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Switched to new GPU SKU because NC6 is deprecated #2462

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Jul 18, 2023
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2 changes: 1 addition & 1 deletion .github/workflows/python-sdk-deploy-pytorch-mnist-job.yml
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
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Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
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Original file line number Diff line number Diff line change
Expand Up @@ -43,14 +43,14 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_AE_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
./v1/scripts/update-azure-extensions.sh
shell: bash
- name: attach to workspace
run: az ml folder attach -w main-python-sdk -g azureml-examples-rg
run: az ml folder attach -w main -g azureml-examples
- name: run classification-TSI.ipynb
run: papermill -k python classification-TSI.ipynb classification-TSI.output.ipynb
working-directory: v1/python-sdk/experimental/automl-model-testing/classification
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Original file line number Diff line number Diff line change
Expand Up @@ -43,14 +43,14 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_AE_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
./v1/scripts/update-azure-extensions.sh
shell: bash
- name: attach to workspace
run: az ml folder attach -w main-python-sdk -g azureml-examples-rg
run: az ml folder attach -w main -g azureml-examples
- name: run forecasting-TSI.ipynb
run: papermill -k python forecasting-TSI.ipynb forecasting-TSI.output.ipynb
working-directory: v1/python-sdk/experimental/automl-model-testing/forecasting
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Original file line number Diff line number Diff line change
Expand Up @@ -43,14 +43,14 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_AE_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
./v1/scripts/update-azure-extensions.sh
shell: bash
- name: attach to workspace
run: az ml folder attach -w main-python-sdk -g azureml-examples-rg
run: az ml folder attach -w main -g azureml-examples
- name: run regression-TSI.ipynb
run: papermill -k python regression-TSI.ipynb regression-TSI.output.ipynb
working-directory: v1/python-sdk/experimental/automl-model-testing/regression
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2 changes: 1 addition & 1 deletion .github/workflows/python-sdk-train-deepspeed-cifar-job.yml
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
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2 changes: 1 addition & 1 deletion .github/workflows/python-sdk-train-fastai-mnist-job.yml
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
2 changes: 1 addition & 1 deletion .github/workflows/python-sdk-train-lightgbm-iris-job.yml
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
2 changes: 1 addition & 1 deletion .github/workflows/python-sdk-train-pytorch-mnist-job.yml
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
2 changes: 1 addition & 1 deletion .github/workflows/python-sdk-train-xgboost-iris-job.yml
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
Expand Down
34 changes: 0 additions & 34 deletions .github/workflows/python-sdk-tutorial-automl-with-pycaret.yml

This file was deleted.

2 changes: 1 addition & 1 deletion .github/workflows/python-sdk-tutorial-dataset-uploads.yml
Original file line number Diff line number Diff line change
Expand Up @@ -32,7 +32,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: install azmlcli
run: az extension add -n azure-cli-ml -y
- name: attach to workspace
Expand Down
2 changes: 1 addition & 1 deletion .github/workflows/python-sdk-tutorial-deploy-local.yml
Original file line number Diff line number Diff line change
Expand Up @@ -26,7 +26,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: install azmlcli
run: az extension add -n azure-cli-ml -y
- name: attach to workspace
Expand Down
2 changes: 1 addition & 1 deletion .github/workflows/python-sdk-tutorial-deploy-triton.yml
Original file line number Diff line number Diff line change
Expand Up @@ -26,7 +26,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: install azmlcli
run: az extension add -n azure-cli-ml -y
- name: attach to workspace
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -43,14 +43,14 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_AE_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
./v1/scripts/update-azure-extensions.sh
shell: bash
- name: attach to workspace
run: az ml folder attach -w main-python-sdk -g azureml-examples-rg
run: az ml folder attach -w main -g azureml-examples
- name: run binary-classification-metric-and-confidence-interval.ipynb
run: papermill -k python binary-classification-metric-and-confidence-interval.ipynb binary-classification-metric-and-confidence-interval.output.ipynb
working-directory: v1/python-sdk/tutorials/automl-with-azureml/metrics
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -32,14 +32,14 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_AE_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: Run update-azure-extensions
run: |
chmod +x ./v1/scripts/update-azure-extensions.sh
./v1/scripts/update-azure-extensions.sh
shell: bash
- name: attach to workspace
run: az ml folder attach -w main-python-sdk -g azureml-examples-rg
run: az ml folder attach -w main -g azureml-examples
- name: run train-on-low-priority-aml-compute
run: papermill -k python train-on-low-priority-aml-compute.ipynb train-on-low-priority-aml-compute.output.ipynb
working-directory: v1/python-sdk/tutorials/train-on-low-priority-aml-compute
Expand Down
2 changes: 1 addition & 1 deletion .github/workflows/python-sdk-tutorial-using-pipelines.yml
Original file line number Diff line number Diff line change
Expand Up @@ -32,7 +32,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: install azmlcli
run: az extension add -n azure-cli-ml -y
- name: attach to workspace
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -26,7 +26,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: install azmlcli
run: az extension add -n azure-cli-ml -y
- name: attach to workspace
Expand Down
2 changes: 1 addition & 1 deletion .github/workflows/python-sdk-tutorial-using-rapids.yml
Original file line number Diff line number Diff line change
Expand Up @@ -26,7 +26,7 @@ jobs:
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZ_CREDS}}
creds: ${{secrets.AZUREML_CREDENTIALS}}
- name: install azmlcli
run: az extension add -n azure-cli-ml -y
- name: attach to workspace
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -26,7 +26,7 @@ az ml model create --name $MODEL_NAME --path "model"

echo "Creating compute with GPU"
# <create_compute>
az ml compute create -n gpu-cluster --type amlcompute --size STANDARD_NC6 --min-instances 0 --max-instances 2
az ml compute create -n gpu-cluster --type amlcompute --size STANDARD_NC6s_v3 --min-instances 0 --max-instances 2
# </create_compute>

echo "Creating batch endpoint $ENDPOINT_NAME"
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4 changes: 2 additions & 2 deletions infra/bootstrapping/bootstrap.sh
Original file line number Diff line number Diff line change
Expand Up @@ -100,8 +100,8 @@ if [[ ! -z "${RUN_BOOTSTRAP:-}" ]]; then
"$SCRIPT_DIR"/sdk_helpers.sh ensure_aml_compute "cpu-cluster-lg" 0 4 "Standard_DS15_v2"

echo_title "Ensuring GPU compute"
"$SCRIPT_DIR"/sdk_helpers.sh ensure_aml_compute "gpu-cluster" 0 20 "Standard_NC6"
"$SCRIPT_DIR"/sdk_helpers.sh ensure_aml_compute "automl-gpu-cluster" 0 4 "STANDARD_NC6"
"$SCRIPT_DIR"/sdk_helpers.sh ensure_aml_compute "gpu-cluster" 0 20 "STANDARD_NC6s_v3"
"$SCRIPT_DIR"/sdk_helpers.sh ensure_aml_compute "automl-gpu-cluster" 0 4 "STANDARD_NC6s_v3"
# v100 single GPU cluster for pytorch 2.0 based notebooks
"$SCRIPT_DIR"/sdk_helpers.sh ensure_aml_compute "gpu-v100-1GPU-cluster" 0 4 "Standard_NC6s_v3"
# v100 GPU cluster for deepspeed cli examples
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Original file line number Diff line number Diff line change
Expand Up @@ -48,7 +48,7 @@ public static async Task<MachineLearningComputeResource> GetOrCreateAMLComputeAs
{
ScaleSettings = new ScaleSettings(4),
VmSize = "Standard_DS3_v2",
// VmSize = "STANDARD_NC6",
// VmSize = "STANDARD_NC6s_v3",
}
},
};
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5 changes: 4 additions & 1 deletion sdk/python/jobs/configuration.ipynb
Original file line number Diff line number Diff line change
Expand Up @@ -173,7 +173,10 @@
"except Exception:\n",
" print(\"Creating a new gpu compute target...\")\n",
" compute = AmlCompute(\n",
" name=gpu_compute_target, size=\"STANDARD_NC6\", min_instances=0, max_instances=4\n",
" name=gpu_compute_target,\n",
" size=\"STANDARD_NC6s_v3\",\n",
" min_instances=0,\n",
" max_instances=4,\n",
" )\n",
" ml_client.compute.begin_create_or_update(compute).result()"
]
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