From ea8a4dc4e942e319e00e55f40eb90310d555db81 Mon Sep 17 00:00:00 2001
From: nancy-mejia <106106141+nancy-mejia@users.noreply.github.com>
Date: Wed, 25 Jan 2023 10:19:35 -0800
Subject: [PATCH] Update instance type to Standard_DS3_V2 (#2037)

---
 .../minimal/multimodel/minimal-multimodel-deployment.yml    | 2 +-
 .../minimal-single-model-conda-in-dockerfile-deployment.yml | 2 +-
 .../minimal-single-model-pip-in-dockerfile-deployment.yml   | 2 +-
 .../mlflow/multideployment-scikit/mlflow-deployment.yml     | 2 +-
 .../custom-container/r/multimodel-plumber/r-deployment.yml  | 2 +-
 .../half-plus-two-integrated-deployment.yml                 | 2 +-
 .../tfserving/half-plus-two/tfserving-deployment.yml        | 2 +-
 .../torchserve/densenet/torchserve-deployment.yml           | 2 +-
 .../torchserve/huggingface-textgen/ts-hf-tg-deployment.yml  | 2 +-
 .../managed/binary-payloads/binary-payloads-deployment.yml  | 2 +-
 .../online/managed/inference-schema/deployment-numpy.yml    | 2 +-
 .../online/managed/inference-schema/deployment-pandas.yml   | 2 +-
 .../online/managed/inference-schema/deployment-standard.yml | 2 +-
 cli/endpoints/online/managed/keyvault/README.md             | 2 +-
 .../online/managed/keyvault/keyvault-deployment.yml         | 2 +-
 .../online/managed/managed-identities/2-sai-deployment.yml  | 2 +-
 .../online/managed/managed-identities/2-uai-deployment.yml  | 2 +-
 .../managed/minimal/single-model-registered/deployment.yml  | 2 +-
 cli/endpoints/online/managed/openapi/README.md              | 2 +-
 cli/endpoints/online/managed/openapi/deployment.yml         | 2 +-
 cli/endpoints/online/managed/sample/blue-deployment.yml     | 2 +-
 cli/endpoints/online/managed/sample/green-deployment.yml    | 2 +-
 cli/endpoints/online/mlflow/lightgbm-deployment.yaml        | 2 +-
 .../online/mlflow/sklearn-deployment-with-script.yaml       | 2 +-
 cli/endpoints/online/mlflow/sklearn-deployment.yaml         | 2 +-
 .../nyc_taxi_data_regression/deploy.yml                     | 2 +-
 .../online-endpoints-custom-container-multimodel.ipynb      | 2 +-
 ...bug-online-endpoints-locally-in-visual-studio-code.ipynb | 4 ++--
 .../online-endpoints-managed-identity-sai.ipynb             | 2 +-
 .../online-endpoints-managed-identity-uai.ipynb             | 2 +-
 .../online/managed/online-endpoints-binary-payloads.ipynb   | 2 +-
 .../online/managed/online-endpoints-inference-schema.ipynb  | 6 +++---
 .../online/managed/online-endpoints-keyvault.ipynb          | 2 +-
 .../online/managed/online-endpoints-multimodel.ipynb        | 2 +-
 .../endpoints/online/managed/online-endpoints-openapi.ipynb | 2 +-
 .../online/managed/online-endpoints-safe-rollout.ipynb      | 4 ++--
 .../online/managed/online-endpoints-simple-deployment.ipynb | 4 ++--
 .../automl-classification-task-bankmarketing.ipynb          | 4 ++--
 .../automl-regression-task-hardware-performance.ipynb       | 2 +-
 .../using-mlflow/deploy/mlflow_sdk_online_endpoints.ipynb   | 2 +-
 .../deploy/mlflow_sdk_online_endpoints_progresive.ipynb     | 2 +-
 sdk/python/using-mlflow/deploy/scoring_to_mlmodel.ipynb     | 2 +-
 .../deploy/track_with_databricks_deploy_aml.ipynb           | 2 +-
 43 files changed, 49 insertions(+), 49 deletions(-)

diff --git a/cli/endpoints/online/custom-container/minimal/multimodel/minimal-multimodel-deployment.yml b/cli/endpoints/online/custom-container/minimal/multimodel/minimal-multimodel-deployment.yml
index fc96e84397..cca035cb72 100644
--- a/cli/endpoints/online/custom-container/minimal/multimodel/minimal-multimodel-deployment.yml
+++ b/cli/endpoints/online/custom-container/minimal/multimodel/minimal-multimodel-deployment.yml
@@ -10,5 +10,5 @@ code_configuration:
 environment:
   name: minimal-multimodel
   image: {{ACR_NAME}}.azurecr.io/azureml-examples/minimal-multimodel:1
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
\ No newline at end of file
diff --git a/cli/endpoints/online/custom-container/minimal/single-model/conda-in-dockerfile/minimal-single-model-conda-in-dockerfile-deployment.yml b/cli/endpoints/online/custom-container/minimal/single-model/conda-in-dockerfile/minimal-single-model-conda-in-dockerfile-deployment.yml
index 4e2fe3fb4b..cdbf54c959 100644
--- a/cli/endpoints/online/custom-container/minimal/single-model/conda-in-dockerfile/minimal-single-model-conda-in-dockerfile-deployment.yml
+++ b/cli/endpoints/online/custom-container/minimal/single-model/conda-in-dockerfile/minimal-single-model-conda-in-dockerfile-deployment.yml
@@ -20,5 +20,5 @@ environment:
     scoring_route:
       path: /score
       port: 5001
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
diff --git a/cli/endpoints/online/custom-container/minimal/single-model/pip-in-dockerfile/minimal-single-model-pip-in-dockerfile-deployment.yml b/cli/endpoints/online/custom-container/minimal/single-model/pip-in-dockerfile/minimal-single-model-pip-in-dockerfile-deployment.yml
index 3364d9d12a..62eec68612 100644
--- a/cli/endpoints/online/custom-container/minimal/single-model/pip-in-dockerfile/minimal-single-model-pip-in-dockerfile-deployment.yml
+++ b/cli/endpoints/online/custom-container/minimal/single-model/pip-in-dockerfile/minimal-single-model-pip-in-dockerfile-deployment.yml
@@ -20,5 +20,5 @@ environment:
     scoring_route:
       path: /score
       port: 5001
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
diff --git a/cli/endpoints/online/custom-container/mlflow/multideployment-scikit/mlflow-deployment.yml b/cli/endpoints/online/custom-container/mlflow/multideployment-scikit/mlflow-deployment.yml
index 08d83cc7b5..b3149e4a61 100644
--- a/cli/endpoints/online/custom-container/mlflow/multideployment-scikit/mlflow-deployment.yml
+++ b/cli/endpoints/online/custom-container/mlflow/multideployment-scikit/mlflow-deployment.yml
@@ -17,5 +17,5 @@ environment:
     scoring_route:
       path: /score
       port: 5001
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
diff --git a/cli/endpoints/online/custom-container/r/multimodel-plumber/r-deployment.yml b/cli/endpoints/online/custom-container/r/multimodel-plumber/r-deployment.yml
index ffcc5bed13..2851d208d9 100644
--- a/cli/endpoints/online/custom-container/r/multimodel-plumber/r-deployment.yml
+++ b/cli/endpoints/online/custom-container/r/multimodel-plumber/r-deployment.yml
@@ -22,5 +22,5 @@ environment:
     scoring_route:
       port: 8000
       path: /score
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
diff --git a/cli/endpoints/online/custom-container/tfserving/half-plus-two-integrated/half-plus-two-integrated-deployment.yml b/cli/endpoints/online/custom-container/tfserving/half-plus-two-integrated/half-plus-two-integrated-deployment.yml
index 0cb760a926..8139f4d650 100644
--- a/cli/endpoints/online/custom-container/tfserving/half-plus-two-integrated/half-plus-two-integrated-deployment.yml
+++ b/cli/endpoints/online/custom-container/tfserving/half-plus-two-integrated/half-plus-two-integrated-deployment.yml
@@ -13,5 +13,5 @@ environment:
     scoring_route:
       port: 8501
       path: /v1/models/hpt:predict
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
diff --git a/cli/endpoints/online/custom-container/tfserving/half-plus-two/tfserving-deployment.yml b/cli/endpoints/online/custom-container/tfserving/half-plus-two/tfserving-deployment.yml
index f889107beb..ecf9202724 100644
--- a/cli/endpoints/online/custom-container/tfserving/half-plus-two/tfserving-deployment.yml
+++ b/cli/endpoints/online/custom-container/tfserving/half-plus-two/tfserving-deployment.yml
@@ -22,5 +22,5 @@ environment:
     scoring_route:
       port: 8501
       path: /v1/models/half_plus_two:predict
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
\ No newline at end of file
diff --git a/cli/endpoints/online/custom-container/torchserve/densenet/torchserve-deployment.yml b/cli/endpoints/online/custom-container/torchserve/densenet/torchserve-deployment.yml
index 0f84c489fb..aaa3a12013 100644
--- a/cli/endpoints/online/custom-container/torchserve/densenet/torchserve-deployment.yml
+++ b/cli/endpoints/online/custom-container/torchserve/densenet/torchserve-deployment.yml
@@ -17,6 +17,6 @@ environment:
     scoring_route:
       port: 8080
       path: /predictions/densenet161
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
     
diff --git a/cli/endpoints/online/custom-container/torchserve/huggingface-textgen/ts-hf-tg-deployment.yml b/cli/endpoints/online/custom-container/torchserve/huggingface-textgen/ts-hf-tg-deployment.yml
index 065002589e..227115b6b3 100644
--- a/cli/endpoints/online/custom-container/torchserve/huggingface-textgen/ts-hf-tg-deployment.yml
+++ b/cli/endpoints/online/custom-container/torchserve/huggingface-textgen/ts-hf-tg-deployment.yml
@@ -19,6 +19,6 @@ environment:
     scoring_route:
       port: 8080
       path: /predictions/textgeneration
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
     
diff --git a/cli/endpoints/online/managed/binary-payloads/binary-payloads-deployment.yml b/cli/endpoints/online/managed/binary-payloads/binary-payloads-deployment.yml
index baf792d184..967e35312d 100644
--- a/cli/endpoints/online/managed/binary-payloads/binary-payloads-deployment.yml
+++ b/cli/endpoints/online/managed/binary-payloads/binary-payloads-deployment.yml
@@ -9,5 +9,5 @@ code_configuration:
 environment:
   image: mcr.microsoft.com/azureml/openmpi4.1.0-ubuntu20.04:latest
   conda_file: env.yml
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
diff --git a/cli/endpoints/online/managed/inference-schema/deployment-numpy.yml b/cli/endpoints/online/managed/inference-schema/deployment-numpy.yml
index b453e30e64..c624516adc 100644
--- a/cli/endpoints/online/managed/inference-schema/deployment-numpy.yml
+++ b/cli/endpoints/online/managed/inference-schema/deployment-numpy.yml
@@ -8,5 +8,5 @@ code_configuration:
 environment:
   image: mcr.microsoft.com/azureml/minimal-ubuntu20.04-py38-cpu-inference
   conda_file: env.yml
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
\ No newline at end of file
diff --git a/cli/endpoints/online/managed/inference-schema/deployment-pandas.yml b/cli/endpoints/online/managed/inference-schema/deployment-pandas.yml
index 06c0b74d15..85f663c04d 100644
--- a/cli/endpoints/online/managed/inference-schema/deployment-pandas.yml
+++ b/cli/endpoints/online/managed/inference-schema/deployment-pandas.yml
@@ -8,5 +8,5 @@ code_configuration:
 environment:
   image: mcr.microsoft.com/azureml/minimal-ubuntu20.04-py38-cpu-inference
   conda_file: env.yml
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
\ No newline at end of file
diff --git a/cli/endpoints/online/managed/inference-schema/deployment-standard.yml b/cli/endpoints/online/managed/inference-schema/deployment-standard.yml
index 28d66827f8..c20172c2f8 100644
--- a/cli/endpoints/online/managed/inference-schema/deployment-standard.yml
+++ b/cli/endpoints/online/managed/inference-schema/deployment-standard.yml
@@ -8,5 +8,5 @@ code_configuration:
 environment:
   image: mcr.microsoft.com/azureml/minimal-ubuntu20.04-py38-cpu-inference
   conda_file: env.yml
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
\ No newline at end of file
diff --git a/cli/endpoints/online/managed/keyvault/README.md b/cli/endpoints/online/managed/keyvault/README.md
index d90222b576..c14c8561d8 100644
--- a/cli/endpoints/online/managed/keyvault/README.md
+++ b/cli/endpoints/online/managed/keyvault/README.md
@@ -58,7 +58,7 @@ environment:
   conda_file: env.yml
 environment_variables:
   KV_SECRET_MULTIPLIER: multiplier@https://<KV_NAME>.vault.azure.net
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
 ```
 
diff --git a/cli/endpoints/online/managed/keyvault/keyvault-deployment.yml b/cli/endpoints/online/managed/keyvault/keyvault-deployment.yml
index bddf85b5a0..e35fd21cd1 100644
--- a/cli/endpoints/online/managed/keyvault/keyvault-deployment.yml
+++ b/cli/endpoints/online/managed/keyvault/keyvault-deployment.yml
@@ -11,5 +11,5 @@ environment:
   conda_file: env.yml
 environment_variables:
   KV_SECRET_MULTIPLIER: multiplier@https://<KV_NAME>.vault.azure.net
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
\ No newline at end of file
diff --git a/cli/endpoints/online/managed/managed-identities/2-sai-deployment.yml b/cli/endpoints/online/managed/managed-identities/2-sai-deployment.yml
index dfdc24bb71..472491b3b3 100644
--- a/cli/endpoints/online/managed/managed-identities/2-sai-deployment.yml
+++ b/cli/endpoints/online/managed/managed-identities/2-sai-deployment.yml
@@ -8,7 +8,7 @@ code_configuration:
 environment:
   conda_file: ../../model-1/environment/conda-managedidentity.yml
   image: mcr.microsoft.com/azureml/openmpi4.1.0-ubuntu20.04:latest
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
 environment_variables:
   STORAGE_ACCOUNT_NAME: "storage_place_holder"
diff --git a/cli/endpoints/online/managed/managed-identities/2-uai-deployment.yml b/cli/endpoints/online/managed/managed-identities/2-uai-deployment.yml
index 8df90e5bbf..7366138def 100644
--- a/cli/endpoints/online/managed/managed-identities/2-uai-deployment.yml
+++ b/cli/endpoints/online/managed/managed-identities/2-uai-deployment.yml
@@ -7,7 +7,7 @@ code_configuration:
 environment: 
   conda_file: ../../model-1/environment/conda-managedidentity.yml
   image: mcr.microsoft.com/azureml/openmpi4.1.0-ubuntu20.04:latest
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
 environment_variables:
   STORAGE_ACCOUNT_NAME: "storage_place_holder"
diff --git a/cli/endpoints/online/managed/minimal/single-model-registered/deployment.yml b/cli/endpoints/online/managed/minimal/single-model-registered/deployment.yml
index 05e3a2c936..708231acb1 100644
--- a/cli/endpoints/online/managed/minimal/single-model-registered/deployment.yml
+++ b/cli/endpoints/online/managed/minimal/single-model-registered/deployment.yml
@@ -8,5 +8,5 @@ code_configuration:
 environment:
   image: mcr.microsoft.com/azureml/minimal-ubuntu20.04-py38-cpu-inference:latest
   conda_file: env.yml
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
diff --git a/cli/endpoints/online/managed/openapi/README.md b/cli/endpoints/online/managed/openapi/README.md
index bf59883774..e82d459be1 100644
--- a/cli/endpoints/online/managed/openapi/README.md
+++ b/cli/endpoints/online/managed/openapi/README.md
@@ -84,7 +84,7 @@ code_configuration:
 environment:
   image: mcr.microsoft.com/azureml/minimal-ubuntu20.04-py38-cpu-inference
   conda_file: env.yml
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
 ```
 
diff --git a/cli/endpoints/online/managed/openapi/deployment.yml b/cli/endpoints/online/managed/openapi/deployment.yml
index 64210b7244..1c1fd083ff 100644
--- a/cli/endpoints/online/managed/openapi/deployment.yml
+++ b/cli/endpoints/online/managed/openapi/deployment.yml
@@ -9,5 +9,5 @@ code_configuration:
 environment:
   image: mcr.microsoft.com/azureml/minimal-ubuntu20.04-py38-cpu-inference
   conda_file: env.yml
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
\ No newline at end of file
diff --git a/cli/endpoints/online/managed/sample/blue-deployment.yml b/cli/endpoints/online/managed/sample/blue-deployment.yml
index 5925862e49..f01ec3e2f1 100644
--- a/cli/endpoints/online/managed/sample/blue-deployment.yml
+++ b/cli/endpoints/online/managed/sample/blue-deployment.yml
@@ -9,5 +9,5 @@ code_configuration:
 environment: 
   conda_file: ../../model-1/environment/conda.yml
   image: mcr.microsoft.com/azureml/openmpi4.1.0-ubuntu20.04:latest
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
diff --git a/cli/endpoints/online/managed/sample/green-deployment.yml b/cli/endpoints/online/managed/sample/green-deployment.yml
index 300a9f169f..d6d0589a5f 100644
--- a/cli/endpoints/online/managed/sample/green-deployment.yml
+++ b/cli/endpoints/online/managed/sample/green-deployment.yml
@@ -9,5 +9,5 @@ code_configuration:
 environment:
   conda_file: ../../model-2/environment/conda.yml
   image: mcr.microsoft.com/azureml/openmpi4.1.0-ubuntu20.04:latest
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
diff --git a/cli/endpoints/online/mlflow/lightgbm-deployment.yaml b/cli/endpoints/online/mlflow/lightgbm-deployment.yaml
index 007b6f973f..636a9e0cab 100644
--- a/cli/endpoints/online/mlflow/lightgbm-deployment.yaml
+++ b/cli/endpoints/online/mlflow/lightgbm-deployment.yaml
@@ -6,5 +6,5 @@ model:
   version: 1
   path: lightgbm-iris/model
   type: mlflow_model
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
\ No newline at end of file
diff --git a/cli/endpoints/online/mlflow/sklearn-deployment-with-script.yaml b/cli/endpoints/online/mlflow/sklearn-deployment-with-script.yaml
index d8a085778a..51adfeed6c 100644
--- a/cli/endpoints/online/mlflow/sklearn-deployment-with-script.yaml
+++ b/cli/endpoints/online/mlflow/sklearn-deployment-with-script.yaml
@@ -12,5 +12,5 @@ environment:
 code_configuration:
     code: sklearn-diabetes/src
     scoring_script: score.py
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
\ No newline at end of file
diff --git a/cli/endpoints/online/mlflow/sklearn-deployment.yaml b/cli/endpoints/online/mlflow/sklearn-deployment.yaml
index 653dccd34b..bd07aedbf9 100644
--- a/cli/endpoints/online/mlflow/sklearn-deployment.yaml
+++ b/cli/endpoints/online/mlflow/sklearn-deployment.yaml
@@ -6,5 +6,5 @@ model:
   version: 1
   path: sklearn-diabetes/model
   type: mlflow_model
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
\ No newline at end of file
diff --git a/cli/jobs/pipelines-with-components/nyc_taxi_data_regression/deploy.yml b/cli/jobs/pipelines-with-components/nyc_taxi_data_regression/deploy.yml
index ff109f1a56..9998fc750d 100644
--- a/cli/jobs/pipelines-with-components/nyc_taxi_data_regression/deploy.yml
+++ b/cli/jobs/pipelines-with-components/nyc_taxi_data_regression/deploy.yml
@@ -2,5 +2,5 @@ $schema: https://azuremlschemas.azureedge.net/latest/managedOnlineDeployment.sch
 name: demo
 endpoint_name: reg-ep-1234
 model: azureml://registries/<REGISTRY_NAME>/models/nyc-taxi-model/versions/<VERSION>
-instance_type: Standard_DS2_v2
+instance_type: Standard_DS3_v2
 instance_count: 1
\ No newline at end of file
diff --git a/sdk/python/endpoints/online/custom-container/online-endpoints-custom-container-multimodel.ipynb b/sdk/python/endpoints/online/custom-container/online-endpoints-custom-container-multimodel.ipynb
index cd54ee7009..9bd595bdbb 100644
--- a/sdk/python/endpoints/online/custom-container/online-endpoints-custom-container-multimodel.ipynb
+++ b/sdk/python/endpoints/online/custom-container/online-endpoints-custom-container-multimodel.ipynb
@@ -290,7 +290,7 @@
     "            \"scoring_route\": {\"path\": \"/score\", \"port\": 5001},\n",
     "        },\n",
     "    ),\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=1,\n",
     ")"
    ]
diff --git a/sdk/python/endpoints/online/managed/debug-online-endpoints-locally-in-visual-studio-code.ipynb b/sdk/python/endpoints/online/managed/debug-online-endpoints-locally-in-visual-studio-code.ipynb
index c383c1cf12..0081602574 100644
--- a/sdk/python/endpoints/online/managed/debug-online-endpoints-locally-in-visual-studio-code.ipynb
+++ b/sdk/python/endpoints/online/managed/debug-online-endpoints-locally-in-visual-studio-code.ipynb
@@ -91,7 +91,7 @@
     "        conda_file=\"../model-1/environment/conda.yml\",\n",
     "        image=\"mcr.microsoft.com/azureml/openmpi3.1.2-ubuntu18.04:20210727.v1\",\n",
     "    ),\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=1,\n",
     ")\n",
     "\n",
@@ -159,7 +159,7 @@
     "        conda_file=\"../model-2/environment/conda.yml\",\n",
     "        image=\"mcr.microsoft.com/azureml/openmpi3.1.2-ubuntu18.04:20210727.v1\",\n",
     "    ),\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=2,\n",
     ")\n",
     "\n",
diff --git a/sdk/python/endpoints/online/managed/managed-identities/online-endpoints-managed-identity-sai.ipynb b/sdk/python/endpoints/online/managed/managed-identities/online-endpoints-managed-identity-sai.ipynb
index c1524d2c42..77c5cfb269 100644
--- a/sdk/python/endpoints/online/managed/managed-identities/online-endpoints-managed-identity-sai.ipynb
+++ b/sdk/python/endpoints/online/managed/managed-identities/online-endpoints-managed-identity-sai.ipynb
@@ -178,7 +178,7 @@
     "        conda_file=\"../../model-1/environment/conda-managedidentity.yml\",\n",
     "        image=\"mcr.microsoft.com/azureml/openmpi4.1.0-ubuntu20.04:latest\",\n",
     "    ),\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=1,\n",
     "    environment_variables={\n",
     "        \"STORAGE_ACCOUNT_NAME\": storage_account_name,\n",
diff --git a/sdk/python/endpoints/online/managed/managed-identities/online-endpoints-managed-identity-uai.ipynb b/sdk/python/endpoints/online/managed/managed-identities/online-endpoints-managed-identity-uai.ipynb
index f1bf2a07c6..e8856b61e7 100644
--- a/sdk/python/endpoints/online/managed/managed-identities/online-endpoints-managed-identity-uai.ipynb
+++ b/sdk/python/endpoints/online/managed/managed-identities/online-endpoints-managed-identity-uai.ipynb
@@ -181,7 +181,7 @@
     "        conda_file=\"../../model-1/environment/conda-managedidentity.yml\",\n",
     "        image=\"mcr.microsoft.com/azureml/openmpi4.1.0-ubuntu20.04:latest\",\n",
     "    ),\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=1,\n",
     "    environment_variables={\n",
     "        \"STORAGE_ACCOUNT_NAME\": storage_account_name,\n",
diff --git a/sdk/python/endpoints/online/managed/online-endpoints-binary-payloads.ipynb b/sdk/python/endpoints/online/managed/online-endpoints-binary-payloads.ipynb
index d4992aaef6..bc53718a6e 100644
--- a/sdk/python/endpoints/online/managed/online-endpoints-binary-payloads.ipynb
+++ b/sdk/python/endpoints/online/managed/online-endpoints-binary-payloads.ipynb
@@ -232,7 +232,7 @@
     "        conda_file=\"binary-payloads/env.yml\",\n",
     "        image=\"mcr.microsoft.com/azureml/openmpi4.1.0-ubuntu20.04:latest\",\n",
     "    ),\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=1,\n",
     ")"
    ]
diff --git a/sdk/python/endpoints/online/managed/online-endpoints-inference-schema.ipynb b/sdk/python/endpoints/online/managed/online-endpoints-inference-schema.ipynb
index 4cc0b69db5..6aa83895f6 100644
--- a/sdk/python/endpoints/online/managed/online-endpoints-inference-schema.ipynb
+++ b/sdk/python/endpoints/online/managed/online-endpoints-inference-schema.ipynb
@@ -241,7 +241,7 @@
     "        image=\"mcr.microsoft.com/azureml/minimal-ubuntu20.04-py38-cpu-inference\",\n",
     "        conda_file=\"inference-schema/env.yml\",\n",
     "    ),\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=1,\n",
     ")"
    ]
@@ -384,7 +384,7 @@
     "        image=\"mcr.microsoft.com/azureml/minimal-ubuntu20.04-py38-cpu-inference\",\n",
     "        conda_file=\"inference-schema/env.yml\",\n",
     "    ),\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=1,\n",
     ")"
    ]
@@ -531,7 +531,7 @@
     "        image=\"mcr.microsoft.com/azureml/minimal-ubuntu20.04-py38-cpu-inference\",\n",
     "        conda_file=\"inference-schema/env.yml\",\n",
     "    ),\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=1,\n",
     ")"
    ]
diff --git a/sdk/python/endpoints/online/managed/online-endpoints-keyvault.ipynb b/sdk/python/endpoints/online/managed/online-endpoints-keyvault.ipynb
index 610d684881..5e0040c079 100644
--- a/sdk/python/endpoints/online/managed/online-endpoints-keyvault.ipynb
+++ b/sdk/python/endpoints/online/managed/online-endpoints-keyvault.ipynb
@@ -343,7 +343,7 @@
     "    environment_variables={\n",
     "        \"KV_SECRET_MULTIPLIER\": f\"multiplier@https://{keyvault_name}.vault.azure.net\"\n",
     "    },\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=1,\n",
     ")"
    ]
diff --git a/sdk/python/endpoints/online/managed/online-endpoints-multimodel.ipynb b/sdk/python/endpoints/online/managed/online-endpoints-multimodel.ipynb
index 96b6a410b7..3ec12f7fc4 100644
--- a/sdk/python/endpoints/online/managed/online-endpoints-multimodel.ipynb
+++ b/sdk/python/endpoints/online/managed/online-endpoints-multimodel.ipynb
@@ -309,7 +309,7 @@
     "        code=code_path, scoring_script=\"minimal-multimodel-score.py\"\n",
     "    ),\n",
     "    environment=f\"azureml:{environment.name}:{environment.version}\",\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=1,\n",
     ")"
    ]
diff --git a/sdk/python/endpoints/online/managed/online-endpoints-openapi.ipynb b/sdk/python/endpoints/online/managed/online-endpoints-openapi.ipynb
index 6805b387f9..0b03bcb455 100644
--- a/sdk/python/endpoints/online/managed/online-endpoints-openapi.ipynb
+++ b/sdk/python/endpoints/online/managed/online-endpoints-openapi.ipynb
@@ -222,7 +222,7 @@
     "        image=\"mcr.microsoft.com/azureml/minimal-ubuntu20.04-py38-cpu-inference\",\n",
     "        conda_file=\"openapi/env.yml\",\n",
     "    ),\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=1,\n",
     ")"
    ]
diff --git a/sdk/python/endpoints/online/managed/online-endpoints-safe-rollout.ipynb b/sdk/python/endpoints/online/managed/online-endpoints-safe-rollout.ipynb
index 654d22e616..6f92739c24 100644
--- a/sdk/python/endpoints/online/managed/online-endpoints-safe-rollout.ipynb
+++ b/sdk/python/endpoints/online/managed/online-endpoints-safe-rollout.ipynb
@@ -222,7 +222,7 @@
     "    code_configuration=CodeConfiguration(\n",
     "        code=\"../model-1/onlinescoring\", scoring_script=\"score.py\"\n",
     "    ),\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=1,\n",
     ")"
    ]
@@ -372,7 +372,7 @@
     "    code_configuration=CodeConfiguration(\n",
     "        code=\"../model-2/onlinescoring\", scoring_script=\"score.py\"\n",
     "    ),\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=1,\n",
     ")"
    ]
diff --git a/sdk/python/endpoints/online/managed/online-endpoints-simple-deployment.ipynb b/sdk/python/endpoints/online/managed/online-endpoints-simple-deployment.ipynb
index ab07b82427..cd2c0a68d6 100644
--- a/sdk/python/endpoints/online/managed/online-endpoints-simple-deployment.ipynb
+++ b/sdk/python/endpoints/online/managed/online-endpoints-simple-deployment.ipynb
@@ -202,7 +202,7 @@
     "    code_configuration=CodeConfiguration(\n",
     "        code=\"../model-1/onlinescoring\", scoring_script=\"score.py\"\n",
     "    ),\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=1,\n",
     ")"
    ]
@@ -357,7 +357,7 @@
     "    code_configuration=CodeConfiguration(\n",
     "        code=\"../model-1/onlinescoring\", scoring_script=\"score.py\"\n",
     "    ),\n",
-    "    instance_type=\"Standard_DS2_v2\",\n",
+    "    instance_type=\"Standard_DS3_v2\",\n",
     "    instance_count=1,\n",
     ")"
    ]
diff --git a/sdk/python/jobs/automl-standalone-jobs/automl-classification-task-bankmarketing/automl-classification-task-bankmarketing.ipynb b/sdk/python/jobs/automl-standalone-jobs/automl-classification-task-bankmarketing/automl-classification-task-bankmarketing.ipynb
index 8d0941d94a..21fee266f5 100644
--- a/sdk/python/jobs/automl-standalone-jobs/automl-classification-task-bankmarketing/automl-classification-task-bankmarketing.ipynb
+++ b/sdk/python/jobs/automl-standalone-jobs/automl-classification-task-bankmarketing/automl-classification-task-bankmarketing.ipynb
@@ -690,7 +690,7 @@
     "    name=\"bankmarketing-deploy\",\n",
     "    endpoint_name=online_endpoint_name,\n",
     "    model=registered_model.id,\n",
-    "    instance_type=\"Standard_DS2_V2\",\n",
+    "    instance_type=\"Standard_DS3_V2\",\n",
     "    instance_count=1,\n",
     "    liveness_probe=ProbeSettings(\n",
     "        failure_threshold=30,\n",
@@ -728,7 +728,7 @@
    "source": [
     "# bankmarketing deployment to take 100% traffic\n",
     "endpoint.traffic = {\"bankmarketing-deploy\": 100}\n",
-    "ml_client.begin_create_or_update(endpoint)"
+    "ml_client.begin_create_or_update(endpoint).result()"
    ]
   },
   {
diff --git a/sdk/python/jobs/automl-standalone-jobs/automl-regression-task-hardware-performance/automl-regression-task-hardware-performance.ipynb b/sdk/python/jobs/automl-standalone-jobs/automl-regression-task-hardware-performance/automl-regression-task-hardware-performance.ipynb
index 17d261bf5e..54bcf91ccd 100644
--- a/sdk/python/jobs/automl-standalone-jobs/automl-regression-task-hardware-performance/automl-regression-task-hardware-performance.ipynb
+++ b/sdk/python/jobs/automl-standalone-jobs/automl-regression-task-hardware-performance/automl-regression-task-hardware-performance.ipynb
@@ -700,7 +700,7 @@
     "    name=\"hardware-performance-deploy\",\n",
     "    endpoint_name=online_endpoint_name,\n",
     "    model=registered_model.id,\n",
-    "    instance_type=\"Standard_DS2_V2\",\n",
+    "    instance_type=\"Standard_DS3_V2\",\n",
     "    instance_count=1,\n",
     "    liveness_probe=ProbeSettings(\n",
     "        failure_threshold=30,\n",
diff --git a/sdk/python/using-mlflow/deploy/mlflow_sdk_online_endpoints.ipynb b/sdk/python/using-mlflow/deploy/mlflow_sdk_online_endpoints.ipynb
index eecf0734af..0659714ef0 100644
--- a/sdk/python/using-mlflow/deploy/mlflow_sdk_online_endpoints.ipynb
+++ b/sdk/python/using-mlflow/deploy/mlflow_sdk_online_endpoints.ipynb
@@ -330,7 +330,7 @@
    "outputs": [],
    "source": [
     "deploy_config = {\n",
-    "    \"instance_type\": \"Standard_DS2_v2\",\n",
+    "    \"instance_type\": \"Standard_DS3_v2\",\n",
     "    \"instance_count\": 1,\n",
     "}"
    ]
diff --git a/sdk/python/using-mlflow/deploy/mlflow_sdk_online_endpoints_progresive.ipynb b/sdk/python/using-mlflow/deploy/mlflow_sdk_online_endpoints_progresive.ipynb
index 1eef040ac3..e47d855a05 100644
--- a/sdk/python/using-mlflow/deploy/mlflow_sdk_online_endpoints_progresive.ipynb
+++ b/sdk/python/using-mlflow/deploy/mlflow_sdk_online_endpoints_progresive.ipynb
@@ -390,7 +390,7 @@
    "outputs": [],
    "source": [
     "deploy_config = {\n",
-    "    \"instance_type\": \"Standard_DS2_v2\",\n",
+    "    \"instance_type\": \"Standard_DS3_v2\",\n",
     "    \"instance_count\": 1,\n",
     "}"
    ]
diff --git a/sdk/python/using-mlflow/deploy/scoring_to_mlmodel.ipynb b/sdk/python/using-mlflow/deploy/scoring_to_mlmodel.ipynb
index 439e3da239..ccc8e69600 100644
--- a/sdk/python/using-mlflow/deploy/scoring_to_mlmodel.ipynb
+++ b/sdk/python/using-mlflow/deploy/scoring_to_mlmodel.ipynb
@@ -422,7 +422,7 @@
     "import json\n",
     "\n",
     "deploy_config = {\n",
-    "    \"instance_type\": \"Standard_DS2_v2\",\n",
+    "    \"instance_type\": \"Standard_DS3_v2\",\n",
     "    \"instance_count\": 1,\n",
     "}\n",
     "\n",
diff --git a/sdk/python/using-mlflow/deploy/track_with_databricks_deploy_aml.ipynb b/sdk/python/using-mlflow/deploy/track_with_databricks_deploy_aml.ipynb
index 52aaa353ee..108b281e9e 100644
--- a/sdk/python/using-mlflow/deploy/track_with_databricks_deploy_aml.ipynb
+++ b/sdk/python/using-mlflow/deploy/track_with_databricks_deploy_aml.ipynb
@@ -827,7 +827,7 @@
     "\n",
     "# Create the deployment configuration.\n",
     "deploy_config = {\n",
-    "    \"instance_type\": \"Standard_DS2_v2\",\n",
+    "    \"instance_type\": \"Standard_DS3_v2\",\n",
     "    \"instance_count\": 1,\n",
     "}"
    ]