diff --git a/python/sglang/srt/mem_cache/memory_pool.py b/python/sglang/srt/mem_cache/memory_pool.py
index 181ac7eef..07f3d454e 100644
--- a/python/sglang/srt/mem_cache/memory_pool.py
+++ b/python/sglang/srt/mem_cache/memory_pool.py
@@ -221,17 +221,19 @@ class MHATokenToKVPool(BaseTokenToKVPool):
         cache_v: torch.Tensor,
     ):
         layer_id = layer.layer_id
-        copy_two_array(
-            loc,
-            self.k_buffer[layer_id],
-            cache_k,
-            self.v_buffer[layer_id],
-            cache_v,
-            self.dtype,
-            self.store_dtype,
-        )
+        if cache_k.dtype != self.dtype:
+            cache_k = cache_k.to(self.dtype)
+            cache_v = cache_v.to(self.dtype)
+        if self.store_dtype != self.dtype:
+            self.k_buffer[layer_id][loc] = cache_k.view(self.store_dtype)
+            self.v_buffer[layer_id][loc] = cache_v.view(self.store_dtype)
+        else:
+            self.k_buffer[layer_id][loc] = cache_k
+            self.v_buffer[layer_id][loc] = cache_v
 
 
+# This compiled version is slower in the unit test
+# python3 -m unittest test_bench_serving.TestBenchServing.test_offline_throughput_non_stream_small_batch_size
 @torch.compile(dynamic=True)
 def copy_two_array(loc, dst_1, src_1, dst_2, src_2, dtype, store_dtype):
     dst_1[loc] = src_1.to(dtype).view(store_dtype)