o pi@sRddlZddlmZddlmZddlZddlmZddl m Z GdddZ dS)N)Path)Optional)download_from_hf_hub) vbx_setupc@seZdZdZ ddeeBdeeBdefddZeddZ d e j fd d Z e dd eeBded Bded Bded BdeeBd Bdedf ddZd S)PLDA transform_npzplda_npz lda_dimensioncCs t||\|_|_|_||_dS)N)r_xvec_tf_plda_tf _plda_psir )selfrr r rL/home/ubuntu/.local/lib/python3.10/site-packages/pyannote/audio/core/plda.py__init__$s z PLDA.__init__cCs|jd|jS)z+Between-class covariance in the PLDA space.N)r r )rrrrphi-szPLDA.phi embeddingscCs|j|||jdS)a@ Parameters ---------- embeddings : (num_embeddings, embedding_dimension) ndarray Embeddings to be transformed into the PLDA space. Returns ------- fea : (num_embeddings, lda_dimension) ndarray Embeddings transformed into the PLDA space. )lda_dim)r r r )rrrrr__call__2s z PLDA.__call__N checkpoint subfolderrevisiontoken cache_dirreturnc Kstj|r.|durtd|r!t||d}t||d}n7t|d}t|d}n*t|}d|vr:tdt|d||||d}t|d||||d}|dusV|durXdS|||S)aLoad PLDA from disk or Huggingface Hub Parameters ---------- checkpoint : Path or str Path to checkpoint or a model identifier from the hf.co model hub. subfolder : str, optional Folder inside the hf.co model repo. revision : str, optional Revision when loading from the huggingface.co model hub. token : str, optional When loading a private hf.co model, set `token` to True or to a string containing your hugginface.co authentication token that can be obtained by running `huggingface-cli login` cache_dir: Path or str, optional Path to model cache directory. Nz0Revisions cannot be used with local checkpoints.zxvec_transform.npzzplda.npz@z:Revisions must be passed with `revision` keyword argument.)rrrr)ospathisdir ValueErrorrstrr) clsrrrrrkwargspath_to_transform path_to_pldarrrfrom_pretrainedAs@     zPLDA.from_pretrained)r)NNNN)__name__ __module__ __qualname____doc__r!rintrpropertyrnpndarrayr classmethodrr&rrrrr!s>   r) rpathlibrtypingrnumpyr-pyannote.audio.utils.hf_hubrpyannote.audio.utils.vbxrrrrrrs