diff --git a/vllm_ascend/distributed/kv_transfer/kv_p2p/mooncake_layerwise_connector.py b/vllm_ascend/distributed/kv_transfer/kv_p2p/mooncake_layerwise_connector.py
index ea82322b00b..1758e3a1040 100644
--- a/vllm_ascend/distributed/kv_transfer/kv_p2p/mooncake_layerwise_connector.py
+++ b/vllm_ascend/distributed/kv_transfer/kv_p2p/mooncake_layerwise_connector.py
@@ -114,6 +114,7 @@ class ReqMeta:
     remote_cache_tokens: int = 0
     local_computed_tokens: int = 0
     local_transed_tokens: int = 0
+    do_virtual: bool = False
 
 
 @dataclass
@@ -587,6 +588,7 @@ def add_new_req(
             remote_tp_size=kv_transfer_params.get("remote_tp_size"),
             remote_pcp_size=kv_transfer_params.get("remote_pcp_size"),
             remote_dcp_size=kv_transfer_params.get("remote_dcp_size"),
+            do_virtual=kv_transfer_params.get("do_virtual"),
             chunk_finish=chunk_finish,
             remote_cache_tokens=remote_cache_tokens,
             local_computed_tokens=local_computed_tokens,
@@ -763,6 +765,7 @@ def get_num_new_matched_tokens(self, request: "Request", num_computed_tokens: in
 
     def update_state_after_alloc(self, request: "Request", blocks: "KVCacheBlocks", num_external_tokens: int):
         params = request.kv_transfer_params
+        do_virtual = params.get("do_virtual")
         logger.debug(
             "MooncakeLayerwiseConnector update_state_after_alloc: num_external_tokens=%s, kv_transfer_params=%s",
             num_external_tokens,
@@ -804,16 +807,16 @@ def update_state_after_alloc(self, request: "Request", blocks: "KVCacheBlocks",
                 remote_dcp_size=self.vllm_config.parallel_config.decode_context_parallel_size,
                 remote_cached_tokens=remote_cached_tokens,
             )
+            if not do_virtual:
+                future = self.executor.submit(
+                    self._access_metaserver, url=params.get("metaserver", None), message=kv_transfer_params
+                )
 
-            future = self.executor.submit(
-                self._access_metaserver, url=params.get("metaserver", None), message=kv_transfer_params
-            )
-
-            def handle_exception(future):
-                if future.exception():
-                    logger.error(f"Access metaserver fail: {future.exception()}")
+                def handle_exception(future):
+                    if future.exception():
+                        logger.error(f"Access metaserver fail: {future.exception()}")
 
-            future.add_done_callback(handle_exception)
+                future.add_done_callback(handle_exception)
 
         # Layerwise prefiller add request need send
         if params is not None and params.get("do_remote_decode"):
@@ -1034,6 +1037,7 @@ def __init__(self, vllm_config: VllmConfig, kv_cache_config: KVCacheConfig, engi
         # TODO(kunpengW-code): Reuse k_buffer, v_buffer
         self.k_quant_buffer: torch.Tensor | None = None
         self.v_quant_buffer: torch.Tensor | None = None
+        self.virtual_request: set[str] = set()
 
     def create_kv_buffer(self, first_kv_cache_tuple):
         alignment = 2 * 1024 * 1024
@@ -1231,6 +1235,8 @@ def get_finished(self) -> tuple[set[str], set[str]]:
             if self.vllm_config.kv_transfer_config.is_kv_consumer
             else set()
         )
+        done_recving.update(self.virtual_request)
+        self.virtual_request = set()
         if len(done_recving) > 0:
             logger.info(
                 f"Number of completed KV cache recv requests: {len(done_recving)}, receive requests: {done_recving}"
@@ -1403,6 +1409,9 @@ def start_load_kv(self, metadata: MooncakeLayerwiseConnectorMetadata):
         self.current_layer = 0
         if self.vllm_config.kv_transfer_config.is_kv_consumer:
             for req_id, meta in metadata.requests.items():
+                if meta.do_virtual:
+                    self.virtual_request.add(req_id)
+                    continue
                 external_req_id = get_external_request_id(req_id)
                 assert self.kv_recv_layer_thread is not None
                 with self.kv_recv_layer_thread.lock: