Performance BulkRequestBuilder的Elasticsearch索引速度变慢
大家好,elasticsearch大师 我有数以百万计的数据要通过elasticsearch Java API进行索引。 elasticsearch的群集节点数为三个(1个作为主节点+2个节点) 下面是我的代码片段Performance BulkRequestBuilder的Elasticsearch索引速度变慢,performance,indexing,
elasticsearch,Performance,Indexing,
elasticsearch,大家好,elasticsearch大师 我有数以百万计的数据要通过elasticsearch Java API进行索引。 elasticsearch的群集节点数为三个(1个作为主节点+2个节点) 下面是我的代码片段 Settings settings = ImmutableSettings.settingsBuilder() .put("cluster.name", "MyClusterName").build(); TransportClient client = new Tran
Settings settings = ImmutableSettings.settingsBuilder()
.put("cluster.name", "MyClusterName").build();
TransportClient client = new TransportClient(settings);
String hostname = "myhost ip";
int port = 9300;
client.addTransportAddress(new InetSocketTransportAddress(hostname, port));
BulkRequestBuilder bulkBuilder = client.prepareBulk();
BufferedReader br = new BufferedReader(new InputStreamReader(new DataInputStream(new FileInputStream("my_file_path"))));
long bulkBuilderLength = 0;
String readLine = "";
String index = "my_index_name";
String type = "my_type_name";
String id = "";
while((readLine = br.readLine()) != null){
id = somefunction(readLine);
String json = new ObjectMapper().writeValueAsString(readLine);
bulkBuilder.add(client.prepareIndex(index, type, id)
.setSource(json));
bulkBuilderLength++;
if(bulkBuilderLength % 1000== 0){
logger.info("##### " + bulkBuilderLength + " data indexed.");
BulkResponse bulkRes = bulkBuilder.execute().actionGet();
if(bulkRes.hasFailures()){
logger.error("##### Bulk Request failure with error: " + bulkRes.buildFailureMessage());
}
}
}
br.close();
if(bulkBuilder.numberOfActions() > 0){
logger.info("##### " + bulkBuilderLength + " data indexed.");
BulkResponse bulkRes = bulkBuilder.execute().actionGet();
if(bulkRes.hasFailures()){
logger.error("##### Bulk Request failure with error: " + bulkRes.buildFailureMessage());
}
bulkBuilder = client.prepareBulk();
}
它工作正常,但在数千个文档之后,性能迅速降低
我已经尝试将“刷新间隔”的设置值更改为-1,“副本数”更改为0。
但是,性能下降的情况是相同的。
如果我使用bigdesk监控集群的状态,GC值每秒钟达到1,如下面的屏幕截图所示
有人能帮我吗
提前谢谢
=====================================================================================
最后,我解决了这个问题。(见答案)
问题的原因是我没有重新创建一个新的BulkRequestBuilder。
在我像下面这样更改代码片段之后,性能从未下降
多谢各位
Settings settings = ImmutableSettings.settingsBuilder()
.put("cluster.name", "MyClusterName").build();
TransportClient client = new TransportClient(settings);
String hostname = "myhost ip";
int port = 9300;
client.addTransportAddress(new InetSocketTransportAddress(hostname, port));
BulkRequestBuilder bulkBuilder = client.prepareBulk();
BufferedReader br = new BufferedReader(new InputStreamReader(new DataInputStream(new FileInputStream("my_file_path"))));
long bulkBuilderLength = 0;
String readLine = "";
String index = "my_index_name";
String type = "my_type_name";
String id = "";
while((readLine = br.readLine()) != null){
id = somefunction(readLine);
String json = new ObjectMapper().writeValueAsString(readLine);
bulkBuilder.add(client.prepareIndex(index, type, id)
.setSource(json));
bulkBuilderLength++;
if(bulkBuilderLength % 1000== 0){
logger.info("##### " + bulkBuilderLength + " data indexed.");
BulkResponse bulkRes = bulkBuilder.execute().actionGet();
if(bulkRes.hasFailures()){
logger.error("##### Bulk Request failure with error: " + bulkRes.buildFailureMessage());
}
bulkBuilder = client.prepareBulk(); // This line is my mistake and the solution !!!
}
}
br.close();
if(bulkBuilder.numberOfActions() > 0){
logger.info("##### " + bulkBuilderLength + " data indexed.");
BulkResponse bulkRes = bulkBuilder.execute().actionGet();
if(bulkRes.hasFailures()){
logger.error("##### Bulk Request failure with error: " + bulkRes.buildFailureMessage());
}
bulkBuilder = client.prepareBulk();
}
这里的问题是,在批量执行之后,不会再次重新创建新的批量 这意味着您要一次又一次地重新索引相同的第一个数据
顺便说一句,看看BulkProcessor类。使用起来肯定更好。看看如何使用BulkProcessor。请添加一些文字来解释为什么BulkProcessor使用起来肯定更好?基本上是因为它为您实现了一切自动化。作为开发人员,编写的代码更少。谢谢。你知道其中一个执行速度比另一个快吗?BulkProcessor是BulkAPI之上的一层。同样的吞吐量。