Prometheus Plugin Use Case Guide

Note

The content of this document has been confirmed to work using Prometheus 2.45 and Alertmanager 0.26.

See Tacker Architecture for information about supported versions of Prometheus and Alertmanager.

Overview

This document describes about Prometheus Plugin that provides monitoring functions in combination with External Monitoring Tool.

The Prometheus Plugin has 5 functions:

  • Alerting function for ETSI NFV-SOL 002/003 based Performance Management Job.

  • Alerting function for ETSI NFV-SOL 002/003 based Performance Management Threshold.

  • Alerting function for ETSI NFV-SOL 002/003 based Fault Management.

  • Alerting function for Prometheus Plugin AutoScaling.

  • Alerting function for Prometheus Plugin AutoHealing.

The Prometheus Plugin works in conjunction with the External Monitoring Tool. External Monitoring Tool is a monitoring service based on Prometheus. When External Monitoring Tool detects an alerting event on CNF/VNF, External Monitoring Tool sends an alert to Prometheus Plugin.

Note

Performance Management and Fault Management support only CNF. AutoScaling and AutoHealing support both CNF and VNF.

The External Monitoring Tool is implemented by each operators, thus it is not included in Tacker.

Configuration

Prometheus Plugin is disabled by default. It can be enabled by configuration file (e.g. /etc/tacker/tacker.conf). To enable Prometheus Plugin, be sure to set true for performance_management, fault_management, auto_scaling or auto_healing below.

Configuration (CONF.prometheus_plugin)

Default

Description

performance_management

false

Enable prometheus plugin performance management.

reporting_period_margin

1

Some margin time for PM jos’s reportingPeriod. When multiple alerts are received within a time period shorter than (reportingPeriod - reporting_period_margin), the subsequent alerts are ignored.

fault_management

false

Enable prometheus plugin fault management.

auto_scaling

false

Enable prometheus plugin autoscaling.

auto_healing

false

Enable prometheus plugin autohealing.

timer_interval

20

When multiple auto heal alerts for a VNF instance are notified in the timer_interval seconds, Tacker packs these notifications into single event. By doing this, Tacker can avoid making too many healing requests.

test_rule_with_promtool

false

Enable rule file validation using promtool.

reporting_period_threshold

90

The time of reportingPeriod for the pm threshold.

collection_period_threshold

30

The time of collectionPeriod for the pm threshold.

Prerequisite

There is another prerequisite for using the AutoScaling/AutoHealing function. When instantiate VNF, you need to add the parameter isAutoscaleEnabled/isAutohealEnabled to true in the request body.

The example reference is as follows:

{
  "flavourId": "dummy",
  "vimConnectionInfo": {
    ...
  },
  "additionalParams": {
    ...
  },
  "vnfConfigurableProperties": {
    "isAutoscaleEnabled": true
  }
}

System

Prometheus Plugin needs external service called External Monitoring Tool.

Prometheus Plugin operates the External Monitoring Tool along the Performance Management, Fault Management, AutoScaling or AutoHealing. The flow of each process is as follows.

  • ETSI NFV-SOL 002/003 based Performance Management Job

                                      +---------------------------------+
                                      | Client (NFVO/EM)                |
                                      | 8. Perform scaling if necessary <--+
                                      +----+----------------------------+  |
                                           | 1.Create PM job               | 7. Notify PM event
                                      +----v-------------------------------+---------------+
                                      |                                             Tacker |
    +-------------+                   | +------------------------------------------------+ |
    |  External   | 3. Set alert rule | | Prometheus Plugin                              | |
    |  Monitoring <-------------------+ | 2. Convert PM job to Prometheus Alert Rule     | |
    |  Tool       | 5. Send alert     | |                                                | |
    |             +-------------------> | 6. Convert Prometheus Alert event to PM event  | |
    |             |                   | +------------------------------------------------+ |
    +--+----------+                   +----------------------------------------------------+
       | 4. Performance
       |    monitoring                +----------------------------------------------------+
       |                              |                                           CISM/CIS |
       |                              | +------------+   +------------+   +------------+   |
       +------------------------------> | CNF        |   | CNF        |   | CNF        |   |
                                      | +------------+   +------------+   +------------+   |
                                      +----------------------------------------------------+
    
  • ETSI NFV-SOL 002/003 based Performance Management Threshold

                                      +---------------------------------+
                                      | Client (NFVO/EM)                |
                                      | 8. Perform scaling if necessary <--+
                                      +----+----------------------------+  |
                                           | 1.Create PM threshold         | 7. Notify threshold state
                                      +----v-------------------------------+---------------------+
                                      |                                                   Tacker |
    +-------------+                   | +------------------------------------------------------+ |
    |  External   | 3. Set alert rule | | Prometheus Plugin                                    | |
    |  Monitoring <-------------------+ | 2. Convert PM threshold to Prometheus Alert Rule     | |
    |  Tool       | 5. Send alert     | |                                                      | |
    |             +-------------------> | 6. Convert Prometheus Alert event to threshold state | |
    |             |                   | +------------------------------------------------------+ |
    +--+----------+                   +----------------------------------------------------------+
       | 4. Performance
       |    monitoring                +----------------------------------------------------------+
       |                              |                                                 CISM/CIS |
       |                              | +------------+     +------------+     +------------+     |
       +------------------------------> | CNF        |     | CNF        |     | CNF        |     |
                                      | +------------+     +------------+     +------------+     |
                                      +----------------------------------------------------------+
    
  • ETSI NFV-SOL 002/003 based Fault Management

                                     +---------------------------------+
                                     | Client (NFVO/EM)                |
        +----------------------------+ 7. Perform healing if necessary <--+
        | 2. Set alert rule          +----+----------------------------+  |
        |                                 | 1. Subscribe FM alarms        | 6. Notify FM alarm
        |                            +----v-------------------------------+---------------+
        |                            |                                             Tacker |
    +---v---------+                  | +------------------------------------------------+ |
    |  External   | 4. Send alert    | | Prometheus Plugin                              | |
    |  Monitoring +------------------> | 5. Convert Prometheus Alert event to FM alarm  | |
    |  Tool       |                  | +------------------------------------------------+ |
    +--+----------+                  +----------------------------------------------------+
       | 3. Fault
       |    monitoring               +----------------------------------------------------+
       |                             |                                           CISM/CIS |
       |                             | +------------+   +------------+   +------------+   |
       +-----------------------------> | CNF        |   | CNF        |   | CNF        |   |
                                     | +------------+   +------------+   +------------+   |
                                     +----------------------------------------------------+
    
  • Prometheus Plugin AutoScaling

                                     +--------------------------+
        +----------------------------+   Client (NFVO/EM)       |
        | 1. Set alert rule          +--------------------------+
        |
        |                            +----------------------------------------------------+
        |                            |                                             Tacker |
    +---v---------+                  | +------------------------------------------------+ |
    |  External   | 3. Send alert    | | Prometheus Plugin                              | |
    |  Monitoring +------------------> | 4. Perform scaling                             | |
    |  Tool       |                  | +------------------------------------------------+ |
    +--+----------+                  +-----------------------+----------------------------+
       | 2. Scaling event                                    |  5. Delete or Create pods/VMs
       |    monitoring               +-----------------------|----------------------------+
       |                             |           +-----------+--------------+    CISM/VIM |
       |                             | +---------v--+   +----v-------+   +--v---------+   |
       +-----------------------------> | CNF/VNF    |   | CNF/VNF    |   | CNF/VNF    |   |
                                     | +------------+   +------------+   +------------+   |
                                     +----------------------------------------------------+
    
  • Prometheus Plugin AutoHealing

                                     +--------------------------+
        +----------------------------+   Client (NFVO/EM)       |
        | 1. Set alert rule          +--------------------------+
        |
        |                            +----------------------------------------------------+
        |                            |                                             Tacker |
    +---v---------+                  | +------------------------------------------------+ |
    |  External   | 3. Send alert    | | Prometheus Plugin                              | |
    |  Monitoring +------------------> | 4. Perform healing                             | |
    |  Tool       |                  | +------------------------------------------------+ |
    +--+----------+                  +-----------------------+----------------------------+
       | 2. Healing event                                    |  5. Delete and Create pods/VMs
       |    monitoring               +-----------------------|----------------------------+
       |                             |           +-----------+--------------+    CISM/VIM |
       |                             | +---------v--+   +----v-------+   +--v---------+   |
       +-----------------------------> | CNF/VNF    |   | CNF/VNF    |   | CNF/VNF    |   |
                                     | +------------+   +------------+   +------------+   |
                                     +----------------------------------------------------+
    

External Monitoring Tool

External Monitoring Tool is consist of Prometheus Server, Alertmanager and SSH Server.

This section describes the requirements for each service.

Prometheus Server

Prometheus Server needs config to scrape kubernetes information. For example:

global:
  scrape_interval: 30s
  evaluation_interval: 30s

rule_files:
- /etc/prometheus/rules/*

alerting:
  alertmanagers:
  - static_configs:
    - targets:
      - <alertmanager_host>

scrape_configs:
- job_name: "kubestatemetrics"
  static_configs:
  - targets: ["<kube-state-metrics exporter host>"]
- job_name: "k8smetricsresourceworker1"
  static_configs:
  - targets: ["<worker1 exporter host>"]
  metrics_path: "/api/v1/nodes/worker1/proxy/metrics/resource"
- job_name: "k8smetricscadvisorworker1"
    static_configs:
    - targets: ["<worker1 exporter host>"]
    metrics_path: "/api/v1/nodes/worker1/proxy/metrics/cadvisor"

Alert Manager

Alert manager needs to setup to send alert to Tacker. For example:

global:

route:
  group_by:
    - "kubestatemetrics"
    - "k8smetricsresourceworker1"
    - "k8smetricscadvisorworker1"
  group_wait: 30s
  group_interval: 30s
  repeat_interval: 30s
  receiver: default-receiver
  routes:
  - matchers:
    - function_type = vnfpm
    receiver: vnfpm
  - matchers:
    - function_type = vnfpm_threshold
    receiver: vnfpm-threshold
  - matchers:
    - function_type = vnffm
    receiver: vnffm
  - matchers:
    - function_type = auto_scale
    receiver: auto-scale
  - matchers:
    - function_type = auto_heal
    receiver: auto-heal

receivers:
- name: default-receiver
- name: vnfpm
  webhook_configs:
  - url: "http://<tacker_host>/pm_event"
- name: vnfpm-threshold
  webhook_configs:
  - url: "http://<tacker_host>/pm_threshold"
- name: vnffm
  webhook_configs:
  - url: "http://<tacker_host>/alert"
- name: auto-scale
  webhook_configs:
  - url: "http://<tacker_host>/alert/auto_scaling"
- name: auto-heal
  webhook_configs:
  - url: "http://<tacker_host>/alert/auto_healing"

SSH server

Tacker sends alert rule file via SSH. So External Monitoring Tool needs to activate sshd.

  • PasswordAuthentication setting should be “yes”.

  • The directory indicated by “rule_files” setting of prometheus server config should be accessible by SSH.

Alert rule registration

ETSI NFV-SOL 002/003 based Performance Management Job

Registration of alerting rule is performed through PM job creation. Below is an example of request body of PM job creation.

Access information of External Monitoring Tool must be set at “metadata” field.

{
    "objectType": "Vnf",
    "objectInstanceIds": ["a0205e7c-fdeb-4f6c-b266-962246e32626"],
    "criteria": {
        "performanceMetric": ["VMemoryUsageMeanVnf.a0205e7c-fdeb-4f6c-b266-962246e32626"],
        "performanceMetricGroup": [],
        "collectionPeriod": 30,
        "reportingPeriod": 60
    },
    "callbackUri": "http://127.0.0.1:9990/notification/callbackuri/a0205e7c-fdeb-4f6c-b266-962246e32626",
    "metadata": {
        "monitoring": {
            "monitorName": "prometheus",
            "driverType": "external",
            "targetsInfo": [
                {
                    "prometheusHost": "192.168.121.35",
                    "prometheusHostPort": 22,
                    "authInfo": {
                        "ssh_username": "vagrant",
                        "ssh_password": "vagrant"
                    },
                    "alertRuleConfigPath":
                        "/etc/prometheus/rules",
                    "prometheusReloadApiEndpoint":
                        "http://192.168.121.35:9090/-/reload"
                }
            ]
        }
    }
}

Note

With the parameter, pod name can be specified but container name can not. And some prometheus metrics need container name. Therefore, max statement of PromQL is alternatively used in some measurements to measure without container name. That means it provides only most impacted value among the containers. For example:

avg(max(container_fs_usage_bytes{pod=~"pod name"} / container_fs_limit_bytes{pod=~"pod name"}))

ETSI NFV-SOL 002/003 based Performance Management Threshold

Registration of alerting rule is performed through PM threshold creation. Below is an example of request body of PM threshold creation.

Access information of External Monitoring Tool must be set at “metadata” field.

{
    "objectType": "Vnf",
    "objectInstanceId": "c21fd71b-2866-45f6-89d0-70c458a5c32e",
    "criteria": {
        "performanceMetric": "VMemoryUsageMeanVnf.c21fd71b-2866-45f6-89d0-70c458a5c32e",
        "thresholdType": "SIMPLE",
        "simpleThresholdDetails": {
            "thresholdValue": 1,
            "hysteresis": 0.5
        }
    },
    "callbackUri": "http://127.0.0.1:9990/notification/callbackuri/c21fd71b-2866-45f6-89d0-70c458a5c32e",
    "metadata": {
        "monitoring": {
            "monitorName": "prometheus",
            "driverType": "external",
            "targetsInfo": [
                {
                    "prometheusHost": "192.168.121.35",
                    "prometheusHostPort": 22,
                    "authInfo": {
                        "ssh_username": "vagrant",
                        "ssh_password": "vagrant"
                    },
                    "alertRuleConfigPath":
                        "/etc/prometheus/rules",
                    "prometheusReloadApiEndpoint":
                        "http://192.168.121.35:9090/-/reload"
                }
            ]
        }
    }
}

Note

With the parameter, pod name can be specified but container name can not. And some prometheus metrics need container name. Therefore, max statement of PromQL is alternatively used in some measurements to measure without container name. That means it provides only most impacted value among the containers. For example:

avg(max(container_fs_usage_bytes{pod=~"pod name"} / container_fs_limit_bytes{pod=~"pod name"}))

ETSI NFV-SOL 002/003 based Fault Management

Registration of alerting rule is performed by updating rule file directly. Below is an example of alert rule.

{
    "groups": [{
        "name": "fm_test",
        "rules": [{
            "alert": "fm_test",
            "expr": "max(sum(rate(pod_cpu_usage_seconds_total{pod='curry-probe-test001-798d577c96-5624p'}[1m]))) > 0.1",
            "for": "30s",
            "labels": {
                "receiver_type": "tacker",
                "function_type": "vnffm",
                "vnf_instance_id": "c21fd71b-2866-45f6-89d0-70c458a5c32e",
                "pod": "curry-probe-test001-798d577c96-5624p",
                "perceived_severity": "CRITICAL",
                "event_type": "PROCESSING_ERROR_ALARM"
            },
            "annotations": {
                "probable_cause": "Process Terminated",
                "fault_type": "fault_type",
                "fault_details": "fault_details"
            }
        }]
    }]
}

Prometheus Plugin AutoScaling

Registration of alerting rule is performed by updating rule file directly. Below is an example of alert rule.

{
    "groups": [{
        "name": "scale_out_test",
        "rules": [{
            "alert": "scale_out_test",
            "expr": "max(sum(rate(pod_cpu_usage_seconds_total{pod='curry-probe-test001-798d577c96-8qtg2'}[1m]))) > 0.1",
            "for": "30s",
            "labels": {
                "receiver_type": "tacker",
                "function_type": "auto_scale",
                "vnf_instance_id": "fa82d5bf-c6c1-4ece-bf16-9cf9325a171a",
                "auto_scale_type": "SCALE_OUT",
                "aspect_id": "vdu1_aspect"
            }
        }]
    }]
}

Prometheus Plugin AutoHealing

Registration of alerting rule is performed by updating rule file directly. Below is example of alert rule.

{
    "groups": [{
        "name": "heal_all_test_1",
        "rules": [{
            "alert": "heal_all_test_1",
            "expr": "max(sum(rate(pod_cpu_usage_seconds_total{pod='curry-probe-test001-798d577c96-dc5rh'}[1m]))) > 0.1",
            "for": "30s",
            "labels": {
                "receiver_type": "tacker",
                "function_type": "auto_heal",
                "vnf_instance_id": "c44e89ad-6743-4b80-8df8-fe4aa4d83f44",
                "vnfc_info_id": "VDU1-curry-probe-test001-798d577c96-dc5rh"
            }
        }]
    }]
}

External data file

The PromQL statement data for Performance Management is able to customize with external data file. The operators can use the original PromQL statement with this file.

The external data file includes configuration about PromQL statement for Performance Management. The template of the file is located at etc/tacker/prometheus-plugin.yaml from the tacker project source directory. Edit this file if you need and put it in the configuration directory (e.g. /etc/tacker).

Default configuration file

Normally, the default external data file is automatically deployed at the installation process. However if you need to deploy the file manually, execute below command at the top directory of tacker project.

sudo python3 ./setup.py install

Data format

The file is described in yaml format.

Root configuration

The configuration consists of PromQL config for PMJob API and PromQL config for Threshold API. The PMJob and the Threshold are defined in ETSI GS NFV-SOL 003.

# PromQL config for PM Job API
PMJob:
  PromQL: <PromQLConfig>
# PromQL config for Threshold API
Threshold:
  PromQL: <PromQLConfig>

<PromQLConfig>

The elements of PromQLConfig are key-value pairs of a performanceMetric and a PromQL statement. These performanceMetric are defined in ETSI GS NFV-SOL 003.

<PromQLConfig>
  VCpuUsageMeanVnf: <F-string of PromQL statement>
  VCpuUsagePeakVnf: <F-string of PromQL statement>
  VMemoryUsageMeanVnf: <F-string of PromQL statement>
  VMemoryUsagePeakVnf: <F-string of PromQL statement>
  VDiskUsageMeanVnf: <F-string of PromQL statement>
  VDiskUsagePeakVnf: <F-string of PromQL statement>
  ByteIncomingVnfIntCp: <F-string of PromQL statement>
  PacketIncomingVnfIntCp: <F-string of PromQL statement>
  ByteOutgoingVnfIntCp: <F-string of PromQL statement>
  PacketOutgoingVnfIntCp: <F-string of PromQL statement>
  ByteIncomingVnfExtCp: <F-string of PromQL statement>
  PacketIncomingVnfExtCp: <F-string of PromQL statement>
  ByteOutgoingVnfExtCp: <F-string of PromQL statement>
  PacketOutgoingVnfExtCp: <F-string of PromQL statement>

For example, VCpuUsageMeanVnf can be described as below.

VCpuUsageMeanVnf: >-
  avg(sum(rate(pod_cpu_usage_seconds_total
  {{namespace="{namespace}",pod=~"{pod}"}}[{reporting_period}s])))

F-string of PromQL statement

For above PromQL statement, f-string of python is used. In the f-string, below replacement field can be used. They are replaced with a SOL-API’s attribute(ETSI GS NFV-SOL 003) or Tacker internal value.

{collection_period}

Replaced with collectionPeriod attribute of SOL-API.

{pod}

Replaced with a resourceId when subObjectInstanceIds are specified (e.g: “test-test1-8d6db447f-stzhb”). Or, replaced with regexp that matches each resourceIds in vnfInstance when subObjectInstanceIds are not specified (e.g: “(test-test1-[0-9a-f]{1,10}-[0-9a-z]{5}$| test-test2-[0-9a-f]{1,10}-[0-9a-z]{5}$)”).

{reporting_period}

Replaced with reportingPeriod attribute of SOL-API.

{sub_object_instance_id}

Replaced with an element of subObjectInstanceIds of SOL-API.

{namespace}

Replaced with the kubernetes namespace that the vnfInstance belongs to.

Using Vendor Specific Plugin

Prometheus Plugin can be replaced with a vendor specific function. To replace a plugin, change the configurations below. The replaced class must be a subclass of tacker.sol_refactored.common.monitoring_plugin_base.MonitoringPlugin.

Configuration (CONF.prometheus_plugin)

Default

Description

performance_management_package

tacker.sol_refactored.common
.prometheus_plugin

Package name for performance management job.

performance_management
_threshold_package
tacker.sol_refactored.common
.prometheus_plugin

Package name for performance management threshold.

performance_management_class

PrometheusPluginPm

Class name for performance management job.

performance_management
_threshold_class

PrometheusPluginThreshold

Class name for performance management threshold.

fault_management_package

tacker.sol_refactored.common
.prometheus_plugin

Package name for fault management.

fault_management_class

PrometheusPluginFm

Class name for fault management.

auto_scaling_package

tacker.sol_refactored.common
.prometheus_plugin

Package name for auto scaling.

auto_scaling_class

PrometheusPluginAutoScaling

Class name for auto scaling.

auto_healing_package

tacker.sol_refactored.common
.prometheus_plugin

Package name for auto healing.

auto_healing_class

PrometheusPluginAutoHealing

Class name for auto healing.