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Example 1 with OptimizationReport

use of com.yahoo.searchlib.rankingexpression.evaluation.OptimizationReport in project vespa by vespa-engine.

the class GBDTOptimizerTestCase method testNodeOptimization.

public void testNodeOptimization() throws ParseException {
    String gbdtString = "if (LW_NEWS_SEARCHES_RATIO < 1.72971, 0.0697159, if (LW_USERS < 0.10496, if (SEARCHES < 0.0329127, 0.151257, 0.117501), if (SUGG_OVERLAP < 18.5, 0.0897622, 0.0756903))) + \n" + "if (LW_NEWS_SEARCHES_RATIO < 1.73156, if (NEWS_USERS < 0.0737993, -0.00481646, 0.00110018), if (LW_USERS < 0.0844616, 0.0488919, if (SUGG_OVERLAP < 32.5, 0.0136917, 9.85328E-4))) + \n" + "if (LW_NEWS_SEARCHES_RATIO < 1.74451, -0.00298257, if (LW_USERS < 0.116207, if (SEARCHES < 0.0329127, 0.0676105, 0.0340198), if (NUM_WORDS < 1.5, -8.55514E-5, 0.0112406))) + \n" + "if (LW_NEWS_SEARCHES_RATIO < 1.72995, if (NEWS_USERS < 0.0737993, -0.00407515, 0.00139088), if (LW_USERS == 0.0509035, 0.0439466, if (LW_USERS < 0.325818, 0.0187156, 0.00236949)))";
    RankingExpression gbdt = new RankingExpression(gbdtString);
    // Regular evaluation
    MapContext arguments = new MapContext();
    arguments.put("LW_NEWS_SEARCHES_RATIO", 1d);
    arguments.put("SUGG_OVERLAP", 17d);
    double result1 = gbdt.evaluate(arguments).asDouble();
    arguments.put("LW_NEWS_SEARCHES_RATIO", 2d);
    arguments.put("SUGG_OVERLAP", 20d);
    double result2 = gbdt.evaluate(arguments).asDouble();
    arguments.put("LW_NEWS_SEARCHES_RATIO", 2d);
    arguments.put("SUGG_OVERLAP", 40d);
    double result3 = gbdt.evaluate(arguments).asDouble();
    // Optimized evaluation
    ArrayContext fArguments = new ArrayContext(gbdt);
    ExpressionOptimizer optimizer = new ExpressionOptimizer();
    optimizer.getOptimizer(GBDTForestOptimizer.class).setEnabled(false);
    OptimizationReport report = optimizer.optimize(gbdt, fArguments);
    assertEquals(4, report.getMetric("Optimized GDBT trees"));
    fArguments.put("LW_NEWS_SEARCHES_RATIO", 1d);
    fArguments.put("SUGG_OVERLAP", 17d);
    double oResult1 = gbdt.evaluate(fArguments).asDouble();
    fArguments.put("LW_NEWS_SEARCHES_RATIO", 2d);
    fArguments.put("SUGG_OVERLAP", 20d);
    double oResult2 = gbdt.evaluate(fArguments).asDouble();
    fArguments.put("LW_NEWS_SEARCHES_RATIO", 2d);
    fArguments.put("SUGG_OVERLAP", 40d);
    double oResult3 = gbdt.evaluate(fArguments).asDouble();
    // Assert the same results are produced
    assertEquals(result1, oResult1);
    assertEquals(result2, oResult2);
    assertEquals(result3, oResult3);
}
Also used : RankingExpression(com.yahoo.searchlib.rankingexpression.RankingExpression) ArrayContext(com.yahoo.searchlib.rankingexpression.evaluation.ArrayContext) OptimizationReport(com.yahoo.searchlib.rankingexpression.evaluation.OptimizationReport) ExpressionOptimizer(com.yahoo.searchlib.rankingexpression.evaluation.ExpressionOptimizer) MapContext(com.yahoo.searchlib.rankingexpression.evaluation.MapContext)

Example 2 with OptimizationReport

use of com.yahoo.searchlib.rankingexpression.evaluation.OptimizationReport in project vespa by vespa-engine.

the class GBDTOptimizerTestCase method testFeatureNamesWithDots.

public void testFeatureNamesWithDots() throws ParseException {
    String gbdtString = "if (a.b < 1.72971, 0.0697159, if (a.b.c < 0.10496, if (a.c < 0.0329127, 0.151257, 0.117501), if (a < 18.5, 0.0897622, 0.0756903))) + 1";
    RankingExpression gbdt = new RankingExpression(gbdtString);
    // Regular evaluation
    MapContext arguments = new MapContext();
    arguments.put("a.b", 1d);
    arguments.put("a.b.c", 0.1d);
    arguments.put("a.c", 0.01d);
    arguments.put("a", 19d);
    double result = gbdt.evaluate(arguments).asDouble();
    // Optimized evaluation
    ArrayContext fArguments = new ArrayContext(gbdt);
    OptimizationReport report = new OptimizationReport();
    new GBDTOptimizer().optimize(gbdt, fArguments, report);
    assertEquals("Optimization result is as expected:\n" + report, 1, report.getMetric("Optimized GDBT trees"));
    fArguments.put("a.b", 1d);
    fArguments.put("a.b.c", 0.1d);
    fArguments.put("a.c", 0.01d);
    fArguments.put("a", 19d);
    double oResult = gbdt.evaluate(fArguments).asDouble();
    // Assert the same results are produced
    assertEquals(result, oResult);
}
Also used : RankingExpression(com.yahoo.searchlib.rankingexpression.RankingExpression) ArrayContext(com.yahoo.searchlib.rankingexpression.evaluation.ArrayContext) OptimizationReport(com.yahoo.searchlib.rankingexpression.evaluation.OptimizationReport) MapContext(com.yahoo.searchlib.rankingexpression.evaluation.MapContext)

Example 3 with OptimizationReport

use of com.yahoo.searchlib.rankingexpression.evaluation.OptimizationReport in project vespa by vespa-engine.

the class GBDTOptimizerTestCase method testSimpleNodeOptimization.

public void testSimpleNodeOptimization() throws ParseException {
    RankingExpression gbdt = new RankingExpression("if (a < 2, if (b < 2, 5, 6), 4) + if (a < 3, 7, 8)");
    // Optimized evaluation
    ArrayContext arguments = new ArrayContext(gbdt);
    ExpressionOptimizer optimizer = new ExpressionOptimizer();
    optimizer.getOptimizer(GBDTForestOptimizer.class).setEnabled(false);
    OptimizationReport report = optimizer.optimize(gbdt, arguments);
    assertEquals(2, report.getMetric("Optimized GDBT trees"));
    arguments.put("a", 1d);
    arguments.put("b", 2d);
    assertEquals(13.0, gbdt.evaluate(arguments).asDouble());
}
Also used : RankingExpression(com.yahoo.searchlib.rankingexpression.RankingExpression) ArrayContext(com.yahoo.searchlib.rankingexpression.evaluation.ArrayContext) OptimizationReport(com.yahoo.searchlib.rankingexpression.evaluation.OptimizationReport) ExpressionOptimizer(com.yahoo.searchlib.rankingexpression.evaluation.ExpressionOptimizer)

Example 4 with OptimizationReport

use of com.yahoo.searchlib.rankingexpression.evaluation.OptimizationReport in project vespa by vespa-engine.

the class GBDTOptimizerTestCase method testBug4009433.

public void testBug4009433() throws ParseException {
    RankingExpression exp = new RankingExpression("10*if(two>35,if(two>one,if(two>=670,4,8),if(two>8000,5,3)),if(two==478,90,91))");
    new GBDTOptimizer().optimize(exp, new ArrayContext(exp), new OptimizationReport());
}
Also used : RankingExpression(com.yahoo.searchlib.rankingexpression.RankingExpression) ArrayContext(com.yahoo.searchlib.rankingexpression.evaluation.ArrayContext) OptimizationReport(com.yahoo.searchlib.rankingexpression.evaluation.OptimizationReport)

Aggregations

RankingExpression (com.yahoo.searchlib.rankingexpression.RankingExpression)4 ArrayContext (com.yahoo.searchlib.rankingexpression.evaluation.ArrayContext)4 OptimizationReport (com.yahoo.searchlib.rankingexpression.evaluation.OptimizationReport)4 ExpressionOptimizer (com.yahoo.searchlib.rankingexpression.evaluation.ExpressionOptimizer)2 MapContext (com.yahoo.searchlib.rankingexpression.evaluation.MapContext)2