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storage-schema.md

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Metrics

Heapster exports the following metrics to its backends.

Metric Name Description Type Units Supported Since
uptime Number of millisecond since the container was started Cumulative Milliseconds v0.9
cpu/usage Cumulative CPU usage on all cores Cumulative Nanoseconds v0.9
memory/usage Total memory usage Gauge Bytes v0.9
memory/working_set Total working set usage. Working set is the memory being used and not easily dropped by the Kernel Gauge Bytes v0.9
memory/page_faults Total number of page faults Cumulative Count v0.9
memory/major_page_faults Number of major page faults Cumulative Count HEAD
network/rx Cumulative number of bytes received over the network Cumulative Bytes v0.9
network/rx_errors Cumulative number of errors while receiving over the network Cumulative Count v0.9
network/tx Cumulative number of bytes sent over the network Cumulative Bytes v0.9
network/tx_errors Cumulative number of errors while sending over the network Cumulative Count v0.9
filesystem/usage Total number of bytes used on a filesystem identified by label 'resource_id' Gauge Bytes v0.11.0

Note: Gauge refers to instantaneous metrics

Labels

Heapster tags each metric with the following labels.

Label Name Description Supported Since Kubernetes specific
pod_id Unique ID of a Pod v0.9 Yes
pod_name User-provided name of a Pod v0.13 Yes
pod_namespace The namespace of a Pod v0.10 Yes
container_name User-provided name of the container or full cgroup name for system containers v0.9 No
labels Comma-separated list of user-provided labels. Format is 'key:value' v0.9 Yes
hostname Hostname where the container ran v0.9 No
namespace_id UID of the namespace of a Pod v0.14.1 Yes
host_id Cloud-provider specified or user specified Identifier of a node v0.14.1 Yes
resource_id An unique identifier used to differentiate multiple metrics of the same type. e.x. Fs partitions under filesystem/usage v0.11.0 No

Storage Schema

InfluxDB

Each metric translates to a separate 'series' in InfluxDB. Labels are stored as additional columns. The series name is constructed by combining the metric name with its type and units: "metric Name""units""type".

Query

list series

Output
cpu/usage_ns_cumulative
filesystem/usage
memory/page_faults_gauge
memory/usage_bytes_gauge
memory/working_set_bytes_gauge
network/rx_bytes_cumulative
network/rx_errors_cumulative
network/tx_bytes_cumulative
network/tx_errors_cumulative
uptime_ms_cumulative

Note: Unit 'Count' is ignored

Heapster adds timestamp and sequence number to every metric.

Google Cloud Monitoring

Metrics mentioned above are stored along with corresponding labels as custom metrics in Google Cloud Monitoring.

  • Metrics are collected every 2 minutes by default and pushed with a 1 minute precision.

  • Each metric has a custom metric prefix - custom.cloudmonitoring.googleapis.com

  • Each metric is pushed with an additonal namespace prefix - kubernetes.io.

  • GCM does not support visualizing cumulative metrics yet. To work around that, heapster exports an equivalent gauge metric for all cumulative metrics mentioned above.

    The gauge metrics use their parent cumulative metric name as the prefix, followed by a "_rate" suffix. E.x.: "cpu/usage", which is cumulative, will have a corresponding gauge metric "cpu/usage_rate" NOTE: The gauge metrics will be deprecated as soon as GCM supports visualizing cumulative metrics.

TODO: Add a snapshot of all the metrics stored in GCM.

Hawkular

Each metric is stored as separate timeseries (metric) in Hawkular-Metrics with tags being inherited from common ancestor type. The metric name is created with the following format: containerName/podId/metricName (/ is separator). All the metrics are stored as gauges at this point (this might change after the counter type has been redefined in the Hawkular). Each definition stores the labels as tags with following addons:

  • All the Label descriptions are stored as label_description
  • The ancestor metric name (such as cpu/usage) is stored under the tag descriptor_name
  • To ease search, a tag with group_id stores the key containerName/metricName so each podId can be linked under a single timeseries if necessary.
  • Type (Gauge / Cumulative) is stored to type tag
  • Units are stored under units tag

At the start, all the definitions are fetched from the Hawkular-Metrics tenant and filtered to cache only the Heapster metrics. It is recommended to use a separate tenant for Heapster information if you have lots of metrics from other systems, but not required.

The Hawkular-Metrics instance can be a standalone installation of Hawkular-Metrics or the full installation of Hawkular.