diff --git a/stacks/aws/application/jupyter-web-app/configs/spawner_ui_config.yaml b/stacks/aws/application/jupyter-web-app/configs/spawner_ui_config.yaml
index e8f822002..5924d5c36 100644
--- a/stacks/aws/application/jupyter-web-app/configs/spawner_ui_config.yaml
+++ b/stacks/aws/application/jupyter-web-app/configs/spawner_ui_config.yaml
@@ -117,6 +117,8 @@ spawnerFormDefaults:
       vendors:
         - limitsKey: "nvidia.com/gpu"
           uiName: "NVIDIA"
+        - limitsKey: "amd.com/gpu"
+          uiName: "AMD"
       # Values: "" or a `limits-key` from the vendors list
       vendor: ""
     readOnly: false
@@ -130,3 +132,59 @@ spawnerFormDefaults:
     #   - default-editor
     value: []
     readOnly: false
+  affinityConfig:
+    # The default `configKey` from the options list
+    # If readonly, the default value will be the only option
+    value: "none"
+    # The list of available affinity configs
+    options:
+      - configKey: "none"
+        displayName: "None"
+        affinity: {}
+    # # (DESC) Pod gets an exclusive "n1-standard-2" Node
+    # # (TIP) set PreferNoSchedule taint on this node-pool
+    # # (TIP) enable cluster-autoscaler on this node-pool
+    # # (TIP) dont let users request more CPU/MEMORY than the size of this node
+    # - configKey: "exclusive__n1-standard-2"
+    #   displayName: "Exclusive: n1-standard-2"
+    #   affinity:
+    #     # (Require) Node having label: `node_pool=notebook-n1-standard-2`
+    #     nodeAffinity:
+    #       requiredDuringSchedulingIgnoredDuringExecution:
+    #         nodeSelectorTerms:
+    #           - matchExpressions:
+    #               - key: "node_pool"
+    #                 operator: "In"
+    #                 values:
+    #                   - "notebook-n1-standard-2"
+    #     # (Require) Node WITHOUT existing Pod having label: `notebook-name`
+    #     podAntiAffinity:
+    #       requiredDuringSchedulingIgnoredDuringExecution:
+    #         - labelSelector:
+    #             matchExpressions:
+    #               - key: "notebook-name"
+    #                 operator: "Exists"
+    #           namespaces: []
+    #           topologyKey: "kubernetes.io/hostname"
+    readOnly: false
+  tolerationGroup:
+    # The default `groupKey` from the options list
+    # If readonly, the default value will be the only option
+    value: "none"
+    # The list of available tolerationGroup configs
+    options:
+      - groupKey: "none"
+        displayName: "None"
+        tolerations: []
+    # - groupKey: "group_1"
+    #   displayName: "Group 1: description"
+    #   tolerations:
+    #     - key: "key1"
+    #       operator: "Equal"
+    #       value: "value1"
+    #       effect: "NoSchedule"
+    #     - key: "key2"
+    #       operator: "Equal"
+    #       value: "value2"
+    #       effect: "NoSchedule"
+    readOnly: false
\ No newline at end of file
diff --git a/tests/stacks/aws/application/jupyter-web-app/test_data/expected/apps_v1_deployment_jupyter-web-app-deployment.yaml b/tests/stacks/aws/application/jupyter-web-app/test_data/expected/apps_v1_deployment_jupyter-web-app-deployment.yaml
index c44d85c43..d638ae690 100644
--- a/tests/stacks/aws/application/jupyter-web-app/test_data/expected/apps_v1_deployment_jupyter-web-app-deployment.yaml
+++ b/tests/stacks/aws/application/jupyter-web-app/test_data/expected/apps_v1_deployment_jupyter-web-app-deployment.yaml
@@ -42,5 +42,5 @@ spec:
       serviceAccountName: jupyter-web-app-service-account
       volumes:
       - configMap:
-          name: jupyter-web-app-jupyter-web-app-config-8fc6g84c8k
+          name: jupyter-web-app-jupyter-web-app-config-24bth2gbkc
         name: config-volume
diff --git a/tests/stacks/aws/application/jupyter-web-app/test_data/expected/~g_v1_configmap_jupyter-web-app-jupyter-web-app-config-8fc6g84c8k.yaml b/tests/stacks/aws/application/jupyter-web-app/test_data/expected/~g_v1_configmap_jupyter-web-app-jupyter-web-app-config-24bth2gbkc.yaml
similarity index 69%
rename from tests/stacks/aws/application/jupyter-web-app/test_data/expected/~g_v1_configmap_jupyter-web-app-jupyter-web-app-config-8fc6g84c8k.yaml
rename to tests/stacks/aws/application/jupyter-web-app/test_data/expected/~g_v1_configmap_jupyter-web-app-jupyter-web-app-config-24bth2gbkc.yaml
index 66d1e39b3..a701dfa71 100644
--- a/tests/stacks/aws/application/jupyter-web-app/test_data/expected/~g_v1_configmap_jupyter-web-app-jupyter-web-app-config-8fc6g84c8k.yaml
+++ b/tests/stacks/aws/application/jupyter-web-app/test_data/expected/~g_v1_configmap_jupyter-web-app-jupyter-web-app-config-24bth2gbkc.yaml
@@ -1,6 +1,6 @@
 apiVersion: v1
 data:
-  spawner_ui_config.yaml: |
+  spawner_ui_config.yaml: |-
     # Configuration file for the Jupyter UI.
     #
     # Each Jupyter UI option is configured by two keys: 'value' and 'readOnly'
@@ -120,6 +120,8 @@ data:
           vendors:
             - limitsKey: "nvidia.com/gpu"
               uiName: "NVIDIA"
+            - limitsKey: "amd.com/gpu"
+              uiName: "AMD"
           # Values: "" or a `limits-key` from the vendors list
           vendor: ""
         readOnly: false
@@ -133,11 +135,67 @@ data:
         #   - default-editor
         value: []
         readOnly: false
+      affinityConfig:
+        # The default `configKey` from the options list
+        # If readonly, the default value will be the only option
+        value: "none"
+        # The list of available affinity configs
+        options:
+          - configKey: "none"
+            displayName: "None"
+            affinity: {}
+        # # (DESC) Pod gets an exclusive "n1-standard-2" Node
+        # # (TIP) set PreferNoSchedule taint on this node-pool
+        # # (TIP) enable cluster-autoscaler on this node-pool
+        # # (TIP) dont let users request more CPU/MEMORY than the size of this node
+        # - configKey: "exclusive__n1-standard-2"
+        #   displayName: "Exclusive: n1-standard-2"
+        #   affinity:
+        #     # (Require) Node having label: `node_pool=notebook-n1-standard-2`
+        #     nodeAffinity:
+        #       requiredDuringSchedulingIgnoredDuringExecution:
+        #         nodeSelectorTerms:
+        #           - matchExpressions:
+        #               - key: "node_pool"
+        #                 operator: "In"
+        #                 values:
+        #                   - "notebook-n1-standard-2"
+        #     # (Require) Node WITHOUT existing Pod having label: `notebook-name`
+        #     podAntiAffinity:
+        #       requiredDuringSchedulingIgnoredDuringExecution:
+        #         - labelSelector:
+        #             matchExpressions:
+        #               - key: "notebook-name"
+        #                 operator: "Exists"
+        #           namespaces: []
+        #           topologyKey: "kubernetes.io/hostname"
+        readOnly: false
+      tolerationGroup:
+        # The default `groupKey` from the options list
+        # If readonly, the default value will be the only option
+        value: "none"
+        # The list of available tolerationGroup configs
+        options:
+          - groupKey: "none"
+            displayName: "None"
+            tolerations: []
+        # - groupKey: "group_1"
+        #   displayName: "Group 1: description"
+        #   tolerations:
+        #     - key: "key1"
+        #       operator: "Equal"
+        #       value: "value1"
+        #       effect: "NoSchedule"
+        #     - key: "key2"
+        #       operator: "Equal"
+        #       value: "value2"
+        #       effect: "NoSchedule"
+        readOnly: false
 kind: ConfigMap
 metadata:
   annotations: {}
   labels:
     app: jupyter-web-app
     kustomize.component: jupyter-web-app
-  name: jupyter-web-app-jupyter-web-app-config-8fc6g84c8k
+  name: jupyter-web-app-jupyter-web-app-config-24bth2gbkc
   namespace: kubeflow
diff --git a/tests/stacks/aws/test_data/expected/apps_v1_deployment_jupyter-web-app-deployment.yaml b/tests/stacks/aws/test_data/expected/apps_v1_deployment_jupyter-web-app-deployment.yaml
index c44d85c43..d638ae690 100644
--- a/tests/stacks/aws/test_data/expected/apps_v1_deployment_jupyter-web-app-deployment.yaml
+++ b/tests/stacks/aws/test_data/expected/apps_v1_deployment_jupyter-web-app-deployment.yaml
@@ -42,5 +42,5 @@ spec:
       serviceAccountName: jupyter-web-app-service-account
       volumes:
       - configMap:
-          name: jupyter-web-app-jupyter-web-app-config-8fc6g84c8k
+          name: jupyter-web-app-jupyter-web-app-config-24bth2gbkc
         name: config-volume
diff --git a/tests/stacks/aws/test_data/expected/~g_v1_configmap_jupyter-web-app-jupyter-web-app-config-8fc6g84c8k.yaml b/tests/stacks/aws/test_data/expected/~g_v1_configmap_jupyter-web-app-jupyter-web-app-config-24bth2gbkc.yaml
similarity index 69%
rename from tests/stacks/aws/test_data/expected/~g_v1_configmap_jupyter-web-app-jupyter-web-app-config-8fc6g84c8k.yaml
rename to tests/stacks/aws/test_data/expected/~g_v1_configmap_jupyter-web-app-jupyter-web-app-config-24bth2gbkc.yaml
index 66d1e39b3..a701dfa71 100644
--- a/tests/stacks/aws/test_data/expected/~g_v1_configmap_jupyter-web-app-jupyter-web-app-config-8fc6g84c8k.yaml
+++ b/tests/stacks/aws/test_data/expected/~g_v1_configmap_jupyter-web-app-jupyter-web-app-config-24bth2gbkc.yaml
@@ -1,6 +1,6 @@
 apiVersion: v1
 data:
-  spawner_ui_config.yaml: |
+  spawner_ui_config.yaml: |-
     # Configuration file for the Jupyter UI.
     #
     # Each Jupyter UI option is configured by two keys: 'value' and 'readOnly'
@@ -120,6 +120,8 @@ data:
           vendors:
             - limitsKey: "nvidia.com/gpu"
               uiName: "NVIDIA"
+            - limitsKey: "amd.com/gpu"
+              uiName: "AMD"
           # Values: "" or a `limits-key` from the vendors list
           vendor: ""
         readOnly: false
@@ -133,11 +135,67 @@ data:
         #   - default-editor
         value: []
         readOnly: false
+      affinityConfig:
+        # The default `configKey` from the options list
+        # If readonly, the default value will be the only option
+        value: "none"
+        # The list of available affinity configs
+        options:
+          - configKey: "none"
+            displayName: "None"
+            affinity: {}
+        # # (DESC) Pod gets an exclusive "n1-standard-2" Node
+        # # (TIP) set PreferNoSchedule taint on this node-pool
+        # # (TIP) enable cluster-autoscaler on this node-pool
+        # # (TIP) dont let users request more CPU/MEMORY than the size of this node
+        # - configKey: "exclusive__n1-standard-2"
+        #   displayName: "Exclusive: n1-standard-2"
+        #   affinity:
+        #     # (Require) Node having label: `node_pool=notebook-n1-standard-2`
+        #     nodeAffinity:
+        #       requiredDuringSchedulingIgnoredDuringExecution:
+        #         nodeSelectorTerms:
+        #           - matchExpressions:
+        #               - key: "node_pool"
+        #                 operator: "In"
+        #                 values:
+        #                   - "notebook-n1-standard-2"
+        #     # (Require) Node WITHOUT existing Pod having label: `notebook-name`
+        #     podAntiAffinity:
+        #       requiredDuringSchedulingIgnoredDuringExecution:
+        #         - labelSelector:
+        #             matchExpressions:
+        #               - key: "notebook-name"
+        #                 operator: "Exists"
+        #           namespaces: []
+        #           topologyKey: "kubernetes.io/hostname"
+        readOnly: false
+      tolerationGroup:
+        # The default `groupKey` from the options list
+        # If readonly, the default value will be the only option
+        value: "none"
+        # The list of available tolerationGroup configs
+        options:
+          - groupKey: "none"
+            displayName: "None"
+            tolerations: []
+        # - groupKey: "group_1"
+        #   displayName: "Group 1: description"
+        #   tolerations:
+        #     - key: "key1"
+        #       operator: "Equal"
+        #       value: "value1"
+        #       effect: "NoSchedule"
+        #     - key: "key2"
+        #       operator: "Equal"
+        #       value: "value2"
+        #       effect: "NoSchedule"
+        readOnly: false
 kind: ConfigMap
 metadata:
   annotations: {}
   labels:
     app: jupyter-web-app
     kustomize.component: jupyter-web-app
-  name: jupyter-web-app-jupyter-web-app-config-8fc6g84c8k
+  name: jupyter-web-app-jupyter-web-app-config-24bth2gbkc
   namespace: kubeflow