Change AKS cluster to CPU and remove region (#889)

python-sdk/tutorials/automl-with-azureml/image-classification-multiclass/auto-ml-image-classification-multiclass.ipynb

@@ -544,17 +544,15 @@
     "from azureml.exceptions import ComputeTargetException\n",
     "\n",
     "# Choose a name for your cluster\n",
-    "aks_name = \"cluster-aks-gpu\"\n",
+    "aks_name = \"cluster-aks-cpu\"\n",
     "# Check to see if the cluster already exists\n",
     "try:\n",
     "    aks_target = ComputeTarget(workspace=ws, name=aks_name)\n",
     "    print(\"Found existing compute target\")\n",
     "except ComputeTargetException:\n",
     "    print(\"Creating a new compute target...\")\n",
-    "    # Provision AKS cluster with GPU machine\n",
-    "    prov_config = AksCompute.provisioning_configuration(\n",
-    "        vm_size=\"STANDARD_NC6\", location=\"eastus2\"\n",
-    "    )\n",
+    "    # Provision AKS cluster with a CPU machine\n",
+    "    prov_config = AksCompute.provisioning_configuration(vm_size=\"STANDARD_D3_V2\")\n",
     "    # Create the cluster\n",
     "    aks_target = ComputeTarget.create(\n",
     "        workspace=ws, name=aks_name, provisioning_configuration=prov_config\n",

python-sdk/tutorials/automl-with-azureml/image-classification-multilabel/auto-ml-image-classification-multilabel.ipynb

@@ -539,17 +539,15 @@
     "from azureml.exceptions import ComputeTargetException\n",
     "\n",
     "# Choose a name for your cluster\n",
-    "aks_name = \"cluster-aks-gpu\"\n",
+    "aks_name = \"cluster-aks-cpu\"\n",
     "# Check to see if the cluster already exists\n",
     "try:\n",
     "    aks_target = ComputeTarget(workspace=ws, name=aks_name)\n",
     "    print(\"Found existing compute target\")\n",
     "except ComputeTargetException:\n",
     "    print(\"Creating a new compute target...\")\n",
-    "    # Provision AKS cluster with GPU machine\n",
-    "    prov_config = AksCompute.provisioning_configuration(\n",
-    "        vm_size=\"STANDARD_NC6\", location=\"eastus2\"\n",
-    "    )\n",
+    "    # Provision AKS cluster with a CPU machine\n",
+    "    prov_config = AksCompute.provisioning_configuration(vm_size=\"STANDARD_D3_V2\")\n",
     "    # Create the cluster\n",
     "    aks_target = ComputeTarget.create(\n",
     "        workspace=ws, name=aks_name, provisioning_configuration=prov_config\n",

python-sdk/tutorials/automl-with-azureml/image-instance-segmentation/auto-ml-image-instance-segmentation.ipynb

@@ -523,17 +523,15 @@
     "from azureml.exceptions import ComputeTargetException\n",
     "\n",
     "# Choose a name for your cluster\n",
-    "aks_name = \"cluster-aks-gpu\"\n",
+    "aks_name = \"cluster-aks-cpu\"\n",
     "# Check to see if the cluster already exists\n",
     "try:\n",
     "    aks_target = ComputeTarget(workspace=ws, name=aks_name)\n",
     "    print(\"Found existing compute target\")\n",
     "except ComputeTargetException:\n",
     "    print(\"Creating a new compute target...\")\n",
-    "    # Provision AKS cluster with GPU machine\n",
-    "    prov_config = AksCompute.provisioning_configuration(\n",
-    "        vm_size=\"STANDARD_NC6\", location=\"eastus2\"\n",
-    "    )\n",
+    "    # Provision AKS cluster with a CPU machine\n",
+    "    prov_config = AksCompute.provisioning_configuration(vm_size=\"STANDARD_D3_V2\")\n",
     "    # Create the cluster\n",
     "    aks_target = ComputeTarget.create(\n",
     "        workspace=ws, name=aks_name, provisioning_configuration=prov_config\n",

python-sdk/tutorials/automl-with-azureml/image-object-detection/auto-ml-image-object-detection.ipynb

@@ -607,17 +607,15 @@
     "from azureml.exceptions import ComputeTargetException\n",
     "\n",
     "# Choose a name for your cluster\n",
-    "aks_name = \"cluster-aks-gpu\"\n",
+    "aks_name = \"cluster-aks-cpu\"\n",
     "# Check to see if the cluster already exists\n",
     "try:\n",
     "    aks_target = ComputeTarget(workspace=ws, name=aks_name)\n",
     "    print(\"Found existing compute target\")\n",
     "except ComputeTargetException:\n",
     "    print(\"Creating a new compute target...\")\n",
-    "    # Provision AKS cluster with GPU machine\n",
-    "    prov_config = AksCompute.provisioning_configuration(\n",
-    "        vm_size=\"STANDARD_NC6\", location=\"eastus2\"\n",
-    "    )\n",
+    "    # Provision AKS cluster with a CPU machine\n",
+    "    prov_config = AksCompute.provisioning_configuration(vm_size=\"STANDARD_D3_V2\")\n",
     "    # Create the cluster\n",
     "    aks_target = ComputeTarget.create(\n",
     "        workspace=ws, name=aks_name, provisioning_configuration=prov_config\n",