The h2o-scoring-engine-base is an application prototype for exposing H2O model POJO as a RESTful service.
Repository contains a prototype application and a building script for creating scoring engine based on provided H2O model.
To build h2o-scoring-engine-base, run the following command from the project root directory:
mvn clean package
After building h2o-scoring-engine-base go to tools directory and run a h2o-scoring-engine-builder.sh passing 3 parameters: H2O server URL, H2O model name and a path to previously built h2o-scoring-engine-base JAR.
./h2o-scoring-engine-builder.sh https://<h2o server> <model_name> ../target/h2o-scoring-engine-base.jar
Optionally, you can also pass output file name and credentials for H2O server.
./h2o-scoring-engine-builder.sh -o <output jar name> -u <username> -p https://<h2o server> <model name> ../target/h2o-scoring-engine-base.jar
Builder script downloads your model and a required h2o-genmodel.jar library form H2O server and builds a scoring engine based on the model.
Application JAR, h2o-scoring-engine-<model name>.jar, is placed in working directory.
To run it locally run:
java -jar h2o-scoring-engine-<model name>.jar
Scoring engine score method is accessible through REST API:
URL: http://<application host>/score
Headers: Content-type: application/json
HTTP Method: POST
Request body: sequence of numbers of a size required by the model
Usage example:
curl -i -X POST -H "Content-type: application/json" -d '[1.2, 1.3, 1.4, 5.3]' http://<application host>/score