diff --git a/checkpoint_engine/ps.py b/checkpoint_engine/ps.py
index 42cac9e..8938ce0 100644
--- a/checkpoint_engine/ps.py
+++ b/checkpoint_engine/ps.py
@@ -2,6 +2,7 @@
 
 import argparse
 import concurrent.futures
+import ctypes
 import os
 import pickle
 import random
@@ -269,14 +270,32 @@ def _get_ip() -> str:
         return socket.gethostbyname(socket.gethostname())
 
 
+def _ibv_get_device_list() -> list[str]:
+    lib = ctypes.CDLL("libibverbs.so.1")
+    lib.ibv_get_device_list.argtypes = [ctypes.POINTER(ctypes.c_int)]  # int *num_devices
+    lib.ibv_get_device_list.restype = ctypes.POINTER(ctypes.c_void_p)  # struct ibv_device **
+
+    lib.ibv_free_device_list.argtypes = [ctypes.POINTER(ctypes.c_void_p)]
+    lib.ibv_get_device_name.argtypes = [ctypes.c_void_p]  # struct ibv_device *
+    lib.ibv_get_device_name.restype = ctypes.c_char_p  # const char *
+
+    num = ctypes.c_int()
+    dev_array = lib.ibv_get_device_list(ctypes.byref(num))
+    if not dev_array or num.value <= 0:
+        return []
+
+    devices = []
+    for i in range(num.value):
+        dev_ptr = dev_array[i]  # struct ibv_device *
+        name = lib.ibv_get_device_name(dev_ptr)  # const char *
+        devices.append(name.decode())
+    lib.ibv_free_device_list(dev_array)
+    return devices
+
+
 def _get_rdma_devices() -> list[str]:
     """
-    use script like below to get RDMA devices, if NCCL_IB_HCA has multiple values, just return
-    ```bash
-    pushd /sys/class/infiniband/ > /dev/null;
-    for i in mlx5_*; do cat "$i"/ports/1/gid_attrs/types/* 2>/dev/null | grep v >/dev/null && echo "$i" ; done;
-    popd > /dev/null;
-    ```
+    use _ibv_get_device_list to get RDMA devices, if NCCL_IB_HCA has multiple values, just return
     """
     devices_str = os.getenv("PS_P2P_STORE_RDMA_DEVICES")
     if devices_str:
@@ -284,32 +303,15 @@ def _get_rdma_devices() -> list[str]:
     # if PS_P2P_STORE_RDMA_DEVICES is not set, try to use NCCL_IB_HCA to get RDMA devices
     hca = os.getenv("NCCL_IB_HCA", None)
     if hca:
-        l = hca.split(",")  # noqa: E741
-        if len(l) > 1:
+        hca_list = hca.split(",")
+        if len(hca_list) > 1:
             # if NCCL_IB_HCA has multiple values, just return
-            return l
+            return hca_list
         else:
-            hca = l[0]
-    basepath = "/sys/class/infiniband/"
-    port_path = "ports/1/gid_attrs/types"
-    devices = []
-    for device in sorted(os.listdir(basepath)):
-        if hca is not None and hca not in device:
-            continue
-        path = os.path.join(basepath, device, port_path)
-        if not os.path.exists(path) or not os.path.isdir(path):
-            continue
-        for port in os.listdir(path):
-            try:
-                with open(os.path.join(path, port)) as f:
-                    content = f.read()
-                if "v" in content:
-                    print(f"found rdma device {device} in port {port}: {content.strip()}")
-                    devices.append(device)
-                    break
-            except Exception:  # noqa: BLE001,S110
-                pass
-    return devices
+            hca = hca_list[0]
+    return [
+        device for device in sorted(_ibv_get_device_list()) if hca is not None and hca in device
+    ]
 
 
 def _get_my_rdma_device(local_rank: int, gpu_count: int, devices: list[str]) -> str: