wayang-commons/wayang-core/src/test/java/org/apache/wayang/core/optimizer/costs/NestableLoadProfileEstimatorTest.java

/*
 * Licensed to the Apache Software Foundation (ASF) under one
 * or more contributor license agreements.  See the NOTICE file
 * distributed with this work for additional information
 * regarding copyright ownership.  The ASF licenses this file
 * to you 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 org.apache.wayang.core.optimizer.costs;

import java.util.HashMap;
import java.util.List;
import org.apache.wayang.core.optimizer.OptimizationUtils;
import org.apache.wayang.core.optimizer.cardinality.CardinalityEstimate;
import org.apache.wayang.core.plan.wayangplan.ExecutionOperator;
import org.apache.wayang.core.plan.wayangplan.UnaryToUnaryOperator;
import org.apache.wayang.core.platform.ChannelDescriptor;
import org.apache.wayang.core.platform.Platform;
import org.apache.wayang.core.types.DataSetType;
import org.junit.Assert;
import org.junit.Test;

/**
 * Tests for the {@link NestableLoadProfileEstimator}.
 */
public class NestableLoadProfileEstimatorTest {

    @Test
    public void testFromJuelSpecification() {
        String specification = "{" +
                "\"type\":\"juel\"," +
                "\"in\":2," +
                "\"out\":1," +
                "\"p\":0.8," +
                "\"cpu\":\"${3*in0 + 2*in1 + 7*out0}\"," +
                "\"ram\":\"${6*in0 + 4*in1 + 14*out0}\"," +
                "\"overhead\":143," +
                "\"ru\":\"${wayang:logGrowth(0.1, 0.1, 10000, in0+in1)}\"" +
                "}";
        final NestableLoadProfileEstimator estimator =
                LoadProfileEstimators.createFromSpecification(null, specification);
        final LoadProfile estimate = estimator.estimate(new SimpleEstimationContext(
                new CardinalityEstimate[]{
                        new CardinalityEstimate(10, 10, 1d), new CardinalityEstimate(100, 100, 1d)
                },
                new CardinalityEstimate[]{new CardinalityEstimate(200, 300, 1d)},
                new HashMap<String, Double>(),
                1
        ));

        Assert.assertEquals(3 * 10 + 2 * 100 + 7 * 200, estimate.getCpuUsage().getLowerEstimate(), 0.01);
        Assert.assertEquals(3 * 10 + 2 * 100 + 7 * 300, estimate.getCpuUsage().getUpperEstimate(), 0.01);
        Assert.assertEquals(
                OptimizationUtils.logisticGrowth(0.1, 0.1, 10000, 100 + 10),
                estimate.getResourceUtilization(),
                0.000000001
        );
        Assert.assertEquals(143, estimate.getOverheadMillis());
    }

    @Test
    public void testFromMathExSpecification() {
        String specification = "{" +
                "\"type\":\"mathex\"," +
                "\"in\":2," +
                "\"out\":1," +
                "\"p\":0.8," +
                "\"cpu\":\"3*in0 + 2*in1 + 7*out0\"," +
                "\"ram\":\"6*in0 + 4*in1 + 14*out0\"," +
                "\"overhead\":143," +
                "\"ru\":\"logGrowth(0.1, 0.1, 10000, in0+in1)\"" +
                "}";
        final NestableLoadProfileEstimator estimator =
                LoadProfileEstimators.createFromSpecification(null, specification);
        final LoadProfile estimate = estimator.estimate(new SimpleEstimationContext(
                new CardinalityEstimate[]{
                        new CardinalityEstimate(10, 10, 1d), new CardinalityEstimate(100, 100, 1d)
                },
                new CardinalityEstimate[]{new CardinalityEstimate(200, 300, 1d)},
                new HashMap<String, Double>(),
                1
        ));

        Assert.assertEquals(3 * 10 + 2 * 100 + 7 * 200, estimate.getCpuUsage().getLowerEstimate(), 0.01);
        Assert.assertEquals(3 * 10 + 2 * 100 + 7 * 300, estimate.getCpuUsage().getUpperEstimate(), 0.01);
        Assert.assertEquals(
                OptimizationUtils.logisticGrowth(0.1, 0.1, 10000, 100 + 10),
                estimate.getResourceUtilization(),
                0.000000001
        );
        Assert.assertEquals(143, estimate.getOverheadMillis());
    }

    @Test
    public void testFromJuelSpecificationWithImport() {
        String specification = "{" +
                "\"in\":2," +
                "\"out\":1," +
                "\"import\":[\"numIterations\"]," +
                "\"p\":0.8," +
                "\"cpu\":\"${(3*in0 + 2*in1 + 7*out0) * numIterations}\"," +
                "\"ram\":\"${6*in0 + 4*in1 + 14*out0}\"," +
                "\"overhead\":143," +
                "\"ru\":\"${wayang:logGrowth(0.1, 0.1, 10000, in0+in1)}\"" +
                "}";
        final NestableLoadProfileEstimator estimator =
                LoadProfileEstimators.createFromSpecification(null, specification);
        SomeExecutionOperator execOp = new SomeExecutionOperator();
        HashMap<String, Double> properties = new HashMap<String, Double>();
        properties.put("numIterations", 2d);
        final LoadProfile estimate = estimator.estimate(new SimpleEstimationContext(
                new CardinalityEstimate[]{
                        new CardinalityEstimate(10, 10, 1d), new CardinalityEstimate(100, 100, 1d)
                },
                new CardinalityEstimate[]{new CardinalityEstimate(200, 300, 1d)},
                properties,
                1
        ));

        Assert.assertEquals((3 * 10 + 2 * 100 + 7 * 200)  * execOp.getNumIterations(), estimate.getCpuUsage().getLowerEstimate(), 0.01);
        Assert.assertEquals((3 * 10 + 2 * 100 + 7 * 300)  * execOp.getNumIterations(), estimate.getCpuUsage().getUpperEstimate(), 0.01);
        Assert.assertEquals(
                OptimizationUtils.logisticGrowth(0.1, 0.1, 10000, 100 + 10),
                estimate.getResourceUtilization(),
                0.000000001
        );
        Assert.assertEquals(143, estimate.getOverheadMillis());
    }

    @Test
    public void testMathExFromSpecificationWithImport() {
        String specification = "{" +
                "\"type\":\"mathex\"," +
                "\"in\":2," +
                "\"out\":1," +
                "\"import\":[\"numIterations\"]," +
                "\"p\":0.8," +
                "\"cpu\":\"(3*in0 + 2*in1 + 7*out0) * numIterations\"," +
                "\"ram\":\"6*in0 + 4*in1 + 14*out0\"," +
                "\"overhead\":143," +
                "\"ru\":\"logGrowth(0.1, 0.1, 10000, in0+in1)\"" +
                "}";
        final NestableLoadProfileEstimator estimator =
                LoadProfileEstimators.createFromSpecification(null, specification);
        SomeExecutionOperator execOp = new SomeExecutionOperator();
        HashMap<String, Double> properties = new HashMap<String, Double>();
        properties.put("numIterations", 2d);
        final LoadProfile estimate = estimator.estimate(new SimpleEstimationContext(
                new CardinalityEstimate[]{
                        new CardinalityEstimate(10, 10, 1d), new CardinalityEstimate(100, 100, 1d)
                },
                new CardinalityEstimate[]{new CardinalityEstimate(200, 300, 1d)},
                properties,
                1
        ));

        Assert.assertEquals((3 * 10 + 2 * 100 + 7 * 200)  * execOp.getNumIterations(), estimate.getCpuUsage().getLowerEstimate(), 0.01);
        Assert.assertEquals((3 * 10 + 2 * 100 + 7 * 300)  * execOp.getNumIterations(), estimate.getCpuUsage().getUpperEstimate(), 0.01);
        Assert.assertEquals(
                OptimizationUtils.logisticGrowth(0.1, 0.1, 10000, 100 + 10),
                estimate.getResourceUtilization(),
                0.000000001
        );
        Assert.assertEquals(143, estimate.getOverheadMillis());
    }

    public static class SomeOperator extends UnaryToUnaryOperator<Object, Object> {

        public int getNumIterations() {
            return 2;
        }

        protected SomeOperator() {
            super(DataSetType.createDefault(Object.class), DataSetType.createDefault(Object.class), false);
        }
    }

    public static class SomeExecutionOperator extends SomeOperator implements ExecutionOperator {

        @Override
        public Platform getPlatform() {
            return null;
        }

        @Override
        public List<ChannelDescriptor> getSupportedInputChannels(int index) {
            return null;
        }

        @Override
        public List<ChannelDescriptor> getSupportedOutputChannels(int index) {
            return null;
        }

    }
}