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MicrosoftDocs / pipelines-azureml

Example Azure Pipeline to train and deploy a machine learning model using the Azure Machine Learning service
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Any example of model deployment on local compute? #13

Open mkrdip opened 4 years ago

mkrdip commented 4 years ago

Instead of ACI, what if we want to test our deployment via Azure DevOps locally?

What would the steps? Please add it? So far I have this: in deployment-config-local.yml

computeType: local
port: 13579

and in the pipeline I have

az ml model deploy -n diabetes-qa-local --model diabetes-model:1 --ic config/inference-config.yml --dc config/deployment-config-local.yml

But it returns

Downloading model diabetes-model:1 to C:\Users\mkrdi\AppData\Local\Temp\azureml_s5877b_f\diabetes-model\1
Generating Docker build context.

then it fails 

{'Azure-cli-ml Version': '1.4.0', 'Error': WebserviceException:
        Message: Received bad response from service:
Response Code: 400
Headers: {'Date': 'Wed, 06 May 2020 02:01:46 GMT', 'Content-Type': 'application/json', 'Transfer-Encoding': 'chunked', 'Connection': 'keep-alive', 'Request-Context': 'appId=cid-v1:2d2e8e63-272e-4b3c-8598-4ee570a0e70d', 'x-ms-client-request-id': 'e734f89cdce14741bf8dc8ca879a8bab', 'x-ms-client-session-id': '71665c61-45e2-465a-9b6b-10d23ce6b0f8', 'api-supported-versions': '1.0, 2018-03-01-preview, 2018-11-19', 'Strict-Transport-Security': 'max-age=15724800; includeSubDomains; preload'}
Content: b'{"code":"BadRequest","statusCode":400,"message":"The request is invalid.","details":[{"code":"ServiceModelConflict","message":"Exactly one of the ModelIds or Models must be specified for a service."}],"correlation":{"RequestId":"e734f89cdce14741bf8dc8ca879a8bab"}}'
        InnerException None
        ErrorResponse
{
    "error": {
        "message": "Received bad response from service:\nResponse Code: 400\nHeaders: {'Date': 'Wed, 06 May 2020 02:01:46 GMT', 'Content-Type': 'application/json', 'Transfer-Encoding': 'chunked', 'Connection': 'keep-alive', 'Request-Context': 'appId=cid-v1:2d2e8e63-272e-4b3c-8598-4ee570a0e70d', 'x-ms-client-request-id': 'e734f89cdce14741bf8dc8ca879a8bab', 'x-ms-client-session-id': '71665c61-45e2-465a-9b6b-10d23ce6b0f8', 'api-supported-versions': '1.0, 2018-03-01-preview, 2018-11-19', 'Strict-Transport-Security': 'max-age=15724800; includeSubDomains; preload'}\nContent: b'{\"code\":\"BadRequest\",\"statusCode\":400,\"message\":\"The request is invalid.\",\"details\":[{\"code\":\"ServiceModelConflict\",\"message\":\"Exactly one of the ModelIds or Models must be specified for a service.\"}],\"correlation\":{\"RequestId\":\"e734f89cdce14741bf8dc8ca879a8bab\"}}'"     
    }
}}