[Bugfix][P/D] Fix Prefix Cache Bug (#18411)

Signed-off-by: nicklucche <[email protected]>
Co-authored-by: Robert Shaw <[email protected]>

Author: NickLucche

vllm/distributed/kv_transfer/kv_connector/v1/nixl_connector.py

@@ -739,7 +739,8 @@ def _read_blocks(
         # just notify P worker that we have the blocks we need.
         num_local_blocks = len(local_block_ids)
         if num_local_blocks == 0:
-            self.nixl_wrapper.send_notif(dst_engine_id,
+            agent_name = self._remote_agents[dst_engine_id]
+            self.nixl_wrapper.send_notif(agent_name,
                                          notif_msg=request_id.encode("utf-8"))
             return