:mod:`langchain_community.vectorstores.qdrant`.Qdrant
============================================================

.. currentmodule:: langchain_community.vectorstores.qdrant

.. autoclass:: Qdrant

   
   
   .. rubric:: Attributes

   .. autosummary::
   
      ~Qdrant.CONTENT_KEY
      ~Qdrant.METADATA_KEY
      ~Qdrant.VECTOR_NAME
      ~Qdrant.embeddings
   
   

   
   
   .. rubric:: Methods

   .. autosummary::
   
      ~Qdrant.__init__
      ~Qdrant.aadd_documents
      ~Qdrant.aadd_texts
      ~Qdrant.aconstruct_instance
      ~Qdrant.add_documents
      ~Qdrant.add_texts
      ~Qdrant.adelete
      ~Qdrant.afrom_documents
      ~Qdrant.afrom_texts
      ~Qdrant.amax_marginal_relevance_search
      ~Qdrant.amax_marginal_relevance_search_by_vector
      ~Qdrant.amax_marginal_relevance_search_with_score_by_vector
      ~Qdrant.as_retriever
      ~Qdrant.asearch
      ~Qdrant.asimilarity_search
      ~Qdrant.asimilarity_search_by_vector
      ~Qdrant.asimilarity_search_with_relevance_scores
      ~Qdrant.asimilarity_search_with_score
      ~Qdrant.asimilarity_search_with_score_by_vector
      ~Qdrant.construct_instance
      ~Qdrant.delete
      ~Qdrant.from_documents
      ~Qdrant.from_texts
      ~Qdrant.max_marginal_relevance_search
      ~Qdrant.max_marginal_relevance_search_by_vector
      ~Qdrant.max_marginal_relevance_search_with_score_by_vector
      ~Qdrant.search
      ~Qdrant.similarity_search
      ~Qdrant.similarity_search_by_vector
      ~Qdrant.similarity_search_with_relevance_scores
      ~Qdrant.similarity_search_with_score
      ~Qdrant.similarity_search_with_score_by_vector

   
   .. automethod:: Qdrant.__init__
   .. automethod:: Qdrant.aadd_documents
   .. automethod:: Qdrant.aadd_texts
   .. automethod:: Qdrant.aconstruct_instance
   .. automethod:: Qdrant.add_documents
   .. automethod:: Qdrant.add_texts
   .. automethod:: Qdrant.adelete
   .. automethod:: Qdrant.afrom_documents
   .. automethod:: Qdrant.afrom_texts
   .. automethod:: Qdrant.amax_marginal_relevance_search
   .. automethod:: Qdrant.amax_marginal_relevance_search_by_vector
   .. automethod:: Qdrant.amax_marginal_relevance_search_with_score_by_vector
   .. automethod:: Qdrant.as_retriever
   .. automethod:: Qdrant.asearch
   .. automethod:: Qdrant.asimilarity_search
   .. automethod:: Qdrant.asimilarity_search_by_vector
   .. automethod:: Qdrant.asimilarity_search_with_relevance_scores
   .. automethod:: Qdrant.asimilarity_search_with_score
   .. automethod:: Qdrant.asimilarity_search_with_score_by_vector
   .. automethod:: Qdrant.construct_instance
   .. automethod:: Qdrant.delete
   .. automethod:: Qdrant.from_documents
   .. automethod:: Qdrant.from_texts
   .. automethod:: Qdrant.max_marginal_relevance_search
   .. automethod:: Qdrant.max_marginal_relevance_search_by_vector
   .. automethod:: Qdrant.max_marginal_relevance_search_with_score_by_vector
   .. automethod:: Qdrant.search
   .. automethod:: Qdrant.similarity_search
   .. automethod:: Qdrant.similarity_search_by_vector
   .. automethod:: Qdrant.similarity_search_with_relevance_scores
   .. automethod:: Qdrant.similarity_search_with_score
   .. automethod:: Qdrant.similarity_search_with_score_by_vector

   
   


.. example_links:: Qdrant