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

.. currentmodule:: langchain.vectorstores.qdrant

.. autoclass:: Qdrant

   
   
   .. rubric:: Methods

   .. autosummary::
   
      ~Qdrant.__init__
      ~Qdrant.aadd_documents
      ~Qdrant.aadd_texts
      ~Qdrant.add_documents
      ~Qdrant.add_texts
      ~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.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
   
   

   
   
   .. rubric:: Attributes

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

.. example_links:: Qdrant