Hands-On Industrial Internet of Things

Testing the model locally

We can now start the microservice and perform an HTTP request. From the command line, start the server as follows:

$ cd container/local_test$ docker run -v $(pwd)/test_dir:/opt/ml -p 8080:8080 --rm rul-estimator serve

For your convenience, you can use also the following script: container/local_test/serve_local.sh rul-estimator.

Finally, from the command line, run the following command:

$ curl --data-binary @test.csv -H "Content-Type: text/csv" -v http://localhost:8080/invocations

For your convenience, you can use also the following script: container/local_test/serve_local.sh test.csv.

The expected output will look as follows:

$ < HTTP/1.1 100 Continue…$ < Server: nginx/1.10.3 (Ubuntu)…$ < $ 113.80298

The residual ...