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main.go
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main.go
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// Copyright 2021 IBM Corporation
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
package main
import (
"context"
"encoding/json"
"flag"
"fmt"
"log"
"net/http"
"os"
"regexp"
"strings"
"time"
"github.com/kserve/kserve/pkg/apis/serving/v1alpha1"
"github.com/kserve/kserve/pkg/apis/serving/v1beta1"
config2 "github.com/kserve/modelmesh-serving/pkg/config"
"github.com/kserve/modelmesh-serving/pkg/predictor_source"
corev1 "k8s.io/api/core/v1"
v1 "k8s.io/apimachinery/pkg/apis/meta/v1"
"sigs.k8s.io/controller-runtime/pkg/event"
"k8s.io/apimachinery/pkg/api/meta"
"github.com/operator-framework/operator-lib/leader"
batchv1 "k8s.io/api/batch/v1"
"k8s.io/apimachinery/pkg/api/errors"
"k8s.io/apimachinery/pkg/runtime"
"k8s.io/apimachinery/pkg/types"
clientgoscheme "k8s.io/client-go/kubernetes/scheme"
_ "k8s.io/client-go/plugin/pkg/client/auth/gcp"
_ "k8s.io/client-go/plugin/pkg/client/auth/oidc"
ctrl "sigs.k8s.io/controller-runtime"
"sigs.k8s.io/controller-runtime/pkg/client"
"sigs.k8s.io/controller-runtime/pkg/client/config"
"sigs.k8s.io/controller-runtime/pkg/healthz"
"sigs.k8s.io/controller-runtime/pkg/log/zap"
monitoringv1 "github.com/prometheus-operator/prometheus-operator/pkg/apis/monitoring/v1"
servingv1alpha1 "github.com/kserve/modelmesh-serving/apis/serving/v1alpha1"
"github.com/kserve/modelmesh-serving/controllers"
"github.com/kserve/modelmesh-serving/controllers/modelmesh"
"github.com/kserve/modelmesh-serving/pkg/mmesh"
"sigs.k8s.io/controller-runtime/pkg/webhook"
// +kubebuilder:scaffold:imports
)
var (
scheme = runtime.NewScheme()
setupLog = ctrl.Log.WithName("setup")
ControllerNamespace string
)
const (
ControllerNamespaceEnvVar = "NAMESPACE"
DefaultControllerNamespace = "model-serving"
KubeNamespaceFile = "/var/run/secrets/kubernetes.io/serviceaccount/namespace"
ControllerPodNameEnvVar = "POD_NAME"
ControllerDeploymentNameEnvVar = "CONTROLLER_DEPLOYMENT"
DefaultControllerName = "modelmesh-controller"
UserConfigMapName = "model-serving-config"
DevModeLoggingEnvVar = "DEV_MODE_LOGGING"
serviceMonitorCRDName = "servicemonitors.monitoring.coreos.com"
LeaderLockName = "modelmesh-controller-leader-lock"
LeaderForLifeLockName = "modelmesh-controller-leader-for-life-lock"
EnableInferenceServiceEnvVar = "ENABLE_ISVC_WATCH"
EnableClusterServingRuntimeEnvVar = "ENABLE_CSR_WATCH"
EnableSecretEnvVar = "ENABLE_SECRET_WATCH"
NamespaceScopeEnvVar = "NAMESPACE_SCOPE"
TrueString = "true"
FalseString = "false"
EnablePprof = "ENABLE_PPROF"
)
func init() {
_ = clientgoscheme.AddToScheme(scheme)
err := servingv1alpha1.AddToScheme(scheme)
if err != nil {
log.Fatalf("cannot add model serving v1 scheme, %v", err)
}
_ = batchv1.AddToScheme(scheme)
_ = servingv1alpha1.AddToScheme(scheme)
_ = v1beta1.AddToScheme(scheme)
_ = v1alpha1.AddToScheme(scheme)
_ = monitoringv1.AddToScheme(scheme)
// +kubebuilder:scaffold:scheme
}
func main() {
_, devLoggingSetting := os.LookupEnv(DevModeLoggingEnvVar)
ctrl.SetLogger(zap.New(zap.UseDevMode(devLoggingSetting)))
// ----- mmesh related envar setup -----
controllerNamespace := os.Getenv(ControllerNamespaceEnvVar)
if controllerNamespace == "" {
bytes, err := os.ReadFile(KubeNamespaceFile)
if err != nil {
//TODO check kube context and retrieve namespace from there
setupLog.Info("Error reading Kube-mounted namespace file, reverting to default namespace",
"file", KubeNamespaceFile, "err", err, "default", DefaultControllerNamespace)
controllerNamespace = DefaultControllerNamespace
} else {
controllerNamespace = string(bytes)
}
}
ControllerNamespace = controllerNamespace
controllerDeploymentName := os.Getenv(ControllerDeploymentNameEnvVar)
if controllerDeploymentName == "" {
podName := os.Getenv(ControllerPodNameEnvVar)
if podName != "" {
if matches := regexp.MustCompile("(.*)-.*-.*").FindStringSubmatch(podName); len(matches) == 2 {
deployment := matches[1]
setupLog.Info("Using controller deployment name from POD_NAME", "Deployment", deployment)
controllerDeploymentName = deployment
}
}
if controllerDeploymentName == "" {
setupLog.Info("Controller deployment name env var not provided, using default",
"name", DefaultControllerName)
controllerDeploymentName = DefaultControllerName
}
}
// TODO: use the manager client instead. This will require restructuring the dependency
// relationship with the manager so that this code runs after mgr.Start()
cfg := config.GetConfigOrDie()
cl, err := client.New(cfg, client.Options{Scheme: scheme})
if err != nil {
setupLog.Error(err, "unable to create an api server client")
os.Exit(1)
}
cp, err := config2.NewConfigProvider(context.Background(), cl, types.NamespacedName{Name: UserConfigMapName, Namespace: ControllerNamespace})
if err != nil {
setupLog.Error(err, "Error loading user config from configmap", "ConfigMapName", UserConfigMapName)
os.Exit(1)
}
conf := cp.GetConfig()
setupLog.Info("Using adapter", "image", conf.StorageHelperImage.TaggedImage())
setupLog.Info("Using modelmesh", "image", conf.ModelMeshImage.TaggedImage())
if conf.RESTProxy.Enabled {
setupLog.Info("Using modelmesh REST proxy", "image", conf.RESTProxy.Image.TaggedImage())
}
setupLog.Info("Using inference service", "name", conf.InferenceServiceName, "port", conf.InferenceServicePort)
// mmesh service kubedns or hostname
mmeshEndpoint := conf.ModelMeshEndpoint
setupLog.Info("MMesh Configuration", "serviceName", conf.InferenceServiceName, "port", conf.InferenceServicePort,
"mmeshEndpoint", mmeshEndpoint)
//TODO: this should be moved out of package globals
modelmesh.StorageSecretName = conf.StorageSecretName
// ----- end of mmesh related envar setup -----
var metricsAddr string
var enableLeaderElection bool
var probeAddr string
var leaderElectionType string
var leaseDuration time.Duration
var leaseRenewDeadline time.Duration
var leaseRetryPeriod time.Duration
flag.StringVar(&metricsAddr, "metrics-addr", ":8080", "The address the metric endpoint binds to.")
flag.StringVar(&probeAddr, "health-probe-bind-address", ":8081", "The address the probe endpoint binds to.")
flag.BoolVar(&enableLeaderElection, "enable-leader-election", false,
"Enable leader election for controller manager. "+
"Enabling this will ensure there is only one active controller manager.")
flag.StringVar(&leaderElectionType, "leader-elect-type", "lease",
"Leader election type. Values: ['lease'=leader with lease]; ['life'=leader for life].")
flag.DurationVar(&leaseDuration, "leader-elect-lease-duration-sec", 15*time.Second,
"Duration that non-leader candidates will wait to force acquire leadership.")
flag.DurationVar(&leaseRenewDeadline, "leader-elect-lease-renew-deadline-sec", 10*time.Second,
"Duration the leader will retry refreshing leadership before giving up.")
flag.DurationVar(&leaseRetryPeriod, "leader-elect-retry-period-sec", 2*time.Second,
"Duration the Leader elector clients should wait between tries of actions.")
flag.Parse()
// Controller can be in namespace or cluster scope mode depending on an env variable
clusterScopeMode := os.Getenv(NamespaceScopeEnvVar) != TrueString
// Here we check whether RBAC is set for cluster scope
err = cl.Get(context.Background(), client.ObjectKey{Name: "foo"}, &corev1.Namespace{})
hasClusterPermissions := err == nil || errors.IsNotFound(err)
if clusterScopeMode {
if !hasClusterPermissions {
// Config mismatch, cluster mode without cluster permissions, exit
setupLog.Error(nil, "In cluster scope mode but controller does not have cluster scope permissions, exiting")
os.Exit(1)
}
setupLog.Info("Controller operating in cluster scope mode, will attempt to watch/manage all namespaces")
} else {
// Namespace-scope mode configured
setupLog.Info("Controller operating in namespace scope (own-namespace only) mode",
"namespace", ControllerNamespace)
if hasClusterPermissions {
setupLog.Error(nil, "Warning: In namespace scope mode but controller has permission to access cluster namespace resources")
}
}
mgrOpts := ctrl.Options{
Scheme: scheme,
MetricsBindAddress: metricsAddr,
Port: 9443,
HealthProbeBindAddress: probeAddr,
}
if !clusterScopeMode {
// Set manager to operate scoped to our namespace
mgrOpts.Namespace = ControllerNamespace
}
if enableLeaderElection {
if leaderElectionType == "lease" {
setupLog.Info("using leader-with-lease election method")
mgrOpts.LeaderElectionNamespace = ControllerNamespace
mgrOpts.LeaderElection = enableLeaderElection
mgrOpts.LeaderElectionID = LeaderLockName
mgrOpts.LeaseDuration = &leaseDuration
mgrOpts.RenewDeadline = &leaseRenewDeadline
mgrOpts.RetryPeriod = &leaseRetryPeriod
} else if leaderElectionType == "life" {
setupLog.Info("using leader-for-life election method")
// try to become leader using leader-for-life
err = leader.Become(context.TODO(), LeaderForLifeLockName)
if err != nil {
setupLog.Error(err, "Failed to obtain leader-for-life lock")
os.Exit(1)
}
} else {
err = fmt.Errorf("Invalid value for leader-elect-type: '%s'. Use 'lease' or 'life'", leaderElectionType)
setupLog.Error(err, "Error processing command-line flags.")
os.Exit(1)
}
} else {
setupLog.Info("leader election is disabled")
}
mgr, err := ctrl.NewManager(ctrl.GetConfigOrDie(), mgrOpts)
if err != nil {
setupLog.Error(err, "unable to start manager")
os.Exit(1)
}
// Setup servingruntime validating webhook
hookServer := mgr.GetWebhookServer()
servingRuntimeWebhook := &webhook.Admission{
Handler: &servingv1alpha1.ServingRuntimeWebhook{
Client: mgr.GetClient(),
},
}
hookServer.Register("/validate-serving-modelmesh-io-v1alpha1-servingruntime", servingRuntimeWebhook)
_, err = mmesh.InitGrpcResolver(ControllerNamespace, mgr)
if err != nil {
setupLog.Error(err, "Failed to Initialize Grpc Resolver, exit")
os.Exit(1)
}
mmServiceMap := &controllers.MMServiceMap{}
modelEventStream, err := mmesh.NewModelEventStream(ctrl.Log.WithName("ModelMeshEventStream"),
mgr.GetClient(), ControllerNamespace)
if err != nil {
setupLog.Error(err, "Failed to Initialize Model Event Stream, exit")
os.Exit(1)
}
enablePprof := os.Getenv(EnablePprof)
if enablePprof != "" {
// Enable PPROF
setupLog.Info("Started PPROF HTTP server", "host", "", "port", "9999")
go func() {
var username string
var password string
etcdSecret := &corev1.Secret{}
if err = cl.Get(context.Background(), client.ObjectKey{Name: cp.GetConfig().GetEtcdSecretName(), Namespace: controllerNamespace}, etcdSecret); err != nil {
log.Fatal(err)
}
for key, value := range etcdSecret.Data {
if key == modelmesh.EtcdSecretKey {
var data map[string]json.RawMessage
err := json.Unmarshal(value, &data)
if err != nil {
log.Fatalf("Failed to parse JSON: %v", err)
}
username = strings.Trim(string(data["userid"]), `"`)
password = strings.Trim(string(data["password"]), `"`)
}
}
authMiddleware := func(next http.Handler) http.Handler {
return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
u, p, ok := r.BasicAuth()
if !ok || u != username || p != password {
w.Header().Set("WWW-Authenticate", `Basic realm="Restricted"`)
http.Error(w, "Unauthorized", http.StatusUnauthorized)
return
}
next.ServeHTTP(w, r)
})
}
mux := http.NewServeMux()
mux.Handle("/debug/", authMiddleware(http.DefaultServeMux))
log.Fatal(http.ListenAndServe(":9999", mux))
}()
}
// Check if the ServiceMonitor CRD exists in the cluster
sm := &monitoringv1.ServiceMonitor{}
serviceMonitorCRDExists := true
err = cl.Get(context.Background(), client.ObjectKey{Name: "foo", Namespace: controllerNamespace}, sm)
if meta.IsNoMatchError(err) {
serviceMonitorCRDExists = false
setupLog.Info("Service Monitor CRD is not found in the cluster")
} else if err != nil && !errors.IsNotFound(err) {
serviceMonitorCRDExists = false
setupLog.Error(err, "Unable to access Service Monitor CRD", "CRDName", serviceMonitorCRDName)
}
if err = (&controllers.ServiceReconciler{
Client: mgr.GetClient(),
Log: ctrl.Log.WithName("controllers").WithName("Service"),
Scheme: mgr.GetScheme(),
ControllerDeployment: types.NamespacedName{Namespace: ControllerNamespace, Name: controllerDeploymentName},
ClusterScope: clusterScopeMode,
MMServices: mmServiceMap,
ModelEventStream: modelEventStream,
ConfigProvider: cp,
ConfigMapName: types.NamespacedName{Namespace: ControllerNamespace, Name: UserConfigMapName},
ServiceMonitorCRDExists: serviceMonitorCRDExists,
}).SetupWithManager(mgr); err != nil {
setupLog.Error(err, "Unable to create controller", "controller", "Service")
os.Exit(1)
}
//TODO populate with registered/loaded plugins
sources := []predictor_source.PredictorSource{}
registryMap := map[string]predictor_source.PredictorRegistry{
controllers.PredictorCRSourceId: predictor_source.PredictorCRRegistry{Client: mgr.GetClient()},
}
// Function checks if env var is explicitly set to "true" or if
// env var is unset/empty and InferenceService CRD is present and accessible.
checkEnvVar := func(envVar string, resourceName string, resourceObject client.Object,
registryKey string, registryValue predictor_source.PredictorRegistry) bool {
envVarVal, _ := os.LookupEnv(envVar)
if envVarVal != FalseString {
err = cl.Get(context.Background(), client.ObjectKey{Name: "foo", Namespace: ControllerNamespace}, resourceObject)
if err == nil || errors.IsNotFound(err) {
registryMap[registryKey] = registryValue
setupLog.Info(fmt.Sprintf("Reconciliation of %s is enabled", resourceName))
return true
} else if envVarVal == TrueString {
// If env var is explicitly true, require that specified CRD is present
setupLog.Error(err, fmt.Sprintf("Unable to access %s Custom Resource", resourceName))
os.Exit(1)
} else if meta.IsNoMatchError(err) {
setupLog.Info(fmt.Sprintf("%s CRD not found, will not reconcile", resourceName))
} else {
setupLog.Error(err, fmt.Sprintf("%s CRD not accessible, will not reconcile", resourceName))
}
}
return false
}
enableIsvcWatch := checkEnvVar(EnableInferenceServiceEnvVar, "InferenceService", &v1beta1.InferenceService{},
controllers.InferenceServiceCRSourceId, predictor_source.InferenceServiceRegistry{Client: mgr.GetClient()})
checkCSRVar := func(envVar string, resourceName string, resourceObject client.Object) bool {
// default is true
envVarVal, _ := os.LookupEnv(envVar)
if envVarVal != FalseString {
err = cl.Get(context.Background(), client.ObjectKey{Name: "foo", Namespace: ControllerNamespace}, resourceObject)
if err == nil || errors.IsNotFound(err) {
setupLog.Info(fmt.Sprintf("Reconciliation of %s is enabled", resourceName))
return true
} else if envVarVal == TrueString {
// If env var is explicitly true, require that specified CRD is present
setupLog.Error(err, fmt.Sprintf("Unable to access %s Custom Resource", resourceName))
os.Exit(1)
} else if meta.IsNoMatchError(err) {
setupLog.Info(fmt.Sprintf("%s CRD not found, will not reconcile", resourceName))
} else {
setupLog.Error(err, fmt.Sprintf("%s CRD not accessible, will not reconcile", resourceName))
}
}
return false
}
enableCSRWatch := checkCSRVar(EnableClusterServingRuntimeEnvVar, "ClusterServingRuntime", &v1alpha1.ClusterServingRuntime{})
checkSecretVar := func(envVar string, resourceName string, resourceObject client.Object) bool {
// default is true
envVarVal, _ := os.LookupEnv(envVar)
if envVarVal != FalseString {
err = cl.Get(context.Background(), client.ObjectKey{Name: "storage-config", Namespace: ControllerNamespace}, resourceObject)
if err == nil || errors.IsNotFound(err) {
setupLog.Info(fmt.Sprintf("Reconciliation of %s is enabled", resourceName))
return true
} else if envVarVal == TrueString {
// If env var is explicitly true, require that specified CRD is present
setupLog.Error(err, fmt.Sprintf("Unable to access %s resource", resourceName))
os.Exit(1)
} else {
setupLog.Error(err, fmt.Sprintf("%s CRD not accessible, will not reconcile", resourceName))
}
}
return false
}
enableSecretWatch := checkSecretVar(EnableSecretEnvVar, "Secret", &corev1.Secret{})
var predictorControllerEvents, runtimeControllerEvents chan event.GenericEvent
if len(sources) != 0 {
predictorControllerEvents = make(chan event.GenericEvent, 256)
runtimeControllerEvents = make(chan event.GenericEvent, 256)
dispatchers := make([]func(), 0, len(sources))
for _, s := range sources {
sid := s.GetSourceId()
if sid == "" || sid == controllers.PredictorCRSourceId || sid == controllers.InferenceServiceCRSourceId {
setupLog.Error(nil, "Invalid predictor source plugin id",
"sourceId", sid)
os.Exit(1)
}
if _, ok := registryMap[sid]; ok {
setupLog.Error(nil, "More than one predictor source plugin is registered with the same id",
"sourceId", sid)
os.Exit(1)
}
r, c, serr := s.StartWatch(context.Background())
if serr != nil {
setupLog.Error(serr, "Error starting predictor source plugin", "sourceId", sid)
os.Exit(1)
}
registryMap[sid] = r
dispatchers = append(dispatchers, func() {
for {
pe, ok := <-c
if !ok {
break
}
evnt := event.GenericEvent{Object: &v1.PartialObjectMetadata{ObjectMeta: v1.ObjectMeta{
Name: pe.Name, Namespace: fmt.Sprintf("%s_%s", sid, pe.Namespace)},
}}
predictorControllerEvents <- evnt
runtimeControllerEvents <- evnt
}
setupLog.Info("Predictor source plugin event channel closed", "sourceId", sid)
})
}
for _, d := range dispatchers {
go d()
}
}
if err = (&controllers.PredictorReconciler{
Client: mgr.GetClient(),
Log: ctrl.Log.WithName("controllers").WithName("Predictor"),
MMServices: mmServiceMap,
RegistryLookup: registryMap,
}).SetupWithManager(mgr, modelEventStream, enableIsvcWatch, predictorControllerEvents); err != nil {
setupLog.Error(err, "unable to create controller", "controller", "Predictor")
os.Exit(1)
}
if err = (&controllers.ServingRuntimeReconciler{
Client: mgr.GetClient(),
Log: ctrl.Log.WithName("controllers").WithName("ServingRuntime"),
Scheme: mgr.GetScheme(),
ConfigProvider: cp,
ConfigMapName: types.NamespacedName{Namespace: ControllerNamespace, Name: UserConfigMapName},
ControllerNamespace: ControllerNamespace,
ControllerName: controllerDeploymentName,
ClusterScope: clusterScopeMode,
EnableCSRWatch: enableCSRWatch,
EnableSecretWatch: enableSecretWatch,
RegistryMap: registryMap,
}).SetupWithManager(mgr, enableIsvcWatch, runtimeControllerEvents); err != nil {
setupLog.Error(err, "unable to create controller", "controller", "ServingRuntime")
os.Exit(1)
}
// +kubebuilder:scaffold:builder
// Add Healthz Endpoint
if err := mgr.AddHealthzCheck("healthz", healthz.Ping); err != nil {
setupLog.Error(err, "unable to set up health check")
os.Exit(1)
}
// Add Readyz Endpoint
if err := mgr.AddReadyzCheck("readyz", healthz.Ping); err != nil {
setupLog.Error(err, "unable to set up ready check")
os.Exit(1)
}
setupLog.Info("starting manager")
if err := mgr.Start(ctrl.SetupSignalHandler()); err != nil {
setupLog.Error(err, "problem running manager")
os.Exit(1)
}
}