ML Commons cluster settings
This page provides an overview of opensearch.yml
settings that can be configured for the ML commons plugin.
Run tasks and models on ML nodes only
Setting
plugins.ml_commons.only_run_on_ml_node: false
Description
If true
, ML Commons tasks and models run machine learning (ML) tasks on ML nodes only. If false
, tasks and models run on ML nodes first. If no ML nodes exist, tasks and models run on data nodes. Don’t set as “false” on production cluster.
Values
- Default value:
false
- Value range:
true
orfalse
Dispatch tasks to ML node
Setting
plugins.ml_commons.task_dispatch_policy: round_robin
Description
round_robin
dispatches ML tasks to ML nodes using round robin routing. least_load
gathers all an ML nodes’ runtime information, like JVM heap memory usage and running tasks, then dispatches tasks to the ML node with the least load.
Values
- Dafault value:
round_robin
- Value range:
round_robin
orleast_load
Set sync up job intervals
Setting
plugins.ml_commons.sync_up_job_interval_in_seconds: 10
Description
When returning runtime information with the profile API, ML Commons will run a regular sync up job to sync up newly loaded or unloaded models on each node. When set to 0
, ML Commons immediately stops sync up jobs.
Values
- Default value:
10
- Value range: [0, 86,400]
Predict monitoring requests
Setting
plugins.ml_commons.monitoring_request_count: 100
Description
Controls how many upload model tasks can run in parallel on one node. If set to 0
, you cannot upload models to any node.
Value range
- Default value:
100
- Value range: [0, 100,000,000]
Upload model tasks per node
Setting
plugins.ml_commons.max_upload_model_tasks_per_node: 10
Description
Controls how many upload model tasks can run in parallel on one node. If set to 0
, you cannot upload models to any node.
Values
- Default value:
10
- Value range: [0, 10]
Load model tasks per node
Setting
plugins.ml_commons.max_load_model_tasks_per_node: 10
Description
Controls how many load model tasks can run in parallel on one node. If set as 0, you cannot load models to any node.
Values
- Default value:
10
- Value range: [0, 10]
Add trusted URL
Setting
plugins.ml_commons.trusted_url_regex: ^(https?\|ftp\|file)://[-a-zA-Z0-9+&@#/%?=~_\|!:,.;]*[-a-zA-Z0-9+&@#/%=~_\|]
Description
The default value allows uploading a model file from any http/https/ftp/local file. You can change this value to restrict trusted model URL
Values
- Default value:
^(https?\|ftp\|file)://[-a-zA-Z0-9+&@#/%?=~_\|!:,.;]*[-a-zA-Z0-9+&@#/%=~_\|]
- Value range: Java regular expression (regex) string