
+    /// Reservation for repartitioning
+    reservation: MemoryReservation,
+}
+
+#[derive(Default)]
+struct ScratchSpace {
+    /// Hashes for each row in the current batch.
+    hashes_buf: Vec<u32>,
+    /// Partition ids for each row in the current batch.
+    partition_ids: Vec<u32>,
+    /// The row indices of the rows in each partition. This array is 
conceptually dividied into

Review Comment:
   Fixed typo.



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