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import logging
from typing import Union, List
from elasticsearch import Elasticsearch
# import elasticsearch.helpers # type: ignore
from towhee.operator import PyOperator, SharedType # type: ignore
logger = logging.getLogger()
class ESSearch(PyOperator):
"""
Search using ElasticSearch with client ready
Args:
host (`str`): host to connect ElasticSearch client
port (`int`): port to connect ElasticSearch client
user (`str=None`): user name to connect ElasticSearch client, defaults to None
password (`str=None`): user password to connect ElasticSearch client, defaults to None
ca_certs (`str=None`): path to CA certificate, defaults to None
"""
def __init__(self, host: str, port: int, user: str = None, password: str = None, ca_certs: str = None):
super().__init__()
try:
self.client = Elasticsearch(
f'https://{host}:{port}',
ca_certs=ca_certs,
basic_auth=(user, password))
logger.info('Successfully connected to ElasticSearch client.')
except Exception as e:
logger.error('Failed to connect ElasticSearch client:\n', e)
raise e
def __call__(self, index_name: str, query: dict = {'match_all': {}}, enable: bool=True):
if not enable:
return None
resp = self.client.search(index=index_name, query=query)
return resp
@property
def shared_type(self):
return SharedType.NotShareable