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Learing to Rank Query w/ RankLib Models
/*
* Copyright [2017] Wikimedia Foundation
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package com.o19s.es.ltr.ranker.parser;
import com.o19s.es.ltr.feature.FeatureSet;
import com.o19s.es.ltr.ranker.linear.LinearRanker;
import org.elasticsearch.common.ParsingException;
import org.elasticsearch.common.xcontent.LoggingDeprecationHandler;
import org.elasticsearch.common.xcontent.XContentParser;
import org.elasticsearch.common.xcontent.json.JsonXContent;
import java.io.IOException;
import static org.elasticsearch.common.xcontent.NamedXContentRegistry.EMPTY;
public class LinearRankerParser implements LtrRankerParser {
public static String TYPE = "model/linear";
@Override
public LinearRanker parse(FeatureSet set, String model) {
try (XContentParser parser = JsonXContent.jsonXContent.createParser(EMPTY,
LoggingDeprecationHandler.INSTANCE, model)
) {
return parse(parser, set);
} catch (IOException e) {
throw new IllegalArgumentException(e.getMessage(), e);
}
}
private LinearRanker parse(XContentParser parser, FeatureSet set) throws IOException {
float[] weights = new float[set.size()];
if (parser.nextToken() != XContentParser.Token.START_OBJECT) {
throw new ParsingException(parser.getTokenLocation(), "Expected start object but found [" + parser.currentToken() +"]");
}
while (parser.nextToken() == XContentParser.Token.FIELD_NAME) {
String fname = parser.currentName();
if (!set.hasFeature(fname)) {
throw new ParsingException(parser.getTokenLocation(), "Feature [" + fname + "] is unknown.");
}
if (parser.nextToken() != XContentParser.Token.VALUE_NUMBER) {
throw new ParsingException(parser.getTokenLocation(), "Expected a float but found [" + parser.currentToken() +"]");
}
weights[set.featureOrdinal(fname)] = parser.floatValue();
}
assert parser.currentToken() == XContentParser.Token.END_OBJECT;
return new LinearRanker(weights);
}
}