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| 1 | +/* |
| 2 | + * Licensed to the Apache Software Foundation (ASF) under one or more |
| 3 | + * contributor license agreements. See the NOTICE file distributed with |
| 4 | + * this work for additional information regarding copyright ownership. |
| 5 | + * The ASF licenses this file to You under the Apache License, Version 2.0 |
| 6 | + * (the "License"); you may not use this file except in compliance with |
| 7 | + * the License. You may obtain a copy of the License at |
| 8 | + * |
| 9 | + * http://www.apache.org/licenses/LICENSE-2.0 |
| 10 | + * |
| 11 | + * Unless required by applicable law or agreed to in writing, software |
| 12 | + * distributed under the License is distributed on an "AS IS" BASIS, |
| 13 | + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 14 | + * See the License for the specific language governing permissions and |
| 15 | + * limitations under the License. |
| 16 | + */ |
| 17 | + |
| 18 | +package org.apache.spark.util |
| 19 | + |
| 20 | +import java.io.NotSerializableException |
| 21 | + |
| 22 | +import org.scalatest.{BeforeAndAfterAll, FunSuite} |
| 23 | + |
| 24 | +import org.apache.spark.{SparkContext, SparkException} |
| 25 | +import org.apache.spark.serializer.SerializerInstance |
| 26 | + |
| 27 | +// TODO: REMOVE ME |
| 28 | +import java.util.Properties |
| 29 | +import org.apache.log4j.PropertyConfigurator |
| 30 | + |
| 31 | +/** |
| 32 | + * Another test suite for the closure cleaner that is finer-grained. |
| 33 | + * For tests involving end-to-end Spark jobs, see {{ClosureCleanerSuite}}. |
| 34 | + */ |
| 35 | +class ClosureCleanerSuite2 extends FunSuite with BeforeAndAfterAll { |
| 36 | + |
| 37 | + // Start a SparkContext so that SparkEnv.get.closureSerializer is accessible |
| 38 | + // We do not actually use this explicitly except to stop it later |
| 39 | + private var sc: SparkContext = null |
| 40 | + private var closureSerializer: SerializerInstance = null |
| 41 | + |
| 42 | + override def beforeAll(): Unit = { |
| 43 | + sc = new SparkContext("local", "test") |
| 44 | + closureSerializer = sc.env.closureSerializer.newInstance() |
| 45 | + } |
| 46 | + |
| 47 | + override def afterAll(): Unit = { |
| 48 | + sc.stop() |
| 49 | + sc = null |
| 50 | + closureSerializer = null |
| 51 | + } |
| 52 | + |
| 53 | + // Some fields and methods that belong to this class, which is itself not serializable |
| 54 | + private val someSerializableValue = 1 |
| 55 | + private val someNonSerializableValue = new NonSerializable |
| 56 | + private def someSerializableMethod() = 1 |
| 57 | + private def someNonSerializableMethod() = new NonSerializable |
| 58 | + |
| 59 | + private def assertSerializable(closure: AnyRef, serializable: Boolean): Unit = { |
| 60 | + if (serializable) { |
| 61 | + closureSerializer.serialize(closure) |
| 62 | + } else { |
| 63 | + intercept[NotSerializableException] { |
| 64 | + closureSerializer.serialize(closure) |
| 65 | + } |
| 66 | + } |
| 67 | + } |
| 68 | + |
| 69 | + private def testClean( |
| 70 | + closure: AnyRef, |
| 71 | + serializableBefore: Boolean, |
| 72 | + serializableAfter: Boolean): Unit = { |
| 73 | + testClean(closure, serializableBefore, serializableAfter, transitive = true) |
| 74 | + testClean(closure, serializableBefore, serializableAfter, transitive = false) |
| 75 | + } |
| 76 | + |
| 77 | + private def testClean( |
| 78 | + closure: AnyRef, |
| 79 | + serializableBefore: Boolean, |
| 80 | + serializableAfter: Boolean, |
| 81 | + transitive: Boolean): Unit = { |
| 82 | + assertSerializable(closure, serializableBefore) |
| 83 | + // If the resulting closure is not serializable even after |
| 84 | + // cleaning, we expect ClosureCleaner to throw a SparkException |
| 85 | + intercept[SparkException] { |
| 86 | + ClosureCleaner.clean(closure, checkSerializable = true, transitive) |
| 87 | + // Otherwise, if we do expect the closure to be serializable after the |
| 88 | + // clean, throw the SparkException ourselves so scalatest is happy |
| 89 | + if (serializableAfter) { throw new SparkException("no-op") } |
| 90 | + } |
| 91 | + assertSerializable(closure, serializableAfter) |
| 92 | + } |
| 93 | + |
| 94 | + test("clean basic serializable closures") { |
| 95 | + val localSerializableVal = someSerializableValue |
| 96 | + val closure1 = () => 1 |
| 97 | + val closure2 = () => Array[String]("a", "b", "c") |
| 98 | + val closure3 = (s: String, arr: Array[Long]) => s + arr.mkString(", ") |
| 99 | + val closure4 = () => localSerializableVal |
| 100 | + val closure5 = () => new NonSerializable(5) // we're just serializing the class information |
| 101 | + val closure1r = closure1() |
| 102 | + val closure2r = closure2() |
| 103 | + val closure3r = closure3("g", Array(1, 5, 8)) |
| 104 | + val closure4r = closure4() |
| 105 | + val closure5r = closure5() |
| 106 | + |
| 107 | + testClean(closure1, serializableBefore = true, serializableAfter = true) |
| 108 | + testClean(closure2, serializableBefore = true, serializableAfter = true) |
| 109 | + testClean(closure3, serializableBefore = true, serializableAfter = true) |
| 110 | + testClean(closure4, serializableBefore = true, serializableAfter = true) |
| 111 | + testClean(closure5, serializableBefore = true, serializableAfter = true) |
| 112 | + |
| 113 | + // Verify that closures can still be invoked and the result still the same |
| 114 | + assert(closure1() === closure1r) |
| 115 | + assert(closure2() === closure2r) |
| 116 | + assert(closure3("g", Array(1, 5, 8)) === closure3r) |
| 117 | + assert(closure4() === closure4r) |
| 118 | + assert(closure5() === closure5r) |
| 119 | + } |
| 120 | + |
| 121 | + test("clean basic non-serializable closures") { |
| 122 | + val closure1 = () => this // ClosureCleanerSuite2 is not serializable |
| 123 | + val closure5 = () => someSerializableValue |
| 124 | + val closure3 = () => someSerializableMethod() |
| 125 | + val closure4 = () => someNonSerializableValue |
| 126 | + val closure2 = () => someNonSerializableMethod() |
| 127 | + |
| 128 | + // These are not cleanable because they ultimately reference the `this` pointer |
| 129 | + testClean(closure1, serializableBefore = false, serializableAfter = false) |
| 130 | + testClean(closure2, serializableBefore = false, serializableAfter = false) |
| 131 | + testClean(closure3, serializableBefore = false, serializableAfter = false) |
| 132 | + testClean(closure4, serializableBefore = false, serializableAfter = false) |
| 133 | + testClean(closure5, serializableBefore = false, serializableAfter = false) |
| 134 | + } |
| 135 | + |
| 136 | + test("clean basic nested serializable closures") { |
| 137 | + val localSerializableValue = someSerializableValue |
| 138 | + val closure1 = (i: Int) => { |
| 139 | + (1 to i).map { x => x + localSerializableValue } // 1 level of nesting |
| 140 | + } |
| 141 | + val closure2 = (j: Int) => { |
| 142 | + (1 to j).flatMap { x => |
| 143 | + (1 to x).map { y => y + localSerializableValue } // 2 levels |
| 144 | + } |
| 145 | + } |
| 146 | + val closure3 = (k: Int, l: Int, m: Int) => { |
| 147 | + (1 to k).flatMap(closure2) ++ // 4 levels |
| 148 | + (1 to l).flatMap(closure1) ++ // 3 levels |
| 149 | + (1 to m).map { x => x + 1 } // 2 levels |
| 150 | + } |
| 151 | + val closure1r = closure1(1) |
| 152 | + val closure2r = closure2(2) |
| 153 | + val closure3r = closure3(3, 4, 5) |
| 154 | + |
| 155 | + testClean(closure1, serializableBefore = true, serializableAfter = true) |
| 156 | + testClean(closure2, serializableBefore = true, serializableAfter = true) |
| 157 | + testClean(closure3, serializableBefore = true, serializableAfter = true) |
| 158 | + |
| 159 | + assert(closure1(1) === closure1r) |
| 160 | + assert(closure2(2) === closure2r) |
| 161 | + assert(closure3(3, 4, 5) === closure3r) |
| 162 | + } |
| 163 | + |
| 164 | + test("clean basic nested non-serializable closures") { |
| 165 | + def localSerializableMethod() = someSerializableValue |
| 166 | + val localNonSerializableValue = someNonSerializableValue |
| 167 | + val closure1 = (i: Int) => { (1 to i).map { x => x + someSerializableValue } } |
| 168 | + val closure2 = (j: Int) => { (1 to j).map { x => x + someSerializableMethod() } } |
| 169 | + val closure4 = (k: Int) => { (1 to k).map { x => x + localSerializableMethod() } } |
| 170 | + val closure3 = (l: Int) => { (1 to l).map { x => localNonSerializableValue } } |
| 171 | + // This is non-serializable no matter how many levels we nest it |
| 172 | + val closure5 = (m: Int) => { |
| 173 | + (1 to m).foreach { x => |
| 174 | + (1 to x).foreach { y => |
| 175 | + (1 to y).foreach { z => |
| 176 | + someSerializableValue |
| 177 | + } |
| 178 | + } |
| 179 | + } |
| 180 | + } |
| 181 | + |
| 182 | + testClean(closure1, serializableBefore = false, serializableAfter = false) |
| 183 | + testClean(closure2, serializableBefore = false, serializableAfter = false) |
| 184 | + testClean(closure3, serializableBefore = false, serializableAfter = false) |
| 185 | + testClean(closure4, serializableBefore = false, serializableAfter = false) |
| 186 | + testClean(closure5, serializableBefore = false, serializableAfter = false) |
| 187 | + } |
| 188 | + |
| 189 | + test("clean complicated nested serializable closures") { |
| 190 | + val localSerializableValue = someSerializableValue |
| 191 | + |
| 192 | + // Reference local fields from all levels |
| 193 | + val closure1 = (i: Int) => { |
| 194 | + val a = 1 |
| 195 | + (1 to i).flatMap { x => |
| 196 | + val b = a + 1 |
| 197 | + (1 to x).map { y => |
| 198 | + y + a + b + localSerializableValue |
| 199 | + } |
| 200 | + } |
| 201 | + } |
| 202 | + |
| 203 | + // Reference local fields and methods from all levels within the outermost closure |
| 204 | + val closure2 = (i: Int) => { |
| 205 | + val a1 = 1 |
| 206 | + def a2 = 2 |
| 207 | + (1 to i).flatMap { x => |
| 208 | + val b1 = a1 + 1 |
| 209 | + def b2 = a2 + 1 |
| 210 | + (1 to x).map { y => |
| 211 | + // If this references a method outside the outermost closure, then it will try to pull |
| 212 | + // in the ClosureCleanerSuite2. This is why `localSerializableValue` here must be a val. |
| 213 | + y + a1 + a2 + b1 + b2 + localSerializableValue |
| 214 | + } |
| 215 | + } |
| 216 | + } |
| 217 | + |
| 218 | + val closure1r = closure1(1) |
| 219 | + val closure2r = closure2(2) |
| 220 | + testClean(closure1, serializableBefore = true, serializableAfter = true) |
| 221 | + testClean(closure2, serializableBefore = true, serializableAfter = true) |
| 222 | + assert(closure1(1) == closure1r) |
| 223 | + assert(closure2(2) == closure2r) |
| 224 | + } |
| 225 | + |
| 226 | + test("clean complicated nested non-serializable closures") { |
| 227 | + val localSerializableValue = someSerializableValue |
| 228 | + |
| 229 | + // Note that we are not interested in cleaning the outer closures here |
| 230 | + // The only reason why they exist is to nest the inner closures |
| 231 | + |
| 232 | + val test1 = () => { |
| 233 | + val a = localSerializableValue |
| 234 | + val b = sc |
| 235 | + val inner1 = (x: Int) => x + a + b.hashCode() |
| 236 | + val inner2 = (x: Int) => x + a |
| 237 | + |
| 238 | + // This closure explicitly references a non-serializable field |
| 239 | + // There is no way to clean it |
| 240 | + testClean(inner1, serializableBefore = false, serializableAfter = false) |
| 241 | + |
| 242 | + // This closure is serializable to begin with since |
| 243 | + // it does not have a pointer to the outer closure |
| 244 | + testClean(inner2, serializableBefore = true, serializableAfter = true) |
| 245 | + } |
| 246 | + |
| 247 | + // Same as above, but the `val a` becomes `def a` |
| 248 | + // The difference here is that all inner closures now have pointers to the outer closure |
| 249 | + val test2 = () => { |
| 250 | + def a = localSerializableValue |
| 251 | + val b = sc |
| 252 | + val inner1 = (x: Int) => x + a + b.hashCode() |
| 253 | + val inner2 = (x: Int) => x + a |
| 254 | + |
| 255 | + // As before, this closure is neither serializable nor cleanable |
| 256 | + testClean(inner1, serializableBefore = false, serializableAfter = false) |
| 257 | + |
| 258 | + // This closure is no longer serializable because it now has a pointer to the outer closure, |
| 259 | + // which is itself not serializable because it has a pointer to the ClosureCleanerSuite. |
| 260 | + // If we do not clean transitively, we will not null out this parent pointer. |
| 261 | + testClean(inner2, serializableBefore = false, serializableAfter = false, transitive = false) |
| 262 | + |
| 263 | + // If we clean transitively, we will find that method `a` does not actually reference the |
| 264 | + // outer closure's parent (i.e. the ClosureCleanerSuite), so we can additionally null out |
| 265 | + // the outer closure's parent pointer. This will make `inner2` serializable. |
| 266 | + testClean(inner2, serializableBefore = false, serializableAfter = true, transitive = true) |
| 267 | + } |
| 268 | + |
| 269 | + test1() |
| 270 | + test2() |
| 271 | + } |
| 272 | + |
| 273 | + |
| 274 | + |
| 275 | + |
| 276 | + |
| 277 | + // TODO: REMOVE ME |
| 278 | + configureLog4j() |
| 279 | + private def configureLog4j(): Unit = { |
| 280 | + val pro = new Properties() |
| 281 | + pro.put("log4j.rootLogger", "WARN, console") |
| 282 | + pro.put("log4j.appender.console", "org.apache.log4j.ConsoleAppender") |
| 283 | + pro.put("log4j.appender.console.target", "System.err") |
| 284 | + pro.put("log4j.appender.console.layout", "org.apache.log4j.PatternLayout") |
| 285 | + pro.put("log4j.appender.console.layout.ConversionPattern", |
| 286 | + "%d{yy/MM/dd HH:mm:ss} %p %c{1}: %m%n") |
| 287 | + pro.put("log4j.logger.org.apache.spark.util.ClosureCleaner", "DEBUG") |
| 288 | + PropertyConfigurator.configure(pro) |
| 289 | + } |
| 290 | + |
| 291 | +} |
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