Examples with AggregatorModel hex.aggregator.AggregatorModel used on opensource projects

Example 1 with AggregatorModel

use of hex.aggregator.AggregatorModel in project h2o-3 by h2oai.

the class AggregatorTest method testCovtypeMemberIndices.

@Ignore
@Test
public void testCovtypeMemberIndices() {
    Frame frame = parse_test_file("smalldata/covtype/covtype.20k.data");
    AggregatorModel.AggregatorParameters parms = new AggregatorModel.AggregatorParameters();
    parms._train = frame._key;
    parms._target_num_exemplars = 117;
    long start = System.currentTimeMillis();
    // 1.489
    AggregatorModel agg = new Aggregator(parms).trainModel().get();
    System.out.println("AggregatorModel finished in: " + (System.currentTimeMillis() - start) / 1000. + " seconds");
    agg.checkConsistency();
    //    Frame assignment = new Frame(new Vec[]{(Vec)agg._exemplar_assignment_vec_key.get()});
    //    Frame.export(assignment, "/tmp/assignment", "yada", true);
    //    Log.info("Exemplars: " + new Frame(new Vec[]{(Vec)agg._exemplar_assignment_vec_key.get()}).toString(0,20000));
    Log.info("Number of exemplars: " + agg._exemplars.length);
    Key<Frame> memberKey = Key.make();
    for (int i = 0; i < agg._exemplars.length; ++i) {
        Frame members = agg.scoreExemplarMembers(memberKey, i);
        assert (members.numRows() == agg._counts[i]);
        //    Log.info(members);
        members.delete();
    }
    Frame output = agg._output._output_frame.get();
    output.remove();
    checkNumExemplars(agg);
    frame.delete();
    agg.remove();
}

Example 2 with AggregatorModel

use of hex.aggregator.AggregatorModel in project h2o-3 by h2oai.

the class AggregatorTest method testAggregatorOneHot.

@Test
public void testAggregatorOneHot() {
    Scope.enter();
    CreateFrame cf = new CreateFrame();
    cf.rows = 1000;
    cf.cols = 10;
    cf.categorical_fraction = 0.6;
    cf.integer_fraction = 0.0;
    cf.binary_fraction = 0.0;
    cf.real_range = 100;
    cf.integer_range = 100;
    cf.missing_fraction = 0.1;
    cf.factors = 5;
    cf.seed = 1234;
    Frame frame = cf.execImpl().get();
    AggregatorModel.AggregatorParameters parms = new AggregatorModel.AggregatorParameters();
    parms._train = frame._key;
    parms._target_num_exemplars = 278;
    parms._transform = DataInfo.TransformType.NORMALIZE;
    parms._categorical_encoding = Model.Parameters.CategoricalEncodingScheme.OneHotExplicit;
    long start = System.currentTimeMillis();
    // 0.905
    AggregatorModel agg = new Aggregator(parms).trainModel().get();
    System.out.println("AggregatorModel finished in: " + (System.currentTimeMillis() - start) / 1000. + " seconds");
    agg.checkConsistency();
    Frame output = agg._output._output_frame.get();
    System.out.println(output.toTwoDimTable(0, 10));
    checkNumExemplars(agg);
    output.remove();
    frame.remove();
    agg.remove();
    Scope.exit();
}

Example 3 with AggregatorModel

use of hex.aggregator.AggregatorModel in project h2o-3 by h2oai.

the class AggregatorTest method testDomains.

@Test
public void testDomains() {
    Frame frame = parse_test_file("smalldata/junit/weather.csv");
    for (String s : new String[] { "MaxWindSpeed", "RelHumid9am", "Cloud9am" }) {
        Vec v = frame.vec(s);
        Vec newV = v.toCategoricalVec();
        frame.remove(s);
        frame.add(s, newV);
        v.remove();
    }
    DKV.put(frame);
    AggregatorModel.AggregatorParameters parms = new AggregatorModel.AggregatorParameters();
    parms._train = frame._key;
    parms._target_num_exemplars = 17;
    AggregatorModel agg = new Aggregator(parms).trainModel().get();
    Frame output = agg._output._output_frame.get();
    Assert.assertTrue(output.numRows() <= 17);
    boolean same = true;
    for (int i = 0; i < frame.numCols(); ++i) {
        if (frame.vec(i).isCategorical()) {
            same = (frame.domains()[i].length == output.domains()[i].length);
            if (!same)
                break;
        }
    }
    frame.remove();
    output.remove();
    agg.remove();
    Assert.assertFalse(same);
}

Example 4 with AggregatorModel

use of hex.aggregator.AggregatorModel in project h2o-3 by h2oai.

the class AggregatorTest method testAggregatorBinary.

@Test
public void testAggregatorBinary() {
    CreateFrame cf = new CreateFrame();
    cf.rows = 1000;
    cf.cols = 10;
    cf.categorical_fraction = 0.6;
    cf.integer_fraction = 0.0;
    cf.binary_fraction = 0.0;
    cf.real_range = 100;
    cf.integer_range = 100;
    cf.missing_fraction = 0.1;
    cf.factors = 5;
    cf.seed = 1234;
    Frame frame = cf.execImpl().get();
    AggregatorModel.AggregatorParameters parms = new AggregatorModel.AggregatorParameters();
    parms._train = frame._key;
    parms._transform = DataInfo.TransformType.NORMALIZE;
    parms._categorical_encoding = Model.Parameters.CategoricalEncodingScheme.Binary;
    long start = System.currentTimeMillis();
    // 0.905
    AggregatorModel agg = new Aggregator(parms).trainModel().get();
    System.out.println("AggregatorModel finished in: " + (System.currentTimeMillis() - start) / 1000. + " seconds");
    agg.checkConsistency();
    Frame output = agg._output._output_frame.get();
    System.out.println(output.toTwoDimTable(0, 10));
    Log.info("Number of exemplars: " + agg._exemplars.length);
    Assert.assertTrue(agg._exemplars.length == 1000);
    output.remove();
    frame.remove();
    agg.remove();
}

Example 5 with AggregatorModel

use of hex.aggregator.AggregatorModel in project h2o-3 by h2oai.

the class AggregatorTest method testAirlines.

@Ignore
@Test
public void testAirlines() {
    Frame frame = parse_test_file("smalldata/airlines/allyears2k_headers.zip");
    AggregatorModel.AggregatorParameters parms = new AggregatorModel.AggregatorParameters();
    parms._train = frame._key;
    parms._target_num_exemplars = 500;
    parms._rel_tol_num_exemplars = 0.05;
    long start = System.currentTimeMillis();
    // 0.179
    AggregatorModel agg = new Aggregator(parms).trainModel().get();
    System.out.println("AggregatorModel finished in: " + (System.currentTimeMillis() - start) / 1000. + " seconds");
    agg.checkConsistency();
    frame.delete();
    Frame output = agg._output._output_frame.get();
    output.remove();
    checkNumExemplars(agg);
    agg.remove();
}