diff --git a/python/sglang/srt/mem_cache/hicache_storage.py b/python/sglang/srt/mem_cache/hicache_storage.py
index 8e39fd0acc14..ba88c5f61b0a 100644
--- a/python/sglang/srt/mem_cache/hicache_storage.py
+++ b/python/sglang/srt/mem_cache/hicache_storage.py
@@ -307,17 +307,21 @@ def __init__(
     ):
         self.file_path = envs.SGLANG_HICACHE_FILE_BACKEND_STORAGE_DIR.get() or file_path
 
-        tp_rank, tp_size, model_name, is_mla_model = (
+        tp_rank, tp_size, pp_rank, pp_size, model_name, is_mla_model = (
             storage_config.tp_rank,
             storage_config.tp_size,
+            storage_config.pp_rank,
+            storage_config.pp_size,
             storage_config.model_name,
             storage_config.is_mla_model,
         )
         model_name = "-".join(model_name.split("/")) if model_name else ""
-        if is_mla_model:
-            self.config_suffix = f"_{model_name}"
-        else:
-            self.config_suffix = f"_{model_name}_{tp_rank}_{tp_size}"
+        enable_pp = pp_size > 1
+        self.config_suffix = f"_{model_name}"
+        if not is_mla_model:
+            self.config_suffix += f"_{tp_rank}_{tp_size}"
+        if enable_pp:
+            self.config_suffix += f"_{pp_size}_{pp_rank}"
         if not os.path.exists(self.file_path) and tp_rank == 0:
             os.makedirs(self.file_path)
             logger.info(f"Created HiCacheFile storage directory at {self.file_path}")