From ba6851da921be6e40c362af4ebf0d136f2ea00f3 Mon Sep 17 00:00:00 2001 From: yanghaiji <372787553@qq.com> Date: Thu, 10 Feb 2022 13:39:06 +0800 Subject: [PATCH 1/2] add es batch.md :new: :book: --- note/README.md | 1 + note/elasticsearch/basics/batch.md | 261 +++++++++++++++++++ note/elasticsearch/img/20220208135630422.png | Bin 0 -> 87135 bytes 3 files changed, 262 insertions(+) create mode 100644 note/elasticsearch/basics/batch.md create mode 100644 note/elasticsearch/img/20220208135630422.png diff --git a/note/README.md b/note/README.md index a20d662..fd4f7c6 100644 --- a/note/README.md +++ b/note/README.md @@ -349,6 +349,7 @@ - [🔖 elasticSearch 安装](elasticsearch/basics/install_elasticsearch.md) - [🔖 elasticsearch 对索引增删改](elasticsearch/basics/insert_update_delete.md) - [🔖 elasticsearch 常用查询表达式](elasticsearch/basics/query_dsl.md) +- [🔖 elasticsearch 常用查询表达式](elasticsearch/basics/batch.md) ## [🔖 面试题总结](InterviewQuestions/JavaYouHuo面试题总结.md) diff --git a/note/elasticsearch/basics/batch.md b/note/elasticsearch/basics/batch.md new file mode 100644 index 0000000..7aab432 --- /dev/null +++ b/note/elasticsearch/basics/batch.md @@ -0,0 +1,261 @@ +# 批量索引更新和删除 + +> 到目前为止,您已经一次索引了一个文档。这对于玩乐来说很好,但它意味着至少从两个方向的性能损失: +> +> - 您的应用程序必须等待 Elasticsearch 的回复,然后才能继续。 +> - Elasticsearch 必须处理来自每个索引文档的请求中的所有数据。 +> +> 如果您需要更高的索引速度,Elasticsearch 提供了一个批量 API,您可以使用它一次为多个文档编制索引 + +![image-20220208135630422](../img/20220208135630422.png) + +如图所示,您可以使用 HTTP 执行此操作,因为到目前为止,您已经用于为文档编制索引,并且您将获得包含所有索引请求结果的回复 + +## 批量查询 + +### mget + +> 在之前我们的查询都是单条查询,如果查询多条就需要进行多次的IO,这样的效率不高,这时我们可以通过mget来进行批量查询,如下 + +```json +# 查询 index为megacorp id为 1,2的数据 +GET /_mget +{ + "docs": [ + { + "_index": "megacorp", + "_id": "1" + }, + { + "_index": "megacorp", + "_id": "2", + "_source" :[ + "first_name" , + "last_name" + ] + } + ] +} + +``` + +这是我们就可以同时查询不通的索引的数据,并且通过`_source`可以指定需要返回的字段 + +如果查询的时同一个索引,我们还可以进行优化,如下 + +```json +GET /megacorp/_mget +{ + "ids": [ + 1, + 2 + ] +} +``` + +可以说mget是很重要的,一般来说,在进行查询的时候,如果一次性要查询多条数据的话,那么一定要用batch批量操作的api +尽可能减少网络开销次数,可能可以将性能提升数倍,甚至数十倍,非常非常之重要 + +### msearch + +多搜索 API 从单个 API 请求执行多个搜索。请求的格式类似于批量 API 格式,并使用换行符分隔的 JSON (NDJSON) 格式。 + +结构如下: + +``` +header\n +body\n +header\n +body\n +``` + +- header用于指定index、type、search_type、preference、routing等内容,告诉ElasticSearch下一个body的查询位置。 + + {"index":"","type":""} + 若所有header的index相同,或index及type都相同,可通过URL指定全局index或type。 + + 这样,在header中就可以不再设置index或type内容。 + + 但请注意,header部分不可省略,需要用{}\n占位。 + + 否则,ElasticSearch将会把下一个body当成header处理,从而导致整个批量查询都解析错位。 + +- body用于指定具体的查询内容,其格式请参考_search查询格式。 + +```json +GET /_msearch +{"index":"megacorp"} +{"query":{"match":{"about":"I love"}}} +{"index":"megacorp"} +{"aggs":{"all_interests":{"terms":{"field": "interests.keyword"}}}} +``` + +如果是同一个索引可以简写成如下 + +```json +GET /megacorp/_msearch +{} +{"query":{"match":{"about":"I love"}}} +{} +{"aggs":{"all_interests":{"terms":{"field": "interests.keyword"}}}} +``` + +返回的数据是一个数组,数组中的每一个元素依次对应一个查询(body)。 + +```xml +{ + "responses":[,, ...] +} +``` + +某个查询失败将在对应的返回信息中显示错误信息,不会影响其它查询结果。 + +## 批量增删改 + +### bulk + +有哪些类型的操作可以执行呢? + +1. delete:删除一个文档,只要1个json串就可以了 +2. create:PUT /index/type/id/_create,强制创建 +3. index:普通的put操作,可以是创建文档,也可以是全量替换文档 +4. update:执行的partial update操作 + +bulk api对json的语法,有严格的要求,每个json串不能换行,只能放一行,同时一个json串和一个json串之间,必须有一个换行 + +```json +POST _bulk +{"delete":{"_index":"megacorp","_id":30}} +{"create":{"_index":"megacorp","_id":5}} +{"first_name":"John","last_name":"Smith","age":25,"about":"I love to go rock climbing","interests":["sports","music"]} +{"create":{"_index":"megacorp","_id":6}} +{"first_name":"John","last_name":"Smith","age":25,"about":"I love to go rock climbing","interests":["sports","music"]} +{"index":{"_index":"megacorp","_id":7}} +{"first_name":"John","last_name":"Smith","age":25,"about":"I love to go rock climbing","interests":["sports","music"]} +{"index":{"_index":"megacorp","_id":8}} +{"first_name":"John","last_name":"Smith","age":25,"about":"I love to go rock climbing","interests":["sports","music"]} +{"update":{"_index":"megacorp","_id":1}} +{"doc":{"age":55}} + +``` + +**bulk操作中,任意一个操作失败,是不会影响其他的操作的**,但是在返回结果里,会告诉你异常日志 + +```json +{ + "took" : 30, + "errors" : true, + "items" : [ + { + "delete" : { + "_index" : "megacorp", + "_type" : "_doc", + "_id" : "30", + "_version" : 2, + "result" : "not_found", + "_shards" : { + "total" : 2, + "successful" : 1, + "failed" : 0 + }, + "_seq_no" : 18, + "_primary_term" : 1, + "status" : 404 + } + }, + { + "create" : { + "_index" : "megacorp", + "_type" : "_doc", + "_id" : "5", + "status" : 409, + "error" : { + "type" : "version_conflict_engine_exception", + "reason" : "[5]: version conflict, document already exists (current version [3])", + "index_uuid" : "HJSUaB6lSWKLKfY0treFXg", + "shard" : "0", + "index" : "megacorp" + } + } + }, + { + "create" : { + "_index" : "megacorp", + "_type" : "_doc", + "_id" : "6", + "status" : 409, + "error" : { + "type" : "version_conflict_engine_exception", + "reason" : "[6]: version conflict, document already exists (current version [3])", + "index_uuid" : "HJSUaB6lSWKLKfY0treFXg", + "shard" : "0", + "index" : "megacorp" + } + } + }, + { + "index" : { + "_index" : "megacorp", + "_type" : "_doc", + "_id" : "7", + "_version" : 4, + "result" : "updated", + "_shards" : { + "total" : 2, + "successful" : 1, + "failed" : 0 + }, + "_seq_no" : 19, + "_primary_term" : 1, + "status" : 200 + } + }, + { + "index" : { + "_index" : "megacorp", + "_type" : "_doc", + "_id" : "8", + "_version" : 4, + "result" : "updated", + "_shards" : { + "total" : 2, + "successful" : 1, + "failed" : 0 + }, + "_seq_no" : 20, + "_primary_term" : 1, + "status" : 200 + } + }, + { + "update" : { + "_index" : "megacorp", + "_type" : "_doc", + "_id" : "1", + "_version" : 2, + "result" : "noop", + "_shards" : { + "total" : 2, + "successful" : 1, + "failed" : 0 + }, + "_seq_no" : 8, + "_primary_term" : 1, + "status" : 200 + } + } + ] +} + +``` + +如果只是操作同一个索引可以想mget一样指定索引 + +``` +POST /megacorp/_bulk +{"delete":{"_id":30}} +{"delete":{"_id":31}} +{"delete":{"_id":32}} +``` + +**bulk size最佳大小:** bulk request会加载到内存里,如果太大的话,性能反而会下降,因此需要反复尝试一个最佳的bulk size。一般从1000~5000条数据开始,尝试逐渐增加。另外,如果看大小的话,最好是在5~15MB之间。 \ No newline at end of file diff --git a/note/elasticsearch/img/20220208135630422.png b/note/elasticsearch/img/20220208135630422.png new file mode 100644 index 0000000000000000000000000000000000000000..e8fb7e739a9197d1b90159854e1c9eb9073f4723 GIT binary patch literal 87135 zcmdRW^;cKX5-%tsB_JRuEz%v*2nH=BjdUwWcZVV(3esJIbO=b7f^;cJcXxNcIrqN% zAG}|l%e6!~obNt+&&(%gjzLNaQn#>3u~1M@ZplcCE2E%X$3#Iv&Bj1S{zW`z69t7D zMMnIIs%zqUlAEngYuvEURyU3rI{)Kw5flR2C;mrX?entH;v-sXCAB4oAEPGh`4k47 z)xtY6%fmnNtL3QX^4-}o+Ze8~v{Ikcl`5fq{?#Oih$)<=`wR`!pBBRx?eX{#?~=#K z^>y{$CSMw-?eF#acj&shgijCFE~^{T8_IQtoNl8%!T-`x1lcL-_x$d5ZOw_Wxe)|Hc3Rx63aT-TkP}r*GDtuI4#9Io-w$43bQL z*JOx75QG*ohmV6ULm!b+`5hj-v0$#6J=)Yzi@0!YRsh%gDr1<6ipt#97QeHEk&%)5 zF3x1%0c_zr;o$I@!Zo8YzQ3;`ySn6}*>yWYea`24*XvU>Wxlfpmst)etEn}I(><4_ 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    CKuMas! zYDoQ?(W|W2+Nt&`u0Ia zNG_eT#}uZB1BxlhhPm)8}LV8`E zy5EkqE8evesZiB?^~S8%W**7CDj%|StGD|T@Pg;SwxuxBIOQ+o`|tvofzz}Q^H@+W zQR4tbc*Rt)fhu}pAUeM^BruvoQb_?J4#kp56zW=?V(6Isi-=z@B@U`6WYD!`@kG$K zUCtH<-V%?ID;^lCHoG6f2(V3H_k)~h% zitlRM?rq~-ST{yT?L*^Y@@9n4*xhG}L6iY^bD9a^LJ|F9AQa!SAN{}?a%P`eh#}`? z<$lL0G1;I^6PzwK*ZVo}KVi%^gG@_XCYfr_uj~VxzP9_&#&C!co#fj%&!;GtY#QVr z%mnLr4(5yePk82xdC!SD5JCo1wPN@1$yc)(a*eN(u8(D3$D-gn$>B(61cnv?IV)kT z^4iq>GACKDvP=S7wIaFzy&n{)SQTb`|U7FmDm z0#S8VaRDKkmS%KwQ+9iE4Fl+`Y8Vhad@G<7Ssd+d!WrIOdE|@6E>$(P#gTH-NYRb? zdAn8>9Z3b_6_h|21y_>s3(CdcYj*MQf_yi>Iq4+ zc5rcds5$~bdw>>r%X#UNvy|kw_IQ#8QilLrk(pb3BKz1eZ`M$mv2`$A?aJ^KAt@NUekj3s6k)D zoFPJx+gorIDs!iEajWsPn6rOdI|UX|A#UIzj>j1oQd0whz28qNPjS}Ozm{KN7CAzT zEE)&*cJf>92ghX@SgVEDFzvjB0u~N**KEhWOvhzlGn(eQ9;gM(^TpZT)Af|>`9rO z?k>~oeiq>8N@h5#_=4J@_X3lN7U6;cr%%~Cuq1}K+dKnDW_~Y8tom``Vo@Ad4v{Y` zZk2mW{Fc+mjRltlcOc=W9o~A$?t04Mjj#Cj6^G2z;)smhH2I&iz0r^k+I(*J^!;o} z^tCS&M1PNeCi_8TqVPYn{y9l;>3?Q@kS;)&|7TTrk*R9>-*n<#Yq)te$D8&8)&`6< z)#HKfa$W0h1KQ5TTj$Mq+?w1P|5^22Xw0C&yZ~6l9_!*(?7Df78Sp$Egyg!KRGjOt zI;?S)*J*J94Se(_tV7yDK2lvdT{BhkhkK%rCxH<6<1Fpb)0tldjl$wAk_CT;A9~i{ z3R3Lr#E|o?&ohFl7aVDjm|BO`vxer67xs!>%lrEl){BUXBmuBRWD#*~Xxdy%Eq+f= zdL__lt_gPI{qUvlae=YY#jSQgulparz&1S0U?auweC(=sc#)Eo>)2^=j`M_&7BGMs z2trR1STF?(TjS0=rO1xTO_pLUNCT%RO|4sYH)?Ayy35gBYxxy z)8K&W@#l9fRG1ZNSeDHTqy8kX__=s50< z17P9Y!QSp`G&n%iN0+h| W_|Uxaga=Fr*ih#$ovTE8CjKw@Q*=cD literal 0 HcmV?d00001 From d9aa7b1b8e37916168f9d04c98890fb6fe6a157f Mon Sep 17 00:00:00 2001 From: yanghaiji <372787553@qq.com> Date: Thu, 10 Feb 2022 13:39:54 +0800 Subject: [PATCH 2/2] add es batch.md :new: :book: --- note/README.md | 2 +- note/elasticsearch/README.md | 3 ++- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/note/README.md b/note/README.md index fd4f7c6..aa5a4e0 100644 --- a/note/README.md +++ b/note/README.md @@ -349,7 +349,7 @@ - [🔖 elasticSearch 安装](elasticsearch/basics/install_elasticsearch.md) - [🔖 elasticsearch 对索引增删改](elasticsearch/basics/insert_update_delete.md) - [🔖 elasticsearch 常用查询表达式](elasticsearch/basics/query_dsl.md) -- [🔖 elasticsearch 常用查询表达式](elasticsearch/basics/batch.md) +- [🔖 elasticsearch 批量操作常用API](elasticsearch/basics/batch.md) ## [🔖 面试题总结](InterviewQuestions/JavaYouHuo面试题总结.md) diff --git a/note/elasticsearch/README.md b/note/elasticsearch/README.md index a89f259..1c56734 100644 --- a/note/elasticsearch/README.md +++ b/note/elasticsearch/README.md @@ -5,4 +5,5 @@ ## ElasticSearch 常用语法命令 - [elasticsearch 对索引增删改](basics/insert_update_delete.md) -- [elasticsearch 常用查询表达式](basics/query_dsl.md) \ No newline at end of file +- [elasticsearch 常用查询表达式](basics/query_dsl.md) +- [elasticsearch 批量操作常用API](basics/batch.md) \ No newline at end of file