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updated string indexer enum to match spark (#93)
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core/src/test/scala/com/salesforce/op/stages/impl/feature/OpStringIndexerTest.scala
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/* | ||
* Copyright (c) 2017, Salesforce.com, Inc. | ||
* All rights reserved. | ||
* | ||
* Redistribution and use in source and binary forms, with or without | ||
* modification, are permitted provided that the following conditions are met: | ||
* | ||
* * Redistributions of source code must retain the above copyright notice, this | ||
* list of conditions and the following disclaimer. | ||
* | ||
* * Redistributions in binary form must reproduce the above copyright notice, | ||
* this list of conditions and the following disclaimer in the documentation | ||
* and/or other materials provided with the distribution. | ||
* | ||
* * Neither the name of the copyright holder nor the names of its | ||
* contributors may be used to endorse or promote products derived from | ||
* this software without specific prior written permission. | ||
* | ||
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" | ||
* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE | ||
* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE | ||
* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE | ||
* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL | ||
* DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR | ||
* SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER | ||
* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, | ||
* OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE | ||
* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | ||
*/ | ||
package com.salesforce.op.stages.impl.feature | ||
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import com.salesforce.op.features.types._ | ||
import com.salesforce.op.features.types.Text | ||
import com.salesforce.op.test.{TestFeatureBuilder, TestSparkContext} | ||
import org.junit.runner.RunWith | ||
import org.scalatest.FlatSpec | ||
import org.scalatest.junit.JUnitRunner | ||
import com.salesforce.op.utils.spark.RichDataset._ | ||
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@RunWith(classOf[JUnitRunner]) | ||
class OpStringIndexerTest extends FlatSpec with TestSparkContext{ | ||
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val txtData = Seq("a", "b", "c", "a", "a", "c").map(_.toText) | ||
val (ds, txtF) = TestFeatureBuilder(txtData) | ||
val expected = Array(0.0, 2.0, 1.0, 0.0, 0.0, 1.0).map(_.toRealNN) | ||
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Spec[OpStringIndexer[_]] should "correctly set the wrapped spark stage params" in { | ||
val indexer = new OpStringIndexer[Text]() | ||
indexer.setHandleInvalid(StringIndexerHandleInvalid.Skip) | ||
indexer.getSparkMlStage().get.getHandleInvalid shouldBe StringIndexerHandleInvalid.Skip.entryName.toLowerCase | ||
indexer.setHandleInvalid(StringIndexerHandleInvalid.Error) | ||
indexer.getSparkMlStage().get.getHandleInvalid shouldBe StringIndexerHandleInvalid.Error.entryName.toLowerCase | ||
indexer.setHandleInvalid(StringIndexerHandleInvalid.Keep) | ||
indexer.getSparkMlStage().get.getHandleInvalid shouldBe StringIndexerHandleInvalid.Keep.entryName.toLowerCase | ||
} | ||
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it should "throw an error if you try to set noFilter as the indexer" in { | ||
val indexer = new OpStringIndexer[Text]() | ||
intercept[AssertionError](indexer.setHandleInvalid(StringIndexerHandleInvalid.NoFilter)) | ||
} | ||
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it should "correctly index a text column" in { | ||
val stringIndexer = new OpStringIndexer[Text]().setInput(txtF) | ||
val indices = stringIndexer.fit(ds).transform(ds).collect(stringIndexer.getOutput()) | ||
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indices shouldBe expected | ||
} | ||
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it should "correctly deinxed a numeric column" in { | ||
val indexedStage = new OpStringIndexer[Text]().setInput(txtF) | ||
val indexed = indexedStage.getOutput() | ||
val indices = indexedStage.fit(ds).transform(ds) | ||
val deindexedStage = new OpIndexToString().setInput(indexed) | ||
val deindexed = deindexedStage.getOutput() | ||
val deindexedData = deindexedStage.transform(indices).collect(deindexed) | ||
deindexedData shouldBe txtData | ||
} | ||
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} |