diff --git a/python/sglang/srt/managers/cache_controller.py b/python/sglang/srt/managers/cache_controller.py
index 3d4905e50..a5959e9ee 100644
--- a/python/sglang/srt/managers/cache_controller.py
+++ b/python/sglang/srt/managers/cache_controller.py
@@ -22,12 +22,10 @@ from typing import TYPE_CHECKING, List, NamedTuple, Optional
 
 import torch
 
+from sglang.srt.mem_cache.hicache_storage import HiCacheStorageConfig
+
 if TYPE_CHECKING:
     from sglang.srt.mem_cache.allocator import BaseTokenToKVPoolAllocator
-    from sglang.srt.mem_cache.hicache_storage import (
-        HiCacheStorageConfig,
-        HiCacheStorageExtraInfo,
-    )
     from sglang.srt.mem_cache.memory_pool_host import HostKVCache
 
 from sglang.srt.distributed import (
diff --git a/test/registered/unit/managers/test_hicache_controller_cp.py b/test/registered/unit/managers/test_hicache_controller_cp.py
index e122fa051..cbaa1c381 100644
--- a/test/registered/unit/managers/test_hicache_controller_cp.py
+++ b/test/registered/unit/managers/test_hicache_controller_cp.py
@@ -216,6 +216,36 @@ class TestHiCacheControllerCPWrite(CustomTestCase):
 
         self.assertEqual(result.required_host_slots, 4)
 
+    def test_generate_storage_config_constructs_config_at_runtime(self):
+        controller = HiCacheController.__new__(HiCacheController)
+        controller.mem_pool_device = FakeDevicePool()
+        controller.mem_pool_host = FakeHostPool(torch.tensor([], dtype=torch.int64))
+        controller.pp_rank = 1
+        controller.pp_size = 2
+        controller.enable_storage_metrics = True
+
+        with patch(
+            "sglang.srt.managers.cache_controller.is_dp_attention_enabled",
+            return_value=False,
+        ), patch(
+            "sglang.srt.managers.cache_controller.get_tensor_model_parallel_rank",
+            return_value=3,
+        ), patch(
+            "sglang.srt.managers.cache_controller.get_tensor_model_parallel_world_size",
+            return_value=4,
+        ):
+            config = controller._generate_storage_config(
+                model_name="test-model",
+                storage_backend_extra_config={"tp_lcm_size": 8},
+            )
+
+        self.assertEqual(config.tp_rank, 3)
+        self.assertEqual(config.tp_size, 4)
+        self.assertEqual(config.pp_rank, 1)
+        self.assertEqual(config.pp_size, 2)
+        self.assertEqual(config.model_name, "test-model")
+        self.assertEqual(config.tp_lcm_size, 8)
+
 
 class TestHiCacheControllerCPLoad(TestHiCacheControllerCPWrite):
     def test_cp_load_allocates_full_logical_locs_and_transfers_owned_physical_locs(self):