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langchain.retrievers.milvus.MilvusRetriever¶ class langchain.retrievers.milvus.MilvusRetriever[source]¶ Bases: BaseRetriever Milvus API retriever. Create a new model by parsing and validating input data from keyword arguments. Raises ValidationError if the input data cannot be parsed to form a valid model. param collec...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.milvus.MilvusRetriever.html
747b6355a001-1
Default implementation of abatch, which calls ainvoke N times. Subclasses should override this method if they can batch more efficiently. add_texts(texts: List[str], metadatas: Optional[List[dict]] = None) → None[source]¶ Add text to the Milvus store Parameters texts (List[str]) – The text metadatas (List[dict]) – Meta...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.milvus.MilvusRetriever.html
747b6355a001-2
Subclasses should override this method if they support streaming output. async astream_log(input: Any, config: Optional[RunnableConfig] = None, *, include_names: Optional[Sequence[str]] = None, include_types: Optional[Sequence[str]] = None, include_tags: Optional[Sequence[str]] = None, exclude_names: Optional[Sequence[...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.milvus.MilvusRetriever.html
747b6355a001-3
Creates a new model setting __dict__ and __fields_set__ from trusted or pre-validated data. Default values are respected, but no other validation is performed. Behaves as if Config.extra = ‘allow’ was set since it adds all passed values copy(*, include: Optional[Union[AbstractSetIntStr, MappingIntStrAny]] = None, exclu...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.milvus.MilvusRetriever.html
747b6355a001-4
namespace is [“langchain”, “llms”, “openai”] get_relevant_documents(query: str, *, callbacks: Callbacks = None, tags: Optional[List[str]] = None, metadata: Optional[Dict[str, Any]] = None, run_name: Optional[str] = None, **kwargs: Any) → List[Document]¶ Retrieve documents relevant to a query. :param query: string to fi...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.milvus.MilvusRetriever.html
747b6355a001-5
classmethod lc_id() → List[str]¶ A unique identifier for this class for serialization purposes. The unique identifier is a list of strings that describes the path to the object. map() → Runnable[List[Input], List[Output]]¶ Return a new Runnable that maps a list of inputs to a list of outputs, by calling invoke() with e...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.milvus.MilvusRetriever.html
747b6355a001-6
classmethod update_forward_refs(**localns: Any) → None¶ Try to update ForwardRefs on fields based on this Model, globalns and localns. classmethod validate(value: Any) → Model¶ with_config(config: Optional[RunnableConfig] = None, **kwargs: Any) → Runnable[Input, Output]¶ Bind config to a Runnable, returning a new Runna...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.milvus.MilvusRetriever.html
a211d6b6ce6d-0
langchain.retrievers.self_query.redis.RedisTranslator¶ class langchain.retrievers.self_query.redis.RedisTranslator(schema: RedisModel)[source]¶ Translate Attributes allowed_comparators Subset of allowed logical comparators. allowed_operators Subset of allowed logical operators. Methods __init__(schema) from_vectorstore...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.self_query.redis.RedisTranslator.html
a632d7e8c475-0
langchain.retrievers.zilliz.ZillizRetriever¶ class langchain.retrievers.zilliz.ZillizRetriever[source]¶ Bases: BaseRetriever Zilliz API retriever. Create a new model by parsing and validating input data from keyword arguments. Raises ValidationError if the input data cannot be parsed to form a valid model. param collec...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.zilliz.ZillizRetriever.html
a632d7e8c475-1
use case. async abatch(inputs: List[Input], config: Optional[Union[RunnableConfig, List[RunnableConfig]]] = None, *, return_exceptions: bool = False, **kwargs: Optional[Any]) → List[Output]¶ Default implementation of abatch, which calls ainvoke N times. Subclasses should override this method if they can batch more effi...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.zilliz.ZillizRetriever.html
a632d7e8c475-2
Subclasses should override this method if they can run asynchronously. async astream(input: Input, config: Optional[RunnableConfig] = None, **kwargs: Optional[Any]) → AsyncIterator[Output]¶ Default implementation of astream, which calls ainvoke. Subclasses should override this method if they support streaming output. a...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.zilliz.ZillizRetriever.html
a632d7e8c475-3
Subclasses should override this method if they can batch more efficiently. bind(**kwargs: Any) → Runnable[Input, Output]¶ Bind arguments to a Runnable, returning a new Runnable. classmethod construct(_fields_set: Optional[SetStr] = None, **values: Any) → Model¶ Creates a new model setting __dict__ and __fields_set__ fr...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.zilliz.ZillizRetriever.html
a632d7e8c475-4
classmethod from_orm(obj: Any) → Model¶ classmethod get_lc_namespace() → List[str]¶ Get the namespace of the langchain object. For example, if the class is langchain.llms.openai.OpenAI, then the namespace is [“langchain”, “llms”, “openai”] get_relevant_documents(query: str, *, callbacks: Callbacks = None, tags: Optiona...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.zilliz.ZillizRetriever.html
a632d7e8c475-5
Generate a JSON representation of the model, include and exclude arguments as per dict(). encoder is an optional function to supply as default to json.dumps(), other arguments as per json.dumps(). classmethod lc_id() → List[str]¶ A unique identifier for this class for serialization purposes. The unique identifier is a ...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.zilliz.ZillizRetriever.html
a632d7e8c475-6
Default implementation of transform, which buffers input and then calls stream. Subclasses should override this method if they can start producing output while input is still being generated. classmethod update_forward_refs(**localns: Any) → None¶ Try to update ForwardRefs on fields based on this Model, globalns and lo...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.zilliz.ZillizRetriever.html
7a8dd4ab2273-0
langchain.retrievers.self_query.timescalevector.TimescaleVectorTranslator¶ class langchain.retrievers.self_query.timescalevector.TimescaleVectorTranslator[source]¶ Translate the internal query language elements to valid filters. Attributes COMPARATOR_MAP OPERATOR_MAP allowed_comparators allowed_operators Subset of allo...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.self_query.timescalevector.TimescaleVectorTranslator.html
92957e97ff68-0
langchain.retrievers.document_compressors.chain_extract.LLMChainExtractor¶ class langchain.retrievers.document_compressors.chain_extract.LLMChainExtractor[source]¶ Bases: BaseDocumentCompressor Document compressor that uses an LLM chain to extract the relevant parts of documents. Create a new model by parsing and valid...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.document_compressors.chain_extract.LLMChainExtractor.html
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Duplicate a model, optionally choose which fields to include, exclude and change. Parameters include – fields to include in new model exclude – fields to exclude from new model, as with values this takes precedence over include update – values to change/add in the new model. Note: the data is not validated before creat...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.document_compressors.chain_extract.LLMChainExtractor.html
92957e97ff68-2
Generate a JSON representation of the model, include and exclude arguments as per dict(). encoder is an optional function to supply as default to json.dumps(), other arguments as per json.dumps(). classmethod parse_file(path: Union[str, Path], *, content_type: unicode = None, encoding: unicode = 'utf8', proto: Protocol...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.document_compressors.chain_extract.LLMChainExtractor.html
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langchain.retrievers.chatgpt_plugin_retriever.ChatGPTPluginRetriever¶ class langchain.retrievers.chatgpt_plugin_retriever.ChatGPTPluginRetriever[source]¶ Bases: BaseRetriever ChatGPT plugin retriever. Create a new model by parsing and validating input data from keyword arguments. Raises ValidationError if the input dat...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.chatgpt_plugin_retriever.ChatGPTPluginRetriever.html
dd3f26a91ca4-1
Default implementation of abatch, which calls ainvoke N times. Subclasses should override this method if they can batch more efficiently. async aget_relevant_documents(query: str, *, callbacks: Callbacks = None, tags: Optional[List[str]] = None, metadata: Optional[Dict[str, Any]] = None, run_name: Optional[str] = None,...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.chatgpt_plugin_retriever.ChatGPTPluginRetriever.html
dd3f26a91ca4-2
Subclasses should override this method if they support streaming output. async astream_log(input: Any, config: Optional[RunnableConfig] = None, *, include_names: Optional[Sequence[str]] = None, include_types: Optional[Sequence[str]] = None, include_tags: Optional[Sequence[str]] = None, exclude_names: Optional[Sequence[...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.chatgpt_plugin_retriever.ChatGPTPluginRetriever.html
dd3f26a91ca4-3
Creates a new model setting __dict__ and __fields_set__ from trusted or pre-validated data. Default values are respected, but no other validation is performed. Behaves as if Config.extra = ‘allow’ was set since it adds all passed values copy(*, include: Optional[Union[AbstractSetIntStr, MappingIntStrAny]] = None, exclu...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.chatgpt_plugin_retriever.ChatGPTPluginRetriever.html
dd3f26a91ca4-4
namespace is [“langchain”, “llms”, “openai”] get_relevant_documents(query: str, *, callbacks: Callbacks = None, tags: Optional[List[str]] = None, metadata: Optional[Dict[str, Any]] = None, run_name: Optional[str] = None, **kwargs: Any) → List[Document]¶ Retrieve documents relevant to a query. :param query: string to fi...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.chatgpt_plugin_retriever.ChatGPTPluginRetriever.html
dd3f26a91ca4-5
classmethod lc_id() → List[str]¶ A unique identifier for this class for serialization purposes. The unique identifier is a list of strings that describes the path to the object. map() → Runnable[List[Input], List[Output]]¶ Return a new Runnable that maps a list of inputs to a list of outputs, by calling invoke() with e...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.chatgpt_plugin_retriever.ChatGPTPluginRetriever.html
dd3f26a91ca4-6
classmethod update_forward_refs(**localns: Any) → None¶ Try to update ForwardRefs on fields based on this Model, globalns and localns. classmethod validate(value: Any) → Model¶ with_config(config: Optional[RunnableConfig] = None, **kwargs: Any) → Runnable[Input, Output]¶ Bind config to a Runnable, returning a new Runna...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.chatgpt_plugin_retriever.ChatGPTPluginRetriever.html
d13c92d790c3-0
langchain.retrievers.self_query.qdrant.QdrantTranslator¶ class langchain.retrievers.self_query.qdrant.QdrantTranslator(metadata_key: str)[source]¶ Translate Qdrant internal query language elements to valid filters. Attributes allowed_comparators Subset of allowed logical comparators. allowed_operators Methods __init__(...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.self_query.qdrant.QdrantTranslator.html
613013c70477-0
langchain.retrievers.svm.create_index¶ langchain.retrievers.svm.create_index(contexts: List[str], embeddings: Embeddings) → ndarray[source]¶ Create an index of embeddings for a list of contexts. Parameters contexts – List of contexts to embed. embeddings – Embeddings model to use. Returns Index of embeddings.
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.svm.create_index.html
6f6a4a6c837f-0
langchain.retrievers.document_compressors.embeddings_filter.EmbeddingsFilter¶ class langchain.retrievers.document_compressors.embeddings_filter.EmbeddingsFilter[source]¶ Bases: BaseDocumentCompressor Document compressor that uses embeddings to drop documents unrelated to the query. Create a new model by parsing and val...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.document_compressors.embeddings_filter.EmbeddingsFilter.html
6f6a4a6c837f-1
Default values are respected, but no other validation is performed. Behaves as if Config.extra = ‘allow’ was set since it adds all passed values copy(*, include: Optional[Union[AbstractSetIntStr, MappingIntStrAny]] = None, exclude: Optional[Union[AbstractSetIntStr, MappingIntStrAny]] = None, update: Optional[DictStrAny...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.document_compressors.embeddings_filter.EmbeddingsFilter.html
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classmethod from_orm(obj: Any) → Model¶ json(*, include: Optional[Union[AbstractSetIntStr, MappingIntStrAny]] = None, exclude: Optional[Union[AbstractSetIntStr, MappingIntStrAny]] = None, by_alias: bool = False, skip_defaults: Optional[bool] = None, exclude_unset: bool = False, exclude_defaults: bool = False, exclude_n...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.document_compressors.embeddings_filter.EmbeddingsFilter.html
b3ec2fc97e68-0
langchain.retrievers.self_query.myscale.MyScaleTranslator¶ class langchain.retrievers.self_query.myscale.MyScaleTranslator(metadata_key: str = 'metadata')[source]¶ Translate MyScale internal query language elements to valid filters. Attributes allowed_comparators allowed_operators Subset of allowed logical operators. m...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.self_query.myscale.MyScaleTranslator.html
2c5a2481f851-0
langchain.retrievers.remote_retriever.RemoteLangChainRetriever¶ class langchain.retrievers.remote_retriever.RemoteLangChainRetriever[source]¶ Bases: BaseRetriever LangChain API retriever. Create a new model by parsing and validating input data from keyword arguments. Raises ValidationError if the input data cannot be p...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.remote_retriever.RemoteLangChainRetriever.html
2c5a2481f851-1
param url: str [Required]¶ URL of the remote LangChain API. async abatch(inputs: List[Input], config: Optional[Union[RunnableConfig, List[RunnableConfig]]] = None, *, return_exceptions: bool = False, **kwargs: Optional[Any]) → List[Output]¶ Default implementation of abatch, which calls ainvoke N times. Subclasses shoul...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.remote_retriever.RemoteLangChainRetriever.html
2c5a2481f851-2
Subclasses should override this method if they support streaming output. async astream_log(input: Any, config: Optional[RunnableConfig] = None, *, include_names: Optional[Sequence[str]] = None, include_types: Optional[Sequence[str]] = None, include_tags: Optional[Sequence[str]] = None, exclude_names: Optional[Sequence[...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.remote_retriever.RemoteLangChainRetriever.html
2c5a2481f851-3
Creates a new model setting __dict__ and __fields_set__ from trusted or pre-validated data. Default values are respected, but no other validation is performed. Behaves as if Config.extra = ‘allow’ was set since it adds all passed values copy(*, include: Optional[Union[AbstractSetIntStr, MappingIntStrAny]] = None, exclu...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.remote_retriever.RemoteLangChainRetriever.html
2c5a2481f851-4
namespace is [“langchain”, “llms”, “openai”] get_relevant_documents(query: str, *, callbacks: Callbacks = None, tags: Optional[List[str]] = None, metadata: Optional[Dict[str, Any]] = None, run_name: Optional[str] = None, **kwargs: Any) → List[Document]¶ Retrieve documents relevant to a query. :param query: string to fi...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.remote_retriever.RemoteLangChainRetriever.html
2c5a2481f851-5
classmethod lc_id() → List[str]¶ A unique identifier for this class for serialization purposes. The unique identifier is a list of strings that describes the path to the object. map() → Runnable[List[Input], List[Output]]¶ Return a new Runnable that maps a list of inputs to a list of outputs, by calling invoke() with e...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.remote_retriever.RemoteLangChainRetriever.html
2c5a2481f851-6
classmethod update_forward_refs(**localns: Any) → None¶ Try to update ForwardRefs on fields based on this Model, globalns and localns. classmethod validate(value: Any) → Model¶ with_config(config: Optional[RunnableConfig] = None, **kwargs: Any) → Runnable[Input, Output]¶ Bind config to a Runnable, returning a new Runna...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.remote_retriever.RemoteLangChainRetriever.html
7f0ae3efc504-0
langchain.retrievers.kendra.ResultItem¶ class langchain.retrievers.kendra.ResultItem[source]¶ Bases: BaseModel, ABC Base class of a result item. Create a new model by parsing and validating input data from keyword arguments. Raises ValidationError if the input data cannot be parsed to form a valid model. param Document...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.kendra.ResultItem.html
7f0ae3efc504-1
deep – set to True to make a deep copy of the model Returns new model instance dict(*, include: Optional[Union[AbstractSetIntStr, MappingIntStrAny]] = None, exclude: Optional[Union[AbstractSetIntStr, MappingIntStrAny]] = None, by_alias: bool = False, skip_defaults: Optional[bool] = None, exclude_unset: bool = False, ex...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.kendra.ResultItem.html
7f0ae3efc504-2
classmethod parse_file(path: Union[str, Path], *, content_type: unicode = None, encoding: unicode = 'utf8', proto: Protocol = None, allow_pickle: bool = False) → Model¶ classmethod parse_obj(obj: Any) → Model¶ classmethod parse_raw(b: Union[str, bytes], *, content_type: unicode = None, encoding: unicode = 'utf8', proto...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.kendra.ResultItem.html
1a3571d16255-0
langchain.retrievers.docarray.DocArrayRetriever¶ class langchain.retrievers.docarray.DocArrayRetriever[source]¶ Bases: BaseRetriever DocArray Document Indices retriever. Currently, it supports 5 backends: InMemoryExactNNIndex, HnswDocumentIndex, QdrantDocumentIndex, ElasticDocIndex, and WeaviateDocumentIndex. Parameter...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.docarray.DocArrayRetriever.html
1a3571d16255-1
param tags: Optional[List[str]] = None¶ Optional list of tags associated with the retriever. Defaults to None These tags will be associated with each call to this retriever, and passed as arguments to the handlers defined in callbacks. You can use these to eg identify a specific instance of a retriever with its use cas...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.docarray.DocArrayRetriever.html
1a3571d16255-2
Subclasses should override this method if they can run asynchronously. async astream(input: Input, config: Optional[RunnableConfig] = None, **kwargs: Optional[Any]) → AsyncIterator[Output]¶ Default implementation of astream, which calls ainvoke. Subclasses should override this method if they support streaming output. a...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.docarray.DocArrayRetriever.html
1a3571d16255-3
Subclasses should override this method if they can batch more efficiently. bind(**kwargs: Any) → Runnable[Input, Output]¶ Bind arguments to a Runnable, returning a new Runnable. classmethod construct(_fields_set: Optional[SetStr] = None, **values: Any) → Model¶ Creates a new model setting __dict__ and __fields_set__ fr...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.docarray.DocArrayRetriever.html
1a3571d16255-4
classmethod from_orm(obj: Any) → Model¶ classmethod get_lc_namespace() → List[str]¶ Get the namespace of the langchain object. For example, if the class is langchain.llms.openai.OpenAI, then the namespace is [“langchain”, “llms”, “openai”] get_relevant_documents(query: str, *, callbacks: Callbacks = None, tags: Optiona...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.docarray.DocArrayRetriever.html
1a3571d16255-5
Generate a JSON representation of the model, include and exclude arguments as per dict(). encoder is an optional function to supply as default to json.dumps(), other arguments as per json.dumps(). classmethod lc_id() → List[str]¶ A unique identifier for this class for serialization purposes. The unique identifier is a ...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.docarray.DocArrayRetriever.html
1a3571d16255-6
Default implementation of transform, which buffers input and then calls stream. Subclasses should override this method if they can start producing output while input is still being generated. classmethod update_forward_refs(**localns: Any) → None¶ Try to update ForwardRefs on fields based on this Model, globalns and lo...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.docarray.DocArrayRetriever.html
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Examples using DocArrayRetriever¶ DocArray Retriever
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.docarray.DocArrayRetriever.html
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langchain.retrievers.multi_query.LineListOutputParser¶ class langchain.retrievers.multi_query.LineListOutputParser[source]¶ Bases: PydanticOutputParser Output parser for a list of lines. Create a new model by parsing and validating input data from keyword arguments. Raises ValidationError if the input data cannot be pa...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.multi_query.LineListOutputParser.html
6535da865ef4-1
to be different candidate outputs for a single model input. Returns Structured output. async astream(input: Input, config: Optional[RunnableConfig] = None, **kwargs: Optional[Any]) → AsyncIterator[Output]¶ Default implementation of astream, which calls ainvoke. Subclasses should override this method if they support str...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.multi_query.LineListOutputParser.html
6535da865ef4-2
Default implementation of batch, which calls invoke N times. Subclasses should override this method if they can batch more efficiently. bind(**kwargs: Any) → Runnable[Input, Output]¶ Bind arguments to a Runnable, returning a new Runnable. classmethod construct(_fields_set: Optional[SetStr] = None, **values: Any) → Mode...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.multi_query.LineListOutputParser.html
6535da865ef4-3
namespace is [“langchain”, “llms”, “openai”] invoke(input: Union[str, BaseMessage], config: Optional[RunnableConfig] = None) → T¶ classmethod is_lc_serializable() → bool¶ Is this class serializable? json(*, include: Optional[Union[AbstractSetIntStr, MappingIntStrAny]] = None, exclude: Optional[Union[AbstractSetIntStr, ...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.multi_query.LineListOutputParser.html
6535da865ef4-4
classmethod parse_obj(obj: Any) → Model¶ classmethod parse_raw(b: Union[str, bytes], *, content_type: unicode = None, encoding: unicode = 'utf8', proto: Protocol = None, allow_pickle: bool = False) → Model¶ parse_result(result: List[Generation], *, partial: bool = False) → T¶ Parse a list of candidate model Generations...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.multi_query.LineListOutputParser.html
6535da865ef4-5
to_json_not_implemented() → SerializedNotImplemented¶ transform(input: Iterator[Input], config: Optional[RunnableConfig] = None, **kwargs: Optional[Any]) → Iterator[Output]¶ Default implementation of transform, which buffers input and then calls stream. Subclasses should override this method if they can start producing...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.multi_query.LineListOutputParser.html
6535da865ef4-6
For example,{“openai_api_key”: “OPENAI_API_KEY”} property output_schema: Type[pydantic.main.BaseModel]¶
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.multi_query.LineListOutputParser.html
2eeb270498c5-0
langchain.retrievers.tfidf.TFIDFRetriever¶ class langchain.retrievers.tfidf.TFIDFRetriever[source]¶ Bases: BaseRetriever TF-IDF retriever. Largely based on https://github.com/asvskartheek/Text-Retrieval/blob/master/TF-IDF%20Search%20Engine%20(SKLEARN).ipynb Create a new model by parsing and validating input data from k...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.tfidf.TFIDFRetriever.html
2eeb270498c5-1
Default implementation of abatch, which calls ainvoke N times. Subclasses should override this method if they can batch more efficiently. async aget_relevant_documents(query: str, *, callbacks: Callbacks = None, tags: Optional[List[str]] = None, metadata: Optional[Dict[str, Any]] = None, run_name: Optional[str] = None,...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.tfidf.TFIDFRetriever.html
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Subclasses should override this method if they support streaming output. async astream_log(input: Any, config: Optional[RunnableConfig] = None, *, include_names: Optional[Sequence[str]] = None, include_types: Optional[Sequence[str]] = None, include_tags: Optional[Sequence[str]] = None, exclude_names: Optional[Sequence[...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.tfidf.TFIDFRetriever.html
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Creates a new model setting __dict__ and __fields_set__ from trusted or pre-validated data. Default values are respected, but no other validation is performed. Behaves as if Config.extra = ‘allow’ was set since it adds all passed values copy(*, include: Optional[Union[AbstractSetIntStr, MappingIntStrAny]] = None, exclu...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.tfidf.TFIDFRetriever.html
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classmethod from_orm(obj: Any) → Model¶ classmethod from_texts(texts: Iterable[str], metadatas: Optional[Iterable[dict]] = None, tfidf_params: Optional[Dict[str, Any]] = None, **kwargs: Any) → TFIDFRetriever[source]¶ classmethod get_lc_namespace() → List[str]¶ Get the namespace of the langchain object. For example, if ...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.tfidf.TFIDFRetriever.html
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classmethod is_lc_serializable() → bool¶ Is this class serializable? json(*, include: Optional[Union[AbstractSetIntStr, MappingIntStrAny]] = None, exclude: Optional[Union[AbstractSetIntStr, MappingIntStrAny]] = None, by_alias: bool = False, skip_defaults: Optional[bool] = None, exclude_unset: bool = False, exclude_defa...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.tfidf.TFIDFRetriever.html
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classmethod schema(by_alias: bool = True, ref_template: unicode = '#/definitions/{model}') → DictStrAny¶ classmethod schema_json(*, by_alias: bool = True, ref_template: unicode = '#/definitions/{model}', **dumps_kwargs: Any) → unicode¶ stream(input: Input, config: Optional[RunnableConfig] = None, **kwargs: Optional[Any...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.tfidf.TFIDFRetriever.html
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with_retry(*, retry_if_exception_type: ~typing.Tuple[~typing.Type[BaseException], ...] = (<class 'Exception'>,), wait_exponential_jitter: bool = True, stop_after_attempt: int = 3) → Runnable[Input, Output]¶ property InputType: Type[langchain.schema.runnable.utils.Input]¶ property OutputType: Type[langchain.schema.runna...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.tfidf.TFIDFRetriever.html
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langchain.retrievers.self_query.chroma.ChromaTranslator¶ class langchain.retrievers.self_query.chroma.ChromaTranslator[source]¶ Translate Chroma internal query language elements to valid filters. Attributes allowed_comparators Subset of allowed logical comparators. allowed_operators Subset of allowed logical operators....
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.self_query.chroma.ChromaTranslator.html
36c1890b1703-0
langchain.retrievers.self_query.vectara.VectaraTranslator¶ class langchain.retrievers.self_query.vectara.VectaraTranslator[source]¶ Translate Vectara internal query language elements to valid filters. Attributes allowed_comparators Subset of allowed logical comparators. allowed_operators Subset of allowed logical opera...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.self_query.vectara.VectaraTranslator.html
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langchain.retrievers.kendra.combined_text¶ langchain.retrievers.kendra.combined_text(item: ResultItem) → str[source]¶ Combine a ResultItem title and excerpt into a single string. Parameters item – the ResultItem of a Kendra search. Returns A combined text of the title and excerpt of the given item.
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.kendra.combined_text.html
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langchain.retrievers.vespa_retriever.VespaRetriever¶ class langchain.retrievers.vespa_retriever.VespaRetriever[source]¶ Bases: BaseRetriever Vespa retriever. Create a new model by parsing and validating input data from keyword arguments. Raises ValidationError if the input data cannot be parsed to form a valid model. p...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.vespa_retriever.VespaRetriever.html
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Subclasses should override this method if they can batch more efficiently. async aget_relevant_documents(query: str, *, callbacks: Callbacks = None, tags: Optional[List[str]] = None, metadata: Optional[Dict[str, Any]] = None, run_name: Optional[str] = None, **kwargs: Any) → List[Document]¶ Asynchronously get documents ...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.vespa_retriever.VespaRetriever.html
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Subclasses should override this method if they support streaming output. async astream_log(input: Any, config: Optional[RunnableConfig] = None, *, include_names: Optional[Sequence[str]] = None, include_types: Optional[Sequence[str]] = None, include_tags: Optional[Sequence[str]] = None, exclude_names: Optional[Sequence[...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.vespa_retriever.VespaRetriever.html
b15c1399d274-3
Creates a new model setting __dict__ and __fields_set__ from trusted or pre-validated data. Default values are respected, but no other validation is performed. Behaves as if Config.extra = ‘allow’ was set since it adds all passed values copy(*, include: Optional[Union[AbstractSetIntStr, MappingIntStrAny]] = None, exclu...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.vespa_retriever.VespaRetriever.html
b15c1399d274-4
classmethod from_orm(obj: Any) → Model¶ classmethod from_params(url: str, content_field: str, *, k: Optional[int] = None, metadata_fields: Union[Sequence[str], Literal['*']] = (), sources: Optional[Union[Sequence[str], Literal['*']]] = None, _filter: Optional[str] = None, yql: Optional[str] = None, **kwargs: Any) → Ves...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.vespa_retriever.VespaRetriever.html
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namespace is [“langchain”, “llms”, “openai”] get_relevant_documents(query: str, *, callbacks: Callbacks = None, tags: Optional[List[str]] = None, metadata: Optional[Dict[str, Any]] = None, run_name: Optional[str] = None, **kwargs: Any) → List[Document]¶ Retrieve documents relevant to a query. :param query: string to fi...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.vespa_retriever.VespaRetriever.html
b15c1399d274-6
Generate a JSON representation of the model, include and exclude arguments as per dict(). encoder is an optional function to supply as default to json.dumps(), other arguments as per json.dumps(). classmethod lc_id() → List[str]¶ A unique identifier for this class for serialization purposes. The unique identifier is a ...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.vespa_retriever.VespaRetriever.html
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Default implementation of transform, which buffers input and then calls stream. Subclasses should override this method if they can start producing output while input is still being generated. classmethod update_forward_refs(**localns: Any) → None¶ Try to update ForwardRefs on fields based on this Model, globalns and lo...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.vespa_retriever.VespaRetriever.html
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langchain.retrievers.bm25.default_preprocessing_func¶ langchain.retrievers.bm25.default_preprocessing_func(text: str) → List[str][source]¶
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.bm25.default_preprocessing_func.html
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langchain.retrievers.databerry.DataberryRetriever¶ class langchain.retrievers.databerry.DataberryRetriever[source]¶ Bases: BaseRetriever Databerry API retriever. Create a new model by parsing and validating input data from keyword arguments. Raises ValidationError if the input data cannot be parsed to form a valid mode...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.databerry.DataberryRetriever.html
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Asynchronously get documents relevant to a query. :param query: string to find relevant documents for :param callbacks: Callback manager or list of callbacks :param tags: Optional list of tags associated with the retriever. Defaults to None These tags will be associated with each call to this retriever, and passed as a...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.databerry.DataberryRetriever.html
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jsonpatch ops that describe how the state of the run has changed in each step, and the final state of the run. The jsonpatch ops can be applied in order to construct state. async atransform(input: AsyncIterator[Input], config: Optional[RunnableConfig] = None, **kwargs: Optional[Any]) → AsyncIterator[Output]¶ Default im...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.databerry.DataberryRetriever.html
5e2b8d8b2ce7-3
exclude – fields to exclude from new model, as with values this takes precedence over include update – values to change/add in the new model. Note: the data is not validated before creating the new model: you should trust this data deep – set to True to make a deep copy of the model Returns new model instance dict(*, i...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.databerry.DataberryRetriever.html
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This metadata will be associated with each call to this retriever, and passed as arguments to the handlers defined in callbacks. Returns List of relevant documents invoke(input: str, config: Optional[RunnableConfig] = None) → List[Document]¶ classmethod is_lc_serializable() → bool¶ Is this class serializable? json(*, i...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.databerry.DataberryRetriever.html
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classmethod schema(by_alias: bool = True, ref_template: unicode = '#/definitions/{model}') → DictStrAny¶ classmethod schema_json(*, by_alias: bool = True, ref_template: unicode = '#/definitions/{model}', **dumps_kwargs: Any) → unicode¶ stream(input: Input, config: Optional[RunnableConfig] = None, **kwargs: Optional[Any...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.databerry.DataberryRetriever.html
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with_retry(*, retry_if_exception_type: ~typing.Tuple[~typing.Type[BaseException], ...] = (<class 'Exception'>,), wait_exponential_jitter: bool = True, stop_after_attempt: int = 3) → Runnable[Input, Output]¶ property InputType: Type[langchain.schema.runnable.utils.Input]¶ property OutputType: Type[langchain.schema.runna...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.databerry.DataberryRetriever.html
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langchain.retrievers.self_query.deeplake.DeepLakeTranslator¶ class langchain.retrievers.self_query.deeplake.DeepLakeTranslator[source]¶ Translate DeepLake internal query language elements to valid filters. Attributes allowed_comparators Subset of allowed logical comparators. allowed_operators Subset of allowed logical ...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.self_query.deeplake.DeepLakeTranslator.html
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langchain.retrievers.merger_retriever.MergerRetriever¶ class langchain.retrievers.merger_retriever.MergerRetriever[source]¶ Bases: BaseRetriever Retriever that merges the results of multiple retrievers. Create a new model by parsing and validating input data from keyword arguments. Raises ValidationError if the input d...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.merger_retriever.MergerRetriever.html
a14165178097-1
Subclasses should override this method if they can batch more efficiently. async aget_relevant_documents(query: str, *, callbacks: Callbacks = None, tags: Optional[List[str]] = None, metadata: Optional[Dict[str, Any]] = None, run_name: Optional[str] = None, **kwargs: Any) → List[Document]¶ Asynchronously get documents ...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.merger_retriever.MergerRetriever.html
a14165178097-2
Subclasses should override this method if they support streaming output. async astream_log(input: Any, config: Optional[RunnableConfig] = None, *, include_names: Optional[Sequence[str]] = None, include_types: Optional[Sequence[str]] = None, include_tags: Optional[Sequence[str]] = None, exclude_names: Optional[Sequence[...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.merger_retriever.MergerRetriever.html
a14165178097-3
Creates a new model setting __dict__ and __fields_set__ from trusted or pre-validated data. Default values are respected, but no other validation is performed. Behaves as if Config.extra = ‘allow’ was set since it adds all passed values copy(*, include: Optional[Union[AbstractSetIntStr, MappingIntStrAny]] = None, exclu...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.merger_retriever.MergerRetriever.html
a14165178097-4
namespace is [“langchain”, “llms”, “openai”] get_relevant_documents(query: str, *, callbacks: Callbacks = None, tags: Optional[List[str]] = None, metadata: Optional[Dict[str, Any]] = None, run_name: Optional[str] = None, **kwargs: Any) → List[Document]¶ Retrieve documents relevant to a query. :param query: string to fi...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.merger_retriever.MergerRetriever.html
a14165178097-5
classmethod lc_id() → List[str]¶ A unique identifier for this class for serialization purposes. The unique identifier is a list of strings that describes the path to the object. map() → Runnable[List[Input], List[Output]]¶ Return a new Runnable that maps a list of inputs to a list of outputs, by calling invoke() with e...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.merger_retriever.MergerRetriever.html
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Default implementation of transform, which buffers input and then calls stream. Subclasses should override this method if they can start producing output while input is still being generated. classmethod update_forward_refs(**localns: Any) → None¶ Try to update ForwardRefs on fields based on this Model, globalns and lo...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.merger_retriever.MergerRetriever.html
a14165178097-7
Examples using MergerRetriever¶ LOTR (Merger Retriever)
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.merger_retriever.MergerRetriever.html
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langchain.retrievers.weaviate_hybrid_search.WeaviateHybridSearchRetriever¶ class langchain.retrievers.weaviate_hybrid_search.WeaviateHybridSearchRetriever[source]¶ Bases: BaseRetriever Weaviate hybrid search retriever. See the documentation:https://weaviate.io/blog/hybrid-search-explained Create a new model by parsing ...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.weaviate_hybrid_search.WeaviateHybridSearchRetriever.html
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param text_key: str [Required]¶ The name of the text key to use. async abatch(inputs: List[Input], config: Optional[Union[RunnableConfig, List[RunnableConfig]]] = None, *, return_exceptions: bool = False, **kwargs: Optional[Any]) → List[Output]¶ Default implementation of abatch, which calls ainvoke N times. Subclasses ...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.weaviate_hybrid_search.WeaviateHybridSearchRetriever.html
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Default implementation of astream, which calls ainvoke. Subclasses should override this method if they support streaming output. async astream_log(input: Any, config: Optional[RunnableConfig] = None, *, include_names: Optional[Sequence[str]] = None, include_types: Optional[Sequence[str]] = None, include_tags: Optional[...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.weaviate_hybrid_search.WeaviateHybridSearchRetriever.html
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Bind arguments to a Runnable, returning a new Runnable. classmethod construct(_fields_set: Optional[SetStr] = None, **values: Any) → Model¶ Creates a new model setting __dict__ and __fields_set__ from trusted or pre-validated data. Default values are respected, but no other validation is performed. Behaves as if Config...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.weaviate_hybrid_search.WeaviateHybridSearchRetriever.html
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Get the namespace of the langchain object. For example, if the class is langchain.llms.openai.OpenAI, then the namespace is [“langchain”, “llms”, “openai”] get_relevant_documents(query: str, *, callbacks: Callbacks = None, tags: Optional[List[str]] = None, metadata: Optional[Dict[str, Any]] = None, run_name: Optional[s...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.weaviate_hybrid_search.WeaviateHybridSearchRetriever.html
e46363bff785-5
Generate a JSON representation of the model, include and exclude arguments as per dict(). encoder is an optional function to supply as default to json.dumps(), other arguments as per json.dumps(). classmethod lc_id() → List[str]¶ A unique identifier for this class for serialization purposes. The unique identifier is a ...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.weaviate_hybrid_search.WeaviateHybridSearchRetriever.html
e46363bff785-6
Default implementation of transform, which buffers input and then calls stream. Subclasses should override this method if they can start producing output while input is still being generated. classmethod update_forward_refs(**localns: Any) → None¶ Try to update ForwardRefs on fields based on this Model, globalns and lo...
https://api.python.langchain.com/en/latest/retrievers/langchain.retrievers.weaviate_hybrid_search.WeaviateHybridSearchRetriever.html