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procedures to save and load scikit-learn models #1

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74 changes: 74 additions & 0 deletions src/main/java/sklearn/SkLearnProcedure.java
Original file line number Diff line number Diff line change
@@ -0,0 +1,74 @@
package sklearn;

import java.util.List;
import java.util.Map;
import java.util.stream.Stream;

import regression.LogisticModel;

import org.neo4j.graphdb.GraphDatabaseService;
import org.neo4j.graphdb.Node;
import org.neo4j.graphdb.Result;
import org.neo4j.helpers.collection.MapUtil;
import org.neo4j.logging.Log;
import org.neo4j.procedure.Context;
import org.neo4j.procedure.Mode;
import org.neo4j.procedure.Name;
import org.neo4j.procedure.Procedure;

public class SkLearnProcedure
{
@Context
public GraphDatabaseService db;

@Context
public Log log;

@Procedure(value = "sklearn.model.save", mode = Mode.WRITE)

public void save( @Name("name") String modelName,
@Name("module") String module,
@Name("class") String klass,
@Name("fields") Map<String,Object> fields)
{

String saveModelQuery = "MERGE (model:Model {name: {modelName} })\n" +
"SET model.module = {module}, model.class = {class}\n" +
"WITH model\n" +
"UNWIND keys({fields}) AS f\n" +
"CREATE (field:Field)\n" +
"SET field.key = f, \n" +
" field.value = {fields}[f].value,\n" +
" field.type = {fields}[f].type,\n" +
" field.dataType = {fields}[f].dataType,\n" +
" field.shape = {fields}[f].shape\n" +
"MERGE (model)-[:HAS_FIELD]->(field)";
Map<String, Object> params = MapUtil.map("modelName", modelName, "module", module, "class", klass, "fields", fields);

db.execute( saveModelQuery, params );

}

@Procedure(value = "sklearn.model.load")
public Stream<SkLearnModel> load( @Name("name") String modelName )
{
String loadModuleQuery = "MATCH (model:Model {name: {modelName} })\n" +
"RETURN model, [(model)-[:HAS_FIELD]->(field) | field] AS fields";
Map<String, Object> params = MapUtil.map("modelName", modelName);

Result result = db.execute( loadModuleQuery, params );
return result.stream().map( row -> new SkLearnModel( (Node) row.get( "model" ), (List<Node>) row.get("fields") ) );
}

public class SkLearnModel
{
public Node model;
public final List<Node> fields;

public SkLearnModel( Node model, List<Node> fields )
{
this.model = model;
this.fields = fields;
}
}
}