o 8wi9@sdZddlZddlZddlZddlZddlmZmZmZm Z m Z m Z m Z zddlm Z Wney;ddlm Z Ynwe dZddddZe d Ze d ge fZee efZGd d d ejjZGd d d ZdS)z ######### Protocols ######### N)UnionDictIteratorCallableAnyTextOptional)Literal)train developmenttesttrndevtst)filedatabaseglobal ProtocolFilec@s~eZdZdZddeedfdefddZddZd d Zd d Z d dZ ddZ ddZ ddZ ddZdedfddZdS)raProtocol file with lazy preprocessors This is a dict-like data structure where some values may depend on other values, and are only computed if/when requested. Once computed, they are cached and never recomputed again. Parameters ---------- precomputed : dict Regular dictionary with precomputed values lazy : dict, optional Dictionary describing how lazy value needs to be computed. Values are callable expecting a dictionary as input and returning the computed value. N precomputedlazycCs|durt}t|tr2t||_t|jt|@D] }|||j|<qt|j}||||_n t||_t||_t |_ t |_ dSN)dict isinstancerabs_storesetrupdate threadingRLocklock_ collectionsCounter evaluating_)selfrrkey compound_lazyr&`/home/ubuntu/sommelier/.venv/lib/python3.10/site-packages/pyannote/database/protocol/protocol.py__init__Is       zProtocolFile.__init__cCst|j}|d=|S)Nr)r__dict__r#dr&r&r' __getstate__os zProtocolFile.__getstate__cCs|j|t|_dSr)r)rrrrr*r&r&r' __setstate__us zProtocolFile.__setstate__cCs4|j t|jWdS1swYdSr)rrrr#r&r&r'__abs__ys$zProtocolFile.__abs__cCs|jN||jvrE|j|dkrE|j|g|j||}|j|=||jvr9||j|kr9d}t|j|d||j|<|j|g|j|WdS1sTwYdS)NrzEExisting precomputed key "{key}" has been modified by a preprocessor.)r$) rrr"rrwarningswarnformatsubtract)r#r$valuemsgr&r&r' __getitem__}s $zProtocolFile.__getitem__cCsH|j||jvr |j|=||j|<WddS1swYdSrrrr)r#r$r4r&r&r' __setitem__s   "zProtocolFile.__setitem__cCsF|j||jvr |j|=|j|=WddS1swYdSrr7)r#r$r&r&r' __delitem__s   "zProtocolFile.__delitem__ccsn|j)t|j}|D]}|Vq t|j}|D] }||jvr!q|VqWddS1s0wYdSr)rlistrr)r# store_keysr$ lazy_keysr&r&r'__iter__s   "zProtocolFile.__iter__cCsB|jtt|jt|jBWdS1swYdSr)rlenrrrr.r&r&r'__len__s$zProtocolFile.__len__returnc cs|d}t|ts|VdSt|}d|i}t|D]2\}}|dkr&qt|ts3t|||<qt||krKd|d|dt|d}t||||<qt|}t | D]}t t ||} t | |j Vq\dS)a>Iterate over all files When `current_file` refers to only one file, yield it and return. When `current_file` refers to a list of file (i.e. 'uri' is a list), yield each file separately. Examples -------- >>> current_file = ProtocolFile({ ... 'uri': 'my_uri', ... 'database': 'my_database'}) >>> for file in current_file.files(): ... print(file['uri'], file['database']) my_uri my_database >>> current_file = { ... 'uri': ['my_uri1', 'my_uri2', 'my_uri3'], ... 'database': 'my_database'} >>> for file in current_file.files(): ... print(file['uri'], file['database']) my_uri1 my_database my_uri2 my_database my_uri3 my_database uriNz#Mismatch between number of "uris" (z) and number of "z" (z).)rr:r>ritems itertoolsrepeat ValueErrorkeyszipvaluesrrr) r#urisn_urisrr$r4r5rFrHprecomputed_oner&r&r'filess4     zProtocolFile.filesr)__name__ __module__ __qualname____doc__rrr(r,r-r/r6r8r9r=r?rrLr&r&r&r'r7s& cseZdZdZddeeffdd Zdeee fde fdd Z d d Z de eee ffd d Z de eee ffddZde eee ffddZdede e fddZde e fddZde e fddZde e fddZde e fddZZS)Protocola Experimental protocol An experimental protocol usually defines three subsets: a training subset, a development subset, and a test subset. An experimental protocol can be defined programmatically by creating a class that inherits from Protocol and implements at least one of `train_iter`, `development_iter` and `test_iter` methods: >>> class MyProtocol(Protocol): ... def train_iter(self) -> Iterator[Dict]: ... yield {"uri": "filename1", "any_other_key": "..."} ... yield {"uri": "filename2", "any_other_key": "..."} `{subset}_iter` should return an iterator of dictionnaries with - "uri" key (mandatory) that provides a unique file identifier (usually the filename), - any other key that the protocol may provide. It can then be used in Python like this: >>> protocol = MyProtocol() >>> for file in protocol.train(): ... print(file["uri"]) filename1 filename2 An experimental protocol can also be defined using `pyannote.database` configuration file, whose (configurable) path defaults to "~/database.yml". ~~~ Content of ~/database.yml ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Protocols: MyDatabase: Protocol: MyProtocol: train: uri: /path/to/collection.lst any_other_key: ... # see custom loader documentation ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ where "/path/to/collection.lst" contains the list of identifiers of the files in the collection: ~~~ Content of "/path/to/collection.lst ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ filename1 filename2 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ It can then be used in Python like this: >>> from pyannote.database import registry >>> protocol = registry.get_protocol('MyDatabase.Protocol.MyProtocol') >>> for file in protocol.train(): ... print(file["uri"]) filename1 filename2 This class is usually inherited from, but can be used directly. Parameters ---------- preprocessors : dict Preprocess protocol files so that `file[key] = preprocessors[key](file)` for each key in `preprocessors`. In case `preprocessors[key]` is not callable, it should be a string containing placeholders for `file` keys (e.g. {'audio': '/path/to/{uri}.wav'}) N preprocessorscst|dur t}t|_|D],\}}t|r"||j|<qt|tr7t|fdd}||j|<qd|d}t|dS)Ncsjdi|S)Nr&)r2) current_filepreprocessor_copyr&r'funcKszProtocol.__init__..func"z2" preprocessor is neither a callable nor a string.) superr(rrRrBcallablerstrrE)r#rRr$ preprocessorrVr5 __class__rTr'r(:s      zProtocol.__init__rSr@cCst||jdS)N)r)rrR)r#rSr&r&r' preprocessTszProtocol.preprocesscCs|jSr)rPr.r&r&r'__str__WszProtocol.__str__cCt)z)Iterate over files in the training subsetNotImplementedErrorr.r&r&r' train_iterZzProtocol.train_itercCr`)z,Iterate over files in the development subsetrar.r&r&r'development_iter^rdzProtocol.development_itercCr`)z%Iterate over files in the test subsetrar.r&r&r' test_iterbrdzProtocol.test_itersubsetc csz t||d}Wn,ttfy8t|}z t||d}Wnty5d|d}t|wYnw|D]}||Vq;dS)N_iterzProtocol does not implement a z subset.)getattrAttributeErrorrbLEGACY_SUBSET_MAPPINGr^)r#rgrL subset_legacyr5rr&r&r' subset_helperfs    zProtocol.subset_helpercC |dS)Nr rmr.r&r&r'r y zProtocol.traincCrn)Nr ror.r&r&r'r |rpzProtocol.developmentcCrn)Nr ror.r&r&r'r rpz Protocol.testc#sddlm}t}dD]2tsq fdd}|D]}d|vr%q|D]}||}||vr4q)|V||q)qq dS)z$Iterate over all files in `protocol`r)get_unique_identifier) r development_enrolmentdevelopment_trialr test_enrolment test_trialr train_enrolment train_trialc 3s:ztD]}|VqWdSttfyYdSwr)rirjrb)rmethodr#r&r'iterateszProtocol.files..iteraterAN)pyannote.database.utilrqrhasattrrLadd)r#rq yielded_urisrzrS current_file_rAr&rxr'rLs&     zProtocol.filesr)rMrNrOrPr Preprocessorsr(rrrr^r_rrcrerfSubsetrmr r r rL __classcell__r&r&r\r'rQsDrQ)rPr0r rrCtypingrrrrrrrr ImportErrortyping_extensionsrrkScope PreprocessorrabcMutableMappingrrQr&r&r&r's&$   ?