Shadow pipelines

cli/cmd/lib_traffic_splitters.go

@@ -73,9 +73,14 @@ func trafficSplitTable(trafficSplitter schema.APIResponse, env cliconfig.Environ
 
 		apiRes := apisRes[0]
 		lastUpdated := time.Unix(apiRes.Spec.LastUpdated, 0)
+
+		apiName := apiRes.Spec.Name
+		if api.Shadow {
+			apiName += " (shadow)"
+		}
 		rows = append(rows, []interface{}{
 			env.Name,
-			apiRes.Spec.Name,
+			apiName,
 			api.Weight,
 			apiRes.Status.Message(),
 			apiRes.Status.Requested,
@@ -108,7 +113,11 @@ func trafficSplitterListTable(trafficSplitter []schema.APIResponse, envNames []s
 		lastUpdated := time.Unix(splitAPI.Spec.LastUpdated, 0)
 		var apis []string
 		for _, api := range splitAPI.Spec.APIs {
-			apis = append(apis, api.Name+":"+s.Int32(api.Weight))
+			apiName := api.Name
+			if api.Shadow {
+				apiName += " (shadow)"
+			}
+			apis = append(apis, apiName+":"+s.Int32(api.Weight))
 		}
 		apisStr := s.TruncateEllipses(strings.Join(apis, " "), 50)
 		rows = append(rows, []interface{}{

docs/workloads/realtime/traffic-splitter/configuration.md

@@ -7,5 +7,6 @@
     endpoint: <string>  # the endpoint for the Traffic Splitter (default: <name>)
   apis:  # list of Realtime APIs to target
     - name: <string>  # name of a Realtime API that is already running or is included in the same configuration file (required)
-      weight: <int>   # percentage of traffic to route to the Realtime API (all weights must sum to 100) (required)
+      weight: <int>   # percentage of traffic to route to the Realtime API (all non-shadow weights must sum to 100) (required)
+      shadow: <bool>  # duplicate incoming traffic and send fire-and-forget to this api (only one shadow per traffic splitter) (default: false)
 ```

pkg/lib/k8s/virtual_service.go

@@ -50,20 +50,34 @@ type Destination struct {
 	ServiceName string
 	Weight      int32
 	Port        uint32
+	Shadow      bool
 }
 
 func VirtualService(spec *VirtualServiceSpec) *istioclientnetworking.VirtualService {
 	destinations := []*istionetworking.HTTPRouteDestination{}
+	var mirror *istionetworking.Destination
+	var mirrorWeight *istionetworking.Percent
+
 	for _, destination := range spec.Destinations {
-		destinations = append(destinations, &istionetworking.HTTPRouteDestination{
-			Destination: &istionetworking.Destination{
+		if destination.Shadow {
+			mirror = &istionetworking.Destination{
 				Host: destination.ServiceName,
 				Port: &istionetworking.PortSelector{
 					Number: destination.Port,
 				},
-			},
-			Weight: destination.Weight,
-		})
+			}
+			mirrorWeight = &istionetworking.Percent{Value: float64(destination.Weight)}
+		} else {
+			destinations = append(destinations, &istionetworking.HTTPRouteDestination{
+				Destination: &istionetworking.Destination{
+					Host: destination.ServiceName,
+					Port: &istionetworking.PortSelector{
+						Number: destination.Port,
+					},
+				},
+				Weight: destination.Weight,
+			})
+		}
 	}
 
 	var httpRoutes []*istionetworking.HTTPRoute
@@ -79,7 +93,9 @@ func VirtualService(spec *VirtualServiceSpec) *istioclientnetworking.VirtualServ
 					},
 				},
 			},
-			Route: destinations,
+			Route:            destinations,
+			Mirror:           mirror,
+			MirrorPercentage: mirrorWeight,
 		})
 
 		if spec.Rewrite != nil {
@@ -98,7 +114,9 @@ func VirtualService(spec *VirtualServiceSpec) *istioclientnetworking.VirtualServ
 					},
 				},
 			},
-			Route: destinations,
+			Route:            destinations,
+			Mirror:           mirror,
+			MirrorPercentage: mirrorWeight,
 		}
 
 		prefixMatch := &istionetworking.HTTPRoute{
@@ -111,7 +129,9 @@ func VirtualService(spec *VirtualServiceSpec) *istioclientnetworking.VirtualServ
 					},
 				},
 			},
-			Route: destinations,
+			Route:            destinations,
+			Mirror:           mirror,
+			MirrorPercentage: mirrorWeight,
 		}
 
 		if spec.Rewrite != nil {

pkg/operator/resources/trafficsplitter/api.go

@@ -112,6 +112,7 @@ func getTrafficSplitterDestinations(trafficSplitter *spec.API) []k8s.Destination
 			ServiceName: operator.K8sName(api.Name),
 			Weight:      api.Weight,
 			Port:        uint32(_defaultPortInt32),
+			Shadow:      api.Shadow,
 		}
 	}
 	return destinations

pkg/types/spec/errors.go

@@ -91,6 +91,7 @@ const (
 	ErrConcurrencyMismatchServerSideBatchingPython = "spec.concurrency_mismatch_server_side_batching_python"
 	ErrIncorrectTrafficSplitterWeight              = "spec.incorrect_traffic_splitter_weight"
 	ErrTrafficSplitterAPIsNotUnique                = "spec.traffic_splitter_apis_not_unique"
+	ErrOneShadowPerTrafficSplitter                 = "spec.one_shadow_per_traffic_splitter"
 	ErrUnexpectedDockerSecretData                  = "spec.unexpected_docker_secret_data"
 )
 
@@ -593,7 +594,7 @@ func ErrorConcurrencyMismatchServerSideBatchingPython(maxBatchsize int32, thread
 func ErrorIncorrectTrafficSplitterWeightTotal(totalWeight int32) error {
 	return errors.WithStack(&errors.Error{
 		Kind:    ErrIncorrectTrafficSplitterWeight,
-		Message: fmt.Sprintf("expected weights to sum to 100 but found %d", totalWeight),
+		Message: fmt.Sprintf("expected weights of all non-shadow apis to sum to 100 but found %d", totalWeight),
 	})
 }
 
@@ -604,6 +605,13 @@ func ErrorTrafficSplitterAPIsNotUnique(names []string) error {
 	})
 }
 
+func ErrorOneShadowPerTrafficSplitter() error {
+	return errors.WithStack(&errors.Error{
+		Kind:    ErrOneShadowPerTrafficSplitter,
+		Message: fmt.Sprintf("multiple shadow apis detected; only one api is allowed to be marked as a shadow"),
+	})
+}
+
 var _pwRegex = regexp.MustCompile(`"password":"[^"]+"`)
 var _authRegex = regexp.MustCompile(`"auth":"[^"]+"`)
 

pkg/types/spec/utils.go

@@ -512,7 +512,9 @@ func getModelVersionsFromPaths(paths []string, prefix string) []string {
 func verifyTotalWeight(apis []*userconfig.TrafficSplit) error {
 	totalWeight := int32(0)
 	for _, api := range apis {
-		totalWeight += api.Weight
+		if !api.Shadow {
+			totalWeight += api.Weight
+		}
 	}
 	if totalWeight == 100 {
 		return nil

pkg/types/spec/validations.go

@@ -131,6 +131,10 @@ func multiAPIsValidation() *cr.StructFieldValidation {
 							LessThanOrEqualTo:    pointer.Int32(100),
 						},
 					},
+					{
+						StructField:    "Shadow",
+						BoolValidation: &cr.BoolValidation{},
+					},
 				},
 			},
 		},
@@ -846,6 +850,16 @@ func ValidateTrafficSplitter(api *userconfig.API) error {
 		return err
 	}
 
+	hasShadow := false
+	for _, api := range api.APIs {
+		if api.Shadow {
+			if hasShadow {
+				return ErrorOneShadowPerTrafficSplitter()
+			}
+			hasShadow = true
+		}
+	}
+
 	return nil
 }
 

pkg/types/userconfig/api.go

@@ -86,6 +86,7 @@ type MultiModels struct {
 type TrafficSplit struct {
 	Name   string `json:"name" yaml:"name"`
 	Weight int32  `json:"weight" yaml:"weight"`
+	Shadow bool   `json:"shadow" yaml:"shadow"`
 }
 
 type ModelResource struct {
@@ -386,6 +387,7 @@ func (trafficSplit *TrafficSplit) UserStr() string {
 	var sb strings.Builder
 	sb.WriteString(fmt.Sprintf("%s: %s\n", NameKey, trafficSplit.Name))
 	sb.WriteString(fmt.Sprintf("%s: %s\n", WeightKey, s.Int32(trafficSplit.Weight)))
+	sb.WriteString(fmt.Sprintf("%s: %s\n", ShadowKey, s.Bool(trafficSplit.Shadow)))
 	return sb.String()
 }
 

pkg/types/userconfig/config_key.go

@@ -30,6 +30,7 @@ const (
 	// TrafficSplitter
 	APIsKey   = "apis"
 	WeightKey = "weight"
+	ShadowKey = "shadow"
 
 	// Predictor
 	TypeKey                   = "type"

test/apis/traffic-splitter/cortex.yaml

@@ -14,10 +14,19 @@
     models:
       path: s3://cortex-examples/onnx/iris-classifier/
 
+- name: request-recorder
+  kind: RealtimeAPI
+  predictor:
+    type: python
+    path: request_recorder.py
+
 - name: iris-classifier
   kind: TrafficSplitter
   apis:
     - name: iris-classifier-onnx
       weight: 30
     - name: iris-classifier-pytorch
       weight: 70
+    - name: request-recorder
+      shadow: true
+      weight: 100

test/apis/traffic-splitter/request_recorder.py

@@ -0,0 +1,10 @@
+from cortex_internal.lib.log import logger as cortex_logger
+
+
+class PythonPredictor:
+    def __init__(self, config):
+        pass
+
+    def predict(self, payload):
+        cortex_logger.info("received payload", extra={"payload": payload})
+        return payload