Latest Record Merger


This stage generates group tags based on the specified expression. Multiple input points are grouped by the generated tags and output the points by groups. When the specified point arrives, an output will be triggered. The functions of this stage include:

  • Supporting the input of multiple points of multiple models, and multiple input points as calculation trigger points
  • Supporting the output of multiple points of multiple models. The modelId, modelIdPath, and pointId of the input point will be replaced with those of the output point.
  • This stage cannot guarantee idempotence of the calculation results due to failure retries caused by any reasons, such as cluster node exceptions.

Configuration

The configuration tabs for this stage are General, Basic, Input/Output, MergerConfig, and CacheConfig.

General

Name Required? Description
Name Yes The name of the stage.
Description No The description of the stage.
Stage Library Yes The streaming operator library to which the stage belongs.
Required Fields No The fields that the data records must contain. If the specified fields are not included, the record will be filtered out.
Preconditions No The conditions that must be satisfied by the data records. Records that do not meet the conditions will be filtered out. For example, ${record:value('/value') > 0}. For the syntax of EL expressions, see Expression Language.
On Record Error Yes

The processing method for error data.

  • Discard: Error data will be discarded and ignored
  • Send to Error: Error messages will be reported
  • Stop Pipeline: The pipeline will be stopped

Basic

Name Required? Description
Quality Filter No Filter the data according to the data quality. Only records that meet the quality conditions will be processed by this stage.

Input/Output

Name Required? Description
Input Point Yes Specify the measurement point for record merging using the format {modelId}::{pointId}.
Is Trigger No Specify whether to set the point as the trigger for processing.
Output Point Yes Specify the point for receiving output results using the format {modelId}::{pointId}.

MergerConfig

Name Required? Description
Merged By Expression Yes Specify the expression for generating the tags that are used to merge the latest records. If the expression contains other identification information such as timestamp, a large amount of data might be generated. When choosing to use Redis as data storage, it is necessary to evaluate the impact on data storage and prepare corresponding plans.
Cache Expire Time (Minute) Yes Specify the cache expiring time after the tags are not updated.

CacheConfig

Name Required? Description
Cache Type Yes

Select the storage type for cache data. Options are Redis and Local storage.

  • Redis: The advantage is that the cached data will not be lost after the stream processing pipeline is paused, restarted, or retried. The disadvantage is that the data processing speed is slow and that it is sensitive to network performance. It is recommended that the network delay should be less than 1ms. Otherwise, the data processing performance will be affected.
  • Local: The advantage is that the data processing speed is fast. The disadvantage is that the cached data will be lost after the stream processing pipeline is paused, restarted, or retried.

Output Results

The output results of this stage are included in the attr struct. The description of the fields are as follows:

Name Data Type Description
/attr/latestRecordMerger Map The data object after merging.
mergedTag String The tags that are generated based on the EL expression.
mergedRecords List The list of records after merging.

Output Example

../../../_images/lastest_record_merger.png