diff --git a/owocr/run.py b/owocr/run.py
index 9a2dec4..231033b 100644
--- a/owocr/run.py
+++ b/owocr/run.py
@@ -59,8 +59,7 @@ config = None
 
 class WindowsClipboardThread(threading.Thread):
     def __init__(self):
-        super().__init__()
-        self.daemon = True
+        super().__init__(daemon=True)
         self.last_update = time.time()
 
     def process_message(self, hwnd: int, msg: int, wparam: int, lparam: int):
@@ -90,11 +89,16 @@ class WindowsClipboardThread(threading.Thread):
 
 class WebsocketServerThread(threading.Thread):
     def __init__(self, read):
-        super().__init__()
-        self.daemon = True
-        self.loop = asyncio.new_event_loop()
+        super().__init__(daemon=True)
+        self._loop = None
         self.read = read
         self.clients = set()
+        self._event = threading.Event()
+
+    @property
+    def loop(self):
+        self._event.wait()
+        return self._loop
 
     async def send_text_coroutine(self, text):
         for client in self.clients:
@@ -124,19 +128,17 @@ class WebsocketServerThread(threading.Thread):
         return asyncio.run_coroutine_threadsafe(self.send_text_coroutine(text), self.loop)
 
     def stop_server(self):
-        self.loop.call_soon_threadsafe(self.server.ws_server.close)
-        self.loop.call_soon_threadsafe(self.loop.stop)
+        self.loop.call_soon_threadsafe(self._stop_event.set)
 
     def run(self):
-        asyncio.set_event_loop(self.loop)
-        start_server = websockets.serve(self.server_handler, '0.0.0.0', config.get_general('websocket_port'), max_size=1000000000)
-        self.server = start_server
-        self.loop.run_until_complete(start_server)
-        self.loop.run_forever()
-        pending = asyncio.all_tasks(loop=self.loop)
-        if len(pending) > 0:
-            self.loop.run_until_complete(asyncio.wait(pending))
-        self.loop.close()
+        async def main():
+            self._loop = asyncio.get_running_loop()
+            self._stop_event = stop_event = asyncio.Event()
+            self._event.set()
+            self.server = start_server = websockets.serve(self.server_handler, '0.0.0.0', config.get_general('websocket_port'), max_size=1000000000)
+            async with start_server:
+                await stop_event.wait()
+        asyncio.run(main())
 
 
 class RequestHandler(socketserver.BaseRequestHandler):
@@ -164,8 +166,7 @@ class RequestHandler(socketserver.BaseRequestHandler):
 
 class MacOSWindowTracker(threading.Thread):
     def __init__(self, window_id):
-        super().__init__()
-        self.daemon = True
+        super().__init__(daemon=True)
         self.stop = False
         self.window_id = window_id
         self.window_active = False
@@ -200,8 +201,7 @@ class MacOSWindowTracker(threading.Thread):
 
 class WindowsWindowTracker(threading.Thread):
     def __init__(self, window_handle, only_active):
-        super().__init__()
-        self.daemon = True
+        super().__init__(daemon=True)
         self.stop = False
         self.window_handle = window_handle
         self.only_active = only_active
@@ -258,12 +258,21 @@ class TextFiltering:
         self.kana_kanji_regex = re.compile(r'[\u3041-\u3096\u30A1-\u30FA\u4E00-\u9FFF]')
         try:
             from transformers import pipeline, AutoTokenizer
+            import torch
+
             model_ckpt = 'papluca/xlm-roberta-base-language-detection'
             tokenizer = AutoTokenizer.from_pretrained(
                 model_ckpt,
                 use_fast = False
             )
-            self.pipe = pipeline('text-classification', model=model_ckpt, tokenizer=tokenizer)
+
+            if torch.cuda.is_available():
+                device = 0
+            elif torch.backends.mps.is_available():
+                device = "mps"
+            else:
+                device = -1
+            self.pipe = pipeline('text-classification', model=model_ckpt, tokenizer=tokenizer, device=device)
             self.accurate_filtering = True
         except:
             import langid
diff --git a/setup.py b/setup.py
index c0a9863..784b09a 100644
--- a/setup.py
+++ b/setup.py
@@ -5,7 +5,7 @@ long_description = (Path(__file__).parent / "README.md").read_text('utf-8')
 
 setup(
     name="owocr",
-    version='1.8.0',
+    version='1.8.1',
     description="Japanese OCR",
     long_description=long_description,
     long_description_content_type="text/markdown",