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Add MLOps Docker Image #38

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Merged
eedorenko merged 7 commits into from
Jul 31, 2019
Merged

Add MLOps Docker Image #38

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634cdfa
new dockerfile
Jul 29, 2019
e229097
Pipeline building a docker image
Jul 30, 2019
176319a
Update docker-image-pipeline.yml
eedorenko Jul 30, 2019
6d87040
Pipeline building an image
Jul 30, 2019
feceb38
Resolving conflicts
Jul 30, 2019
53c6127
resolving conflicts
Jul 30, 2019
791e1b5
URL to the image on Dockerhub
Jul 31, 2019
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4 changes: 3 additions & 1 deletion azure-pipelines.yml
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Original file line number Diff line number Diff line change
@@ -1,7 +1,9 @@
pool:
vmImage: 'Ubuntu 16.04'

container: dtzar/conda3mlops:latest
container:
image: mlopscr.azurecr.io/public/mlops/mlopspython:latest
endpoint: acrconnection

variables:
- group: AzureKeyVaultSecrets
Expand Down
14 changes: 10 additions & 4 deletions environment_setup/Dockerfile
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@@ -1,7 +1,13 @@
FROM conda/miniconda3

COPY . /setup
LABEL org.label-schema.vendor = "Microsoft" \
org.label-schema.url = "https://hub.docker.com/r/microsoft/mlopspython" \
org.label-schema.vcs-url = "https://github.com/microsoft/MLOpsPython"

RUN ["apt", "update"]
RUN apt install gcc -y && pip install -r /setup/requirements.txt
RUN pip install azure-cli==2.0.65 && pip install --upgrade azureml-sdk[cli]


COPY environment_setup/requirements.txt /setup/

RUN apt-get update && apt-get install gcc -y && pip install --upgrade -r /setup/requirements.txt

CMD ["python"]
29 changes: 13 additions & 16 deletions environment_setup/docker-image-pipeline.yml
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Expand Up @@ -13,20 +13,17 @@ trigger:
include:
- environment_setup/*

steps:

- task: Docker@2
displayName: Login to Docker Hub
inputs:
command: login
containerRegistry: msftDockerHub
variables:
containerRegistry: $[coalesce(variables['acrServiceConnection'], 'acrconnection')]
imageName: $[coalesce(variables['agentImageName'], 'public/mlops/mlopspython')]

- task: Docker@2
displayName: 'Build and push an image'
inputs:
command: buildAndPush
repository: dtzar/conda3mlops
buildContext: '$(Build.SourcesDirectory)/environment_setup'
tags: |
$(Build.BuildNumber)
latest
steps:
- task: Docker@2
displayName: Build and Push
inputs:
command: buildAndPush
containerRegistry: '$(containerRegistry)'
repository: '$(imageName)'
tags: 'latest'
buildContext: '$(Build.SourcesDirectory)'
dockerFile: '$(Build.SourcesDirectory)/environment_setup/Dockerfile'
12 changes: 7 additions & 5 deletions environment_setup/requirements.txt
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Original file line number Diff line number Diff line change
@@ -1,5 +1,7 @@
scipy==1.0.0
scikit-learn==0.19.1
numpy==1.14.5
pandas==0.23.1
pytest==4.3.0
pytest==4.3.0
requests>=2.22
azureml>=0.2
azureml-core>=1.0
azureml-pipeline>=1.0
azure-cli==2.0.46
azureml-sdk[cli]