Github user WeichenXu123 commented on a diff in the pull request:
https://github.com/apache/spark/pull/19746#discussion_r157668450
--- Diff:
mllib/src/main/scala/org/apache/spark/ml/feature/VectorSizeHint.scala ---
@@ -0,0 +1,195 @@
+/*
+ * 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.spark.ml.feature
+
+import org.apache.spark.SparkException
+import org.apache.spark.annotation.{Experimental, Since}
+import org.apache.spark.ml.Transformer
+import org.apache.spark.ml.attribute.AttributeGroup
+import org.apache.spark.ml.linalg.{Vector, VectorUDT}
+import org.apache.spark.ml.param.{IntParam, Param, ParamMap,
ParamValidators}
+import org.apache.spark.ml.param.shared.{HasHandleInvalid, HasInputCol}
+import org.apache.spark.ml.util.{DefaultParamsReadable,
DefaultParamsWritable, Identifiable}
+import org.apache.spark.sql.{Column, DataFrame, Dataset}
+import org.apache.spark.sql.functions.{col, udf}
+import org.apache.spark.sql.types.StructType
+
+/**
+ * :: Experimental ::
+ * A feature transformer that adds size information to the metadata of a
vector column.
+ * VectorAssembler needs size information for its input columns and cannot
be used on streaming
+ * dataframes without this metadata.
+ *
+ */
+@Experimental
+@Since("2.3.0")
+class VectorSizeHint @Since("2.3.0") (@Since("2.3.0") override val uid:
String)
+ extends Transformer with HasInputCol with HasHandleInvalid with
DefaultParamsWritable {
+
+ @Since("2.3.0")
+ def this() = this(Identifiable.randomUID("vectSizeHint"))
+
+ /**
+ * The size of Vectors in `inputCol`.
+ * @group param
+ */
+ @Since("2.3.0")
+ val size: IntParam = new IntParam(
+ this,
+ "size",
+ "Size of vectors in column.",
+ {s: Int => s >= 0})
+
+ /** group getParam */
+ @Since("2.3.0")
+ def getSize: Int = getOrDefault(size)
+
+ /** @group setParam */
+ @Since("2.3.0")
+ def setSize(value: Int): this.type = set(size, value)
+
+ /** @group setParam */
+ @Since("2.3.0")
+ def setInputCol(value: String): this.type = set(inputCol, value)
+
+ /**
+ * Param for how to handle invalid entries. Invalid vectors include
nulls and vectors with the
+ * wrong size. The options are `skip` (filter out rows with invalid
vectors), `error` (throw an
+ * error) and `optimistic` (do not check the vector size, and keep all
row\). `error` by default.
--- End diff --
"row\" ==> "rows"
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