安装

docker network create elasticdocker pull docker.elastic.co/elasticsearch/elasticsearch:8.10.4# 增加虚拟内存， 此处适用于linux
vim /etc/sysctl.conf # 添加 vm.max_map_count=262144
# 重新启动
sysctl vm.max_map_countdocker run --name es01 --net elastic -p 9200:9200 -it -m 1GB docker.elastic.co/elasticsearch/elasticsearch:8.10.4

成功后会出现下图

将密码保存，可以先重置:

docker exec -it es01 /usr/share/elasticsearch/bin/elasticsearch-reset-password -u elastic
docker exec -it es01 /usr/share/elasticsearch/bin/elasticsearch-create-enrollment-token -s kibana

复制证书以供ssl访问

docker cp es01:/usr/share/elasticsearch/config/certs/http_ca.crt .

使用

connect

from elasticsearch import ElasticsearchNODES = ["https://localhost:9200","https://localhost:9201","https://localhost:9202",
]# Password for the 'elastic' user generated by Elasticsearch
ELASTIC_PASSWORD = "<password>"# Create the client instance
client = Elasticsearch(NODES,ca_certs="/path/to/http_ca.crt",basic_auth=("elastic", ELASTIC_PASSWORD)# 支持多种登陆方式# api_key=("api_key.id", "api_key.api_key")# bearer_auth="token-value"# ssl_assert_fingerprint=CERT_FINGERPRINT,
)# Successful response!
client.info()

index

mapping = {"settings": {"analysis": {"analyzer": {"latex_analyzer": {"type": "standard",  # 使用标准分析器作为基础"stopwords": "_none_"  # 不使用停用词}}}},"mappings": {"properties": {"question": {"type": "text","analyzer": "latex_analyzer"  # 使用上面定义的分析器}}}
}# 创建索引
es.indices.create(index="questions_index", body=mapping)

insert

from elasticsearch import Elasticsearch, helpersinsert_df = df["question"].to_frame()insert_df.head()def doc_generator(df, index_name):df_iter = df.iterrows()for index, document in df_iter:yield {"_index": index_name,"_id": index,      "_source": document.to_dict(),}helpers.bulk(es, doc_generator(insert_df, 'questions_index'))

query

search_query = {"query": {"match": {"question": "数轴上A、B两点所表示的有理数的和是"}}
}response = es.search(index="questions_index", body=search_query)for hit in response['hits']['hits']:print(hit['_source']['question'])

import ujson# 原始查询
query_string = '''{"query": {"bool": {"must": [{"bool": {"must": [{"bool": {"should": [{"multi_match": {"query": "数轴上A、B两点所表示的有理数的和是","fields": ["question^3", "question.raw^3", "question.search^1", "question.autosuggest^1", "question.english^1"],"type": "cross_fields","operator": "and"}},{"multi_match": {"query": "数轴上A、B两点所表示的有理数的和是","fields": ["question^3", "question.raw^3", "question.search^1", "question.autosuggest^1", "question.english^1"],"type": "phrase","operator": "and"}},{"multi_match": {"query": "数轴上A、B两点所表示的有理数的和是","fields": ["question^3", "question.raw^3", "question.english^1"],"type": "phrase_prefix","operator": "and"}}],"minimum_should_match": "1"}}]}}]}}
}'''query_dict = ujson.loads(query_string)
response = es.search(index='questions_index', body=query_dict)for hit in response['hits']['hits']:print(hit['_source'])