diff --git a/.github/workflows/mirror_to_gitlab.yml b/.github/workflows/mirror_to_gitlab.yml
new file mode 100644
index 0000000..b100359
--- /dev/null
+++ b/.github/workflows/mirror_to_gitlab.yml
@@ -0,0 +1,23 @@
+name: Mirror and run GitLab CI
+
+on: [push, delete]
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v3
+      with:
+        fetch-depth: 0 
+    - name: Mirror + trigger CI
+      uses: SvanBoxel/gitlab-mirror-and-ci-action@master
+      with:
+        args: "https://git-dmz.thuenen.de/kida/i2-skills-beratungsstelle/scraibe"
+      env:
+        FOLLOW_TAGS: "true"
+        FORCE_PUSH: "true"
+        GITLAB_HOSTNAME: "git-dmz.thuenen.de"
+        GITLAB_USERNAME: ${{ secrets.GITLAB_USERNAME }} 
+        GITLAB_PASSWORD: ${{ secrets.GITLAB_PASSWORD }}
+        GITLAB_PROJECT_ID: ${{ secrets.GITLAB_PROJECT_ID }}
+        GITHUB_TOKEN: ${{ secrets.GH_TOKEN }}
diff --git a/requirements.txt b/requirements.txt
index aed43e8..8cf1782 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,10 +1,12 @@
-openai-whisper==20230314
+torch~=2.2.0
+
+openai-whisper~=20231117
 numpy~=1.23.5
-pyannote.audio~=2.1.1
-pyannote.core~=4.5
-pyannote.database~=4.1.3
+pyannote.audio~=3.1.1
+pyannote.core~=5.0.0
+pyannote.database~=5.0.1 
 pyannote.metrics~=3.2.1
-pyannote.pipeline~=2.3
+pyannote.pipeline~=3.0.1
 
 setuptools~=65.6.3
 setuptools-rust~=1.5.2
diff --git a/scraibe/diarisation.py b/scraibe/diarisation.py
index e598d30..0f0e14a 100644
--- a/scraibe/diarisation.py
+++ b/scraibe/diarisation.py
@@ -36,6 +36,8 @@ from typing import TypeVar, Union
 from pyannote.audio import Pipeline
 from pyannote.audio.pipelines.speaker_diarization import SpeakerDiarization
 from torch import Tensor
+from torch import device as torch_device
+from torch.cuda import is_available, current_device
 
 from .misc import PYANNOTE_DEFAULT_PATH, PYANNOTE_DEFAULT_CONFIG
 Annotation = TypeVar('Annotation') 
@@ -186,6 +188,7 @@ class Diariser:
                     cache_token: bool = True,
                     cache_dir: Union[Path, str] = PYANNOTE_DEFAULT_PATH,
                     hparams_file: Union[str, Path] = None,
+                    device: str = None,
                     *args, **kwargs
                     ) -> Pipeline:
         
@@ -200,6 +203,7 @@ class Diariser:
             cache_token: Whether to cache the token locally for future use.
             cache_dir: Directory for caching models.
             hparams_file: Path to a YAML file containing hyperparameters.
+            device: Device to load the model on.
             args: Additional arguments only to avoid errors.
             kwargs: Additional keyword arguments only to avoid errors.
 
@@ -207,6 +211,7 @@ class Diariser:
             Pipeline: A pyannote.audio Pipeline object, encapsulating the loaded model.
         """
         
+        
         if cache_token and use_auth_token is not None:
             cls._save_token(use_auth_token)
             
@@ -253,6 +258,12 @@ class Diariser:
                                            cache_dir = cache_dir,
                                            hparams_file = hparams_file,)
         
+        # try to move the model to the device
+        if device is None:
+            device = "cuda" if is_available() else "cpu"
+        
+        _model = _model.to(torch_device(device)) # torch_device is renamed from torch.device to avoid name conflict
+            
         if _model is None:
             raise ValueError('Unable to load model either from local cache' \
                 'or from huggingface.co models. Please check your token' \