解决方案
- 使用乐观锁机制:
- Elasticsearch特性:Elasticsearch支持乐观锁,通过
_version
字段实现。每次文档更新时,_version
会递增。当进行写入操作时,可以指定预期的_version
,如果当前文档的_version
与预期不符,写入操作将失败。
- 代码层面实现(以Java为例):
import org.elasticsearch.action.get.GetRequest;
import org.elasticsearch.action.get.GetResponse;
import org.elasticsearch.action.index.IndexRequest;
import org.elasticsearch.action.index.IndexResponse;
import org.elasticsearch.client.RequestOptions;
import org.elasticsearch.client.RestHighLevelClient;
import org.elasticsearch.common.xcontent.XContentType;
import java.io.IOException;
public class ElasticsearchWriteWithVersion {
private final RestHighLevelClient client;
public ElasticsearchWriteWithVersion(RestHighLevelClient client) {
this.client = client;
}
public void writeData(String indexName, String id, String jsonString) throws IOException {
// 判断索引是否存在
boolean indexExists = client.indices().exists(new org.elasticsearch.action.indices.ExistsRequest(indexName), RequestOptions.DEFAULT);
if (!indexExists) {
// 处理索引不存在的情况,例如创建索引
return;
}
// 获取当前文档的版本
GetRequest getRequest = new GetRequest(indexName, id);
GetResponse getResponse = client.get(getRequest, RequestOptions.DEFAULT);
if (getResponse.isExists()) {
long version = getResponse.getVersion();
IndexRequest indexRequest = new IndexRequest(indexName)
.id(id)
.source(jsonString, XContentType.JSON)
.version(version);
IndexResponse indexResponse = client.index(indexRequest, RequestOptions.DEFAULT);
if (!indexResponse.getResult().name().equals("CREATED") &&!indexResponse.getResult().name().equals("UPDATED")) {
// 处理写入失败的情况,例如重试
}
} else {
// 文档不存在,直接写入
IndexRequest indexRequest = new IndexRequest(indexName)
.id(id)
.source(jsonString, XContentType.JSON);
IndexResponse indexResponse = client.index(indexRequest, RequestOptions.DEFAULT);
if (!indexResponse.getResult().name().equals("CREATED")) {
// 处理写入失败的情况,例如重试
}
}
}
}
- 使用事务(如果Elasticsearch版本支持):
- Elasticsearch特性:从Elasticsearch 7.5版本开始,引入了跨文档和跨索引事务功能(
_transaction
API)。事务可以确保一组操作要么全部成功,要么全部失败,从而保证数据一致性。
- 代码层面实现(以Java为例):
import org.elasticsearch.action.ActionListener;
import org.elasticsearch.action.DocWriteRequest;
import org.elasticsearch.action.bulk.BulkRequest;
import org.elasticsearch.action.bulk.BulkResponse;
import org.elasticsearch.action.index.IndexRequest;
import org.elasticsearch.action.support.WriteRequest;
import org.elasticsearch.client.RequestOptions;
import org.elasticsearch.client.RestHighLevelClient;
import org.elasticsearch.common.xcontent.XContentType;
import java.io.IOException;
public class ElasticsearchTransactionWrite {
private final RestHighLevelClient client;
public ElasticsearchTransactionWrite(RestHighLevelClient client) {
this.client = client;
}
public void writeData(String indexName, String id, String jsonString) throws IOException {
// 判断索引是否存在
boolean indexExists = client.indices().exists(new org.elasticsearch.action.indices.ExistsRequest(indexName), RequestOptions.DEFAULT);
if (!indexExists) {
// 处理索引不存在的情况,例如创建索引
return;
}
BulkRequest bulkRequest = new BulkRequest();
IndexRequest indexRequest = new IndexRequest(indexName)
.id(id)
.source(jsonString, XContentType.JSON);
bulkRequest.add(indexRequest);
bulkRequest.setRefreshPolicy(WriteRequest.RefreshPolicy.WAIT_UNTIL);
client.bulk(bulkRequest, RequestOptions.DEFAULT, new ActionListener<BulkResponse>() {
@Override
public void onResponse(BulkResponse bulkResponse) {
if (bulkResponse.hasFailures()) {
// 处理失败情况
} else {
// 处理成功情况
}
}
@Override
public void onFailure(Exception e) {
// 处理异常情况
}
});
}
}
- 使用分布式锁(如Redisson):
- 机制:在判断索引存在和写入数据之间,获取分布式锁。只有获取到锁的线程才能进行写入操作,这样可以避免在判断后、写入前索引状态变化导致的数据不一致问题。
- 代码层面实现(以Java + Redisson为例):
import org.redisson.Redisson;
import org.redisson.api.RLock;
import org.redisson.api.RedissonClient;
import org.redisson.config.Config;
import org.elasticsearch.action.get.GetRequest;
import org.elasticsearch.action.get.GetResponse;
import org.elasticsearch.action.index.IndexRequest;
import org.elasticsearch.action.index.IndexResponse;
import org.elasticsearch.client.RequestOptions;
import org.elasticsearch.client.RestHighLevelClient;
import org.elasticsearch.common.xcontent.XContentType;
import java.io.IOException;
import java.util.concurrent.TimeUnit;
public class ElasticsearchWriteWithDistributedLock {
private final RestHighLevelClient client;
private final RedissonClient redissonClient;
public ElasticsearchWriteWithDistributedLock(RestHighLevelClient client) {
this.client = client;
Config config = new Config();
config.useSingleServer().setAddress("redis://127.0.0.1:6379");
this.redissonClient = Redisson.create(config);
}
public void writeData(String indexName, String id, String jsonString) throws IOException {
RLock lock = redissonClient.getLock("elasticsearch:" + indexName + ":" + id);
try {
boolean success = lock.tryLock(10, 1, TimeUnit.SECONDS);
if (success) {
// 判断索引是否存在
boolean indexExists = client.indices().exists(new org.elasticsearch.action.indices.ExistsRequest(indexName), RequestOptions.DEFAULT);
if (!indexExists) {
// 处理索引不存在的情况,例如创建索引
return;
}
IndexRequest indexRequest = new IndexRequest(indexName)
.id(id)
.source(jsonString, XContentType.JSON);
IndexResponse indexResponse = client.index(indexRequest, RequestOptions.DEFAULT);
if (!indexResponse.getResult().name().equals("CREATED") &&!indexResponse.getResult().name().equals("UPDATED")) {
// 处理写入失败的情况,例如重试
}
}
} catch (InterruptedException e) {
Thread.currentThread().interrupt();
} finally {
lock.unlock();
}
}
}