Merge pull request #340 from weaveworks/appmesh-ab-testing

Implement App Mesh A/B testing
This commit is contained in:
Stefan Prodan
2019-10-17 10:54:31 +03:00
committed by GitHub
7 changed files with 263 additions and 62 deletions
+3 -3
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@@ -36,12 +36,12 @@ spec:
iterations: 10
# canary match condition
match:
- headers:
user-agent:
regex: "^(?!.*Chrome)(?=.*\bSafari\b).*$"
- headers:
cookie:
regex: "^(.*?;)?(type=insider)(;.*)?$"
- headers:
user-agent:
regex: "(?=.*Safari)(?!.*Chrome).*$"
metrics:
- name: request-success-rate
# minimum req success rate (non 5xx responses)
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@@ -106,18 +106,18 @@ spec:
interval: 30s
# testing (optional)
webhooks:
- name: acceptance-test
type: pre-rollout
url: http://flagger-loadtester.test/
timeout: 30s
metadata:
type: bash
cmd: "curl -sd 'test' http://podinfo-canary.test:9898/token | grep token"
- name: load-test
url: http://flagger-loadtester.test/
timeout: 5s
metadata:
cmd: "hey -z 1m -q 10 -c 2 http://podinfo.test:9898/"
- name: acceptance-test
type: pre-rollout
url: http://flagger-loadtester.test/
timeout: 30s
metadata:
type: bash
cmd: "curl -sd 'test' http://podinfo-canary.test:9898/token | grep token"
- name: load-test
url: http://flagger-loadtester.test/
timeout: 5s
metadata:
cmd: "hey -z 1m -q 10 -c 2 http://podinfo-canary.test:9898/"
```
Save the above resource as podinfo-canary.yaml and then apply it:
@@ -320,3 +320,74 @@ If youve enabled the Slack notifications, youll receive a message if the p
or if the analysis reached the maximum number of failed checks:
![Flagger Slack Notifications](https://raw.githubusercontent.com/weaveworks/flagger/master/docs/screens/slack-canary-failed.png)
### A/B Testing
Besides weighted routing, Flagger can be configured to route traffic to the canary based on HTTP match conditions.
In an A/B testing scenario, you'll be using HTTP headers or cookies to target a certain segment of your users.
This is particularly useful for frontend applications that require session affinity.
![Flagger A/B Testing Stages](https://raw.githubusercontent.com/weaveworks/flagger/master/docs/diagrams/flagger-abtest-steps.png)
Edit the canary analysis, remove the max/step weight and add the match conditions and iterations:
```yaml
canaryAnalysis:
interval: 1m
threshold: 10
iterations: 10
match:
- headers:
x-canary:
exact: "insider"
webhooks:
- name: load-test
url: http://flagger-loadtester.test/
metadata:
cmd: "hey -z 1m -q 10 -c 2 -H 'X-Canary: insider' http://podinfo.test:9898/"
```
The above configuration will run an analysis for ten minutes targeting users that have a `X-Canary: insider` header.
You can also use a HTTP cookie, to target all users with a `canary` cookie set to `insider` the match condition should be:
```yaml
match:
- headers:
cookie:
regex: "^(.*?;)?(canary=insider)(;.*)?$"
webhooks:
- name: load-test
url: http://flagger-loadtester.test/
metadata:
cmd: "hey -z 1m -q 10 -c 2 -H 'Cookie: canary=insider' http://podinfo.test:9898/"
```
Trigger a canary deployment by updating the container image:
```bash
kubectl -n test set image deployment/podinfo \
podinfod=stefanprodan/podinfo:3.1.3
```
Flagger detects that the deployment revision changed and starts the A/B test:
```text
kubectl -n appmesh-system logs deploy/flagger -f | jq .msg
New revision detected! Starting canary analysis for podinfo.test
Advance podinfo.test canary iteration 1/10
Advance podinfo.test canary iteration 2/10
Advance podinfo.test canary iteration 3/10
Advance podinfo.test canary iteration 4/10
Advance podinfo.test canary iteration 5/10
Advance podinfo.test canary iteration 6/10
Advance podinfo.test canary iteration 7/10
Advance podinfo.test canary iteration 8/10
Advance podinfo.test canary iteration 9/10
Advance podinfo.test canary iteration 10/10
Copying podinfo.test template spec to podinfo-primary.test
Waiting for podinfo-primary.test rollout to finish: 1 of 2 updated replicas are available
Routing all traffic to primary
Promotion completed! Scaling down podinfo.test
```
@@ -159,7 +159,6 @@ spec:
url: http://flagger-loadtester.test/
timeout: 5s
metadata:
type: cmd
cmd: "hey -z 1m -q 10 -c 2 http://app.example.com/"
```
@@ -382,12 +381,10 @@ Edit the canary analysis, remove the max/step weight and add the match condition
interval: 1m
webhooks:
- name: load-test
url: http://localhost:8888/
url: http://flagger-loadtester.test/
timeout: 5s
metadata:
type: cmd
cmd: "hey -z 1m -q 10 -c 2 -H 'Cookie: canary=always' http://app.example.com/"
logCmdOutput: "true"
```
The above configuration will run an analysis for ten minutes targeting users that have a `canary` cookie set to `always` or
+122 -37
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@@ -178,26 +178,43 @@ func (ar *AppMeshRouter) reconcileVirtualService(canary *flaggerv1.Canary, name
routePrefix = canary.Spec.Service.Match[0].Uri.Prefix
}
vsSpec := appmeshv1.VirtualServiceSpec{
MeshName: canary.Spec.Service.MeshName,
VirtualRouter: &appmeshv1.VirtualRouter{
// Canary progressive traffic shift
routes := []appmeshv1.Route{
{
Name: routerName,
Listeners: []appmeshv1.VirtualRouterListener{
{
PortMapping: appmeshv1.PortMapping{
Port: int64(canary.Spec.Service.Port),
Protocol: protocol,
Http: &appmeshv1.HttpRoute{
Match: appmeshv1.HttpRouteMatch{
Prefix: routePrefix,
},
RetryPolicy: makeRetryPolicy(canary),
Action: appmeshv1.HttpRouteAction{
WeightedTargets: []appmeshv1.WeightedTarget{
{
VirtualNodeName: canaryVirtualNode,
Weight: canaryWeight,
},
{
VirtualNodeName: primaryVirtualNode,
Weight: 100 - canaryWeight,
},
},
},
},
},
Routes: []appmeshv1.Route{
}
// A/B testing - header based routing
if len(canary.Spec.CanaryAnalysis.Match) > 0 && canaryWeight == 0 {
routes = []appmeshv1.Route{
{
Name: routerName,
Name: fmt.Sprintf("%s-a", targetName),
Priority: int64p(10),
Http: &appmeshv1.HttpRoute{
Match: appmeshv1.HttpRouteMatch{
Prefix: routePrefix,
Prefix: routePrefix,
Headers: makeHeaders(canary),
},
RetryPolicy: makeRetryPolicy(canary),
Action: appmeshv1.HttpRouteAction{
WeightedTargets: []appmeshv1.WeightedTarget{
{
@@ -212,34 +229,41 @@ func (ar *AppMeshRouter) reconcileVirtualService(canary *flaggerv1.Canary, name
},
},
},
},
{
Name: fmt.Sprintf("%s-b", targetName),
Priority: int64p(20),
Http: &appmeshv1.HttpRoute{
Match: appmeshv1.HttpRouteMatch{
Prefix: routePrefix,
},
RetryPolicy: makeRetryPolicy(canary),
Action: appmeshv1.HttpRouteAction{
WeightedTargets: []appmeshv1.WeightedTarget{
{
VirtualNodeName: primaryVirtualNode,
Weight: 100,
},
},
},
},
},
}
}
// add retry policy (default: one retry on gateway error with a 250ms timeout)
if canary.Spec.Service.Retries != nil {
timeout := int64(250)
if d, err := time.ParseDuration(canary.Spec.Service.Retries.PerTryTimeout); err == nil {
timeout = d.Milliseconds()
}
attempts := int64(1)
if canary.Spec.Service.Retries.Attempts > 0 {
attempts = int64(canary.Spec.Service.Retries.Attempts)
}
retryPolicy := &appmeshv1.HttpRetryPolicy{
PerRetryTimeoutMillis: int64p(timeout),
MaxRetries: int64p(attempts),
}
events := []string{"gateway-error"}
if len(canary.Spec.Service.Retries.RetryOn) > 0 {
events = strings.Split(canary.Spec.Service.Retries.RetryOn, ",")
}
for _, value := range events {
retryPolicy.HttpRetryPolicyEvents = append(retryPolicy.HttpRetryPolicyEvents, appmeshv1.HttpRetryPolicyEvent(value))
}
vsSpec.Routes[0].Http.RetryPolicy = retryPolicy
vsSpec := appmeshv1.VirtualServiceSpec{
MeshName: canary.Spec.Service.MeshName,
VirtualRouter: &appmeshv1.VirtualRouter{
Name: routerName,
Listeners: []appmeshv1.VirtualRouterListener{
{
PortMapping: appmeshv1.PortMapping{
Port: int64(canary.Spec.Service.Port),
Protocol: protocol,
},
},
},
},
Routes: routes,
}
virtualService, err := ar.appmeshClient.AppmeshV1beta1().VirtualServices(canary.Namespace).Get(name, metav1.GetOptions{})
@@ -375,6 +399,60 @@ func (ar *AppMeshRouter) SetRoutes(
return nil
}
// makeRetryPolicy creates an App Mesh HttpRetryPolicy from the Canary.Service.Retries
// default: one retry on gateway error with a 250ms timeout
func makeRetryPolicy(canary *flaggerv1.Canary) *appmeshv1.HttpRetryPolicy {
if canary.Spec.Service.Retries != nil {
timeout := int64(250)
if d, err := time.ParseDuration(canary.Spec.Service.Retries.PerTryTimeout); err == nil {
timeout = d.Milliseconds()
}
attempts := int64(1)
if canary.Spec.Service.Retries.Attempts > 0 {
attempts = int64(canary.Spec.Service.Retries.Attempts)
}
retryPolicy := &appmeshv1.HttpRetryPolicy{
PerRetryTimeoutMillis: int64p(timeout),
MaxRetries: int64p(attempts),
}
events := []string{"gateway-error"}
if len(canary.Spec.Service.Retries.RetryOn) > 0 {
events = strings.Split(canary.Spec.Service.Retries.RetryOn, ",")
}
for _, value := range events {
retryPolicy.HttpRetryPolicyEvents = append(retryPolicy.HttpRetryPolicyEvents, appmeshv1.HttpRetryPolicyEvent(value))
}
return retryPolicy
}
return nil
}
// makeRetryPolicy creates an App Mesh HttpRouteHeader from the Canary.CanaryAnalysis.Match
func makeHeaders(canary *flaggerv1.Canary) []appmeshv1.HttpRouteHeader {
headers := []appmeshv1.HttpRouteHeader{}
for _, m := range canary.Spec.CanaryAnalysis.Match {
for key, value := range m.Headers {
header := appmeshv1.HttpRouteHeader{
Name: key,
Match: &appmeshv1.HeaderMatchMethod{
Exact: stringp(value.Exact),
Prefix: stringp(value.Prefix),
Regex: stringp(value.Regex),
Suffix: stringp(value.Suffix),
},
}
headers = append(headers, header)
}
}
return headers
}
func getProtocol(canary *flaggerv1.Canary) string {
if strings.Contains(canary.Spec.Service.PortName, "grpc") {
return "grpc"
@@ -385,3 +463,10 @@ func getProtocol(canary *flaggerv1.Canary) string {
func int64p(i int64) *int64 {
return &i
}
func stringp(s string) *string {
if s != "" {
return &s
}
return nil
}
+42
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@@ -184,3 +184,45 @@ func TestAppmeshRouter_GetSetRoutes(t *testing.T) {
t.Errorf("Got mirror %v wanted %v", m, false)
}
}
func TestAppmeshRouter_ABTest(t *testing.T) {
mocks := setupfakeClients()
router := &AppMeshRouter{
logger: mocks.logger,
flaggerClient: mocks.flaggerClient,
appmeshClient: mocks.meshClient,
kubeClient: mocks.kubeClient,
}
err := router.Reconcile(mocks.abtest)
if err != nil {
t.Fatal(err.Error())
}
// check virtual service
vsName := fmt.Sprintf("%s.%s", mocks.abtest.Spec.TargetRef.Name, mocks.abtest.Namespace)
vs, err := router.appmeshClient.AppmeshV1beta1().VirtualServices("default").Get(vsName, metav1.GetOptions{})
if err != nil {
t.Fatal(err.Error())
}
// check virtual service
if len(vs.Spec.Routes) != 2 {
t.Errorf("Got routes %v wanted %v", len(vs.Spec.Routes), 2)
}
// check headers
if len(vs.Spec.Routes[0].Http.Match.Headers) < 1 {
t.Errorf("Got no http match headers")
}
header := vs.Spec.Routes[0].Http.Match.Headers[0].Name
if header != "x-user-type" {
t.Errorf("Got http match header %v wanted %v", header, "x-user-type")
}
exactMatch := *vs.Spec.Routes[0].Http.Match.Headers[0].Match.Exact
if exactMatch != "test" {
t.Errorf("Got http match header exact %v wanted %v", exactMatch, "test")
}
}
+12 -6
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@@ -77,10 +77,15 @@ func newMockCanaryAppMesh() *flaggerv1.Canary {
MaxWeight: 50,
Metrics: []flaggerv1.CanaryMetric{
{
Name: "appmesh_requests_total",
Name: "request-success-rate",
Threshold: 99,
Interval: "1m",
},
{
Name: "request-duration",
Threshold: 500,
Interval: "1m",
},
},
},
},
@@ -122,12 +127,12 @@ func newMockCanary() *flaggerv1.Canary {
MaxWeight: 50,
Metrics: []flaggerv1.CanaryMetric{
{
Name: "istio_requests_total",
Name: "request-success-rate",
Threshold: 99,
Interval: "1m",
},
{
Name: "istio_request_duration_seconds_bucket",
Name: "request-duration",
Threshold: 500,
Interval: "1m",
},
@@ -158,7 +163,8 @@ func newMockABTest() *flaggerv1.Canary {
Kind: "Deployment",
},
Service: flaggerv1.CanaryService{
Port: 9898,
Port: 9898,
MeshName: "global",
}, CanaryAnalysis: flaggerv1.CanaryAnalysis{
Threshold: 10,
Iterations: 2,
@@ -173,12 +179,12 @@ func newMockABTest() *flaggerv1.Canary {
},
Metrics: []flaggerv1.CanaryMetric{
{
Name: "istio_requests_total",
Name: "request-success-rate",
Threshold: 99,
Interval: "1m",
},
{
Name: "istio_request_duration_seconds_bucket",
Name: "request-duration",
Threshold: 500,
Interval: "1m",
},