Overview
ModelArts Standard provides multiple methods for you to view metrics.
- Method 1: View the metrics on the ModelArts Standard console.
You can view the metrics on the ModelArts Overview page or the monitoring tab of each module.
- You can view metrics on the ModelArts Overview page. For details, see Viewing Monitoring Metrics on the ModelArts Console.
- Standard training jobs: When a training job is running, you can view the usage of resources such as CPUs, GPUs, and NPUs. For details, see Viewing the Resource Usage of a Training Job.
- Standard real-time services: After deploying a model as a real-time service, you can see how much CPU, memory, and GPU resources it is using, as well as how many model calls it has received. For details, see Viewing Details About a Real-Time Service.
- Method 2: View all metrics on AOM.
All metrics reported by ModelArts Standard are stored in AOM, which enables you to consume metrics. You can set metric threshold alarms and report alarms on the AOM console. For details, see Viewing All ModelArts Monitoring Metrics on the AOM Console.
- Method 3: View all metrics on Grafana.
If AOM's monitoring templates cannot meet your requirements, you can use Grafana to view and analyze metrics. Grafana provides different views and templates for monitoring, which allow you to see the real-time resource usage on dashboards clearly.
After adding the data source in Grafana, you can view all ModelArts Standard monitoring metrics stored in AOM using Grafana. For details, see Using Grafana to View AOM Monitoring Metrics.
To view AOM monitoring metrics using Grafana plugins, follow these steps:
- Install and configure Grafana.
You can install and configure Grafana using any of the following ways: Installing and Configuring Grafana on Windows, Installing and Configuring Grafana on Linux, and Installing and Configuring Grafana on a Notebook Instance.
- Configuring a Grafana Data Source
- Configuring a Dashboard to View Metric Data
- Install and configure Grafana.
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