Model Module (``PsychiatryNLPKit.model``)
==========================================

Wrappers for HuggingFace language models and Vision Transformers with automatic device
detection (CUDA / MPS / XPU / CPU) and lazy loading.

Attach model instances to a ``TextData`` object to enable analyses that require them:
embedding models for similarity/density, generative models for perplexity, etc.

Language Model Wrappers
-----------------------

.. autosummary::
   :toctree: generated

   PsychiatryNLPKit.model.BaseLLM
   PsychiatryNLPKit.model.HuggingFaceLLM
   PsychiatryNLPKit.model.HFEmbeddingLLM
   PsychiatryNLPKit.model.HFGenerativeLLM
   PsychiatryNLPKit.model.HFMaskFillingModel

Vision Model Wrappers
---------------------

.. autosummary::
   :toctree: generated

   PsychiatryNLPKit.model.HuggingFaceViTModel
   PsychiatryNLPKit.model.HFMultimodalEmbeddingModel