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Grafana Cloud Data configuration Metrics Prometheus metrics Config Examples - prometheus.yml Example Prometheus Config for TensorFlow I/O and Grafana Cloud

Monitor TensorFlow I/O with Prometheus and Grafana Cloud

The open source project TensorFlow I/O from TensorFlow provides a Prometheus exporter so that you can scrape metrics from your server at any one given point in time. To get scalable, long-term metrics storage, configure your Prometheus instance to push scraped samples to compatible remote storage endpoints such as Grafana Cloud’s serverless Mimir database using using remote_write. View the example below for how to configure remote_write in the prometheus.yml config file for TensorFlow I/O.

Prometheus Configuration for TensorFlow I/O

The prometheus.yml config file for TensorFlow I/O can be found at the following location:

https://github.com/tensorflow/io/tree/master/docs/tutorials/prometheus/prometheus.yml

Push metrics from TensorFlow I/O to Grafana Cloud using remote_write:

Below is an example remote_write code snippet you will need to add to your prometheus.yml config file in order to forward your metrics from your local Prometheus instance to remote storage with Grafana Cloud:

remote_write:
- url: <Your Metrics instance remote_write endpoint>
  basic_auth:
    username: <Your Metrics instance ID>
    password: <Your Grafana.com API Key>

You can find the https://...grafana.net/api/prom/push URL, username, and password for your metrics endpoint in the Cloud Portal. Click ‘Connections’ and select ‘Hosted Prometheus metrics’. The details display on the right. Need an account? Create a new Grafana Cloud account for free.

Learn more about the available remote_write configuration parameters from the Prometheus.io Configuration Docs.

Control the number of metric data points pushed to Grafana Cloud:

Every Grafana Cloud account includes 10,000 active series metric storage, free-forever.

Grafana Cloud provides additional 1 data point per minute (DPM) resolution for $8 per 1,000 series. You can adjust the total DPM you push to Grafana Cloud by adjusting the scrape_interval settings in your prometheus.yml config file. Learn more about how to adjust your Prometheus scrape interval.