fix numerical issue in function score query
we should sum the weights as double to not lose precision. also, the tests should simulate exactly what function score does and then test for equality of scores.
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@ -341,14 +341,14 @@ public class FiltersFunctionScoreQuery extends Query {
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break;
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default: // Avg / Total
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double totalFactor = 0.0f;
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float weightSum = 0;
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double weightSum = 0;
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for (int i = 0; i < filterFunctions.length; i++) {
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if (docSets[i].get(docId)) {
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totalFactor += functions[i].score(docId, subQueryScore);
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if (filterFunctions[i].function instanceof WeightFactorFunction) {
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weightSum+= ((WeightFactorFunction)filterFunctions[i].function).getWeight();
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weightSum += ((WeightFactorFunction) filterFunctions[i].function).getWeight();
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} else {
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weightSum++;
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weightSum += 1.0;
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}
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}
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}
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@ -48,6 +48,7 @@ import java.util.Collection;
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import java.util.concurrent.ExecutionException;
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import static org.hamcrest.Matchers.closeTo;
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import static org.hamcrest.core.Is.is;
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import static org.hamcrest.core.IsEqual.equalTo;
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public class FunctionScoreTests extends ESTestCase {
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@ -396,17 +397,25 @@ public class FunctionScoreTests extends ESTestCase {
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}
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private static float[] randomFloats(int size) {
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float[] weights = new float[size];
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for (int i = 0; i < weights.length; i++) {
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weights[i] = randomFloat() * (randomBoolean() ? 1.0f : -1.0f) * randomInt(100) + 1.e-5f;
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float[] values = new float[size];
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for (int i = 0; i < values.length; i++) {
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values[i] = randomFloat() * (randomBoolean() ? 1.0f : -1.0f) * randomInt(100) + 1.e-5f;
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}
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return weights;
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return values;
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}
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private static double[] randomDoubles(int size) {
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double[] values = new double[size];
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for (int i = 0; i < values.length; i++) {
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values[i] = randomDouble() * (randomBoolean() ? 1.0d : -1.0d) * randomInt(100) + 1.e-5d;
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}
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return values;
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}
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private static class ScoreFunctionStub extends ScoreFunction {
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private float score;
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private double score;
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ScoreFunctionStub(float score) {
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ScoreFunctionStub(double score) {
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super(CombineFunction.REPLACE);
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this.score = score;
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}
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@ -441,7 +450,7 @@ public class FunctionScoreTests extends ESTestCase {
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public void simpleWeightedFunctionsTest() throws IOException, ExecutionException, InterruptedException {
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int numFunctions = randomIntBetween(1, 3);
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float[] weights = randomFloats(numFunctions);
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float[] scores = randomFloats(numFunctions);
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double[] scores = randomDoubles(numFunctions);
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ScoreFunctionStub[] scoreFunctionStubs = new ScoreFunctionStub[numFunctions];
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for (int i = 0; i < numFunctions; i++) {
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scoreFunctionStubs[i] = new ScoreFunctionStub(scores[i]);
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@ -463,7 +472,7 @@ public class FunctionScoreTests extends ESTestCase {
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for (int i = 0; i < weights.length; i++) {
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score *= weights[i] * scores[i];
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}
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assertThat(scoreWithWeight / score, closeTo(1, 1.e-5d));
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assertThat(scoreWithWeight / (float) score, is(1f));
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filtersFunctionScoreQueryWithWeights = getFiltersFunctionScoreQuery(
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FiltersFunctionScoreQuery.ScoreMode.SUM
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@ -477,7 +486,7 @@ public class FunctionScoreTests extends ESTestCase {
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for (int i = 0; i < weights.length; i++) {
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sum += weights[i] * scores[i];
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}
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assertThat(scoreWithWeight / sum, closeTo(1, 1.e-5d));
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assertThat(scoreWithWeight / (float) sum, is(1f));
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filtersFunctionScoreQueryWithWeights = getFiltersFunctionScoreQuery(
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FiltersFunctionScoreQuery.ScoreMode.AVG
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@ -493,7 +502,7 @@ public class FunctionScoreTests extends ESTestCase {
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norm += weights[i];
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sum += weights[i] * scores[i];
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}
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assertThat(scoreWithWeight * norm / sum, closeTo(1, 1.e-5d));
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assertThat(scoreWithWeight / (float) (sum / norm), is(1f));
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filtersFunctionScoreQueryWithWeights = getFiltersFunctionScoreQuery(
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FiltersFunctionScoreQuery.ScoreMode.MIN
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@ -507,7 +516,7 @@ public class FunctionScoreTests extends ESTestCase {
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for (int i = 0; i < weights.length; i++) {
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min = Math.min(min, weights[i] * scores[i]);
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}
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assertThat(scoreWithWeight / min, closeTo(1, 1.e-5d));
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assertThat(scoreWithWeight / (float) min, is(1f));
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filtersFunctionScoreQueryWithWeights = getFiltersFunctionScoreQuery(
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FiltersFunctionScoreQuery.ScoreMode.MAX
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@ -521,7 +530,7 @@ public class FunctionScoreTests extends ESTestCase {
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for (int i = 0; i < weights.length; i++) {
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max = Math.max(max, weights[i] * scores[i]);
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}
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assertThat(scoreWithWeight / max, closeTo(1, 1.e-5d));
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assertThat(scoreWithWeight / (float) max, is(1f));
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}
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@Test
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