class Multiwoven::Integrations::Source::PineconeDB::Client
def check_connection(connection_config)
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
def create_connection(connection_config)
def create_connection(connection_config) initialize_client(connection_config) Pinecone.configure do |config| config.api_key = @api_key config.environment = @region end Pinecone::Client.new end
def discover(_connection_config = nil)
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
def initialize_client(connection_config)
def initialize_client(connection_config) @api_key = connection_config["api_key"] @region = connection_config["region"] @index_name = connection_config["index_name"] @namespace = connection_config["namespace"] end
def search(vector_search_config)
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) response = pinecone_index.query(vector: vector_search_config[:vector], namespace: @namespace, top_k: vector_search_config[:limit], include_values: true, include_metadata: true) 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