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6b192b2
Create vars.json
Nov 20, 2025
1787ba8
Simplify setup of the tfstate remote storage account
Nov 21, 2025
50cc2d7
Update to use Azure AD auth, upgrade actions as needed
Nov 21, 2025
4a80a85
Fix terraform init command due to access issues to remote tfstate
Nov 21, 2025
5b368e4
Poll role assignment for the svc connection running the provisioning …
Nov 21, 2025
1fd8018
Manage auth with storage so that no key-based auth is used for any st…
Nov 21, 2025
952945f
Manage app_ins log analytics workspace handling
Nov 21, 2025
b358652
Managing application insights setup due to emergent default behaviors…
Nov 21, 2025
6bd2dd3
Add checkout to get the code.
Nov 21, 2025
214ffbf
Adjust dependency versions to address import errors.
Nov 21, 2025
058f279
Update packages
Nov 21, 2025
3859044
Add more prescriptive versions to enable use of features that do not …
Nov 21, 2025
499d0ce
Add code to connect using OIDC
Nov 21, 2025
2321eed
Add property AZURE_FEDERATED_TOKEN_FILE so that DefaultAzCredential c…
Nov 21, 2025
28d6715
Trying a new authentication method
Nov 21, 2025
06de098
Trying different methods to establish a connection to enable registra…
Nov 21, 2025
e59d67e
Update authentication method for aml managed storage account operations
Nov 21, 2025
e791cea
Add service_principal_object_id to enable granting of RBAC on storage…
Nov 22, 2025
10aca95
Fix accessibility to the tfstate storage account
Nov 22, 2025
6ed825a
Manage spn's access to tfstate storage account
Nov 22, 2025
e02f7f2
Update terraform provider to a more recent version
Nov 22, 2025
0ed687b
Add steps to support update of an existing environment
Nov 22, 2025
2a2254a
Handle RBAC issues when environment is already setup
Nov 22, 2025
8a135c4
Update register_data_assets to use identity-based-auth; add a fail-fa…
Nov 22, 2025
0173a7c
Fix syntax error in yaml
Nov 22, 2025
df47b41
Add more pre-flight steps to validate readiness to receive data uploads
Nov 22, 2025
4720e61
Manage the pre-flight checks so that they can determine needed access.
Nov 22, 2025
3f764b1
Test aad upload to aml datastore
Nov 22, 2025
e831115
Upload data using CLI upload in lieu of python which was falling back…
Nov 22, 2025
f0c6eee
Disable some steps by adding a conditional on tasks that I want to be…
Nov 22, 2025
572280b
Add support for manually running ci workflow with defaults, environme…
Nov 22, 2025
699a996
Address linting errors
Nov 22, 2025
ddb5b1c
Re-enable shared_access_key setting on storage account used for the d…
Nov 22, 2025
ab916cd
Add RBAC to support AAD Auth between AML and storage account
Nov 23, 2025
cbb48c4
Ensure that workspace and compute have rbac access to the storage acc…
Nov 23, 2025
9478f92
Simply get_compute.py, and change default for dispatch_ci.yml
Nov 23, 2025
1291454
Test using serverless compute
Nov 23, 2025
85b8215
Test configuration to force use of serverless
Nov 23, 2025
5f83231
Test using managedidentityconfiguration which controls how interactio…
Nov 23, 2025
25be939
Test adjustment to use System-assigned identity associated with the w…
Nov 23, 2025
4e2cfd0
Test using UserIdentityConfiguration and credential pass-through that…
Nov 23, 2025
8496dd5
Update mlflow, and azureml-mlflow to upgraded and compatible versions
Nov 23, 2025
0b7ce1f
Commit changes to environment
Nov 23, 2025
b7524c9
Update mlflow versions; update code that sets uri that is compatible …
Nov 23, 2025
363527b
Fix lint error
Nov 23, 2025
6022e04
Add package version logging to register.py and use proven mlflow comb…
Nov 24, 2025
6c9e424
Testing the right combination of mlflow and azure-mlflow
Nov 24, 2025
0e40988
Add Manual CD Dispatch
Nov 24, 2025
d09afb3
Add the ability to bypass the copy step since it is only needed by th…
Nov 24, 2025
61e98eb
Update the name passed to the deployment pipeline
Nov 24, 2025
dc9cd43
Update batch deployment to use UserIdentityConfiguration to access AM…
Nov 24, 2025
4608188
Improve resilience of get_compute and establishing the RBAC entitleme…
Nov 24, 2025
965d29c
Add resiliency functions to deal with potential delays with endpoints…
Nov 24, 2025
b5da4aa
Add additional resiliency for cases in which the cluster is provision…
Nov 24, 2025
4d55f15
Add diagnostics so that we can identify the identity that is operatin…
Nov 25, 2025
ac944c2
Grant workspace Storage Blob Data Contributor to the storage account …
Nov 25, 2025
c9133aa
Add additional RBAC for workspace identity
Nov 25, 2025
35c66d4
Add checks for in-progress operations before initiating new batch/onl…
Nov 25, 2025
8d4f691
Add checks for in-progress operations before initiating new batch/onl…
Nov 25, 2025
9632328
Add additional RBAC for workspace identity
Nov 26, 2025
57fb5b7
Grant Storage Blob/Table/Queue contributor for the compute identity
Nov 26, 2025
643ebfd
Add code to detect the identity of the entity running scoring
Nov 26, 2025
eeb4c65
Add resilience for online deployments
Nov 27, 2025
53e2a05
Align code in nyc_taxi and london_taxi and docker
Nov 27, 2025
2fc0ad7
Align nyc_taxi and london_taxi
Nov 27, 2025
7998953
Move cluster creation and rbac management into infra code
Nov 27, 2025
9e6370f
Remove numerics from variable replacement, use defaults instead
Nov 27, 2025
ad68736
Add new variables for access in the infra pipeline and for replacement
Nov 27, 2025
bc372d8
Update vars so that plan can complete
Nov 27, 2025
38f461a
Add role assignment cleanup to terraform infra
Nov 27, 2025
8d88bde
Make remove role assignment step idempotent
Nov 28, 2025
c551acb
Remove workspace - storage - blob/table/queue rbac since upon creatio…
Nov 28, 2025
c4bf6c1
Fix lint errors
Nov 28, 2025
046995c
Fix d202 flake8 issues
Nov 28, 2025
a77f65d
Update conda.yml to align versions of mlflow, mlflow-skinny, and azur…
Nov 28, 2025
6b48f4f
Upgrade to Python version 3.10
Nov 28, 2025
b0408f4
Upgrade to Python 3.10
Nov 28, 2025
c24cc54
Align all the mlflow, mlflow-skinny, and azureml-mlflow versions
Nov 28, 2025
975b42f
Change azureml-mlflow, mlflow versions
Nov 28, 2025
8d6be63
Update the *requirements.txt for mlflow, and mlflow-skinny
Nov 28, 2025
a7a4c02
Update additional azureml-mlflow versions
Nov 28, 2025
863ab1a
Update versions to match curated image
Nov 28, 2025
c627475
Updated the version to the latest available pairing of azureml-mlflow…
Nov 28, 2025
a52b9e6
Revert prior changes
Nov 28, 2025
32a5018
Seeking a combination of mlflow and azureml that works
Nov 28, 2025
2fc7c24
Add code to determine operating environment at runtime
Nov 28, 2025
586ee2b
Test aligning to the curated image
Nov 28, 2025
c8dea4c
Add code to check version during build validation, training, and regi…
Nov 28, 2025
7e30c03
add code to verify mlflow version at runtime in train and register steps
Nov 28, 2025
09b6a18
Fix lint errors
Nov 28, 2025
95eccef
Fix more lint issues
Nov 28, 2025
3362b8d
Fix lint errors
Nov 29, 2025
d29cc3f
Align mlflow versions across txt and yml files
Nov 29, 2025
9099f3f
Fix lint errors
Nov 29, 2025
e86999d
Fix the version-checking which is now causing a failure
Nov 29, 2025
8cb52f7
Fix azureml-mlflow versions that are pinned during training; fix nump…
Nov 29, 2025
ff9b5df
Update for .venv310
Nov 29, 2025
1b042fe
Remove refs to pkg_resources; fix output in train.py
Nov 29, 2025
99c6617
Align mlflow, azureml-mlflow versions and verify requirements, conda …
Nov 30, 2025
f0f79df
Fix emergent lint errors
Nov 30, 2025
123a968
Update register.py to add a fallback when mlflow registration fails w…
Nov 30, 2025
b977d92
Simplify register.py
Nov 30, 2025
02b8f8f
Fix lint errors
Nov 30, 2025
90ba988
Make minimal changes to nyc_taxi to mitigate registration error.
Dec 1, 2025
635756c
Update training to log the model
Dec 1, 2025
8fddcaf
Update to pass linting
Dec 1, 2025
46a1fc2
Align london_src with nyc_src for consistent performance across the v…
Dec 1, 2025
d491a63
Fix lint errors
Dec 1, 2025
eb5d9b7
Align changes to docker_taxi model
Dec 2, 2025
56eb7c0
Allow is_docker to be toggled, add sequence_model to example inputs f…
Dec 2, 2025
c01d952
Upgrade docker to use Python 3.10
Dec 2, 2025
b4d76b0
Harden register.py to allow better observability over the model regis…
Dec 2, 2025
96f4a64
Reduce complexity to pass linting
Dec 2, 2025
ff0d920
Make same linting updates across all the register.py files
Dec 2, 2025
9747b52
Add a smoke test to discover compatible mlflow/azureml-mlflow versions
Dec 2, 2025
e8eb576
Run on push
Dec 2, 2025
60e3279
Added test to verify ArtifactRepository constructor
Dec 2, 2025
71f6b15
Make the tests more granular to ensure success when run in actual ci …
Dec 2, 2025
5525499
Pin to a new set of mlflow-skinny and azureml-mlflow
Dec 2, 2025
ef3ff09
Fix lint errors
Dec 3, 2025
cbe3bd1
Update package verification
Dec 3, 2025
b1ca6a8
Fix Show Package Versions step
Dec 3, 2025
b386bf6
Remove show package versions step
Dec 3, 2025
b17944c
Test additional steps to ensure that workflow runs latest code
Dec 4, 2025
35c0a0a
Implement GHCP suggested updates
Dec 4, 2025
1f53656
Update version tracking function to show version of mlflow-skinny
Dec 4, 2025
ae4b167
Add a re-auth step into cd workflow to ensure auth token is still val…
Dec 4, 2025
8813556
Test with docker_taxi inputs
Dec 4, 2025
ac8f143
Fix condition for run-unit-tests-docker job
Dec 4, 2025
5ef4538
Test docker_taxi
Dec 4, 2025
c6debc4
Test the ability to trigger docker_taxi
Dec 4, 2025
a849cc7
Ensure, is_docker, is set and passed in downstream calls
Dec 4, 2025
e13933f
Ensure Show package versions is the same across both run-unit-tests* …
Dec 4, 2025
1059ee5
Add code to manage disk space on runner, and to ensure that docker im…
Dec 4, 2025
1ded799
Update PyTorch base image to 2.0.1-cuda11.7 for Python 3.10 support
Dec 4, 2025
890eea1
Remove code causing failure
Dec 4, 2025
26b5370
Set TZ to avoid interactivity during run
Dec 4, 2025
73df61d
Add sequence_model data to data_config
Dec 5, 2025
4272bb5
Remove sequence_model from data registration - data format incompatib…
Dec 5, 2025
ea7924a
Implement Option 1 (Hybrid) - DataAssetProvider with synthetic data f…
Dec 5, 2025
715d5e9
Fix: Use dataset_id from DataAssetProvider instead of undefined regis…
Dec 5, 2025
11d8f34
Fix lint errors
Dec 5, 2025
3854f42
Fix lint error
Dec 5, 2025
61183ba
Fix: Create synthetic data directory with train.pkl inside for Azure …
Dec 5, 2025
b4fdb68
Fix linting errors
Dec 5, 2025
2bfd965
Fix: Flatten sequence data for tokenizer training to handle list of s…
Dec 5, 2025
e65f373
Fix: Properly split synthetic data 80/20 train/test and add flattenin…
Dec 5, 2025
986b225
Fix lint errors
Dec 5, 2025
d589c3d
Fix: Update benchmark.py to use Azure ML SDK v2 instead of v1
Dec 5, 2025
1baa26d
Fix lint errors
Dec 5, 2025
50f7517
Fix: Update register.py to use Azure ML SDK v2 instead of v1
Dec 5, 2025
6bb00c6
Fix lint errors
Dec 5, 2025
b63d1a3
Fix: Remove SDK v1 packages from batch environment conda.yml
Dec 5, 2025
9b9ccba
Update deployment code and data to ensure successful execution of the…
Dec 5, 2025
1c1b7b4
Add VS Code settings for automatic linting with flake8
Dec 5, 2025
46051d8
Fix lint error
Dec 5, 2025
30f67e5
Add batch test data to support batch deployment
Dec 5, 2025
b8453d9
Add batch_test_data to support batch deployment test
Dec 5, 2025
b0d494c
Add linting support in vscode settings and add support for Azure ML S…
Dec 5, 2025
35a2bb2
Add re-auth after long-running batch job
Dec 5, 2025
1741bce
Removed the duplicate import and used the same pattern as the initial…
Dec 5, 2025
84beff2
Trigger CI
Dec 13, 2025
b13f297
Add ability to kick off platform_ci manually
Dec 13, 2025
460d2f3
Add permissions to enable workflow_dispatch
Dec 13, 2025
d68eb6a
Added diagnostic step to validate storage account access before proce…
Dec 13, 2025
13c04c5
Try adding Github runner IP to storage account to enable it to upload…
Dec 13, 2025
82af2f5
Add code to temporarily enable Public Network
Dec 13, 2025
7b7cc11
Add ability to manually trigger cd workflow
Dec 13, 2025
b3f1d28
Manage access to storage during deployment in training, batch, online…
Dec 13, 2025
f7f18ff
Update london_taxi pipelines
Dec 13, 2025
624f7c1
Add storage access verification steps to the online deployment
Dec 14, 2025
8ce2435
Validate readiness to support successful online deployment
Dec 14, 2025
7d66531
Fix the use of the deployment flags
Dec 14, 2025
a72176b
Continue modifications to test it going forward
Dec 14, 2025
4cd6f70
Fix script in platform_cd; add a deploy_online_only to enable fast it…
Dec 14, 2025
3b24c04
Add discovery of model name and version
Dec 14, 2025
844cdb6
Fix script issues and mitigate script injection risk
Dec 14, 2025
3442856
Add a model discovery test script, update online tester
Dec 14, 2025
33b3afd
Fix the deploy online ep only test
Dec 14, 2025
79c9503
Update platform cd with changes for deploy online ep only...
Dec 14, 2025
facdedb
Fix name for storage account name variable to enable proper assignment
Dec 14, 2025
9ee5100
Update london_taxi environment; Switch defaults to london_taxi
Dec 15, 2025
fef40e8
Update temporary storage changes to allow smoke testing of a given model
Dec 15, 2025
3251fd3
Add code to set permissive storage public network setting before trai…
Dec 15, 2025
0524954
Change the dependency rule for Cleanup and Restore Security step
Dec 15, 2025
a521f42
Remove NYC taxi model (duplicate of London taxi)
Dec 15, 2025
d648e4c
Remove workflows that are redundant
Dec 16, 2025
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Original file line number Diff line number Diff line change
Expand Up @@ -5,9 +5,9 @@ pytest-cov==3.0.0
pytest-azurepipelines==1.0.3
pytest-mock==3.7.0
pytest==7.1.2
mlflow==2.14.1
mlflow-skinny==2.14.3
mldesigner==0.1.0b4
azure-ai-ml==1.8.0
azure-ai-ml>=1.30.0
azure-identity==1.16.1
python-dotenv>=0.10.3
azureml-mlflow>=1.51
azureml-mlflow==1.60.0
8 changes: 5 additions & 3 deletions .azure-pipelines/requirements/execute_job_requirements.txt
Original file line number Diff line number Diff line change
@@ -1,6 +1,8 @@
azure-cli==2.64.0
azure-ai-ml==1.12.1
azure-ai-ml>=1.30.0
azure-identity==1.16.1
mlflow==2.14.1
mlflow-skinny==2.14.3
mldesigner==0.1.0b4
# mlflow-skinny==2.14.3
python-dotenv>=0.10.3
azureml-mlflow>=1.51
azureml-mlflow==1.60.0
8 changes: 4 additions & 4 deletions .azure-pipelines/templates/build_validation_pipeline.yml
Original file line number Diff line number Diff line change
Expand Up @@ -12,7 +12,7 @@ parameters:

jobs:
- job: Build_Validation_Pipeline_Docker
condition: eq(${{ parameters.is_docker }}, true)
condition: eq(${{ parameters.is_docker }}, True)
steps:
- script: |
python -m pip install --upgrade pip
Expand Down Expand Up @@ -47,12 +47,12 @@ jobs:
summaryFileLocation: '$(System.DefaultWorkingDirectory)/**/coverage.xml'

- job: Build_Validation_Pipeline
condition: eq(${{ parameters.is_docker }}, false)
condition: eq(${{ parameters.is_docker }}, False)
steps:
- task: UsePythonVersion@0
displayName: 'Use Python 3.9'
displayName: 'Use Python 3.10'
inputs:
versionSpec: '3.9'
versionSpec: '3.10'
disableDownloadFromRegistry: true

- task: Cache@2
Expand Down
4 changes: 2 additions & 2 deletions .azure-pipelines/templates/configure_azureml_agent.yml
Original file line number Diff line number Diff line change
@@ -1,8 +1,8 @@
steps:
- task: UsePythonVersion@0
displayName: 'Use Python 3.9'
displayName: 'Use Python 3.10'
inputs:
versionSpec: '3.9'
versionSpec: '3.10'

- task: Cache@2
inputs:
Expand Down
11 changes: 7 additions & 4 deletions .devcontainer/base/requirements.txt
Original file line number Diff line number Diff line change
@@ -1,15 +1,18 @@
azure-ai-ml>=1.10.0
azure-ai-ml>=1.30.0
azure-cli==2.64.0
azure-identity>=1.15.0
azure-keyvault-secrets>=4.7.0
azureml-inference-server-http==0.7.6
azureml-mlflow>=1.53
# Bump to a version compatible with psutil>=5.9 (required by azure-cli-core)
azureml-inference-server-http>=0.8.0,<1.0.0
azureml-mlflow==1.60.0
flake8-docstrings==1.7.0
flake8==6.1.0
flake8-docstrings==1.7.0
isort==5.13.2
mlflow==2.14.1
mlflow-skinny==2.14.3
pandas==2.2.3
numpy==1.26.4; python_version < "3.11"
numpy==2.3.5; python_version >= "3.11"
pep8-naming==0.13.3
pre-commit==3.8.0
pytest==7.1.2
Expand Down
2 changes: 1 addition & 1 deletion .github/actions/configure_azureml_agent/action.yml
Original file line number Diff line number Diff line change
Expand Up @@ -5,7 +5,7 @@ description: Installs the required python packages for the workflow.
inputs:
versionSpec:
description: "The Python version to use in the environment."
default: "3.9"
default: "3.10"
arm_client_id:
description: "client id of service principal used to authenticate with azure"
required: true
Expand Down
7 changes: 4 additions & 3 deletions .github/requirements/build_validation_requirements.txt
Original file line number Diff line number Diff line change
Expand Up @@ -5,9 +5,10 @@ pytest-cov==3.0.0
pytest-azurepipelines==1.0.3
pytest-mock==3.7.0
pytest==7.1.2
mlflow==2.11.3
mlflow-skinny==2.14.3
# mlflow-skinny==2.14.3
mldesigner==0.1.0b4
azure-ai-ml==1.8.0
azure-ai-ml>=1.30.0
azure-identity==1.16.1
python-dotenv>=0.10.3
azureml-mlflow>=1.51
# azureml-mlflow will be installed from Microsoft feed in workflow
11 changes: 6 additions & 5 deletions .github/requirements/execute_job_requirements.txt
Original file line number Diff line number Diff line change
@@ -1,8 +1,9 @@
azure-cli==2.64.0
azure-ai-ml==1.12.1
azure-ai-ml==1.30.0
azure-identity==1.16.1
mlflow==2.11.3
mlflow-skinny==2.14.3
# mlflow-skinny==2.14.3
mldesigner==0.1.0b4
python-dotenv>=0.10.3
azureml-mlflow>=1.51
azureml-core
azureml-mlflow>=1.51
marshmallow==3.20.2
azureml-mlflow==1.60.0
72 changes: 64 additions & 8 deletions .github/workflows/build_validation_workflow.yml
Original file line number Diff line number Diff line change
Expand Up @@ -18,15 +18,27 @@ on:
default: false

env:
PYTHON_VERSION: "3.9"
PYTHON_VERSION: "3.10"

jobs:
run-unit-tests-docker:
if: ${{ inputs.is_docker == true }}
if: ${{ inputs.is_docker }}
runs-on: ubuntu-latest
steps:
- name: Checkout
uses: actions/checkout@v1
uses: actions/checkout@v5
with:
fetch-depth: 0
clean: true
submodules: false


- name: Show commit and branch
run: |
echo "GITHUB_SHA=$GITHUB_SHA"
git rev-parse HEAD
git --no-pager log -1 --oneline --decorate


- uses: actions/setup-python@v5
with:
Expand All @@ -37,10 +49,34 @@ jobs:
run: |
set -e
python -m pip install --upgrade pip
python -m pip install --upgrade -r .github/requirements/build_validation_requirements.txt
python -m pip install --upgrade \
-r .github/requirements/build_validation_requirements.txt \
--extra-index-url https://azuremlsdktestpypi.azureedge.net/sdk-cli-v2/azureml-mlflow/ \
--trusted-host azuremlsdktestpypi.azureedge.net

- name: Show Package Versions
shell: bash
run: |
python -m pip show mlflow-skinny azureml-mlflow || true
python -c "import importlib.metadata as m; print('mlflow-skinny:', m.version('mlflow-skinny'))" || true
python -c "import importlib.metadata as m; print('azureml-mlflow:', m.version('azureml-mlflow'))" || true

- name: Lint Code
run: flake8

- name: Free up disk space
shell: bash
run: |
echo "Available disk space before cleanup:"
df -h
sudo rm -rf /usr/share/dotnet
sudo rm -rf /opt/ghc
sudo rm -rf /usr/local/share/boost
sudo rm -rf "$AGENT_TOOLSDIRECTORY"
sudo docker system prune -af
echo "Available disk space after cleanup:"
df -h

- name: Build Docker container
shell: bash
run: |
Expand All @@ -54,7 +90,9 @@ jobs:
docker run --rm --mount type=bind,src=.,dst=/workspace ${{ inputs.image_name }} /bin/bash -c "
sudo chown -R vscode /workspace &&
python -m pip install --upgrade pip &&
pip install -r .github/requirements/build_validation_requirements.txt &&
pip install -r .github/requirements/build_validation_requirements.txt \
--extra-index-url https://azuremlsdktestpypi.azureedge.net/sdk-cli-v2/azureml-mlflow/ \
--trusted-host azuremlsdktestpypi.azureedge.net &&
python -m pytest --junitxml=junit/test-results.xml --cov=. --cov-report=xml
"

Expand All @@ -65,11 +103,13 @@ jobs:
path: "**/test-*.xml"

run-unit-tests:
if: ${{ inputs.is_docker == false }}
if: ${{ !inputs.is_docker }}
runs-on: ubuntu-latest
steps:
- name: Checkout
uses: actions/checkout@v1
uses: actions/checkout@v4
with:
ref: ${{ github.sha }}

- uses: actions/setup-python@v5
with:
Expand All @@ -80,7 +120,23 @@ jobs:
run: |
set -e
python -m pip install --upgrade pip
python -m pip install --upgrade -r .github/requirements/build_validation_requirements.txt
python -m pip install --upgrade --no-cache-dir \
-r .github/requirements/build_validation_requirements.txt

- name: Show Package Versions
shell: bash
run: |
python -m pip show mlflow-skinny azureml-mlflow || true
python -c "import importlib.metadata as m; print('mlflow-skinny:', m.version('mlflow-skinny'))" || true
python -c "import importlib.metadata as m; print('azureml-mlflow:', m.version('azureml-mlflow'))" || true

- name: Preview updated smoke script
shell: bash
run: |
git rev-parse HEAD
git --no-pager log -1 --oneline --decorate
sed -n '1,120p' scripts/mlflow_compat_smoke.py || true

- name: Lint Code
run: flake8
- name: Run Unit Tests
Expand Down
2 changes: 1 addition & 1 deletion .github/workflows/cleanup_model_artifacts.yml
Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,7 @@ on:
env:
CLEAN_UP_DATE: ${{ inputs.date }}
JOB_TYPE: ${{ inputs.jobType }}
PYTHON_VERSION: "3.9"
PYTHON_VERSION: "3.10"
RESOURCE_GROUP_NAME: ${{ vars.RESOURCE_GROUP_NAME }}
SUBSCRIPTION_ID: ${{ vars.SUBSCRIPTION_ID }}
WORKSPACE_NAME: ${{ vars.WORKSPACE_NAME }}
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