Коммит
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name: deploy-model-training-pipeline
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on:
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workflow_dispatch:
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jobs:
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get-config:
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uses: Azure/mlops-templates/.github/workflows/read-yaml.yml@main
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with:
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file_name: config-infra-prod.yml
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create-compute-standard:
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needs: get-config
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uses: Azure/mlops-templates/.github/workflows/create-compute.yml@main
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with:
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cluster_name: cpu-cluster
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size: STANDARD_DS3_V2
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min_instances: 0
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||||
max_instances: 1
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||||
resource_group: ${{ needs.get-config.outputs.resource_group }}
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||||
workspace_name: ${{ needs.get-config.outputs.aml_workspace }}
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secrets:
|
||||
creds: ${{secrets.AZURE_CREDENTIALS}}
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||||
create-compute-large:
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needs: get-config
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uses: Azure/mlops-templates/.github/workflows/create-compute.yml@main
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with:
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cluster_name: cpu-cluster-lg
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size: Standard_D14_v2
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min_instances: 0
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||||
max_instances: 1
|
||||
resource_group: ${{ needs.get-config.outputs.resource_group }}
|
||||
workspace_name: ${{ needs.get-config.outputs.aml_workspace }}
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||||
secrets:
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||||
creds: ${{secrets.AZURE_CREDENTIALS}}
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||||
create-compute-gpu:
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needs: get-config
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uses: Azure/mlops-templates/.github/workflows/create-compute.yml@main
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with:
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cluster_name: gpu-cluster
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size: Standard_NV6
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cluster_tier: low_priority
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||||
min_instances: 0
|
||||
max_instances: 1
|
||||
resource_group: ${{ needs.get-config.outputs.resource_group }}
|
||||
workspace_name: ${{ needs.get-config.outputs.aml_workspace }}
|
||||
secrets:
|
||||
creds: ${{secrets.AZURE_CREDENTIALS}}
|
||||
register-environment:
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needs: [get-config,create-compute-standard,create-compute-large,create-compute-gpu]
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uses: Azure/mlops-templates/.github/workflows/register-environment.yml@main
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with:
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resource_group: ${{ needs.get-config.outputs.resource_group }}
|
||||
workspace_name: ${{ needs.get-config.outputs.aml_workspace }}
|
||||
environment_file: mlops/azureml/train/train-env.yaml
|
||||
secrets:
|
||||
creds: ${{secrets.AZURE_CREDENTIALS}}
|
||||
run-pipeline:
|
||||
needs: [get-config,create-compute-standard,create-compute-large,create-compute-gpu,register-environment]
|
||||
uses: Azure/mlops-templates/.github/workflows/run-pipeline.yml@main
|
||||
with:
|
||||
resource_group: ${{ needs.get-config.outputs.resource_group }}
|
||||
workspace_name: ${{ needs.get-config.outputs.aml_workspace }}
|
||||
parameters-file: mlops/azureml/train/pipeline.yml
|
||||
job-name: nlp_summerization
|
||||
secrets:
|
||||
creds: ${{secrets.AZURE_CREDENTIALS}}
|
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name: deploy-online-endpoint-pipeline
|
||||
|
||||
on:
|
||||
workflow_dispatch:
|
||||
jobs:
|
||||
get-config:
|
||||
uses: Azure/mlops-templates/.github/workflows/read-yaml.yml@main
|
||||
with:
|
||||
file_name: config-infra-prod.yml
|
||||
create-endpoint:
|
||||
needs: get-config
|
||||
uses: Azure/mlops-templates/.github/workflows/create-endpoint.yml@main
|
||||
with:
|
||||
resource_group: ${{ needs.get-config.outputs.resource_group }}
|
||||
workspace_name: ${{ needs.get-config.outputs.aml_workspace }}
|
||||
endpoint_file: mlops/azureml/deploy/online/online-endpoint.yml
|
||||
endpoint_name: nlp-summarization-online-dp
|
||||
endpoint_type: online
|
||||
secrets:
|
||||
creds: ${{secrets.AZURE_CREDENTIALS}}
|
||||
create-deployment:
|
||||
uses: Azure/mlops-templates/.github/workflows/create-deployment.yml@main
|
||||
needs: [get-config,create-endpoint]
|
||||
with:
|
||||
resource_group: ${{ needs.get-config.outputs.resource_group }}
|
||||
workspace_name: ${{ needs.get-config.outputs.aml_workspace }}
|
||||
endpoint_file: mlops/azureml/deploy/online/online-deployment.yml
|
||||
endpoint_name: nlp-summarization-online-dp
|
||||
endpoint_type: online
|
||||
deployment_name: nlp-summarization-online-dp
|
||||
secrets:
|
||||
creds: ${{secrets.AZURE_CREDENTIALS}}
|
||||
allocate-traffic:
|
||||
uses: Azure/mlops-templates/.github/workflows/allocate-traffic.yml@main
|
||||
needs: [get-config,create-deployment]
|
||||
with:
|
||||
resource_group: ${{ needs.get-config.outputs.resource_group }}
|
||||
workspace_name: ${{ needs.get-config.outputs.aml_workspace }}
|
||||
traffic_allocation: nlp-summarization-online-dp=100
|
||||
endpoint_name: nlp-summarization-online-dp
|
||||
secrets:
|
||||
creds: ${{secrets.AZURE_CREDENTIALS}}
|
Загрузка…
Ссылка в новой задаче