diff --git a/pkg/docker/docker.go b/pkg/docker/docker.go
index 0edb3f7d3..806211ddd 100644
--- a/pkg/docker/docker.go
+++ b/pkg/docker/docker.go
@@ -508,8 +508,8 @@ func (c generalClient) StartEnvd(ctx context.Context, tag, name, buildContext st
 		config.ExposedPorts[natPort] = struct{}{}
 	}
 
-	if g.ExposeConfig != nil && len(g.ExposeConfig.ExposeItems) > 0 {
-		for _, item := range g.ExposeConfig.ExposeItems {
+	if len(g.RuntimeExpose) > 0 {
+		for _, item := range g.RuntimeExpose {
 			var err error
 			if item.HostPort == 0 {
 				item.HostPort, err = netutil.GetFreePort()
diff --git a/pkg/lang/ir/compile.go b/pkg/lang/ir/compile.go
index cf628fa85..4d479634f 100644
--- a/pkg/lang/ir/compile.go
+++ b/pkg/lang/ir/compile.go
@@ -35,6 +35,10 @@ import (
 )
 
 func NewGraph() *Graph {
+	runtimeGraph := RuntimeGraph{
+		RuntimeCommands: make(map[string]string),
+		RuntimeEnviron:  make(map[string]string),
+	}
 	return &Graph{
 		OS: osDefault,
 		Language: Language{
@@ -44,14 +48,13 @@ func NewGraph() *Graph {
 		CUDNN:   nil,
 		NumGPUs: -1,
 
-		PyPIPackages:    []string{},
-		RPackages:       []string{},
-		JuliaPackages:   []string{},
-		SystemPackages:  []string{},
-		Exec:            []string{},
-		RuntimeCommands: make(map[string]string),
-		RuntimeEnviron:  make(map[string]string),
-		Shell:           shellBASH,
+		PyPIPackages:   []string{},
+		RPackages:      []string{},
+		JuliaPackages:  []string{},
+		SystemPackages: []string{},
+		Exec:           []string{},
+		Shell:          shellBASH,
+		RuntimeGraph:   runtimeGraph,
 	}
 }
 
@@ -151,6 +154,12 @@ func (g Graph) ExposedPorts() (map[string]struct{}, error) {
 		ports[fmt.Sprintf("%d/tcp", config.RStudioServerPortInContainer)] = struct{}{}
 	}
 
+	if g.RuntimeExpose != nil && len(g.RuntimeExpose) > 0 {
+		for _, item := range g.RuntimeExpose {
+			ports[fmt.Sprintf("%d/tcp", item.EnvdPort)] = struct{}{}
+		}
+	}
+
 	return ports, nil
 }
 
diff --git a/pkg/lang/ir/interface.go b/pkg/lang/ir/interface.go
index ca71719c2..6eb261345 100644
--- a/pkg/lang/ir/interface.go
+++ b/pkg/lang/ir/interface.go
@@ -219,12 +219,7 @@ func RuntimeDaemon(commands [][]string) {
 }
 
 func RuntimeExpose(envdPort, hostPort int, serviceName string) error {
-	if DefaultGraph.ExposeConfig == nil {
-		DefaultGraph.ExposeConfig = &ExposeConfig{
-			ExposeItems: make([]ExposeItem, 0),
-		}
-	}
-	DefaultGraph.ExposeConfig.ExposeItems = append(DefaultGraph.ExposeConfig.ExposeItems, ExposeItem{
+	DefaultGraph.RuntimeExpose = append(DefaultGraph.RuntimeExpose, ExposeItem{
 		EnvdPort:    envdPort,
 		HostPort:    hostPort,
 		ServiceName: serviceName,
diff --git a/pkg/lang/ir/types.go b/pkg/lang/ir/types.go
index 1736c8604..59c859a8d 100644
--- a/pkg/lang/ir/types.go
+++ b/pkg/lang/ir/types.go
@@ -50,22 +50,28 @@ type Graph struct {
 
 	VSCodePlugins []vscode.Plugin
 
-	Exec            []string
-	Copy            []CopyInfo
-	Mount           []MountInfo
-	Entrypoint      []string
-	RuntimeCommands map[string]string
-	RuntimeDaemon   [][]string
-	RuntimeEnviron  map[string]string
+	Exec       []string
+	Copy       []CopyInfo
+	Mount      []MountInfo
+	Entrypoint []string
 
 	*JupyterConfig
 	*GitConfig
 	*CondaConfig
 	*RStudioServerConfig
-	*ExposeConfig
 
 	Writer      compileui.Writer
 	CachePrefix string
+
+	RuntimeGraph
+}
+
+// The results during runtime should be maintained here
+type RuntimeGraph struct {
+	RuntimeCommands map[string]string
+	RuntimeDaemon   [][]string
+	RuntimeEnviron  map[string]string
+	RuntimeExpose   []ExposeItem
 }
 
 type CopyInfo struct {
@@ -104,10 +110,6 @@ type ExposeItem struct {
 	ServiceName string
 }
 
-type ExposeConfig struct {
-	ExposeItems []ExposeItem
-}
-
 type JupyterConfig struct {
 	Token string
 	Port  int64