Class: Multiwoven::Integrations::Source::PineconeDB::Client

Inherits:
VectorSourceConnector
  • Object
show all
Defined in:
lib/multiwoven/integrations/source/pinecone_db/client.rb

Instance Method Summary collapse

Instance Method Details

#check_connection(connection_config) ⇒ Object 



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# File 'lib/multiwoven/integrations/source/pinecone_db/client.rb', line 7

def check_connection(connection_config)
  connection_config = connection_config.with_indifferent_access
  pinecone = create_connection(connection_config)
  result = pinecone.describe_index(@index_name)
  if success?(result)
    success_status
  else
    failure_status(nil)
  end
rescue StandardError => e
  handle_exception(e, { context: "PINECONE:CHECK_CONNECTION:EXCEPTION", type: "error" })
  failure_status(e)
end

#discover(_connection_config = nil) ⇒ Object 



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# File 'lib/multiwoven/integrations/source/pinecone_db/client.rb', line 21

def discover(_connection_config = nil)
  catalog_json = read_json(CATALOG_SPEC_PATH)
  catalog = build_catalog(catalog_json)
  catalog.to_multiwoven_message
rescue StandardError => e
  handle_exception(e, {
                     context: "PINECONE:DISCOVER:EXCEPTION",
                     type: "error"
                   })
end

#search(vector_search_config) ⇒ Object 



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# File 'lib/multiwoven/integrations/source/pinecone_db/client.rb', line 32

def search(vector_search_config)
  connection_config = vector_search_config.source.connection_specification
  connection_config = connection_config.with_indifferent_access
  connection = create_connection(connection_config)
  pinecone_index = connection.index(@index_name)

  query_params = {
    vector: vector_search_config[:vector],
    top_k: vector_search_config[:limit],
    include_values: true,
    include_metadata: true
  }

  namespace = @namespace
  query_params[:namespace] = namespace if namespace.present? && namespace != "__default__"

  # Add filters if present
  filters = vector_search_config[:filters] || []
  query_params[:filter] = build_pinecone_filter(filters) if filters.present?

  response = pinecone_index.query(**query_params)
  result = JSON.parse(response.body).with_indifferent_access
  records = result["matches"]
  records.map do |row|
    RecordMessage.new(data: row, emitted_at: Time.now.to_i).to_multiwoven_message
  end
rescue StandardError => e
  handle_exception(e, {
                     context: "PINECONE:SEARCH:EXCEPTION",
                     type: "error"
                   })
end