如何解决使用 Buckets 减少查询中的文档
我在 ES 查询中使用 Buckets
来减少返回的文档。
这些文档有一个时间戳和一个值,我查询一个时间范围。
文档每 1-5 秒插入一次,每个时间戳都是唯一的。
由于随着时间的推移可能有数十亿个文档,我想通过创建给定时间段内的平均值来减少数据集 = timeIntervalInSeconds
new SearchRequest<DataPoint>(Indices.Parse(ElasticsearchConstants.GetIndexNameFromBatchId(batchId)))
{
Size = 0,// We just need the aggregation data. Returned documents of the top level query are not required.
Query = new BoolQuery
{
Filter = new List<QueryContainer>
{
new DaterangeQuery
{
Field = new Field("Timestamp"),GreaterThanorEqualTo = startDateTime.ToString("O",CultureInfo.InvariantCulture),LessthanorEqualTo = endDateTime.ToString("O",CultureInfo.InvariantCulture)
}
}
},Aggregations = new DateHistogramAggregation(ElasticsearchConstants.DataPointsHistogramAggregationKeyString)
{
Field = "Timestamp",FixedInterval = new Union<DateInterval,Time>(new Time(timeIntervalInSeconds,TimeUnit.Second)),Offset = ((int)Math.Ceiling(startDateTime.Subtract(new DateTime(1970,1,1)).TotalSeconds)).ToString(),Order = HistogramOrder.KeyAscending,Aggregations = new ExtendedStatsAggregation("datapoints_date_histogram_stats",new Field("value")),MinimumDocumentCount = 1 // Just returns buckets which contains documents.
}
};
然后处理来自此搜索的响应:
var searchResponse = await elasticclient.SearchAsync<DataPoint>(searchRequest).ConfigureAwait(false);
var dateHistogram = searchResponse.Aggregations.DateHistogram(ElasticsearchConstants.DataPointsHistogramAggregationKeyString);
return (from item in dateHistogram.Buckets
let extendedStatsAggregate = item.ExtendedStats("datapoints_date_histogram_stats")
where extendedStatsAggregate.Count > 0
let dataPointValue = extendedStatsAggregate.Average.Value
select new DataPoint(
item.Date,batchId,parameterId,dataPointValue,extendedStatsAggregate.Min ?? dataPointValue,extendedStatsAggregate.Max ?? dataPointValue,extendedStatsAggregate.StdDeviation ?? 0.0,extendedStatsAggregate.Count)).Cast<IDataPoint>()
.ToList();
我选择的 timeIntervalInSeconds
越高,创建的存储桶越少,返回的文档就越少。
只有一件坏事: 返回的最后一个文档时间戳总是
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