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                """Registry of backend types for Annif"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from __future__ import annotations  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from typing import TYPE_CHECKING, Type  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                if TYPE_CHECKING:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    from annif.backend.backend import AnnifBackend  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # define functions for lazily importing each backend (alphabetical order)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _dummy() -> Type[AnnifBackend]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    from . import dummy  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return dummy.DummyBackend  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _ensemble() -> Type[AnnifBackend]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    from . import ensemble  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return ensemble.EnsembleBackend  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _fasttext() -> Type[AnnifBackend]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        from . import fasttext  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return fasttext.FastTextBackend  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    except ImportError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        raise ValueError("fastText not available, cannot use fasttext backend") | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _http() -> Type[AnnifBackend]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    from . import http  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return http.HTTPBackend  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _llm_ensemble() -> Type[AnnifBackend]:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    from . import llm_ensemble  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    return llm_ensemble.LLMEnsembleBackend  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _mllm() -> Type[AnnifBackend]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    from . import mllm  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return mllm.MLLMBackend  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _nn_ensemble() -> Type[AnnifBackend]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        from . import nn_ensemble  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return nn_ensemble.NNEnsembleBackend  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    except ImportError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        raise ValueError(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            "Keras and TensorFlow not available, cannot use " + "nn_ensemble backend"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _omikuji() -> Type[AnnifBackend]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        from . import omikuji  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return omikuji.OmikujiBackend  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    except ImportError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        raise ValueError("Omikuji not available, cannot use omikuji backend") | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _pav() -> Type[AnnifBackend]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    from . import pav  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return pav.PAVBackend  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _stwfsa() -> Type[AnnifBackend]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        from . import stwfsa  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return stwfsa.StwfsaBackend  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    except ImportError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        raise ValueError("STWFSA not available, cannot use stwfsa backend") | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _svc() -> Type[AnnifBackend]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    from . import svc  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return svc.SVCBackend  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _tfidf() -> Type[AnnifBackend]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    from . import tfidf  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return tfidf.TFIDFBackend  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def _yake() -> Type[AnnifBackend]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        from . import yake  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return yake.YakeBackend  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    except ImportError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        raise ValueError("YAKE not available, cannot use yake backend") | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # registry of the above functions  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                _backend_fns = { | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    "dummy": _dummy,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    "ensemble": _ensemble,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    "fasttext": _fasttext,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    "http": _http,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    "llm_ensemble": _llm_ensemble,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    "mllm": _mllm,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    "nn_ensemble": _nn_ensemble,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    "omikuji": _omikuji,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    "pav": _pav,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    "stwfsa": _stwfsa,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    "svc": _svc,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    "tfidf": _tfidf,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    "yake": _yake,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                }  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def get_backend(backend_id: str) -> Type[AnnifBackend]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    if backend_id in _backend_fns:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return _backend_fns[backend_id]()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    else:  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
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                        raise ValueError("No such backend type {}".format(backend_id)) | 
            
            
                                                        
            
                                    
            
            
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