openvino_genai.TextRerankPipeline#
- class openvino_genai.TextRerankPipeline#
 Bases:
pybind11_objectText rerank pipeline
- __init__(self: openvino_genai.py_openvino_genai.TextRerankPipeline, models_path: os.PathLike | str | bytes, device: str, config: openvino_genai.py_openvino_genai.TextRerankPipeline.Config | None = None, **kwargs) None#
 Constructs a pipeline from xml/bin files, tokenizer and configuration in the same dir models_path (os.PathLike): Path to the directory containing model xml/bin files and tokenizer device (str): Device to run the model on (e.g., CPU, GPU). config: (TextRerankPipeline.Config): Optional pipeline configuration kwargs: Plugin and/or config properties
Methods
__delattr__(name, /)Implement delattr(self, name).
__dir__()Default dir() implementation.
__eq__(value, /)Return self==value.
__format__(format_spec, /)Default object formatter.
__ge__(value, /)Return self>=value.
__getattribute__(name, /)Return getattr(self, name).
Helper for pickle.
__gt__(value, /)Return self>value.
__hash__()Return hash(self).
__init__(self, models_path, device[, config])Constructs a pipeline from xml/bin files, tokenizer and configuration in the same dir models_path (os.PathLike): Path to the directory containing model xml/bin files and tokenizer device (str): Device to run the model on (e.g., CPU, GPU).
This method is called when a class is subclassed.
__le__(value, /)Return self<=value.
__lt__(value, /)Return self<value.
__ne__(value, /)Return self!=value.
__new__(**kwargs)Helper for pickle.
__reduce_ex__(protocol, /)Helper for pickle.
__repr__()Return repr(self).
__setattr__(name, value, /)Implement setattr(self, name, value).
Size of object in memory, in bytes.
__str__()Return str(self).
Abstract classes can override this to customize issubclass().
rerank(self, query, texts)Reranks a vector of texts based on the query.
start_rerank_async(self, query, texts)Asynchronously reranks a vector of texts based on the query.
wait_rerank(self)Waits for reranked texts.
Attributes
- class Config#
 Bases:
pybind11_objectStructure to keep TextRerankPipeline configuration parameters. Attributes:
- top_n (int, optional):
 Number of documents to return sorted by score.
- max_length (int, optional):
 Maximum length of tokens passed to the embedding model.
- __annotations__ = {}#
 
- __class__#
 alias of
pybind11_type
- __delattr__(name, /)#
 Implement delattr(self, name).
- __dir__()#
 Default dir() implementation.
- __eq__(value, /)#
 Return self==value.
- __format__(format_spec, /)#
 Default object formatter.
Return str(self) if format_spec is empty. Raise TypeError otherwise.
- __ge__(value, /)#
 Return self>=value.
- __getattribute__(name, /)#
 Return getattr(self, name).
- __getstate__()#
 Helper for pickle.
- __gt__(value, /)#
 Return self>value.
- __hash__()#
 Return hash(self).
- __init__(*args, **kwargs)#
 Overloaded function.
__init__(self: openvino_genai.py_openvino_genai.TextRerankPipeline.Config) -> None
__init__(self: openvino_genai.py_openvino_genai.TextRerankPipeline.Config, **kwargs) -> None
- __init_subclass__()#
 This method is called when a class is subclassed.
The default implementation does nothing. It may be overridden to extend subclasses.
- __le__(value, /)#
 Return self<=value.
- __lt__(value, /)#
 Return self<value.
- __ne__(value, /)#
 Return self!=value.
- __new__(**kwargs)#
 
- __reduce__()#
 Helper for pickle.
- __reduce_ex__(protocol, /)#
 Helper for pickle.
- __repr__()#
 Return repr(self).
- __setattr__(name, value, /)#
 Implement setattr(self, name, value).
- __sizeof__()#
 Size of object in memory, in bytes.
- __str__()#
 Return str(self).
- __subclasshook__()#
 Abstract classes can override this to customize issubclass().
This is invoked early on by abc.ABCMeta.__subclasscheck__(). It should return True, False or NotImplemented. If it returns NotImplemented, the normal algorithm is used. Otherwise, it overrides the normal algorithm (and the outcome is cached).
- _pybind11_conduit_v1_()#
 
- property max_length#
 
- property top_n#
 
- __annotations__ = {}#
 
- __class__#
 alias of
pybind11_type
- __delattr__(name, /)#
 Implement delattr(self, name).
- __dir__()#
 Default dir() implementation.
- __eq__(value, /)#
 Return self==value.
- __format__(format_spec, /)#
 Default object formatter.
Return str(self) if format_spec is empty. Raise TypeError otherwise.
- __ge__(value, /)#
 Return self>=value.
- __getattribute__(name, /)#
 Return getattr(self, name).
- __getstate__()#
 Helper for pickle.
- __gt__(value, /)#
 Return self>value.
- __hash__()#
 Return hash(self).
- __init__(self: openvino_genai.py_openvino_genai.TextRerankPipeline, models_path: os.PathLike | str | bytes, device: str, config: openvino_genai.py_openvino_genai.TextRerankPipeline.Config | None = None, **kwargs) None#
 Constructs a pipeline from xml/bin files, tokenizer and configuration in the same dir models_path (os.PathLike): Path to the directory containing model xml/bin files and tokenizer device (str): Device to run the model on (e.g., CPU, GPU). config: (TextRerankPipeline.Config): Optional pipeline configuration kwargs: Plugin and/or config properties
- __init_subclass__()#
 This method is called when a class is subclassed.
The default implementation does nothing. It may be overridden to extend subclasses.
- __le__(value, /)#
 Return self<=value.
- __lt__(value, /)#
 Return self<value.
- __ne__(value, /)#
 Return self!=value.
- __new__(**kwargs)#
 
- __reduce__()#
 Helper for pickle.
- __reduce_ex__(protocol, /)#
 Helper for pickle.
- __repr__()#
 Return repr(self).
- __setattr__(name, value, /)#
 Implement setattr(self, name, value).
- __sizeof__()#
 Size of object in memory, in bytes.
- __str__()#
 Return str(self).
- __subclasshook__()#
 Abstract classes can override this to customize issubclass().
This is invoked early on by abc.ABCMeta.__subclasscheck__(). It should return True, False or NotImplemented. If it returns NotImplemented, the normal algorithm is used. Otherwise, it overrides the normal algorithm (and the outcome is cached).
- _pybind11_conduit_v1_()#
 
- rerank(self: openvino_genai.py_openvino_genai.TextRerankPipeline, query: str, texts: collections.abc.Sequence[str]) list[tuple[int, float]]#
 Reranks a vector of texts based on the query.
- start_rerank_async(self: openvino_genai.py_openvino_genai.TextRerankPipeline, query: str, texts: collections.abc.Sequence[str]) None#
 Asynchronously reranks a vector of texts based on the query.
- wait_rerank(self: openvino_genai.py_openvino_genai.TextRerankPipeline) list[tuple[int, float]]#
 Waits for reranked texts.