diff --git a/Final2x_core/SRclass.py b/Final2x_core/SRclass.py
index eb4b077..e8713b7 100644
--- a/Final2x_core/SRclass.py
+++ b/Final2x_core/SRclass.py
@@ -1,5 +1,4 @@
 import math
-from typing import Any
 
 import cv2
 import numpy as np
@@ -7,7 +6,7 @@
 from loguru import logger
 
 from Final2x_core.config import SRConfig
-from Final2x_core.util import PrintProgressLog
+from Final2x_core.util import PrintProgressLog, get_device
 
 
 class CCRestoration:
@@ -22,27 +21,15 @@ def __init__(self, config: SRConfig) -> None:
 
         PrintProgressLog().set(len(self.config.input_path), 1)
 
-        self._SR_class: SRBaseModel = self._init_SR_model()
-
-        logger.info("SR Class init, device: " + str(self._SR_class.device))
-
-    def _init_SR_model(self) -> Any:
-        """
-        init sr model from ccrestoration
-        :return:
-        """
-        if self.config.device == "auto":
-            _device = None
-        else:
-            _device = self.config.device
-
-        return AutoModel.from_pretrained(
+        self._SR_class: SRBaseModel = AutoModel.from_pretrained(
             pretrained_model_name=self.config.pretrained_model_name,
             fp16=False,
-            device=_device,
+            device=get_device(self.config.device),
             gh_proxy=self.config.gh_proxy,
         )
 
+        logger.info("SR Class init, device: " + str(self._SR_class.device))
+
     @logger.catch  # type: ignore
     def process(self, img: np.ndarray) -> np.ndarray:
         """
diff --git a/Final2x_core/config.py b/Final2x_core/config.py
index bb19974..3e55510 100644
--- a/Final2x_core/config.py
+++ b/Final2x_core/config.py
@@ -60,7 +60,7 @@ def from_base64(cls, base64_str: str) -> Any:
 
     @field_validator("device")
     def device_match(cls, v: str) -> str:
-        device_list = ["auto", "cpu", "cuda", "mps", "xpu", "xla", "meta"]
+        device_list = ["auto", "cpu", "cuda", "mps", "directml", "xpu"]
         for d in device_list:
             if v.startswith(d):
                 return v
diff --git a/Final2x_core/util/__init__.py b/Final2x_core/util/__init__.py
index 1903ad5..a340aa8 100644
--- a/Final2x_core/util/__init__.py
+++ b/Final2x_core/util/__init__.py
@@ -1,2 +1,3 @@
 from Final2x_core.util.progressLog import PrintProgressLog  # noqa
 from Final2x_core.util.singleton import singleton  # noqa
+from Final2x_core.util.device import get_device  # noqa
diff --git a/Final2x_core/util/device.py b/Final2x_core/util/device.py
new file mode 100644
index 0000000..3b61a71
--- /dev/null
+++ b/Final2x_core/util/device.py
@@ -0,0 +1,29 @@
+from typing import Union
+
+import torch
+from ccrestoration.util.device import default_device
+
+
+def get_device(device: str) -> Union[torch.device, str]:
+    """
+    Get device from string
+
+    :param device: device string
+    """
+    if device.startswith("auto"):
+        return default_device()
+    elif device.startswith("cpu"):
+        return torch.device("cpu")
+    elif device.startswith("cuda"):
+        return torch.device("cuda")
+    elif device.startswith("mps"):
+        return torch.device("mps")
+    elif device.startswith("directml"):
+        import torch_directml
+
+        return torch_directml.device()
+    elif device.startswith("xpu"):
+        return torch.device("xpu")
+    else:
+        print(f"Unknown device: {device}, use auto instead.")
+        return default_device()
diff --git a/pyproject.toml b/pyproject.toml
index 7cfc099..f428266 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -39,7 +39,7 @@ license = "BSD-3-Clause"
 name = "Final2x_core"
 readme = "README.md"
 repository = "https://github.com/Tohrusky/Final2x-core"
-version = "3.0.1"
+version = "3.0.2"
 
 # Requirements
 [tool.poetry.dependencies]