Estimate the model memory an analysis config is likely to need for the given cardinality of the fields it references.
EstimateModelMemoryRequest can be set up as follows:
Detector.Builder detectorBuilder = new Detector.Builder() .setFunction("count") .setPartitionFieldName("status"); AnalysisConfig.Builder analysisConfigBuilder = new AnalysisConfig.Builder(Collections.singletonList(detectorBuilder.build())) .setBucketSpan(TimeValue.timeValueMinutes(10)) .setInfluencers(Collections.singletonList("src_ip")); EstimateModelMemoryRequest request = new EstimateModelMemoryRequest(analysisConfigBuilder.build()); request.setOverallCardinality(Collections.singletonMap("status", 50L)); request.setMaxBucketCardinality(Collections.singletonMap("src_ip", 30L));
When executing a
EstimateModelMemoryRequest in the following manner, the client waits
EstimateModelMemoryResponse to be returned before continuing with code execution:
EstimateModelMemoryResponse estimateModelMemoryResponse = client.machineLearning().estimateModelMemory(request, RequestOptions.DEFAULT);
Synchronous calls may throw an
IOException in case of either failing to
parse the REST response in the high-level REST client, the request times out
or similar cases where there is no response coming back from the server.
In cases where the server returns a
5xx error code, the high-level
client tries to parse the response body error details instead and then throws
ElasticsearchException and adds the original
ResponseException as a
suppressed exception to it.
EstimateModelMemoryRequest can also be done in an asynchronous fashion so that
the client can return directly. Users need to specify how the response or
potential failures will be handled by passing the request and a listener to the
asynchronous estimate-model-memory method:
The asynchronous method does not block and returns immediately. Once it is
ActionListener is called back using the
if the execution successfully completed or using the
onFailure method if
it failed. Failure scenarios and expected exceptions are the same as in the
synchronous execution case.
A typical listener for
estimate-model-memory looks like:
EstimateModelMemoryResponse contains the model memory estimate: