13 KiB
title | description | weight | keywords | ||||||
---|---|---|---|---|---|---|---|---|---|
Classifying Metrics Based on Request or Response (Experimental) | This task shows you how to improve telemetry by grouping requests and responses by their type. | 27 |
|
It's useful to visualize telemetry based on the type of requests and responses handled by services in your mesh. For example, a bookseller tracks the number of times their web site gets book reviews from a backend service. A book review request has this structure:
{{< text plain >}} GET /reviews/{review_id} {{< /text >}}
Counting the number of review requests becomes complicated by the unbounded
element, review_id
. If you don't classify requests, you will count
request_id
s instead of the number of review requests as intended. To resolve
this problem, Istio lets you create classification rules that group requests
into a fixed number of logical operations. For example, create an operation named
GetReviews
, which is a common way to identify operations using the
Open API Spec operationId
.
You can use the operation as a dimension in Istio standard metrics. Similarly,
you can track metrics based on other operations like ListReviews
and
CreateReviews
.
Istio lets you create classification rules
that group requests into a more useful dimension for your telemetry, such as
creating and counting the results of a higher-level GetReviews
dimension.
For more information, see the reference content.
Istio uses the Envoy proxy to generate metrics and provides its configuration in
the EnvoyFilter
at
manifests/charts/istio-control/istio-discovery/templates/telemetryv2_1.6.yaml
.
As a result, writing classification rules involves adding attributes to the
EnvoyFilter
.
For more information, see configuration reference.
Classify metrics by request
You can classify requests based on their type, for example ListReview
,
GetReview
, CreateReview
.
-
Create a file, for example
attribute_gen_service.yaml
, and save it with the following contents. This adds theistio.attributegen
plugin to theEnvoyFilter
. It also creates an attribute,istio.operationId
and populates it with values for the categories to count as metrics.This configuration is service-specific, meaning that you must perform these steps on each pod hosting services for which you want to modify metrics.
{{< text yaml >}} apiVersion: networking.istio.io/v1alpha3 kind: EnvoyFilter metadata: name: istio-attributegen-filter spec: workloadSelector: labels: app: reviews configPatches:
- applyTo: HTTP_FILTER match: context: SIDECAR_INBOUND proxy: proxyVersion: '1.6.' listener: filterChain: filter: name: "envoy.http_connection_manager" subFilter: name: "istio.stats" patch: operation: INSERT_BEFORE value: name: istio.attributegen typed_config: "@type": type.googleapis.com/udpa.type.v1.TypedStruct type_url: type.googleapis.com/envoy.config.filter.http.wasm.v2.Wasm value: config: configuration: | { "attributes": [ { "output_attribute": "istio.operationId", "match": [ { "value": "ListReviews", "condition": "request.url_path == '/reviews' && request.method == 'GET'" }, { "value": "GetReview", "condition": "request.url_path.matches('^/reviews/:alnum:$') && request.method == 'GET'" }, { "value": "CreateReview", "condition": "request.url_path == '/reviews/' && request.method == 'POST'" } ] } ] } vm_config: runtime: envoy.wasm.runtime.null code: local: { inline_string: "envoy.wasm.attributegen" } {{< /text >}}
-
Apply your changes using the following command:
{{< text bash >}} $ kubectl -n istio-system apply -f attribute_gen_service.yaml {{< /text >}}
-
Find the
stats-filter-1.6
EnvoyFilter
resource from theistio-system
namespace, using the following command:{{< text bash >}} $ kubectl -n istio-system get envoyfilter | grep ^stats-filter-1.6 stats-filter-1.6 2d {{< /text >}}
-
Create a local file system copy of the
EnvoyFilter
configuration, using the following command:{{< text bash >}} $ kubectl -n istio-system get envoyfilter stats-filter-1.6 -o yaml > stats-filter-1.6.yaml {{< /text >}}
-
Open
stats-filter-1.6.yaml
with a text editor and locate theenvoy.wasm.stats
extension configuration. The default configuration is in theconfiguration
section and looks like this example:{{< text json >}} { "debug": "false", "stat_prefix": "istio" } {{< /text >}}
-
Edit
stats-filter-1.6.yaml
to add therequest.operation
dimension to the standard metrics and associate it withistio.operationId
using the following example:{{< text json >}} { "debug": "false", "stat_prefix": "istio", "metrics": [ { "name": "requests_total", "dimensions": { "request_operation": "has(istio.operationId)?istio.operationId:'unknown'", } } ] } {{< /text >}}
-
Save
stats-filter-1.6.yaml
and then apply the configuration using the following command:{{< text bash >}} $ kubectl -n istio-system apply -f stats-filter-1.6.yaml {{< /text >}}
-
Generate metrics by sending traffic to your application.
-
After the changes take effect, visit Prometheus and look for the new or changed dimensions, for example
istio_requests_total
.
Classify metrics by response
You can classify responses using a similar process as requests.
-
Create a file, for example
attribute_gen_service.yaml
, and save it with the following contents. This add theistio.attributegen
plugin to theEnvoyFilter
and generates theistio.responseClass
attribute used by the stats plugin.This example classifies various responses, such as grouping all response codes in the
200
range as a2xx
dimension.{{< text yaml >}} apiVersion: networking.istio.io/v1alpha3 kind: EnvoyFilter metadata: name: istio-attributegen-filter spec: workloadSelector: labels: app: productpage configPatches:
- applyTo: HTTP_FILTER match: context: SIDECAR_INBOUND proxy: proxyVersion: '1.6.*' listener: filterChain: filter: name: "envoy.http_connection_manager" subFilter: name: "istio.stats" patch: operation: INSERT_BEFORE value: name: istio.attributegen typed_config: "@type": type.googleapis.com/udpa.type.v1.TypedStruct type_url: type.googleapis.com/envoy.config.filter.http.wasm.v2.Wasm value: config: configuration: | { "attributes": [ { "output_attribute": "istio.responseClass", "match": [ { "value": "2xx", "condition": "response.code >= 200 && response.code <= 299" }, { "value": "3xx", "condition": "response.code >= 300 && response.code <= 399" }, { "value": "404", "condition": "response.code == 404" }, { "value": "401", "condition": "response.code == 401" }, { "value": "403", "condition": "response.code == 403" }, { "value": "429", "condition": "response.code == 429" }, { "value": "503", "condition": "response.code == 503" }, { "value": "5xx", "condition": "response.code >= 500 && response.code <= 599" }, { "value": "4xx", "condition": "response.code >= 400 && response.code <= 499" } ] } ] } vm_config: runtime: envoy.wasm.runtime.null code: local: { inline_string: "envoy.wasm.attributegen" } {{< /text >}}
-
Apply your changes using the following command:
{{< text bash >}} $ kubectl -n istio-system apply -f attribute_gen_service.yaml {{< /text >}}
-
Find the
stats-filter-1.6
EnvoyFilter
resource from theistio-system
namespace, using the following command:{{< text bash >}} $ kubectl -n istio-system get envoyfilter | grep ^stats-filter-1.6 stats-filter-1.6 2d {{< /text >}}
-
Create a local file system copy of the
EnvoyFilter
configuration, using the following command:{{< text bash >}} $ kubectl -n istio-system get envoyfilter stats-filter-1.6 -o yaml > stats-filter-1.6.yaml {{< /text >}}
-
Open
stats-filter-1.6.yaml
with a text editor and locate theenvoy.wasm.stats
extension configuration. The default configuration is in theconfiguration
section like this example:{{< text json >}} { "debug": "false", "stat_prefix": "istio" } {{< /text >}}
-
Edit the configuration section for each instance of the extension configuration. For example, to update
response_code
and addrequest_operation
dimensions to the standardrequests_total
metric, change it like this example:{{< text json >}} { "debug": "false", "stat_prefix": "istio", "metrics": [ { "name": "requests_total", "dimensions": { "response_code": "has(istio.responseClass)?istio.responseClass:response.code", "request_operation": "has(istio.operationId)?istio.operationId:'unknown'" } } ] } {{< /text >}}
-
Save
stats-filter-1.6.yaml
and then apply the configuration using the following command:{{< text bash >}} $ kubectl -n istio-system apply -f stats-filter-1.6.yaml {{< /text >}}
Verify the results
-
Generate metrics by sending traffic to your application.
-
Visit Prometheus and look for the new or changed dimensions, for example
2xx
. Alternatively, use the following command to verify that Istio generates the data for your new dimension:{{< text bash >}} $ kubectl exec pod-name -c istio-proxy -- curl 'localhost:15000/stats/prometheus' | grep istio_ {{< /text >}}
In the output, locate the metric (e.g.
istio_requests_total
) and verify the presence of the new or changed dimension.
Troubleshooting
If classification does not occur as expected, check the following potential causes and resolutions.
Review the Envoy proxy logs for the pod that has the service on which you applied the configuration change. Check that there are no errors reported by the service in the Envoy proxy logs on the pod, (pod-name
), where you configured classification by using the following command:
{{< text bash >}} $ kubectl log pod-name -c istio-proxy | grep "Config Error" {{< /text >}}
Additionally, ensure that there are no Envoy proxy crashes by looking for signs of restarts in the output of the following command:
{{< text bash >}} $ kubectl get pods pod-name {{< /text >}}