Assignment for model with id already exists – How to solve this Elasticsearch exception

Opster Team

August-23, Version: 8.4-8.7

Briefly, this error occurs when Elasticsearch tries to assign a task to a model that already has an ongoing task. This is common in machine learning jobs where a model is already processing a task and another task is assigned to it. To resolve this issue, you can either wait for the current task to finish before assigning a new one, or you can stop the current task and then assign the new task. Alternatively, you can create a new model and assign the task to it.

This guide will help you check for common problems that cause the log ” assignment for model with id [{}] already exists ” to appear. To understand the issues related to this log, read the explanation below about the following Elasticsearch concepts: plugin.

Log Context

Log “assignment for model with id [{}] already exists” class name is TrainedModelAssignmentRebalancer.java. We extracted the following from Elasticsearch source code for those seeking an in-depth context :

 this.modelToAdd = Objects.requireNonNull(modelToAdd);
 }  TrainedModelAssignmentMetadata.Builder rebalance() throws Exception {
 if (modelToAdd.isPresent() && currentMetadata.hasModel(modelToAdd.get().getModelId())) {
 throw new ResourceAlreadyExistsException("assignment for model with id [{}] already exists"; modelToAdd.get().getModelId());
 }  if (modelToAdd.isEmpty() && areAllModelsSatisfiedAndNoOutdatedRoutingEntries()) {
 logger.trace(() -> "No need to rebalance as all model deployments are satisfied");
 return TrainedModelAssignmentMetadata.Builder.fromMetadata(currentMetadata);

 

 [ratemypost]

Opster
Privacy Overview

This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful.