一、制造数据
1.1 新建索引并增加数据
POST /data/article/_bulk
{ "index": { "_id": 1 }}
{ "articleID" : "XHDK-A-1293-#fJ3", "userID" : 1, "hidden": false, "postDate": "2022-01-01" }
{ "index": { "_id": 2 }}
{ "articleID" : "KDKE-B-9947-#kL5", "userID" : 1, "hidden": false, "postDate": "2022-01-02" }
{ "index": { "_id": 3 }}
{ "articleID" : "JODL-X-1937-#pV7", "userID" : 2, "hidden": false, "postDate": "2022-01-01" }
{ "index": { "_id": 4 }}
{ "articleID" : "QQPX-R-3956-#aD8", "userID" : 2, "hidden": true, "postDate": "2022-01-02" }
# 追加新增字段
POST /data/article/_bulk
{"update":{"_id":"1"}}
{"doc":{"title":"this is java and elasticsearch blog"}}
{"update":{"_id":"2"}}
{"doc":{"title":"this is java blog"}}
{"update":{"_id":"3"}}
{"doc":{"title":"this is elasticsearch blog"}}
{"update":{"_id":"4"}}
{"doc":{"title":"this is java, elasticsearch, hadoop blog"}}
{"update":{"_id":"5"}}
{"doc":{"title":"this is spark blog"}}
# 查看数据
GET data/_search
#! Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.
{
"took" : 151,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 4,
"relation" : "eq"
},
"max_score" : 1.0,
"hits" : [
{
"_index" : "data",
"_type" : "article",
"_id" : "1",
"_score" : 1.0,
"_source" : {
"articleID" : "XHDK-A-1293-#fJ3",
"userID" : 1,
"hidden" : false,
"postDate" : "2022-01-01",
"title" : "this is java and elasticsearch blog"
}
},
{
"_index" : "data",
"_type" : "article",
"_id" : "2",
"_score" : 1.0,
"_source" : {
"articleID" : "KDKE-B-9947-#kL5",
"userID" : 1,
"hidden" : false,
"postDate" : "2022-01-02",
"title" : "this is java blog"
}
},
{
"_index" : "data",
"_type" : "article",
"_id" : "3",
"_score" : 1.0,
"_source" : {
"articleID" : "JODL-X-1937-#pV7",
"userID" : 2,
"hidden" : false,
"postDate" : "2022-01-01",
"title" : "this is elasticsearch blog"
}
},
{
"_index" : "data",
"_type" : "article",
"_id" : "4",
"_score" : 1.0,
"_source" : {
"articleID" : "QQPX-R-3956-#aD8",
"userID" : 2,
"hidden" : true,
"postDate" : "2022-01-02",
"title" : "this is java, elasticsearch, hadoop blog"
}
}
]
}
}
二、Text分词匹配
2.1 搜索标题中包含java或elasticsearch的条目
- match query,是负责进行全文检索的,分詞匹配的。
GET /data/article/_search
{
"query": {
"match": {
"title": "java elasticsearch"
}
}
}
#! Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.
#! [types removal] Specifying types in search requests is deprecated.
{
"took" : 0,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 4,
"relation" : "eq"
},
"max_score" : 0.6593991,
"hits" : [
{
"_index" : "data",
"_type" : "article",
"_id" : "1",
"_score" : 0.6593991,
"_source" : {
"articleID" : "XHDK-A-1293-#fJ3",
"userID" : 1,
"hidden" : false,
"postDate" : "2022-01-01",
"title" : "this is java and elasticsearch blog"
}
},
{
"_index" : "data",
"_type" : "article",
"_id" : "4",
"_score" : 0.6593991,
"_source" : {
"articleID" : "QQPX-R-3956-#aD8",
"userID" : 2,
"hidden" : true,
"postDate" : "2022-01-02",
"title" : "this is java, elasticsearch, hadoop blog"
}
},
{
"_index" : "data",
"_type" : "article",
"_id" : "2",
"_score" : 0.38845783,
"_source" : {
"articleID" : "KDKE-B-9947-#kL5",
"userID" : 1,
"hidden" : false,
"postDate" : "2022-01-02",
"title" : "this is java blog"
}
},
{
"_index" : "data",
"_type" : "article",
"_id" : "3",
"_score" : 0.38845783,
"_source" : {
"articleID" : "JODL-X-1937-#pV7",
"userID" : 2,
"hidden" : false,
"postDate" : "2022-01-01",
"title" : "this is elasticsearch blog"
}
}
]
}
}
2.2 搜索标题中包含java和elasticsearch的条目
- 灵活使用and关键字,如果你是希望所有的搜索关键字都要匹配的,那么就用and,可以实现单纯match query无法实现的效果
GET /data/article/_search
{
"query": {
"match": {
"title": {
"query": "java elasticsearch",
"operator": "and"
}
}
}
}
#! Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.
#! [types removal] Specifying types in search requests is deprecated.
{
"took" : 2,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 2,
"relation" : "eq"
},
"max_score" : 0.6593991,
"hits" : [
{
"_index" : "data",
"_type" : "article",
"_id" : "1",
"_score" : 0.6593991,
"_source" : {
"articleID" : "XHDK-A-1293-#fJ3",
"userID" : 1,
"hidden" : false,
"postDate" : "2022-01-01",
"title" : "this is java and elasticsearch blog"
}
},
{
"_index" : "data",
"_type" : "article",
"_id" : "4",
"_score" : 0.6593991,
"_source" : {
"articleID" : "QQPX-R-3956-#aD8",
"userID" : 2,
"hidden" : true,
"postDate" : "2022-01-02",
"title" : "this is java, elasticsearch, hadoop blog"
}
}
]
}
}
2.3 搜索包含java,elasticsearch,spark,hadoop,4个关键字中,至少3个的条目
- 指定一些关键字中,必须至少匹配其中的多少个关键字,才能作为结果返回
GET /data/article/_search
{
"query": {
"match": {
"title": {
"query": "java elasticsearch spark hadhoop",
"minimum_should_match": "50%"
}
}
}
}
#! Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.
#! [types removal] Specifying types in search requests is deprecated.
{
"took" : 0,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 2,
"relation" : "eq"
},
"max_score" : 0.6593991,
"hits" : [
{
"_index" : "data",
"_type" : "article",
"_id" : "1",
"_score" : 0.6593991,
"_source" : {
"articleID" : "XHDK-A-1293-#fJ3",
"userID" : 1,
"hidden" : false,
"postDate" : "2022-01-01",
"title" : "this is java and elasticsearch blog"
}
},
{
"_index" : "data",
"_type" : "article",
"_id" : "4",
"_score" : 0.6593991,
"_source" : {
"articleID" : "QQPX-R-3956-#aD8",
"userID" : 2,
"hidden" : true,
"postDate" : "2022-01-02",
"title" : "this is java, elasticsearch, hadoop blog"
}
}
]
}
}
2.4 用bool组合多个搜索条件,来搜索title
GET /data/article/_search
{
"query": {
"bool": {
"must": [
{
"match": {
"title": "java"
}
}
],
"must_not": {
"match": {
"title": "spark"
}
},
"should": [
{
"match": {
"title": "hadoop"
}
},
{
"match": {
"title": "elasticsearch"
}
}
]
}
}
}
- must是确保必须有这个关键字,同时会根据这个must的条件去计算出document对这个搜索条件的relevance score 在满足must的基础之上,should中的条件,不匹配也可以,但是如果匹配的更多,那么document的relevance score就会更高。
- should是可以影响相关度分数的
#! Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.
#! [types removal] Specifying types in search requests is deprecated.
{
"took" : 1,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 3,
"relation" : "eq"
},
"max_score" : 1.7723151,
"hits" : [
{
"_index" : "data",
"_type" : "article",
"_id" : "4",
"_score" : 1.7723151,
"_source" : {
"articleID" : "QQPX-R-3956-#aD8",
"userID" : 2,
"hidden" : true,
"postDate" : "2022-01-02",
"title" : "this is java, elasticsearch, hadoop blog"
}
},
{
"_index" : "data",
"_type" : "article",
"_id" : "1",
"_score" : 0.6593991,
"_source" : {
"articleID" : "XHDK-A-1293-#fJ3",
"userID" : 1,
"hidden" : false,
"postDate" : "2022-01-01",
"title" : "this is java and elasticsearch blog"
}
},
{
"_index" : "data",
"_type" : "article",
"_id" : "2",
"_score" : 0.38845783,
"_source" : {
"articleID" : "KDKE-B-9947-#kL5",
"userID" : 1,
"hidden" : false,
"postDate" : "2022-01-02",
"title" : "this is java blog"
}
}
]
}
}
2.5 搜索java,hadoop,spark,elasticsearch,至少包含其中3个关键字
- 默认情况下,should是可以不匹配任何一个的,比如上面的搜索中,this is java blog,就不匹配任何一个should条件,但是有个例外的情况,如果没有must的话,那么should中必须至少匹配一个才可以,比如下面的搜索,should中有4个条件,默认情况下,只要满足其中一个条件,就可以匹配作为结果返回。
- 可以精准控制,should的4个条件中,至少匹配几个才能作为结果返回
GET /data/article/_search
{
"query": {
"bool": {
"should": [
{
"match": {
"title": "java"
}
},
{
"match": {
"title": "elasticsearch"
}
},
{
"match": {
"title": "hadoop"
}
},
{
"match": {
"title": "spark"
}
}
],
"minimum_should_match": 3
}
}
}
#! Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.
#! [types removal] Specifying types in search requests is deprecated.
{
"took" : 0,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 1,
"relation" : "eq"
},
"max_score" : 1.7723153,
"hits" : [
{
"_index" : "data",
"_type" : "article",
"_id" : "4",
"_score" : 1.7723153,
"_source" : {
"articleID" : "QQPX-R-3956-#aD8",
"userID" : 2,
"hidden" : true,
"postDate" : "2022-01-02",
"title" : "this is java, elasticsearch, hadoop blog"
}
}
]
}
}
2.6 普通match如何转换为term+should
- 使用诸如上面的match query进行多值搜索的时候,es会在底层自动将这个match query转换为bool的语法 bool should,指定多个搜索词,同时使用term query
转换前:
GET /data/article/_search
{
"query": {
"match": {
"title": "java elasticsearch"
}
}
}
转换后:
GET /data/article/_search
{
"query": {
"bool": {
"should": [
{
"term": {
"title": "java"
}
},
{
"term": {
"title": "elasticsearch"
}
}
]
}
}
}
查询数据结果:
#! Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.
#! [types removal] Specifying types in search requests is deprecated.
{
"took" : 0,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 4,
"relation" : "eq"
},
"max_score" : 0.6593991,
"hits" : [
{
"_index" : "data",
"_type" : "article",
"_id" : "1",
"_score" : 0.6593991,
"_source" : {
"articleID" : "XHDK-A-1293-#fJ3",
"userID" : 1,
"hidden" : false,
"postDate" : "2022-01-01",
"title" : "this is java and elasticsearch blog"
}
},
{
"_index" : "data",
"_type" : "article",
"_id" : "4",
"_score" : 0.6593991,
"_source" : {
"articleID" : "QQPX-R-3956-#aD8",
"userID" : 2,
"hidden" : true,
"postDate" : "2022-01-02",
"title" : "this is java, elasticsearch, hadoop blog"
}
},
{
"_index" : "data",
"_type" : "article",
"_id" : "2",
"_score" : 0.38845783,
"_source" : {
"articleID" : "KDKE-B-9947-#kL5",
"userID" : 1,
"hidden" : false,
"postDate" : "2022-01-02",
"title" : "this is java blog"
}
},
{
"_index" : "data",
"_type" : "article",
"_id" : "3",
"_score" : 0.38845783,
"_source" : {
"articleID" : "JODL-X-1937-#pV7",
"userID" : 2,
"hidden" : false,
"postDate" : "2022-01-01",
"title" : "this is elasticsearch blog"
}
}
]
}
}
2.6 and match如何转换为term+must
转换前:
GET /data/article/_search
{
"query": {
"match": {
"title": {
"query": "java elasticsearch",
"operator": "and"
}
}
}
}
转换后:
GET /data/article/_search
{
"query": {
"bool": {
"must": [
{
"term": {
"title": "java"
}
},
{
"term": {
"title": "elasticsearch"
}
}
]
}
}
}
查询数据结果:
#! Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.
#! [types removal] Specifying types in search requests is deprecated.
{
"took" : 0,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 2,
"relation" : "eq"
},
"max_score" : 0.6593991,
"hits" : [
{
"_index" : "data",
"_type" : "article",
"_id" : "1",
"_score" : 0.6593991,
"_source" : {
"articleID" : "XHDK-A-1293-#fJ3",
"userID" : 1,
"hidden" : false,
"postDate" : "2022-01-01",
"title" : "this is java and elasticsearch blog"
}
},
{
"_index" : "data",
"_type" : "article",
"_id" : "4",
"_score" : 0.6593991,
"_source" : {
"articleID" : "QQPX-R-3956-#aD8",
"userID" : 2,
"hidden" : true,
"postDate" : "2022-01-02",
"title" : "this is java, elasticsearch, hadoop blog"
}
}
]
}
}
2.7 minimum_should_match如何转换
转换前:
GET /data/article/_search
{
"query": {
"match": {
"title": {
"query": "java elasticsearch hadoop spark",
"minimum_should_match": "75%"
}
}
}
}
转换后:
GET /data/article/_search
{
"query": {
"bool": {
"should": [
{
"term": {
"title": "java"
}
},
{
"term": {
"title": "elasticsearch"
}
},
{
"term": {
"title": "hadoop"
}
},
{
"term": {
"title": "spark"
}
}
],
"minimum_should_match": 3
}
}
}
查询数据结果:
#! Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.
#! [types removal] Specifying types in search requests is deprecated.
{
"took" : 0,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 1,
"relation" : "eq"
},
"max_score" : 1.7723153,
"hits" : [
{
"_index" : "data",
"_type" : "article",
"_id" : "4",
"_score" : 1.7723153,
"_source" : {
"articleID" : "QQPX-R-3956-#aD8",
"userID" : 2,
"hidden" : true,
"postDate" : "2022-01-02",
"title" : "this is java, elasticsearch, hadoop blog"
}
}
]
}
}
2.8 使用sort对查询数据排序,并按照size返回查询的数量
- desc:降序
- asc:升序
GET /data/article/_search?size=2
{
"query": {
"match": {
"title": "java elasticsearch"
}
},
"sort": {
"postDate": {
"order": "desc"
}
}
}
#! Elasticsearch built-in security features are not enabled. Without authentication, your cluster could be accessible to anyone. See https://www.elastic.co/guide/en/elasticsearch/reference/7.17/security-minimal-setup.html to enable security.
#! [types removal] Specifying types in search requests is deprecated.
{
"took" : 0,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 4,
"relation" : "eq"
},
"max_score" : null,
"hits" : [
{
"_index" : "data",
"_type" : "article",
"_id" : "2",
"_score" : null,
"_source" : {
"articleID" : "KDKE-B-9947-#kL5",
"userID" : 1,
"hidden" : false,
"postDate" : "2022-01-02",
"title" : "this is java blog"
},
"sort" : [
1641081600000
]
},
{
"_index" : "data",
"_type" : "article",
"_id" : "4",
"_score" : null,
"_source" : {
"articleID" : "QQPX-R-3956-#aD8",
"userID" : 2,
"hidden" : true,
"postDate" : "2022-01-02",
"title" : "this is java, elasticsearch, hadoop blog"
},
"sort" : [
1641081600000
]
}
]
}
}