From 3a5a6ffdb036f8432911184920193a4b8a007084 Mon Sep 17 00:00:00 2001 From: coderxiang Date: Sun, 5 Oct 2014 22:28:05 -0700 Subject: [PATCH 01/16] add ranking metrics --- .../mllib/evaluation/RankingMetrics.scala | 108 ++++++++++++++++++ .../evaluation/RankingMetricsSuite.scala | 49 ++++++++ 2 files changed, 157 insertions(+) create mode 100644 mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala create mode 100644 mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala diff --git a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala new file mode 100644 index 0000000000000..912bac28199ca --- /dev/null +++ b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala @@ -0,0 +1,108 @@ +/* + * 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.mllib.evaluation + + +import org.apache.spark.SparkContext._ +import org.apache.spark.annotation.Experimental +import org.apache.spark.rdd.RDD + + +/** + * ::Experimental:: + * Evaluator for ranking algorithms. + * + * @param predictionAndLabels an RDD of (predicted ranking, ground truth set) pairs. + */ +@Experimental +class RankingMetrics(predictionAndLabels: RDD[(Array[Double], Array[Double])]) { + + /** + * Returns the precsion@k for each query + */ + lazy val precAtK: RDD[Array[Double]] = predictionAndLabels.map {case (pred, lab)=> + val labSet : Set[Double] = lab.toSet + val n = pred.length + val topkPrec = Array.fill[Double](n)(.0) + var (i, cnt) = (0, 0) + + while (i < n) { + if (labSet.contains(pred(i))) { + cnt += 1 + } + topkPrec(i) = cnt.toDouble / (i + 1) + i += 1 + } + topkPrec + } + + /** + * Returns the average precision for each query + */ + lazy val avePrec: RDD[Double] = predictionAndLabels.map {case (pred, lab) => + val labSet: Set[Double] = lab.toSet + var (i, cnt, precSum) = (0, 0, .0) + val n = pred.length + + while (i < n) { + if (labSet.contains(pred(i))) { + cnt += 1 + precSum += cnt.toDouble / (i + 1) + } + i += 1 + } + precSum / labSet.size + } + + /** + * Returns the mean average precision (MAP) of all the queries + */ + lazy val meanAvePrec: Double = computeMean(avePrec) + + /** + * Returns the normalized discounted cumulative gain for each query + */ + lazy val ndcg: RDD[Double] = predictionAndLabels.map {case (pred, lab) => + val labSet = lab.toSet + val n = math.min(pred.length, labSet.size) + var (maxDcg, dcg, i) = (.0, .0, 0) + while (i < n) { + /* Calculate 1/log2(i + 2) */ + val gain = 1.0 / (math.log(i + 2) / math.log(2)) + if (labSet.contains(pred(i))) { + dcg += gain + } + maxDcg += gain + i += 1 + } + dcg / maxDcg + } + + /** + * Returns the mean NDCG of all the queries + */ + lazy val meanNdcg: Double = computeMean(ndcg) + + private def computeMean(data: RDD[Double]): Double = { + val stat = data.aggregate((.0, 0))( + seqOp = (c, v) => (c, v) match {case ((sum, cnt), a) => (sum + a, cnt + 1)}, + combOp = (c1, c2) => (c1, c2) match {case (x, y) => (x._1 + y._1, x._2 + y._2)} + ) + stat._1 / stat._2 + } +} diff --git a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala new file mode 100644 index 0000000000000..7d8e898f98935 --- /dev/null +++ b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala @@ -0,0 +1,49 @@ +/* + * 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.mllib.evaluation + +import org.scalatest.FunSuite + +import org.apache.spark.mllib.util.LocalSparkContext + +class RankingMetricsSuite extends FunSuite with LocalSparkContext { + test("Ranking metrics: map, ndcg") { + val predictionAndLabels = sc.parallelize( + Seq( + (Array[Double](1, 6, 2, 7, 8, 3, 9, 10, 4, 5), Array[Double](1, 2, 3, 4, 5)), + (Array[Double](4, 1, 5, 6, 2, 7, 3, 8, 9, 10), Array[Double](1, 2, 3)) + ), 2) + val eps: Double = 1e-5 + + val metrics = new RankingMetrics(predictionAndLabels) + val precAtK = metrics.precAtK.collect() + val avePrec = metrics.avePrec.collect() + val map = metrics.meanAvePrec + val ndcg = metrics.ndcg.collect() + val aveNdcg = metrics.meanNdcg + + assert(math.abs(precAtK(0)(4) - 0.4) < eps) + assert(math.abs(precAtK(1)(6) - 3.0/7) < eps) + assert(math.abs(avePrec(0) - 0.622222) < eps) + assert(math.abs(avePrec(1) - 0.442857) < eps) + assert(math.abs(map - 0.532539) < eps) + assert(math.abs(ndcg(0) - 0.508740) < eps) + assert(math.abs(ndcg(1) - 0.296082) < eps) + assert(math.abs(aveNdcg - 0.402411) < eps) + } +} From e443feef8321dfc26eb5630f4d3b3dc0c6b79b98 Mon Sep 17 00:00:00 2001 From: coderxiang Date: Mon, 6 Oct 2014 09:28:07 -0700 Subject: [PATCH 02/16] change style and use alternative builtin methods --- .../mllib/evaluation/RankingMetrics.scala | 18 +++++------------ .../evaluation/RankingMetricsSuite.scala | 20 +++++++++---------- 2 files changed, 15 insertions(+), 23 deletions(-) diff --git a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala index 912bac28199ca..d39985c3d7e16 100644 --- a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala +++ b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala @@ -38,7 +38,7 @@ class RankingMetrics(predictionAndLabels: RDD[(Array[Double], Array[Double])]) { lazy val precAtK: RDD[Array[Double]] = predictionAndLabels.map {case (pred, lab)=> val labSet : Set[Double] = lab.toSet val n = pred.length - val topkPrec = Array.fill[Double](n)(.0) + val topkPrec = Array.fill[Double](n)(0.0) var (i, cnt) = (0, 0) while (i < n) { @@ -56,7 +56,7 @@ class RankingMetrics(predictionAndLabels: RDD[(Array[Double], Array[Double])]) { */ lazy val avePrec: RDD[Double] = predictionAndLabels.map {case (pred, lab) => val labSet: Set[Double] = lab.toSet - var (i, cnt, precSum) = (0, 0, .0) + var (i, cnt, precSum) = (0, 0, 0.0) val n = pred.length while (i < n) { @@ -72,7 +72,7 @@ class RankingMetrics(predictionAndLabels: RDD[(Array[Double], Array[Double])]) { /** * Returns the mean average precision (MAP) of all the queries */ - lazy val meanAvePrec: Double = computeMean(avePrec) + lazy val meanAvePrec: Double = avePrec.mean /** * Returns the normalized discounted cumulative gain for each query @@ -80,7 +80,7 @@ class RankingMetrics(predictionAndLabels: RDD[(Array[Double], Array[Double])]) { lazy val ndcg: RDD[Double] = predictionAndLabels.map {case (pred, lab) => val labSet = lab.toSet val n = math.min(pred.length, labSet.size) - var (maxDcg, dcg, i) = (.0, .0, 0) + var (maxDcg, dcg, i) = (0.0, 0.0, 0) while (i < n) { /* Calculate 1/log2(i + 2) */ val gain = 1.0 / (math.log(i + 2) / math.log(2)) @@ -96,13 +96,5 @@ class RankingMetrics(predictionAndLabels: RDD[(Array[Double], Array[Double])]) { /** * Returns the mean NDCG of all the queries */ - lazy val meanNdcg: Double = computeMean(ndcg) - - private def computeMean(data: RDD[Double]): Double = { - val stat = data.aggregate((.0, 0))( - seqOp = (c, v) => (c, v) match {case ((sum, cnt), a) => (sum + a, cnt + 1)}, - combOp = (c1, c2) => (c1, c2) match {case (x, y) => (x._1 + y._1, x._2 + y._2)} - ) - stat._1 / stat._2 - } + lazy val meanNdcg: Double = ndcg.mean } diff --git a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala index 7d8e898f98935..4ff7fb33b17c8 100644 --- a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala +++ b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala @@ -18,7 +18,7 @@ package org.apache.spark.mllib.evaluation import org.scalatest.FunSuite - +import org.apache.spark.mllib.util.TestingUtils._ import org.apache.spark.mllib.util.LocalSparkContext class RankingMetricsSuite extends FunSuite with LocalSparkContext { @@ -28,7 +28,7 @@ class RankingMetricsSuite extends FunSuite with LocalSparkContext { (Array[Double](1, 6, 2, 7, 8, 3, 9, 10, 4, 5), Array[Double](1, 2, 3, 4, 5)), (Array[Double](4, 1, 5, 6, 2, 7, 3, 8, 9, 10), Array[Double](1, 2, 3)) ), 2) - val eps: Double = 1e-5 + val eps: Double = 1E-5 val metrics = new RankingMetrics(predictionAndLabels) val precAtK = metrics.precAtK.collect() @@ -37,13 +37,13 @@ class RankingMetricsSuite extends FunSuite with LocalSparkContext { val ndcg = metrics.ndcg.collect() val aveNdcg = metrics.meanNdcg - assert(math.abs(precAtK(0)(4) - 0.4) < eps) - assert(math.abs(precAtK(1)(6) - 3.0/7) < eps) - assert(math.abs(avePrec(0) - 0.622222) < eps) - assert(math.abs(avePrec(1) - 0.442857) < eps) - assert(math.abs(map - 0.532539) < eps) - assert(math.abs(ndcg(0) - 0.508740) < eps) - assert(math.abs(ndcg(1) - 0.296082) < eps) - assert(math.abs(aveNdcg - 0.402411) < eps) + assert(precAtK(0)(4) ~== 0.4 absTol eps) + assert(precAtK(1)(6) ~== 3.0/7 absTol eps) + assert(avePrec(0) ~== 0.622222 absTol eps) + assert(avePrec(1) ~== 0.442857 absTol eps) + assert(map ~== 0.532539 absTol eps) + assert(ndcg(0) ~== 0.508740 absTol eps) + assert(ndcg(1) ~== 0.296082 absTol eps) + assert(aveNdcg ~== 0.402411 absTol eps) } } From b7851cc2985a3eff38a59ba621ea95e0afc60a79 Mon Sep 17 00:00:00 2001 From: coderxiang Date: Tue, 7 Oct 2014 20:12:10 -0700 Subject: [PATCH 03/16] Use generic type to represent IDs --- .../apache/spark/mllib/evaluation/RankingMetrics.scala | 8 +++++--- .../spark/mllib/evaluation/RankingMetricsSuite.scala | 4 ++-- 2 files changed, 7 insertions(+), 5 deletions(-) diff --git a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala index d39985c3d7e16..685e6e27f0ba9 100644 --- a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala +++ b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala @@ -17,12 +17,14 @@ package org.apache.spark.mllib.evaluation +import scala.reflect.ClassTag import org.apache.spark.SparkContext._ import org.apache.spark.annotation.Experimental import org.apache.spark.rdd.RDD + /** * ::Experimental:: * Evaluator for ranking algorithms. @@ -30,13 +32,13 @@ import org.apache.spark.rdd.RDD * @param predictionAndLabels an RDD of (predicted ranking, ground truth set) pairs. */ @Experimental -class RankingMetrics(predictionAndLabels: RDD[(Array[Double], Array[Double])]) { +class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])]) { /** * Returns the precsion@k for each query */ lazy val precAtK: RDD[Array[Double]] = predictionAndLabels.map {case (pred, lab)=> - val labSet : Set[Double] = lab.toSet + val labSet = lab.toSet val n = pred.length val topkPrec = Array.fill[Double](n)(0.0) var (i, cnt) = (0, 0) @@ -55,7 +57,7 @@ class RankingMetrics(predictionAndLabels: RDD[(Array[Double], Array[Double])]) { * Returns the average precision for each query */ lazy val avePrec: RDD[Double] = predictionAndLabels.map {case (pred, lab) => - val labSet: Set[Double] = lab.toSet + val labSet = lab.toSet var (i, cnt, precSum) = (0, 0, 0.0) val n = pred.length diff --git a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala index 4ff7fb33b17c8..1c9c8d7210288 100644 --- a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala +++ b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala @@ -25,8 +25,8 @@ class RankingMetricsSuite extends FunSuite with LocalSparkContext { test("Ranking metrics: map, ndcg") { val predictionAndLabels = sc.parallelize( Seq( - (Array[Double](1, 6, 2, 7, 8, 3, 9, 10, 4, 5), Array[Double](1, 2, 3, 4, 5)), - (Array[Double](4, 1, 5, 6, 2, 7, 3, 8, 9, 10), Array[Double](1, 2, 3)) + (Array[Int](1, 6, 2, 7, 8, 3, 9, 10, 4, 5), Array[Int](1, 2, 3, 4, 5)), + (Array[Int](4, 1, 5, 6, 2, 7, 3, 8, 9, 10), Array[Int](1, 2, 3)) ), 2) val eps: Double = 1E-5 From 5f87bce822af928c185a9a3fff28b004b138f955 Mon Sep 17 00:00:00 2001 From: coderxiang Date: Fri, 10 Oct 2014 11:50:34 -0700 Subject: [PATCH 04/16] add API to calculate precision and ndcg at each ranking position --- .../mllib/evaluation/RankingMetrics.scala | 43 ++++++++++++++----- .../evaluation/RankingMetricsSuite.scala | 27 +++++++++--- 2 files changed, 55 insertions(+), 15 deletions(-) diff --git a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala index 685e6e27f0ba9..ca236d0ad5127 100644 --- a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala +++ b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala @@ -40,19 +40,32 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] lazy val precAtK: RDD[Array[Double]] = predictionAndLabels.map {case (pred, lab)=> val labSet = lab.toSet val n = pred.length - val topkPrec = Array.fill[Double](n)(0.0) + val topKPrec = Array.fill[Double](n)(0.0) var (i, cnt) = (0, 0) while (i < n) { if (labSet.contains(pred(i))) { cnt += 1 } - topkPrec(i) = cnt.toDouble / (i + 1) + topKPrec(i) = cnt.toDouble / (i + 1) i += 1 } - topkPrec + topKPrec } + /** + * @param k the position to compute the truncated precision + * @return the average precision at the first k ranking positions + */ + def precision(k: Int): Double = precAtK.map {topKPrec => + val n = topKPrec.length + if (k <= n) { + topKPrec(k - 1) + } else { + topKPrec(n - 1) * n / k + } + }.mean + /** * Returns the average precision for each query */ @@ -79,24 +92,34 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] /** * Returns the normalized discounted cumulative gain for each query */ - lazy val ndcg: RDD[Double] = predictionAndLabels.map {case (pred, lab) => + lazy val ndcgAtK: RDD[Array[Double]] = predictionAndLabels.map {case (pred, lab) => val labSet = lab.toSet - val n = math.min(pred.length, labSet.size) + val labSetSize = labSet.size + val n = math.max(pred.length, labSetSize) + val topKNdcg = Array.fill[Double](n)(0.0) var (maxDcg, dcg, i) = (0.0, 0.0, 0) while (i < n) { /* Calculate 1/log2(i + 2) */ - val gain = 1.0 / (math.log(i + 2) / math.log(2)) + val gain = math.log(2) / math.log(i + 2) if (labSet.contains(pred(i))) { dcg += gain } - maxDcg += gain + if (i < labSetSize) { + maxDcg += gain + } + topKNdcg(i) = dcg / maxDcg i += 1 } - dcg / maxDcg + topKNdcg } /** - * Returns the mean NDCG of all the queries + * @param k the position to compute the truncated ndcg + * @return the average ndcg at the first k ranking positions */ - lazy val meanNdcg: Double = ndcg.mean + def ndcg(k: Int): Double = ndcgAtK.map {topKNdcg => + val pos = math.min(k, topKNdcg.length) - 1 + topKNdcg(pos) + }.mean + } diff --git a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala index 1c9c8d7210288..986be6f66cd33 100644 --- a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala +++ b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala @@ -34,16 +34,33 @@ class RankingMetricsSuite extends FunSuite with LocalSparkContext { val precAtK = metrics.precAtK.collect() val avePrec = metrics.avePrec.collect() val map = metrics.meanAvePrec - val ndcg = metrics.ndcg.collect() - val aveNdcg = metrics.meanNdcg + val ndcgAtK = metrics.ndcgAtK.collect() assert(precAtK(0)(4) ~== 0.4 absTol eps) assert(precAtK(1)(6) ~== 3.0/7 absTol eps) + assert(precAtK(0)(2) ~== 2.0/3 absTol eps) + assert(precAtK(1)(2) ~== 1.0/3 absTol eps) + assert(precAtK(0)(9) ~== 0.5 absTol eps) + assert(precAtK(1)(9) ~== 0.3 absTol eps) + + assert(metrics.precision(1) ~== 0.5 absTol eps) + assert(metrics.precision(2) ~== 0.5 absTol eps) + assert(metrics.precision(3) ~== 0.5 absTol eps) + assert(metrics.precision(4) ~== 0.375 absTol eps) + assert(metrics.precision(10) ~== 0.4 absTol eps) + assert(avePrec(0) ~== 0.622222 absTol eps) assert(avePrec(1) ~== 0.442857 absTol eps) + assert(map ~== 0.532539 absTol eps) - assert(ndcg(0) ~== 0.508740 absTol eps) - assert(ndcg(1) ~== 0.296082 absTol eps) - assert(aveNdcg ~== 0.402411 absTol eps) + + assert(ndcgAtK(0)(4) ~== 0.508740 absTol eps) + assert(ndcgAtK(1)(2) ~== 0.296082 absTol eps) + + assert(metrics.ndcg(3) ~== (ndcgAtK(0)(2) + ndcgAtK(1)(2)) / 2 absTol eps) + assert(metrics.ndcg(5) ~== (ndcgAtK(0)(4) + ndcgAtK(1)(4)) / 2 absTol eps) + assert(metrics.ndcg(10) ~== (ndcgAtK(0)(9) + ndcgAtK(1)(9)) / 2 absTol eps) + assert(metrics.ndcg(15) ~== metrics.ndcg(10) absTol eps) + } } From 77c9e5d9ec6b8434cc52cf1fea26c7809a33c53f Mon Sep 17 00:00:00 2001 From: coderxiang Date: Wed, 15 Oct 2014 09:48:08 -0700 Subject: [PATCH 05/16] set precAtK and ndcgAtK as private member. Improve documentation --- .../mllib/evaluation/RankingMetrics.scala | 43 +++++++++++++------ .../evaluation/RankingMetricsSuite.scala | 24 ++--------- 2 files changed, 35 insertions(+), 32 deletions(-) diff --git a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala index ca236d0ad5127..327c9ed34f5c6 100644 --- a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala +++ b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala @@ -23,8 +23,6 @@ import org.apache.spark.SparkContext._ import org.apache.spark.annotation.Experimental import org.apache.spark.rdd.RDD - - /** * ::Experimental:: * Evaluator for ranking algorithms. @@ -37,11 +35,12 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] /** * Returns the precsion@k for each query */ - lazy val precAtK: RDD[Array[Double]] = predictionAndLabels.map {case (pred, lab)=> + private lazy val precAtK: RDD[Array[Double]] = predictionAndLabels.map{ case (pred, lab)=> val labSet = lab.toSet val n = pred.length - val topKPrec = Array.fill[Double](n)(0.0) - var (i, cnt) = (0, 0) + val topKPrec = new Array[Double](n) + var i = 0 + var cnt = 0 while (i < n) { if (labSet.contains(pred(i))) { @@ -54,6 +53,14 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] } /** + * Compute the average precision of all the queries, truncated at ranking position k. + * If for a query, the ranking algorithm returns n (n < k) results, + * the precision value will be computed as #(relevant items retrived) / k. + * See the following paper for detail: + * + * IR evaluation methods for retrieving highly relevant documents. + * K. Jarvelin and J. Kekalainen + * * @param k the position to compute the truncated precision * @return the average precision at the first k ranking positions */ @@ -69,9 +76,11 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] /** * Returns the average precision for each query */ - lazy val avePrec: RDD[Double] = predictionAndLabels.map {case (pred, lab) => + private lazy val avePrec: RDD[Double] = predictionAndLabels.map {case (pred, lab) => val labSet = lab.toSet - var (i, cnt, precSum) = (0, 0, 0.0) + var i = 0 + var cnt = 0 + var precSum = 0.0 val n = pred.length while (i < n) { @@ -87,19 +96,22 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] /** * Returns the mean average precision (MAP) of all the queries */ - lazy val meanAvePrec: Double = avePrec.mean + lazy val meanAveragePrecision: Double = avePrec.mean /** * Returns the normalized discounted cumulative gain for each query */ - lazy val ndcgAtK: RDD[Array[Double]] = predictionAndLabels.map {case (pred, lab) => + private lazy val ndcgAtK: RDD[Array[Double]] = predictionAndLabels.map {case (pred, lab) => val labSet = lab.toSet val labSetSize = labSet.size val n = math.max(pred.length, labSetSize) - val topKNdcg = Array.fill[Double](n)(0.0) - var (maxDcg, dcg, i) = (0.0, 0.0, 0) + val topKNdcg = new Array[Double](n) + var maxDcg = 0.0 + var dcg = 0.0 + var i = 0 + while (i < n) { - /* Calculate 1/log2(i + 2) */ + /** Calculate 1/log2(i + 2) */ val gain = math.log(2) / math.log(i + 2) if (labSet.contains(pred(i))) { dcg += gain @@ -114,6 +126,13 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] } /** + * Compute the average NDCG value of all the queries, truncated at ranking position k. + * If for a query, the ranking algorithm returns n (n < k) results, the NDCG value at + * at position n will be used. See the following paper for detail: + * + * IR evaluation methods for retrieving highly relevant documents. + * K. Jarvelin and J. Kekalainen + * * @param k the position to compute the truncated ndcg * @return the average ndcg at the first k ranking positions */ diff --git a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala index 986be6f66cd33..ffd8e0d7c5841 100644 --- a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala +++ b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala @@ -31,17 +31,7 @@ class RankingMetricsSuite extends FunSuite with LocalSparkContext { val eps: Double = 1E-5 val metrics = new RankingMetrics(predictionAndLabels) - val precAtK = metrics.precAtK.collect() - val avePrec = metrics.avePrec.collect() - val map = metrics.meanAvePrec - val ndcgAtK = metrics.ndcgAtK.collect() - - assert(precAtK(0)(4) ~== 0.4 absTol eps) - assert(precAtK(1)(6) ~== 3.0/7 absTol eps) - assert(precAtK(0)(2) ~== 2.0/3 absTol eps) - assert(precAtK(1)(2) ~== 1.0/3 absTol eps) - assert(precAtK(0)(9) ~== 0.5 absTol eps) - assert(precAtK(1)(9) ~== 0.3 absTol eps) + val map = metrics.meanAveragePrecision assert(metrics.precision(1) ~== 0.5 absTol eps) assert(metrics.precision(2) ~== 0.5 absTol eps) @@ -49,17 +39,11 @@ class RankingMetricsSuite extends FunSuite with LocalSparkContext { assert(metrics.precision(4) ~== 0.375 absTol eps) assert(metrics.precision(10) ~== 0.4 absTol eps) - assert(avePrec(0) ~== 0.622222 absTol eps) - assert(avePrec(1) ~== 0.442857 absTol eps) - assert(map ~== 0.532539 absTol eps) - assert(ndcgAtK(0)(4) ~== 0.508740 absTol eps) - assert(ndcgAtK(1)(2) ~== 0.296082 absTol eps) - - assert(metrics.ndcg(3) ~== (ndcgAtK(0)(2) + ndcgAtK(1)(2)) / 2 absTol eps) - assert(metrics.ndcg(5) ~== (ndcgAtK(0)(4) + ndcgAtK(1)(4)) / 2 absTol eps) - assert(metrics.ndcg(10) ~== (ndcgAtK(0)(9) + ndcgAtK(1)(9)) / 2 absTol eps) + assert(metrics.ndcg(3) ~== 0.5 absTol eps) + assert(metrics.ndcg(5) ~== 0.493182 absTol eps) + assert(metrics.ndcg(10) ~== 0.731869 absTol eps) assert(metrics.ndcg(15) ~== metrics.ndcg(10) absTol eps) } From b794cb2fe831e398df05d66e097faa5eef3f8f0f Mon Sep 17 00:00:00 2001 From: coderxiang Date: Wed, 15 Oct 2014 11:25:29 -0700 Subject: [PATCH 06/16] move private members precAtK, ndcgAtK into public methods. style change --- .../mllib/evaluation/RankingMetrics.scala | 85 ++++++------------- .../evaluation/RankingMetricsSuite.scala | 19 +++-- 2 files changed, 38 insertions(+), 66 deletions(-) diff --git a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala index 327c9ed34f5c6..c252156205193 100644 --- a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala +++ b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala @@ -32,26 +32,6 @@ import org.apache.spark.rdd.RDD @Experimental class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])]) { - /** - * Returns the precsion@k for each query - */ - private lazy val precAtK: RDD[Array[Double]] = predictionAndLabels.map{ case (pred, lab)=> - val labSet = lab.toSet - val n = pred.length - val topKPrec = new Array[Double](n) - var i = 0 - var cnt = 0 - - while (i < n) { - if (labSet.contains(pred(i))) { - cnt += 1 - } - topKPrec(i) = cnt.toDouble / (i + 1) - i += 1 - } - topKPrec - } - /** * Compute the average precision of all the queries, truncated at ranking position k. * If for a query, the ranking algorithm returns n (n < k) results, @@ -64,19 +44,25 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] * @param k the position to compute the truncated precision * @return the average precision at the first k ranking positions */ - def precision(k: Int): Double = precAtK.map {topKPrec => - val n = topKPrec.length - if (k <= n) { - topKPrec(k - 1) - } else { - topKPrec(n - 1) * n / k + def precisionAt(k: Int): Double = predictionAndLabels.map { case (pred, lab) => + val labSet = lab.toSet + val n = math.min(pred.length, k) + var i = 0 + var cnt = 0 + + while (i < n) { + if (labSet.contains(pred(i))) { + cnt += 1 + } + i += 1 } + cnt.toDouble / k }.mean /** - * Returns the average precision for each query + * Returns the mean average precision (MAP) of all the queries */ - private lazy val avePrec: RDD[Double] = predictionAndLabels.map {case (pred, lab) => + lazy val meanAveragePrecision: Double = predictionAndLabels.map { case (pred, lab) => val labSet = lab.toSet var i = 0 var cnt = 0 @@ -91,27 +77,29 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] i += 1 } precSum / labSet.size - } - - /** - * Returns the mean average precision (MAP) of all the queries - */ - lazy val meanAveragePrecision: Double = avePrec.mean + }.mean /** - * Returns the normalized discounted cumulative gain for each query + * Compute the average NDCG value of all the queries, truncated at ranking position k. + * If for a query, the ranking algorithm returns n (n < k) results, the NDCG value at + * at position n will be used. See the following paper for detail: + * + * IR evaluation methods for retrieving highly relevant documents. + * K. Jarvelin and J. Kekalainen + * + * @param k the position to compute the truncated ndcg + * @return the average ndcg at the first k ranking positions */ - private lazy val ndcgAtK: RDD[Array[Double]] = predictionAndLabels.map {case (pred, lab) => + def ndcgAt(k: Int): Double = predictionAndLabels.map { case (pred, lab) => val labSet = lab.toSet val labSetSize = labSet.size - val n = math.max(pred.length, labSetSize) - val topKNdcg = new Array[Double](n) + val n = math.min(math.max(pred.length, labSetSize), k) var maxDcg = 0.0 var dcg = 0.0 var i = 0 while (i < n) { - /** Calculate 1/log2(i + 2) */ + // Calculate 1/log2(i + 2) val gain = math.log(2) / math.log(i + 2) if (labSet.contains(pred(i))) { dcg += gain @@ -119,26 +107,9 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] if (i < labSetSize) { maxDcg += gain } - topKNdcg(i) = dcg / maxDcg i += 1 } - topKNdcg - } - - /** - * Compute the average NDCG value of all the queries, truncated at ranking position k. - * If for a query, the ranking algorithm returns n (n < k) results, the NDCG value at - * at position n will be used. See the following paper for detail: - * - * IR evaluation methods for retrieving highly relevant documents. - * K. Jarvelin and J. Kekalainen - * - * @param k the position to compute the truncated ndcg - * @return the average ndcg at the first k ranking positions - */ - def ndcg(k: Int): Double = ndcgAtK.map {topKNdcg => - val pos = math.min(k, topKNdcg.length) - 1 - topKNdcg(pos) + dcg / maxDcg }.mean } diff --git a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala index ffd8e0d7c5841..d82b8ba0d404e 100644 --- a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala +++ b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala @@ -18,6 +18,7 @@ package org.apache.spark.mllib.evaluation import org.scalatest.FunSuite + import org.apache.spark.mllib.util.TestingUtils._ import org.apache.spark.mllib.util.LocalSparkContext @@ -33,18 +34,18 @@ class RankingMetricsSuite extends FunSuite with LocalSparkContext { val metrics = new RankingMetrics(predictionAndLabels) val map = metrics.meanAveragePrecision - assert(metrics.precision(1) ~== 0.5 absTol eps) - assert(metrics.precision(2) ~== 0.5 absTol eps) - assert(metrics.precision(3) ~== 0.5 absTol eps) - assert(metrics.precision(4) ~== 0.375 absTol eps) - assert(metrics.precision(10) ~== 0.4 absTol eps) + assert(metrics.precisionAt(1) ~== 0.5 absTol eps) + assert(metrics.precisionAt(2) ~== 0.5 absTol eps) + assert(metrics.precisionAt(3) ~== 0.5 absTol eps) + assert(metrics.precisionAt(4) ~== 0.375 absTol eps) + assert(metrics.precisionAt(10) ~== 0.4 absTol eps) assert(map ~== 0.532539 absTol eps) - assert(metrics.ndcg(3) ~== 0.5 absTol eps) - assert(metrics.ndcg(5) ~== 0.493182 absTol eps) - assert(metrics.ndcg(10) ~== 0.731869 absTol eps) - assert(metrics.ndcg(15) ~== metrics.ndcg(10) absTol eps) + assert(metrics.ndcgAt(3) ~== 0.5 absTol eps) + assert(metrics.ndcgAt(5) ~== 0.493182 absTol eps) + assert(metrics.ndcgAt(10) ~== 0.731869 absTol eps) + assert(metrics.ndcgAt(15) ~== metrics.ndcgAt(10) absTol eps) } } From f66612df4e9d026766071e4c36ff50863aad40bc Mon Sep 17 00:00:00 2001 From: coderxiang Date: Thu, 16 Oct 2014 10:05:27 -0700 Subject: [PATCH 07/16] add additional test of precisionAt --- .../org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala | 2 ++ 1 file changed, 2 insertions(+) diff --git a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala index d82b8ba0d404e..556b8eec08a4d 100644 --- a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala +++ b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala @@ -38,7 +38,9 @@ class RankingMetricsSuite extends FunSuite with LocalSparkContext { assert(metrics.precisionAt(2) ~== 0.5 absTol eps) assert(metrics.precisionAt(3) ~== 0.5 absTol eps) assert(metrics.precisionAt(4) ~== 0.375 absTol eps) + assert(metrics.precisionAt(5) ~== 0.4 absTol eps) assert(metrics.precisionAt(10) ~== 0.4 absTol eps) + assert(metrics.precisionAt(15) ~== 0.266666 absTol eps) assert(map ~== 0.532539 absTol eps) From 62047c477804d31dc31a55f2b1ee1bd7e71554ec Mon Sep 17 00:00:00 2001 From: coderxiang Date: Mon, 20 Oct 2014 08:20:59 -0700 Subject: [PATCH 08/16] style change and add documentation --- .../mllib/evaluation/RankingMetrics.scala | 117 +++++++++++------- 1 file changed, 69 insertions(+), 48 deletions(-) diff --git a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala index c252156205193..ec4377735cc6a 100644 --- a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala +++ b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala @@ -34,82 +34,103 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] /** * Compute the average precision of all the queries, truncated at ranking position k. + * * If for a query, the ranking algorithm returns n (n < k) results, * the precision value will be computed as #(relevant items retrived) / k. + * This formula also applies when the size of the ground truth set is less than k. + * + * If a query has an empty ground truth set, one will be returned. * See the following paper for detail: * * IR evaluation methods for retrieving highly relevant documents. * K. Jarvelin and J. Kekalainen * - * @param k the position to compute the truncated precision + * @param k the position to compute the truncated precision, must be positive * @return the average precision at the first k ranking positions */ - def precisionAt(k: Int): Double = predictionAndLabels.map { case (pred, lab) => - val labSet = lab.toSet - val n = math.min(pred.length, k) - var i = 0 - var cnt = 0 + def precisionAt(k: Int): Double = { + require (k > 0,"ranking position k should be positive") + predictionAndLabels.map { case (pred, lab) => + val labSet = lab.toSet + val n = math.min(pred.length, k) + var i = 0 + var cnt = 0 - while (i < n) { - if (labSet.contains(pred(i))) { - cnt += 1 + while (i < n) { + if (labSet.contains(pred(i))) { + cnt += 1 + } + i += 1 } - i += 1 - } - cnt.toDouble / k - }.mean + if (labSet.size == 0) 1.0 else cnt.toDouble / k + }.mean + } /** * Returns the mean average precision (MAP) of all the queries */ - lazy val meanAveragePrecision: Double = predictionAndLabels.map { case (pred, lab) => - val labSet = lab.toSet - var i = 0 - var cnt = 0 - var precSum = 0.0 - val n = pred.length + lazy val meanAveragePrecision: Double = { + predictionAndLabels.map { case (pred, lab) => + val labSet = lab.toSet + var i = 0 + var cnt = 0 + var precSum = 0.0 + val n = pred.length - while (i < n) { - if (labSet.contains(pred(i))) { - cnt += 1 - precSum += cnt.toDouble / (i + 1) + while (i < n) { + if (labSet.contains(pred(i))) { + cnt += 1 + precSum += cnt.toDouble / (i + 1) + } + i += 1 } - i += 1 - } - precSum / labSet.size - }.mean + precSum / labSet.size + }.mean + } /** * Compute the average NDCG value of all the queries, truncated at ranking position k. + * The discounted cumulative gain at position k is computed as: + * \sum_{i=1}^k (2^{relevance of ith item} - 1) / log(i + 1), + * and the NDCG is obtained by dividing the DCG value on the ground truth set. In the + * current implementation, the relevance value is binary. + * * If for a query, the ranking algorithm returns n (n < k) results, the NDCG value at - * at position n will be used. See the following paper for detail: + * at position n will be used. If the ground truth set contains n (n < k) results, + * the first n items will be used to compute the DCG value on the ground truth set. + * + * If a query has an empty ground truth set, zero will be returned. + * + * See the following paper for detail: * * IR evaluation methods for retrieving highly relevant documents. * K. Jarvelin and J. Kekalainen * - * @param k the position to compute the truncated ndcg + * @param k the position to compute the truncated ndcg, must be positive * @return the average ndcg at the first k ranking positions */ - def ndcgAt(k: Int): Double = predictionAndLabels.map { case (pred, lab) => - val labSet = lab.toSet - val labSetSize = labSet.size - val n = math.min(math.max(pred.length, labSetSize), k) - var maxDcg = 0.0 - var dcg = 0.0 - var i = 0 + def ndcgAt(k: Int): Double = { + require (k > 0,"ranking position k should be positive") + predictionAndLabels.map { case (pred, lab) => + val labSet = lab.toSet + val labSetSize = labSet.size + val n = math.min(math.max(pred.length, labSetSize), k) + var maxDcg = 0.0 + var dcg = 0.0 + var i = 0 - while (i < n) { - // Calculate 1/log2(i + 2) - val gain = math.log(2) / math.log(i + 2) - if (labSet.contains(pred(i))) { - dcg += gain - } - if (i < labSetSize) { - maxDcg += gain + while (i < n) { + val gain = 1.0 / math.log(i + 2) + if (labSet.contains(pred(i))) { + dcg += gain + } + if (i < labSetSize) { + maxDcg += gain + } + i += 1 } - i += 1 - } - dcg / maxDcg - }.mean + if (labSetSize == 0) 0.0 else dcg / maxDcg + }.mean + } } From dfae292e3642a1b5d74674078698b7425aa1667c Mon Sep 17 00:00:00 2001 From: coderxiang Date: Mon, 20 Oct 2014 08:46:02 -0700 Subject: [PATCH 09/16] handle empty labSet for map. add test --- .../mllib/evaluation/RankingMetrics.scala | 6 +++-- .../evaluation/RankingMetricsSuite.scala | 25 ++++++++++--------- 2 files changed, 17 insertions(+), 14 deletions(-) diff --git a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala index ec4377735cc6a..c1a7f0fa8a68c 100644 --- a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala +++ b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala @@ -67,11 +67,13 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] } /** - * Returns the mean average precision (MAP) of all the queries + * Returns the mean average precision (MAP) of all the queries. + * If a query has an empty ground truth set, the average precision will be 1.0 */ lazy val meanAveragePrecision: Double = { predictionAndLabels.map { case (pred, lab) => val labSet = lab.toSet + val labSetSize = labSet.size var i = 0 var cnt = 0 var precSum = 0.0 @@ -84,7 +86,7 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] } i += 1 } - precSum / labSet.size + if (labSetSize == 0) 1.0 else precSum / labSet.size }.mean } diff --git a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala index 556b8eec08a4d..ac546a0bd8f10 100644 --- a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala +++ b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala @@ -27,26 +27,27 @@ class RankingMetricsSuite extends FunSuite with LocalSparkContext { val predictionAndLabels = sc.parallelize( Seq( (Array[Int](1, 6, 2, 7, 8, 3, 9, 10, 4, 5), Array[Int](1, 2, 3, 4, 5)), - (Array[Int](4, 1, 5, 6, 2, 7, 3, 8, 9, 10), Array[Int](1, 2, 3)) + (Array[Int](4, 1, 5, 6, 2, 7, 3, 8, 9, 10), Array[Int](1, 2, 3)), + (Array[Int](1, 2, 3, 4, 5), Array[Int]()) ), 2) val eps: Double = 1E-5 val metrics = new RankingMetrics(predictionAndLabels) val map = metrics.meanAveragePrecision - assert(metrics.precisionAt(1) ~== 0.5 absTol eps) - assert(metrics.precisionAt(2) ~== 0.5 absTol eps) - assert(metrics.precisionAt(3) ~== 0.5 absTol eps) - assert(metrics.precisionAt(4) ~== 0.375 absTol eps) - assert(metrics.precisionAt(5) ~== 0.4 absTol eps) - assert(metrics.precisionAt(10) ~== 0.4 absTol eps) - assert(metrics.precisionAt(15) ~== 0.266666 absTol eps) + assert(metrics.precisionAt(1) ~== 2.0/3 absTol eps) + assert(metrics.precisionAt(2) ~== 2.0/3 absTol eps) + assert(metrics.precisionAt(3) ~== 2.0/3 absTol eps) + assert(metrics.precisionAt(4) ~== 1.75/3 absTol eps) + assert(metrics.precisionAt(5) ~== 0.6 absTol eps) + assert(metrics.precisionAt(10) ~== 0.6 absTol eps) + assert(metrics.precisionAt(15) ~== 23.0/45 absTol eps) - assert(map ~== 0.532539 absTol eps) + assert(map ~== 0.6883598 absTol eps) - assert(metrics.ndcgAt(3) ~== 0.5 absTol eps) - assert(metrics.ndcgAt(5) ~== 0.493182 absTol eps) - assert(metrics.ndcgAt(10) ~== 0.731869 absTol eps) + assert(metrics.ndcgAt(3) ~== 1.0/3 absTol eps) + assert(metrics.ndcgAt(5) ~== 0.328788 absTol eps) + assert(metrics.ndcgAt(10) ~== 0.487913 absTol eps) assert(metrics.ndcgAt(15) ~== metrics.ndcgAt(10) absTol eps) } From d64c1201e439d2894a76196659c59b9abb03be5e Mon Sep 17 00:00:00 2001 From: coderxiang Date: Mon, 20 Oct 2014 09:07:40 -0700 Subject: [PATCH 10/16] add logWarning for empty ground truth set --- .../mllib/evaluation/RankingMetrics.scala | 49 +++++++++++++------ 1 file changed, 34 insertions(+), 15 deletions(-) diff --git a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala index c1a7f0fa8a68c..e3eabf5c4026b 100644 --- a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala +++ b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala @@ -19,6 +19,7 @@ package org.apache.spark.mllib.evaluation import scala.reflect.ClassTag +import org.apache.spark.Logging import org.apache.spark.SparkContext._ import org.apache.spark.annotation.Experimental import org.apache.spark.rdd.RDD @@ -30,16 +31,18 @@ import org.apache.spark.rdd.RDD * @param predictionAndLabels an RDD of (predicted ranking, ground truth set) pairs. */ @Experimental -class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])]) { +class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])]) + extends Logging with Serializable { /** * Compute the average precision of all the queries, truncated at ranking position k. * - * If for a query, the ranking algorithm returns n (n < k) results, - * the precision value will be computed as #(relevant items retrived) / k. - * This formula also applies when the size of the ground truth set is less than k. + * If for a query, the ranking algorithm returns n (n < k) results, the precision value will be + * computed as #(relevant items retrived) / k. This formula also applies when the size of the + * ground truth set is less than k. + * + * If a query has an empty ground truth set, one will be returned together with a log warning. * - * If a query has an empty ground truth set, one will be returned. * See the following paper for detail: * * IR evaluation methods for retrieving highly relevant documents. @@ -62,13 +65,19 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] } i += 1 } - if (labSet.size == 0) 1.0 else cnt.toDouble / k + if (labSet.size == 0) { + logWarning("Empty ground truth set, check input data") + 1.0 + } else { + cnt.toDouble / k + } }.mean } /** * Returns the mean average precision (MAP) of all the queries. - * If a query has an empty ground truth set, the average precision will be 1.0 + * If a query has an empty ground truth set, the average precision will be 1.0 and a log + * warining is generated. */ lazy val meanAveragePrecision: Double = { predictionAndLabels.map { case (pred, lab) => @@ -86,7 +95,12 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] } i += 1 } - if (labSetSize == 0) 1.0 else precSum / labSet.size + if (labSetSize == 0) { + logWarning("Empty ground truth set, check input data") + 1.0 + } else { + precSum / labSet.size + } }.mean } @@ -94,14 +108,14 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] * Compute the average NDCG value of all the queries, truncated at ranking position k. * The discounted cumulative gain at position k is computed as: * \sum_{i=1}^k (2^{relevance of ith item} - 1) / log(i + 1), - * and the NDCG is obtained by dividing the DCG value on the ground truth set. In the - * current implementation, the relevance value is binary. + * and the NDCG is obtained by dividing the DCG value on the ground truth set. In the current + * implementation, the relevance value is binary. * - * If for a query, the ranking algorithm returns n (n < k) results, the NDCG value at - * at position n will be used. If the ground truth set contains n (n < k) results, - * the first n items will be used to compute the DCG value on the ground truth set. + * If for a query, the ranking algorithm returns n (n < k) results, the NDCG value at position n + * will be used. If the ground truth set contains n (n < k) results, the first n items will be + * used to compute the DCG value on the ground truth set. * - * If a query has an empty ground truth set, zero will be returned. + * If a query has an empty ground truth set, zero will be returned together with a log warning. * * See the following paper for detail: * @@ -131,7 +145,12 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] } i += 1 } - if (labSetSize == 0) 0.0 else dcg / maxDcg + if (labSetSize == 0) { + logWarning("Empty ground truth set, check input data") + 0.0 + } else { + dcg / maxDcg + } }.mean } From be6645eb4a6814f0a8d9983625444630e04e723e Mon Sep 17 00:00:00 2001 From: coderxiang Date: Mon, 20 Oct 2014 09:41:42 -0700 Subject: [PATCH 11/16] set the precision of empty labset to 0.0 --- .../mllib/evaluation/RankingMetrics.scala | 8 ++++---- .../mllib/evaluation/RankingMetricsSuite.scala | 18 +++++++++--------- 2 files changed, 13 insertions(+), 13 deletions(-) diff --git a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala index e3eabf5c4026b..14ff1fea7216f 100644 --- a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala +++ b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala @@ -41,7 +41,7 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] * computed as #(relevant items retrived) / k. This formula also applies when the size of the * ground truth set is less than k. * - * If a query has an empty ground truth set, one will be returned together with a log warning. + * If a query has an empty ground truth set, zero will be returned together with a log warning. * * See the following paper for detail: * @@ -67,7 +67,7 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] } if (labSet.size == 0) { logWarning("Empty ground truth set, check input data") - 1.0 + 0.0 } else { cnt.toDouble / k } @@ -76,7 +76,7 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] /** * Returns the mean average precision (MAP) of all the queries. - * If a query has an empty ground truth set, the average precision will be 1.0 and a log + * If a query has an empty ground truth set, the average precision will be zero and a log * warining is generated. */ lazy val meanAveragePrecision: Double = { @@ -97,7 +97,7 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] } if (labSetSize == 0) { logWarning("Empty ground truth set, check input data") - 1.0 + 0.0 } else { precSum / labSet.size } diff --git a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala index ac546a0bd8f10..a2d4bb41484b8 100644 --- a/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala +++ b/mllib/src/test/scala/org/apache/spark/mllib/evaluation/RankingMetricsSuite.scala @@ -35,15 +35,15 @@ class RankingMetricsSuite extends FunSuite with LocalSparkContext { val metrics = new RankingMetrics(predictionAndLabels) val map = metrics.meanAveragePrecision - assert(metrics.precisionAt(1) ~== 2.0/3 absTol eps) - assert(metrics.precisionAt(2) ~== 2.0/3 absTol eps) - assert(metrics.precisionAt(3) ~== 2.0/3 absTol eps) - assert(metrics.precisionAt(4) ~== 1.75/3 absTol eps) - assert(metrics.precisionAt(5) ~== 0.6 absTol eps) - assert(metrics.precisionAt(10) ~== 0.6 absTol eps) - assert(metrics.precisionAt(15) ~== 23.0/45 absTol eps) - - assert(map ~== 0.6883598 absTol eps) + assert(metrics.precisionAt(1) ~== 1.0/3 absTol eps) + assert(metrics.precisionAt(2) ~== 1.0/3 absTol eps) + assert(metrics.precisionAt(3) ~== 1.0/3 absTol eps) + assert(metrics.precisionAt(4) ~== 0.75/3 absTol eps) + assert(metrics.precisionAt(5) ~== 0.8/3 absTol eps) + assert(metrics.precisionAt(10) ~== 0.8/3 absTol eps) + assert(metrics.precisionAt(15) ~== 8.0/45 absTol eps) + + assert(map ~== 0.355026 absTol eps) assert(metrics.ndcgAt(3) ~== 1.0/3 absTol eps) assert(metrics.ndcgAt(5) ~== 0.328788 absTol eps) From f62689614f35d87f60ac167ac1069cb7fd0663ee Mon Sep 17 00:00:00 2001 From: coderxiang Date: Tue, 21 Oct 2014 09:40:52 -0700 Subject: [PATCH 12/16] improve doc and remove unnecessary computation while labSet is empty --- .../mllib/evaluation/RankingMetrics.scala | 98 +++++++++---------- 1 file changed, 47 insertions(+), 51 deletions(-) diff --git a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala index 14ff1fea7216f..e6ae183661299 100644 --- a/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala +++ b/mllib/src/main/scala/org/apache/spark/mllib/evaluation/RankingMetrics.scala @@ -38,10 +38,11 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] * Compute the average precision of all the queries, truncated at ranking position k. * * If for a query, the ranking algorithm returns n (n < k) results, the precision value will be - * computed as #(relevant items retrived) / k. This formula also applies when the size of the + * computed as #(relevant items retrieved) / k. This formula also applies when the size of the * ground truth set is less than k. * - * If a query has an empty ground truth set, zero will be returned together with a log warning. + * If a query has an empty ground truth set, zero will be used as precision together with + * a log warning. * * See the following paper for detail: * @@ -52,24 +53,24 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] * @return the average precision at the first k ranking positions */ def precisionAt(k: Int): Double = { - require (k > 0,"ranking position k should be positive") + require(k > 0, "ranking position k should be positive") predictionAndLabels.map { case (pred, lab) => val labSet = lab.toSet - val n = math.min(pred.length, k) - var i = 0 - var cnt = 0 - while (i < n) { - if (labSet.contains(pred(i))) { - cnt += 1 + if (labSet.nonEmpty) { + val n = math.min(pred.length, k) + var i = 0 + var cnt = 0 + while (i < n) { + if (labSet.contains(pred(i))) { + cnt += 1 + } + i += 1 } - i += 1 - } - if (labSet.size == 0) { + cnt.toDouble / k + } else { logWarning("Empty ground truth set, check input data") 0.0 - } else { - cnt.toDouble / k } }.mean } @@ -82,24 +83,23 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] lazy val meanAveragePrecision: Double = { predictionAndLabels.map { case (pred, lab) => val labSet = lab.toSet - val labSetSize = labSet.size - var i = 0 - var cnt = 0 - var precSum = 0.0 - val n = pred.length - while (i < n) { - if (labSet.contains(pred(i))) { - cnt += 1 - precSum += cnt.toDouble / (i + 1) + if (labSet.nonEmpty) { + var i = 0 + var cnt = 0 + var precSum = 0.0 + val n = pred.length + while (i < n) { + if (labSet.contains(pred(i))) { + cnt += 1 + precSum += cnt.toDouble / (i + 1) + } + i += 1 } - i += 1 - } - if (labSetSize == 0) { + precSum / labSet.size + } else { logWarning("Empty ground truth set, check input data") 0.0 - } else { - precSum / labSet.size } }.mean } @@ -111,11 +111,7 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] * and the NDCG is obtained by dividing the DCG value on the ground truth set. In the current * implementation, the relevance value is binary. * - * If for a query, the ranking algorithm returns n (n < k) results, the NDCG value at position n - * will be used. If the ground truth set contains n (n < k) results, the first n items will be - * used to compute the DCG value on the ground truth set. - * - * If a query has an empty ground truth set, zero will be returned together with a log warning. + * If a query has an empty ground truth set, zero will be used as ndcg together with a log warning. * * See the following paper for detail: * @@ -126,30 +122,30 @@ class RankingMetrics[T: ClassTag](predictionAndLabels: RDD[(Array[T], Array[T])] * @return the average ndcg at the first k ranking positions */ def ndcgAt(k: Int): Double = { - require (k > 0,"ranking position k should be positive") + require(k > 0, "ranking position k should be positive") predictionAndLabels.map { case (pred, lab) => val labSet = lab.toSet - val labSetSize = labSet.size - val n = math.min(math.max(pred.length, labSetSize), k) - var maxDcg = 0.0 - var dcg = 0.0 - var i = 0 - while (i < n) { - val gain = 1.0 / math.log(i + 2) - if (labSet.contains(pred(i))) { - dcg += gain + if (labSet.nonEmpty) { + val labSetSize = labSet.size + val n = math.min(math.max(pred.length, labSetSize), k) + var maxDcg = 0.0 + var dcg = 0.0 + var i = 0 + while (i < n) { + val gain = 1.0 / math.log(i + 2) + if (labSet.contains(pred(i))) { + dcg += gain + } + if (i < labSetSize) { + maxDcg += gain + } + i += 1 } - if (i < labSetSize) { - maxDcg += gain - } - i += 1 - } - if (labSetSize == 0) { + dcg / maxDcg + } else { logWarning("Empty ground truth set, check input data") 0.0 - } else { - dcg / maxDcg } }.mean } From f113ee11844f7f22c3e719079415d8c86828355c Mon Sep 17 00:00:00 2001 From: coderxiang Date: Tue, 21 Oct 2014 11:10:49 -0700 Subject: [PATCH 13/16] modify doc for displaying superscript and subscript --- _site/CONTRIBUTING.md | 12 + _site/LICENSE | 835 ++ _site/NOTICE | 574 + _site/README.md | 97 + _site/assembly/README | 12 + _site/assembly/pom.xml | 363 + _site/assembly/src/deb/RELEASE | 2 + _site/assembly/src/deb/control/control | 8 + 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_site/core/src/main/scala/org/apache/spark/util/ParentClassLoader.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/SerializableBuffer.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/SignalLogger.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/SizeEstimator.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/StatCounter.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/TaskCompletionListener.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/TaskCompletionListenerException.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/TimeStampedHashMap.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/TimeStampedHashSet.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/TimeStampedWeakValueHashMap.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/Utils.scala create mode 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_site/core/src/main/scala/org/apache/spark/util/collection/SizeTracker.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/collection/SizeTrackingAppendOnlyMap.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/collection/SizeTrackingPairBuffer.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/collection/SizeTrackingPairCollection.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/collection/SizeTrackingVector.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/collection/SortDataFormat.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/collection/Spillable.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/collection/Utils.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/io/ByteArrayChunkOutputStream.scala create mode 100644 _site/core/src/main/scala/org/apache/spark/util/logging/FileAppender.scala create mode 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100644 _site/yarn/stable/src/main/scala/org/apache/spark/deploy/yarn/Client.scala create mode 100644 _site/yarn/stable/src/main/scala/org/apache/spark/deploy/yarn/ExecutorRunnable.scala create mode 100644 _site/yarn/stable/src/main/scala/org/apache/spark/deploy/yarn/YarnAllocationHandler.scala create mode 100644 _site/yarn/stable/src/main/scala/org/apache/spark/deploy/yarn/YarnRMClientImpl.scala create mode 100644 _site/yarn/stable/src/test/resources/log4j.properties create mode 100644 _site/yarn/stable/src/test/scala/org/apache/spark/deploy/yarn/YarnClusterSuite.scala diff --git a/_site/CONTRIBUTING.md b/_site/CONTRIBUTING.md new file mode 100644 index 0000000000000..b6c6b050fa331 --- /dev/null +++ b/_site/CONTRIBUTING.md @@ -0,0 +1,12 @@ +## Contributing to Spark + +Contributions via GitHub pull requests are gladly accepted from their original +author. Along with any pull requests, please state that the contribution is +your original work and that you license the work to the project under the +project's open source license. Whether or not you state this explicitly, by +submitting any copyrighted material via pull request, email, or other means +you agree to license the material under the project's open source license and +warrant that you have the legal authority to do so. + +Please see the [Contributing to Spark wiki page](https://cwiki.apache.org/SPARK/Contributing+to+Spark) +for more information. diff --git a/_site/LICENSE b/_site/LICENSE new file mode 100644 index 0000000000000..a7eee041129cb --- /dev/null +++ b/_site/LICENSE @@ -0,0 +1,835 @@ + + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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Your use of the source code for the these +subcomponents is subject to the terms and conditions of the following +licenses. + + +======================================================================= +For the Boto EC2 library (ec2/third_party/boto*.zip): +======================================================================= + +Copyright (c) 2006-2008 Mitch Garnaat http://garnaat.org/ + +Permission is hereby granted, free of charge, to any person obtaining a +copy of this software and associated documentation files (the +"Software"), to deal in the Software without restriction, including +without limitation the rights to use, copy, modify, merge, publish, dis- +tribute, sublicense, and/or sell copies of the Software, and to permit +persons to whom the Software is furnished to do so, subject to the fol- +lowing conditions: + +The above copyright notice and this permission notice shall be included +in all copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS +OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABIL- +ITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. 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IN NO EVENT SHALL THE COPYRIGHT +OWNER 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. + +======================================================================== +For heapq (pyspark/heapq3.py): +======================================================================== + +# A. HISTORY OF THE SOFTWARE +# ========================== +# +# Python was created in the early 1990s by Guido van Rossum at Stichting +# Mathematisch Centrum (CWI, see http://www.cwi.nl) in the Netherlands +# as a successor of a language called ABC. Guido remains Python's +# principal author, although it includes many contributions from others. +# +# In 1995, Guido continued his work on Python at the Corporation for +# National Research Initiatives (CNRI, see http://www.cnri.reston.va.us) +# in Reston, Virginia where he released several versions of the +# software. +# +# In May 2000, Guido and the Python core development team moved to +# BeOpen.com to form the BeOpen PythonLabs team. In October of the same +# year, the PythonLabs team moved to Digital Creations (now Zope +# Corporation, see http://www.zope.com). In 2001, the Python Software +# Foundation (PSF, see http://www.python.org/psf/) was formed, a +# non-profit organization created specifically to own Python-related +# Intellectual Property. Zope Corporation is a sponsoring member of +# the PSF. +# +# All Python releases are Open Source (see http://www.opensource.org for +# the Open Source Definition). 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(1) +# +# 0.9.0 thru 1.2 1991-1995 CWI yes +# 1.3 thru 1.5.2 1.2 1995-1999 CNRI yes +# 1.6 1.5.2 2000 CNRI no +# 2.0 1.6 2000 BeOpen.com no +# 1.6.1 1.6 2001 CNRI yes (2) +# 2.1 2.0+1.6.1 2001 PSF no +# 2.0.1 2.0+1.6.1 2001 PSF yes +# 2.1.1 2.1+2.0.1 2001 PSF yes +# 2.2 2.1.1 2001 PSF yes +# 2.1.2 2.1.1 2002 PSF yes +# 2.1.3 2.1.2 2002 PSF yes +# 2.2.1 2.2 2002 PSF yes +# 2.2.2 2.2.1 2002 PSF yes +# 2.2.3 2.2.2 2003 PSF yes +# 2.3 2.2.2 2002-2003 PSF yes +# 2.3.1 2.3 2002-2003 PSF yes +# 2.3.2 2.3.1 2002-2003 PSF yes +# 2.3.3 2.3.2 2002-2003 PSF yes +# 2.3.4 2.3.3 2004 PSF yes +# 2.3.5 2.3.4 2005 PSF yes +# 2.4 2.3 2004 PSF yes +# 2.4.1 2.4 2005 PSF yes +# 2.4.2 2.4.1 2005 PSF yes +# 2.4.3 2.4.2 2006 PSF yes +# 2.4.4 2.4.3 2006 PSF yes +# 2.5 2.4 2006 PSF yes +# 2.5.1 2.5 2007 PSF yes +# 2.5.2 2.5.1 2008 PSF yes +# 2.5.3 2.5.2 2008 PSF yes +# 2.6 2.5 2008 PSF yes +# 2.6.1 2.6 2008 PSF yes +# 2.6.2 2.6.1 2009 PSF yes +# 2.6.3 2.6.2 2009 PSF yes +# 2.6.4 2.6.3 2009 PSF yes +# 2.6.5 2.6.4 2010 PSF yes +# 2.7 2.6 2010 PSF yes +# +# Footnotes: +# +# (1) GPL-compatible doesn't mean that we're distributing Python under +# the GPL. All Python licenses, unlike the GPL, let you distribute +# a modified version without making your changes open source. The +# GPL-compatible licenses make it possible to combine Python with +# other software that is released under the GPL; the others don't. +# +# (2) According to Richard Stallman, 1.6.1 is not GPL-compatible, +# because its license has a choice of law clause. According to +# CNRI, however, Stallman's lawyer has told CNRI's lawyer that 1.6.1 +# is "not incompatible" with the GPL. +# +# Thanks to the many outside volunteers who have worked under Guido's +# direction to make these releases possible. +# +# +# B. TERMS AND CONDITIONS FOR ACCESSING OR OTHERWISE USING PYTHON +# =============================================================== +# +# PYTHON SOFTWARE FOUNDATION LICENSE VERSION 2 +# -------------------------------------------- +# +# 1. 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All rights reserved. +# +# Permission to use, copy, modify, and distribute this software and its +# documentation for any purpose and without fee is hereby granted, +# provided that the above copyright notice appear in all copies and that +# both that copyright notice and this permission notice appear in +# supporting documentation, and that the name of Stichting Mathematisch +# Centrum or CWI not be used in advertising or publicity pertaining to +# distribution of the software without specific, written prior +# permission. +# +# STICHTING MATHEMATISCH CENTRUM DISCLAIMS ALL WARRANTIES WITH REGARD TO +# THIS SOFTWARE, INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY AND +# FITNESS, IN NO EVENT SHALL STICHTING MATHEMATISCH CENTRUM BE LIABLE +# FOR ANY SPECIAL, INDIRECT OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES +# WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN +# ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT +# OF OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE. + +======================================================================== +For sorttable (core/src/main/resources/org/apache/spark/ui/static/sorttable.js): +======================================================================== + +Copyright (c) 1997-2007 Stuart Langridge + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN +THE SOFTWARE. + + +======================================================================== +For Scala Interpreter classes (all .scala files in repl/src/main/scala +except for Main.Scala, SparkHelper.scala and ExecutorClassLoader.scala): +======================================================================== + +Copyright (c) 2002-2013 EPFL +Copyright (c) 2011-2013 Typesafe, 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 EPFL 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 OWNER 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. + + +======================================================================== +For sbt and sbt-launch-lib.bash in sbt/: +======================================================================== + +// Generated from http://www.opensource.org/licenses/bsd-license.php +Copyright (c) 2011, Paul Phillips. +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 author 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. + +======================================================================== +For colt: +======================================================================== + +Copyright (c) 1999 CERN - European Organization for Nuclear Research. +Permission to use, copy, modify, distribute and sell this software and its documentation for any purpose is hereby granted without fee, provided that the above copyright notice appear in all copies and that both that copyright notice and this permission notice appear in supporting documentation. CERN makes no representations about the suitability of this software for any purpose. It is provided "as is" without expressed or implied warranty. + +Packages hep.aida.* + +Written by Pavel Binko, Dino Ferrero Merlino, Wolfgang Hoschek, Tony Johnson, Andreas Pfeiffer, and others. Check the FreeHEP home page for more info. Permission to use and/or redistribute this work is granted under the terms of the LGPL License, with the exception that any usage related to military applications is expressly forbidden. 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Oliphant for the SciPy library (http://www.scipy.org/) +Copyright © 2003-2009 SciPy Developers. +=============================================================================== + +The LinearConstraint, LinearObjectiveFunction, LinearOptimizer, +RelationShip, SimplexSolver and SimplexTableau classes in package +org.apache.commons.math3.optimization.linear include software developed by +Benjamin McCann (http://www.benmccann.com) and distributed with +the following copyright: Copyright 2009 Google Inc. +=============================================================================== + +This product includes software developed by the +University of Chicago, as Operator of Argonne National +Laboratory. +The LevenbergMarquardtOptimizer class in package +org.apache.commons.math3.optimization.general includes software +translated from the lmder, lmpar and qrsolv Fortran routines +from the Minpack package +Minpack Copyright Notice (1999) University of Chicago. All rights reserved +=============================================================================== + +The GraggBulirschStoerIntegrator class in package +org.apache.commons.math3.ode.nonstiff includes software translated +from the odex Fortran routine developed by E. Hairer and G. Wanner. +Original source copyright: +Copyright (c) 2004, Ernst Hairer +=============================================================================== + +The EigenDecompositionImpl class in package +org.apache.commons.math3.linear includes software translated +from some LAPACK Fortran routines. Original source copyright: +Copyright (c) 1992-2008 The University of Tennessee. All rights reserved. +=============================================================================== + +The MersenneTwister class in package org.apache.commons.math3.random +includes software translated from the 2002-01-26 version of +the Mersenne-Twister generator written in C by Makoto Matsumoto and Takuji +Nishimura. Original source copyright: +Copyright (C) 1997 - 2002, Makoto Matsumoto and Takuji Nishimura, +All rights reserved +=============================================================================== + +The LocalizedFormatsTest class in the unit tests is an adapted version of +the OrekitMessagesTest class from the orekit library distributed under the +terms of the Apache 2 licence. Original source copyright: +Copyright 2010 CS Systèmes d'Information +=============================================================================== + +The HermiteInterpolator class and its corresponding test have been imported from +the orekit library distributed under the terms of the Apache 2 licence. Original +source copyright: +Copyright 2010-2012 CS Systèmes d'Information +=============================================================================== + +The creation of the package "o.a.c.m.analysis.integration.gauss" was inspired +by an original code donated by Sébastien Brisard. +=============================================================================== + +The complete text of licenses and disclaimers associated with the the original +sources enumerated above at the time of code translation are in the LICENSE.txt +file. + +This product currently only contains code developed by authors +of specific components, as identified by the source code files; +if such notes are missing files have been created by +Tatu Saloranta. + +For additional credits (generally to people who reported problems) +see CREDITS file. + +Apache Commons Lang +Copyright 2001-2011 The Apache Software Foundation + +Apache Commons Compress +Copyright 2002-2012 The Apache Software Foundation + +Apache Commons CLI +Copyright 2001-2009 The Apache Software Foundation + +Google Guice - Extensions - Servlet +Copyright 2006-2011 Google, Inc. + +Google Guice - Core Library +Copyright 2006-2011 Google, Inc. + +Apache Jakarta HttpClient +Copyright 1999-2007 The Apache Software Foundation + +Apache Hive +Copyright 2008-2013 The Apache Software Foundation + +This product includes software developed by The Apache Software +Foundation (http://www.apache.org/). + +This product includes software developed by The JDBM Project +(http://jdbm.sourceforge.net/). + +This product includes/uses ANTLR (http://www.antlr.org/), +Copyright (c) 2003-2011, Terrence Parr. + +This product includes/uses StringTemplate (http://www.stringtemplate.org/), +Copyright (c) 2011, Terrence Parr. + +This product includes/uses ASM (http://asm.ow2.org/), +Copyright (c) 2000-2007 INRIA, France Telecom. + +This product includes/uses org.json (http://www.json.org/java/index.html), +Copyright (c) 2002 JSON.org + +This product includes/uses JLine (http://jline.sourceforge.net/), +Copyright (c) 2002-2006, Marc Prud'hommeaux . + +This product includes/uses SQLLine (http://sqlline.sourceforge.net), +Copyright (c) 2002, 2003, 2004, 2005 Marc Prud'hommeaux . + +This product includes/uses SLF4J (http://www.slf4j.org/), +Copyright (c) 2004-2010 QOS.ch + +This product includes/uses Bootstrap (http://twitter.github.com/bootstrap/), +Copyright (c) 2012 Twitter, Inc. + +This product includes/uses Glyphicons (http://glyphicons.com/), +Copyright (c) 2010 - 2012 Jan Kovarík + +This product includes DataNucleus (http://www.datanucleus.org/) +Copyright 2008-2008 DataNucleus + +This product includes Guava (http://code.google.com/p/guava-libraries/) +Copyright (C) 2006 Google Inc. + +This product includes JavaEWAH (http://code.google.com/p/javaewah/) +Copyright (C) 2011 Google Inc. + +Apache Commons Pool +Copyright 1999-2009 The Apache Software Foundation + +========================================================================= +== NOTICE file corresponding to section 4(d) of the Apache License, == +== Version 2.0, in this case for the DataNucleus distribution. == +========================================================================= + +=================================================================== +This product includes software developed by many individuals, +including the following: +=================================================================== +Erik Bengtson +Andy Jefferson + +=================================================================== +This product has included contributions from some individuals, +including the following: +=================================================================== + +=================================================================== +This product has included contributions from some individuals, +including the following: +=================================================================== +Joerg von Frantzius +Thomas Marti +Barry Haddow +Marco Schulze +Ralph Ullrich +David Ezzio +Brendan de Beer +David Eaves +Martin Taal +Tony Lai +Roland Szabo +Marcus Mennemeier +Xuan Baldauf +Eric Sultan + +=================================================================== +This product also includes software developed by the TJDO project +(http://tjdo.sourceforge.net/). +=================================================================== + +=================================================================== +This product includes software developed by many individuals, +including the following: +=================================================================== +Andy Jefferson +Erik Bengtson +Joerg von Frantzius +Marco Schulze + +=================================================================== +This product has included contributions from some individuals, +including the following: +=================================================================== +Barry Haddow +Ralph Ullrich +David Ezzio +Brendan de Beer +David Eaves +Martin Taal +Tony Lai +Roland Szabo +Anton Troshin (Timesten) + +=================================================================== +This product also includes software developed by the Apache Commons project +(http://commons.apache.org/). +=================================================================== + +Apache Java Data Objects (JDO) +Copyright 2005-2006 The Apache Software Foundation + +========================================================================= +== NOTICE file corresponding to section 4(d) of the Apache License, == +== Version 2.0, in this case for the Apache Derby distribution. == +========================================================================= + +Apache Derby +Copyright 2004-2008 The Apache Software Foundation + +Portions of Derby were originally developed by +International Business Machines Corporation and are +licensed to the Apache Software Foundation under the +"Software Grant and Corporate Contribution License Agreement", +informally known as the "Derby CLA". +The following copyright notice(s) were affixed to portions of the code +with which this file is now or was at one time distributed +and are placed here unaltered. + +(C) Copyright 1997,2004 International Business Machines Corporation. All rights reserved. + +(C) Copyright IBM Corp. 2003. + +The portion of the functionTests under 'nist' was originally +developed by the National Institute of Standards and Technology (NIST), +an agency of the United States Department of Commerce, and adapted by +International Business Machines Corporation in accordance with the NIST +Software Acknowledgment and Redistribution document at +http://www.itl.nist.gov/div897/ctg/sql_form.htm + +Apache Commons Collections +Copyright 2001-2008 The Apache Software Foundation + +Apache Commons Configuration +Copyright 2001-2008 The Apache Software Foundation + +Apache Jakarta Commons Digester +Copyright 2001-2006 The Apache Software Foundation + +Apache Commons BeanUtils +Copyright 2000-2008 The Apache Software Foundation + +Apache Avro Mapred API +Copyright 2009-2013 The Apache Software Foundation + +Apache Avro IPC +Copyright 2009-2013 The Apache Software Foundation diff --git a/_site/README.md b/_site/README.md new file mode 100644 index 0000000000000..8dd8b70696aa2 --- /dev/null +++ b/_site/README.md @@ -0,0 +1,97 @@ +# Apache Spark + +Spark is a fast and general cluster computing system for Big Data. It provides +high-level APIs in Scala, Java, and Python, and an optimized engine that +supports general computation graphs for data analysis. It also supports a +rich set of higher-level tools including Spark SQL for SQL and structured +data processing, MLlib for machine learning, GraphX for graph processing, +and Spark Streaming for stream processing. + + + + +## Online Documentation + +You can find the latest Spark documentation, including a programming +guide, on the [project web page](http://spark.apache.org/documentation.html). +This README file only contains basic setup instructions. + +## Building Spark + +Spark is built using [Apache Maven](http://maven.apache.org/). +To build Spark and its example programs, run: + + mvn -DskipTests clean package + +(You do not need to do this if you downloaded a pre-built package.) +More detailed documentation is available from the project site, at +["Building Spark"](http://spark.apache.org/docs/latest/building-spark.html). + +## Interactive Scala Shell + +The easiest way to start using Spark is through the Scala shell: + + ./bin/spark-shell + +Try the following command, which should return 1000: + + scala> sc.parallelize(1 to 1000).count() + +## Interactive Python Shell + +Alternatively, if you prefer Python, you can use the Python shell: + + ./bin/pyspark + +And run the following command, which should also return 1000: + + >>> sc.parallelize(range(1000)).count() + +## Example Programs + +Spark also comes with several sample programs in the `examples` directory. +To run one of them, use `./bin/run-example [params]`. For example: + + ./bin/run-example SparkPi + +will run the Pi example locally. + +You can set the MASTER environment variable when running examples to submit +examples to a cluster. This can be a mesos:// or spark:// URL, +"yarn-cluster" or "yarn-client" to run on YARN, and "local" to run +locally with one thread, or "local[N]" to run locally with N threads. You +can also use an abbreviated class name if the class is in the `examples` +package. For instance: + + MASTER=spark://host:7077 ./bin/run-example SparkPi + +Many of the example programs print usage help if no params are given. + +## Running Tests + +Testing first requires [building Spark](#building-spark). Once Spark is built, tests +can be run using: + + ./dev/run-tests + +Please see the guidance on how to +[run all automated tests](https://cwiki.apache.org/confluence/display/SPARK/Contributing+to+Spark#ContributingtoSpark-AutomatedTesting). + +## A Note About Hadoop Versions + +Spark uses the Hadoop core library to talk to HDFS and other Hadoop-supported +storage systems. Because the protocols have changed in different versions of +Hadoop, you must build Spark against the same version that your cluster runs. + +Please refer to the build documentation at +["Specifying the Hadoop Version"](http://spark.apache.org/docs/latest/building-spark.html#specifying-the-hadoop-version) +for detailed guidance on building for a particular distribution of Hadoop, including +building for particular Hive and Hive Thriftserver distributions. See also +["Third Party Hadoop Distributions"](http://spark.apache.org/docs/latest/hadoop-third-party-distributions.html) +for guidance on building a Spark application that works with a particular +distribution. + +## Configuration + +Please refer to the [Configuration guide](http://spark.apache.org/docs/latest/configuration.html) +in the online documentation for an overview on how to configure Spark. diff --git a/_site/assembly/README b/_site/assembly/README new file mode 100644 index 0000000000000..14a5ff8dfc78f --- /dev/null +++ b/_site/assembly/README @@ -0,0 +1,12 @@ +This is an assembly module for Spark project. + +It creates a single tar.gz file that includes all needed dependency of the project +except for org.apache.hadoop.* jars that are supposed to be available from the +deployed Hadoop cluster. + +This module is off by default. To activate it specify the profile in the command line + -Pbigtop-dist + +If you need to build an assembly for a different version of Hadoop the +hadoop-version system property needs to be set as in this example: + -Dhadoop.version=2.0.6-alpha diff --git a/_site/assembly/pom.xml b/_site/assembly/pom.xml new file mode 100644 index 0000000000000..31a01e4d8e1de --- /dev/null +++ b/_site/assembly/pom.xml @@ -0,0 +1,363 @@ + + + + + 4.0.0 + + org.apache.spark + spark-parent + 1.2.0-SNAPSHOT + ../pom.xml + + + org.apache.spark + spark-assembly_2.10 + Spark Project Assembly + http://spark.apache.org/ + pom + + + assembly + scala-${scala.binary.version} + spark-assembly-${project.version}-hadoop${hadoop.version}.jar + ${project.build.directory}/${spark.jar.dir}/${spark.jar.basename} + spark + /usr/share/spark + root + 744 + + + + + + com.google.guava + guava + compile + + + org.apache.spark + spark-core_${scala.binary.version} + ${project.version} + + + org.apache.spark + spark-bagel_${scala.binary.version} + ${project.version} + + + org.apache.spark + spark-mllib_${scala.binary.version} + ${project.version} + + + org.apache.spark + spark-repl_${scala.binary.version} + ${project.version} + + + org.apache.spark + spark-streaming_${scala.binary.version} + ${project.version} + + + org.apache.spark + spark-graphx_${scala.binary.version} + ${project.version} + + + org.apache.spark + spark-sql_${scala.binary.version} + ${project.version} + + + + + + + org.apache.maven.plugins + maven-deploy-plugin + + true + + + + org.apache.maven.plugins + maven-install-plugin + + true + + + + + org.apache.maven.plugins + maven-shade-plugin + + false + ${spark.jar} + + + *:* + + + + + *:* + + org/datanucleus/** + META-INF/*.SF + META-INF/*.DSA + META-INF/*.RSA + + + + + + + package + + shade + + + + + com.google + org.spark-project.guava + + com.google.common.** + + + com/google/common/base/Absent* + com/google/common/base/Optional* + com/google/common/base/Present* + + + + + + + META-INF/services/org.apache.hadoop.fs.FileSystem + + + reference.conf + + + log4j.properties + + + + + + + + + + + + + + yarn-alpha + + + org.apache.spark + spark-yarn-alpha_${scala.binary.version} + ${project.version} + + + + + yarn + + + org.apache.spark + spark-yarn_${scala.binary.version} + ${project.version} + + + + + hive + + + org.apache.spark + spark-hive_${scala.binary.version} + ${project.version} + + + org.apache.spark + spark-hive-thriftserver_${scala.binary.version} + ${project.version} + + + + + spark-ganglia-lgpl + + + org.apache.spark + spark-ganglia-lgpl_${scala.binary.version} + ${project.version} + + + + + bigtop-dist + + + + + org.apache.maven.plugins + maven-assembly-plugin + 2.4 + + + dist + package + + single + + + + src/main/assembly/assembly.xml + + + + + + + + + + deb + + + + org.codehaus.mojo + buildnumber-maven-plugin + 1.2 + + + validate + + create + + + 8 + + + + + + org.vafer + jdeb + 0.11 + + + package + + jdeb + + + ${project.build.directory}/${deb.pkg.name}_${project.version}-${buildNumber}_all.deb + false + gzip + + + ${spark.jar} + file + + perm + ${deb.user} + ${deb.user} + ${deb.install.path}/jars + + + + ${basedir}/src/deb/RELEASE + file + + perm + ${deb.user} + ${deb.user} + ${deb.install.path} + + + + ${basedir}/../conf + directory + + perm + ${deb.user} + ${deb.user} + ${deb.install.path}/conf + 744 + + + + ${basedir}/../bin + directory + + perm + ${deb.user} + ${deb.user} + ${deb.install.path}/bin + ${deb.bin.filemode} + + + + ${basedir}/../sbin + directory + + perm + ${deb.user} + ${deb.user} + ${deb.install.path}/sbin + 744 + + + + ${basedir}/../python + directory + + perm + ${deb.user} + ${deb.user} + ${deb.install.path}/python + 744 + + + + + + + + + + + + kinesis-asl + + + org.apache.httpcomponents + httpclient + ${commons.httpclient.version} + + + + + diff --git a/_site/assembly/src/deb/RELEASE b/_site/assembly/src/deb/RELEASE new file mode 100644 index 0000000000000..aad50ee73aa45 --- /dev/null +++ b/_site/assembly/src/deb/RELEASE @@ -0,0 +1,2 @@ +compute-classpath.sh uses the existence of this file to decide whether to put the assembly jar on the +classpath or instead to use classfiles in the source tree. \ No newline at end of file diff --git a/_site/assembly/src/deb/control/control b/_site/assembly/src/deb/control/control new file mode 100644 index 0000000000000..a6b4471d485f4 --- /dev/null +++ b/_site/assembly/src/deb/control/control @@ -0,0 +1,8 @@ +Package: [[deb.pkg.name]] +Version: [[version]]-[[buildNumber]] +Section: misc +Priority: extra +Architecture: all +Maintainer: Matei Zaharia +Description: [[name]] +Distribution: development diff --git a/_site/assembly/src/main/assembly/assembly.xml b/_site/assembly/src/main/assembly/assembly.xml new file mode 100644 index 0000000000000..711156337b7c3 --- /dev/null +++ b/_site/assembly/src/main/assembly/assembly.xml @@ -0,0 +1,93 @@ + + + dist + + tar.gz + dir + + false + + + + + README + + + + + ${project.parent.basedir}/core/src/main/resources/org/apache/spark/ui/static/ + + /ui-resources/org/apache/spark/ui/static + + **/* + + + + + ${project.parent.basedir}/sbin/ + + /sbin + + **/* + + + + + ${project.parent.basedir}/bin/ + + /bin + + **/* + + + + + ${project.parent.basedir}/assembly/target/${spark.jar.dir} + + / + + ${spark.jar.basename} + + + + + + + + org.apache.spark:*:jar + + + org.apache.spark:spark-assembly:jar + + + + lib + true + false + runtime + false + + org.apache.hadoop:*:jar + org.apache.spark:*:jar + org.apache.zookeeper:*:jar + org.apache.avro:*:jar + + + + + diff --git a/_site/bagel/pom.xml b/_site/bagel/pom.xml new file mode 100644 index 0000000000000..93db0d5efda5f --- /dev/null +++ b/_site/bagel/pom.xml @@ -0,0 +1,68 @@ + + + + + 4.0.0 + + org.apache.spark + spark-parent + 1.2.0-SNAPSHOT + ../pom.xml + + + org.apache.spark + spark-bagel_2.10 + + bagel + + jar + Spark Project Bagel + http://spark.apache.org/ + + + + org.apache.spark + spark-core_${scala.binary.version} + ${project.version} + + + org.eclipse.jetty + jetty-server + + + org.scalatest + scalatest_${scala.binary.version} + test + + + org.scalacheck + scalacheck_${scala.binary.version} + test + + + + target/scala-${scala.binary.version}/classes + target/scala-${scala.binary.version}/test-classes + + + org.scalatest + scalatest-maven-plugin + + + + diff --git a/_site/bagel/src/main/scala/org/apache/spark/bagel/Bagel.scala b/_site/bagel/src/main/scala/org/apache/spark/bagel/Bagel.scala new file mode 100644 index 0000000000000..ef0bb2ac13f08 --- /dev/null +++ b/_site/bagel/src/main/scala/org/apache/spark/bagel/Bagel.scala @@ -0,0 +1,312 @@ +/* + * 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.bagel + +import org.apache.spark._ +import org.apache.spark.SparkContext._ +import org.apache.spark.rdd.RDD +import org.apache.spark.storage.StorageLevel + +object Bagel extends Logging { + val DEFAULT_STORAGE_LEVEL = StorageLevel.MEMORY_AND_DISK + + /** + * Runs a Bagel program. + * @param sc org.apache.spark.SparkContext to use for the program. + * @param vertices vertices of the graph represented as an RDD of (Key, Vertex) pairs. Often the + * Key will be the vertex id. + * @param messages initial set of messages represented as an RDD of (Key, Message) pairs. Often + * this will be an empty array, i.e. sc.parallelize(Array[K, Message]()). + * @param combiner [[org.apache.spark.bagel.Combiner]] combines multiple individual messages to a + * given vertex into one message before sending (which often involves network + * I/O). + * @param aggregator [[org.apache.spark.bagel.Aggregator]] performs a reduce across all vertices + * after each superstep and provides the result to each vertex in the next + * superstep. + * @param partitioner org.apache.spark.Partitioner partitions values by key + * @param numPartitions number of partitions across which to split the graph. + * Default is the default parallelism of the SparkContext + * @param storageLevel org.apache.spark.storage.StorageLevel to use for caching of + * intermediate RDDs in each superstep. Defaults to caching in memory. + * @param compute function that takes a Vertex, optional set of (possibly combined) messages to + * the Vertex, optional Aggregator and the current superstep, + * and returns a set of (Vertex, outgoing Messages) pairs + * @tparam K key + * @tparam V vertex type + * @tparam M message type + * @tparam C combiner + * @tparam A aggregator + * @return an RDD of (K, V) pairs representing the graph after completion of the program + */ + def run[K: Manifest, V <: Vertex : Manifest, M <: Message[K] : Manifest, + C: Manifest, A: Manifest]( + sc: SparkContext, + vertices: RDD[(K, V)], + messages: RDD[(K, M)], + combiner: Combiner[M, C], + aggregator: Option[Aggregator[V, A]], + partitioner: Partitioner, + numPartitions: Int, + storageLevel: StorageLevel = DEFAULT_STORAGE_LEVEL + )( + compute: (V, Option[C], Option[A], Int) => (V, Array[M]) + ): RDD[(K, V)] = { + val splits = if (numPartitions != 0) numPartitions else sc.defaultParallelism + + var superstep = 0 + var verts = vertices + var msgs = messages + var noActivity = false + var lastRDD: RDD[(K, (V, Array[M]))] = null + do { + logInfo("Starting superstep " + superstep + ".") + val startTime = System.currentTimeMillis + + val aggregated = agg(verts, aggregator) + val combinedMsgs = msgs.combineByKey( + combiner.createCombiner _, combiner.mergeMsg _, combiner.mergeCombiners _, partitioner) + val grouped = combinedMsgs.groupWith(verts) + val superstep_ = superstep // Create a read-only copy of superstep for capture in closure + val (processed, numMsgs, numActiveVerts) = + comp[K, V, M, C](sc, grouped, compute(_, _, aggregated, superstep_), storageLevel) + if (lastRDD != null) { + lastRDD.unpersist(false) + } + lastRDD = processed + + val timeTaken = System.currentTimeMillis - startTime + logInfo("Superstep %d took %d s".format(superstep, timeTaken / 1000)) + + verts = processed.mapValues { case (vert, msgs) => vert } + msgs = processed.flatMap { + case (id, (vert, msgs)) => msgs.map(m => (m.targetId, m)) + } + superstep += 1 + + noActivity = numMsgs == 0 && numActiveVerts == 0 + } while (!noActivity) + + verts + } + + /** Runs a Bagel program with no [[org.apache.spark.bagel.Aggregator]] and the default + * storage level */ + def run[K: Manifest, V <: Vertex : Manifest, M <: Message[K] : Manifest, C: Manifest]( + sc: SparkContext, + vertices: RDD[(K, V)], + messages: RDD[(K, M)], + combiner: Combiner[M, C], + partitioner: Partitioner, + numPartitions: Int + )( + compute: (V, Option[C], Int) => (V, Array[M])): RDD[(K, V)] = run(sc, vertices, messages, + combiner, numPartitions, DEFAULT_STORAGE_LEVEL)(compute) + + /** Runs a Bagel program with no [[org.apache.spark.bagel.Aggregator]] */ + def run[K: Manifest, V <: Vertex : Manifest, M <: Message[K] : Manifest, C: Manifest]( + sc: SparkContext, + vertices: RDD[(K, V)], + messages: RDD[(K, M)], + combiner: Combiner[M, C], + partitioner: Partitioner, + numPartitions: Int, + storageLevel: StorageLevel + )( + compute: (V, Option[C], Int) => (V, Array[M]) + ): RDD[(K, V)] = { + run[K, V, M, C, Nothing]( + sc, vertices, messages, combiner, None, partitioner, numPartitions, storageLevel)( + addAggregatorArg[K, V, M, C](compute)) + } + + /** + * Runs a Bagel program with no [[org.apache.spark.bagel.Aggregator]], default + * org.apache.spark.HashPartitioner and default storage level + */ + def run[K: Manifest, V <: Vertex : Manifest, M <: Message[K] : Manifest, C: Manifest]( + sc: SparkContext, + vertices: RDD[(K, V)], + messages: RDD[(K, M)], + combiner: Combiner[M, C], + numPartitions: Int + )( + compute: (V, Option[C], Int) => (V, Array[M]) + ): RDD[(K, V)] = run(sc, vertices, messages, combiner, numPartitions, + DEFAULT_STORAGE_LEVEL)(compute) + + /** + * Runs a Bagel program with no [[org.apache.spark.bagel.Aggregator]] and the + * default org.apache.spark.HashPartitioner + */ + def run[K: Manifest, V <: Vertex : Manifest, M <: Message[K] : Manifest, C: Manifest]( + sc: SparkContext, + vertices: RDD[(K, V)], + messages: RDD[(K, M)], + combiner: Combiner[M, C], + numPartitions: Int, + storageLevel: StorageLevel + )( + compute: (V, Option[C], Int) => (V, Array[M]) + ): RDD[(K, V)] = { + val part = new HashPartitioner(numPartitions) + run[K, V, M, C, Nothing]( + sc, vertices, messages, combiner, None, part, numPartitions, storageLevel)( + addAggregatorArg[K, V, M, C](compute)) + } + + /** + * Runs a Bagel program with no [[org.apache.spark.bagel.Aggregator]], + * default org.apache.spark.HashPartitioner, + * [[org.apache.spark.bagel.DefaultCombiner]] and the default storage level + */ + def run[K: Manifest, V <: Vertex : Manifest, M <: Message[K] : Manifest]( + sc: SparkContext, + vertices: RDD[(K, V)], + messages: RDD[(K, M)], + numPartitions: Int + )( + compute: (V, Option[Array[M]], Int) => (V, Array[M]) + ): RDD[(K, V)] = run(sc, vertices, messages, numPartitions, DEFAULT_STORAGE_LEVEL)(compute) + + /** + * Runs a Bagel program with no [[org.apache.spark.bagel.Aggregator]], + * the default org.apache.spark.HashPartitioner + * and [[org.apache.spark.bagel.DefaultCombiner]] + */ + def run[K: Manifest, V <: Vertex : Manifest, M <: Message[K] : Manifest]( + sc: SparkContext, + vertices: RDD[(K, V)], + messages: RDD[(K, M)], + numPartitions: Int, + storageLevel: StorageLevel + )( + compute: (V, Option[Array[M]], Int) => (V, Array[M]) + ): RDD[(K, V)] = { + val part = new HashPartitioner(numPartitions) + run[K, V, M, Array[M], Nothing]( + sc, vertices, messages, new DefaultCombiner(), None, part, numPartitions, storageLevel)( + addAggregatorArg[K, V, M, Array[M]](compute)) + } + + /** + * Aggregates the given vertices using the given aggregator, if it + * is specified. + */ + private def agg[K, V <: Vertex, A: Manifest]( + verts: RDD[(K, V)], + aggregator: Option[Aggregator[V, A]] + ): Option[A] = aggregator match { + case Some(a) => + Some(verts.map { + case (id, vert) => a.createAggregator(vert) + }.reduce(a.mergeAggregators(_, _))) + case None => None + } + + /** + * Processes the given vertex-message RDD using the compute + * function. Returns the processed RDD, the number of messages + * created, and the number of active vertices. + */ + private def comp[K: Manifest, V <: Vertex, M <: Message[K], C]( + sc: SparkContext, + grouped: RDD[(K, (Iterable[C], Iterable[V]))], + compute: (V, Option[C]) => (V, Array[M]), + storageLevel: StorageLevel + ): (RDD[(K, (V, Array[M]))], Int, Int) = { + var numMsgs = sc.accumulator(0) + var numActiveVerts = sc.accumulator(0) + val processed = grouped.mapValues(x => (x._1.iterator, x._2.iterator)) + .flatMapValues { + case (_, vs) if !vs.hasNext => None + case (c, vs) => { + val (newVert, newMsgs) = + compute(vs.next, + c.hasNext match { + case true => Some(c.next) + case false => None + } + ) + + numMsgs += newMsgs.size + if (newVert.active) { + numActiveVerts += 1 + } + + Some((newVert, newMsgs)) + } + }.persist(storageLevel) + + // Force evaluation of processed RDD for accurate performance measurements + processed.foreach(x => {}) + + (processed, numMsgs.value, numActiveVerts.value) + } + + /** + * Converts a compute function that doesn't take an aggregator to + * one that does, so it can be passed to Bagel.run. + */ + private def addAggregatorArg[K: Manifest, V <: Vertex : Manifest, M <: Message[K] : Manifest, C]( + compute: (V, Option[C], Int) => (V, Array[M]) + ): (V, Option[C], Option[Nothing], Int) => (V, Array[M]) = { + (vert: V, msgs: Option[C], aggregated: Option[Nothing], superstep: Int) => + compute(vert, msgs, superstep) + } +} + +trait Combiner[M, C] { + def createCombiner(msg: M): C + def mergeMsg(combiner: C, msg: M): C + def mergeCombiners(a: C, b: C): C +} + +trait Aggregator[V, A] { + def createAggregator(vert: V): A + def mergeAggregators(a: A, b: A): A +} + +/** Default combiner that simply appends messages together (i.e. performs no aggregation) */ +class DefaultCombiner[M: Manifest] extends Combiner[M, Array[M]] with Serializable { + def createCombiner(msg: M): Array[M] = + Array(msg) + def mergeMsg(combiner: Array[M], msg: M): Array[M] = + combiner :+ msg + def mergeCombiners(a: Array[M], b: Array[M]): Array[M] = + a ++ b +} + +/** + * Represents a Bagel vertex. + * + * Subclasses may store state along with each vertex and must + * inherit from java.io.Serializable or scala.Serializable. + */ +trait Vertex { + def active: Boolean +} + +/** + * Represents a Bagel message to a target vertex. + * + * Subclasses may contain a payload to deliver to the target vertex + * and must inherit from java.io.Serializable or scala.Serializable. + */ +trait Message[K] { + def targetId: K +} diff --git a/_site/bagel/src/main/scala/org/apache/spark/bagel/package-info.java b/_site/bagel/src/main/scala/org/apache/spark/bagel/package-info.java new file mode 100644 index 0000000000000..81f26f276549f --- /dev/null +++ b/_site/bagel/src/main/scala/org/apache/spark/bagel/package-info.java @@ -0,0 +1,21 @@ +/* + * 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. + */ + +/** + * Bagel: An implementation of Pregel in Spark. THIS IS DEPRECATED - use Spark's GraphX library. + */ +package org.apache.spark.bagel; \ No newline at end of file diff --git a/_site/bagel/src/main/scala/org/apache/spark/bagel/package.scala b/_site/bagel/src/main/scala/org/apache/spark/bagel/package.scala new file mode 100644 index 0000000000000..2fb1934579781 --- /dev/null +++ b/_site/bagel/src/main/scala/org/apache/spark/bagel/package.scala @@ -0,0 +1,23 @@ +/* + * 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 + +/** + * Bagel: An implementation of Pregel in Spark. THIS IS DEPRECATED - use Spark's GraphX library. + */ +package object bagel diff --git a/_site/bagel/src/test/resources/log4j.properties b/_site/bagel/src/test/resources/log4j.properties new file mode 100644 index 0000000000000..789869f72e3b0 --- /dev/null +++ b/_site/bagel/src/test/resources/log4j.properties @@ -0,0 +1,27 @@ +# +# 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. +# + +# Set everything to be logged to the file bagel/target/unit-tests.log +log4j.rootCategory=INFO, file +log4j.appender.file=org.apache.log4j.FileAppender +log4j.appender.file.append=false +log4j.appender.file.file=target/unit-tests.log +log4j.appender.file.layout=org.apache.log4j.PatternLayout +log4j.appender.file.layout.ConversionPattern=%d{yy/MM/dd HH:mm:ss.SSS} %t %p %c{1}: %m%n + +# Ignore messages below warning level from Jetty, because it's a bit verbose +log4j.logger.org.eclipse.jetty=WARN diff --git a/_site/bagel/src/test/scala/org/apache/spark/bagel/BagelSuite.scala b/_site/bagel/src/test/scala/org/apache/spark/bagel/BagelSuite.scala new file mode 100644 index 0000000000000..ccb262a4ee02a --- /dev/null +++ b/_site/bagel/src/test/scala/org/apache/spark/bagel/BagelSuite.scala @@ -0,0 +1,113 @@ +/* + * 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.bagel + +import org.scalatest.{BeforeAndAfter, FunSuite, Assertions} +import org.scalatest.concurrent.Timeouts +import org.scalatest.time.SpanSugar._ + +import org.apache.spark._ +import org.apache.spark.storage.StorageLevel + +class TestVertex(val active: Boolean, val age: Int) extends Vertex with Serializable +class TestMessage(val targetId: String) extends Message[String] with Serializable + +class BagelSuite extends FunSuite with Assertions with BeforeAndAfter with Timeouts { + + var sc: SparkContext = _ + + after { + if (sc != null) { + sc.stop() + sc = null + } + } + + test("halting by voting") { + sc = new SparkContext("local", "test") + val verts = sc.parallelize(Array("a", "b", "c", "d").map(id => (id, new TestVertex(true, 0)))) + val msgs = sc.parallelize(Array[(String, TestMessage)]()) + val numSupersteps = 5 + val result = + Bagel.run(sc, verts, msgs, sc.defaultParallelism) { + (self: TestVertex, msgs: Option[Array[TestMessage]], superstep: Int) => + (new TestVertex(superstep < numSupersteps - 1, self.age + 1), Array[TestMessage]()) + } + for ((id, vert) <- result.collect) { + assert(vert.age === numSupersteps) + } + } + + test("halting by message silence") { + sc = new SparkContext("local", "test") + val verts = sc.parallelize(Array("a", "b", "c", "d").map(id => (id, new TestVertex(false, 0)))) + val msgs = sc.parallelize(Array("a" -> new TestMessage("a"))) + val numSupersteps = 5 + val result = + Bagel.run(sc, verts, msgs, sc.defaultParallelism) { + (self: TestVertex, msgs: Option[Array[TestMessage]], superstep: Int) => + val msgsOut = + msgs match { + case Some(ms) if (superstep < numSupersteps - 1) => + ms + case _ => + Array[TestMessage]() + } + (new TestVertex(self.active, self.age + 1), msgsOut) + } + for ((id, vert) <- result.collect) { + assert(vert.age === numSupersteps) + } + } + + test("large number of iterations") { + // This tests whether jobs with a large number of iterations finish in a reasonable time, + // because non-memoized recursion in RDD or DAGScheduler used to cause them to hang + failAfter(30 seconds) { + sc = new SparkContext("local", "test") + val verts = sc.parallelize((1 to 4).map(id => (id.toString, new TestVertex(true, 0)))) + val msgs = sc.parallelize(Array[(String, TestMessage)]()) + val numSupersteps = 50 + val result = + Bagel.run(sc, verts, msgs, sc.defaultParallelism) { + (self: TestVertex, msgs: Option[Array[TestMessage]], superstep: Int) => + (new TestVertex(superstep < numSupersteps - 1, self.age + 1), Array[TestMessage]()) + } + for ((id, vert) <- result.collect) { + assert(vert.age === numSupersteps) + } + } + } + + test("using non-default persistence level") { + failAfter(10 seconds) { + sc = new SparkContext("local", "test") + val verts = sc.parallelize((1 to 4).map(id => (id.toString, new TestVertex(true, 0)))) + val msgs = sc.parallelize(Array[(String, TestMessage)]()) + val numSupersteps = 20 + val result = + Bagel.run(sc, verts, msgs, sc.defaultParallelism, StorageLevel.DISK_ONLY) { + (self: TestVertex, msgs: Option[Array[TestMessage]], superstep: Int) => + (new TestVertex(superstep < numSupersteps - 1, self.age + 1), Array[TestMessage]()) + } + for ((id, vert) <- result.collect) { + assert(vert.age === numSupersteps) + } + } + } +} diff --git a/_site/bin/beeline b/_site/bin/beeline new file mode 100755 index 0000000000000..3fcb6df34339d --- /dev/null +++ b/_site/bin/beeline @@ -0,0 +1,30 @@ +#!/usr/bin/env bash + +# +# 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. +# + +# +# Shell script for starting BeeLine + +# Enter posix mode for bash +set -o posix + +# Figure out where Spark is installed +FWDIR="$(cd "`dirname "$0"`"/..; pwd)" + +CLASS="org.apache.hive.beeline.BeeLine" +exec "$FWDIR/bin/spark-class" $CLASS "$@" diff --git a/_site/bin/compute-classpath.cmd b/_site/bin/compute-classpath.cmd new file mode 100644 index 0000000000000..9b9e40321ea93 --- /dev/null +++ b/_site/bin/compute-classpath.cmd @@ -0,0 +1,117 @@ +@echo off + +rem +rem Licensed to the Apache Software Foundation (ASF) under one or more +rem contributor license agreements. See the NOTICE file distributed with +rem this work for additional information regarding copyright ownership. +rem The ASF licenses this file to You under the Apache License, Version 2.0 +rem (the "License"); you may not use this file except in compliance with +rem the License. You may obtain a copy of the License at +rem +rem http://www.apache.org/licenses/LICENSE-2.0 +rem +rem Unless required by applicable law or agreed to in writing, software +rem distributed under the License is distributed on an "AS IS" BASIS, +rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +rem See the License for the specific language governing permissions and +rem limitations under the License. +rem + +rem This script computes Spark's classpath and prints it to stdout; it's used by both the "run" +rem script and the ExecutorRunner in standalone cluster mode. + +rem If we're called from spark-class2.cmd, it already set enabledelayedexpansion and setting +rem it here would stop us from affecting its copy of the CLASSPATH variable; otherwise we +rem need to set it here because we use !datanucleus_jars! below. +if "%DONT_PRINT_CLASSPATH%"=="1" goto skip_delayed_expansion +setlocal enabledelayedexpansion +:skip_delayed_expansion + +set SCALA_VERSION=2.10 + +rem Figure out where the Spark framework is installed +set FWDIR=%~dp0..\ + +rem Load environment variables from conf\spark-env.cmd, if it exists +if exist "%FWDIR%conf\spark-env.cmd" call "%FWDIR%conf\spark-env.cmd" + +rem Build up classpath +set CLASSPATH=%SPARK_CLASSPATH%;%SPARK_SUBMIT_CLASSPATH% + +if "x%SPARK_CONF_DIR%"!="x" ( + set CLASSPATH=%CLASSPATH%;%SPARK_CONF_DIR% +) else ( + set CLASSPATH=%CLASSPATH%;%FWDIR%conf +) + +if exist "%FWDIR%RELEASE" ( + for %%d in ("%FWDIR%lib\spark-assembly*.jar") do ( + set ASSEMBLY_JAR=%%d + ) +) else ( + for %%d in ("%FWDIR%assembly\target\scala-%SCALA_VERSION%\spark-assembly*hadoop*.jar") do ( + set ASSEMBLY_JAR=%%d + ) +) + +set CLASSPATH=%CLASSPATH%;%ASSEMBLY_JAR% + +rem When Hive support is needed, Datanucleus jars must be included on the classpath. +rem Datanucleus jars do not work if only included in the uber jar as plugin.xml metadata is lost. +rem Both sbt and maven will populate "lib_managed/jars/" with the datanucleus jars when Spark is +rem built with Hive, so look for them there. +if exist "%FWDIR%RELEASE" ( + set datanucleus_dir=%FWDIR%lib +) else ( + set datanucleus_dir=%FWDIR%lib_managed\jars +) +set "datanucleus_jars=" +for %%d in ("%datanucleus_dir%\datanucleus-*.jar") do ( + set datanucleus_jars=!datanucleus_jars!;%%d +) +set CLASSPATH=%CLASSPATH%;%datanucleus_jars% + +set SPARK_CLASSES=%FWDIR%core\target\scala-%SCALA_VERSION%\classes +set SPARK_CLASSES=%SPARK_CLASSES%;%FWDIR%repl\target\scala-%SCALA_VERSION%\classes +set SPARK_CLASSES=%SPARK_CLASSES%;%FWDIR%mllib\target\scala-%SCALA_VERSION%\classes +set SPARK_CLASSES=%SPARK_CLASSES%;%FWDIR%bagel\target\scala-%SCALA_VERSION%\classes +set SPARK_CLASSES=%SPARK_CLASSES%;%FWDIR%graphx\target\scala-%SCALA_VERSION%\classes +set SPARK_CLASSES=%SPARK_CLASSES%;%FWDIR%streaming\target\scala-%SCALA_VERSION%\classes +set SPARK_CLASSES=%SPARK_CLASSES%;%FWDIR%tools\target\scala-%SCALA_VERSION%\classes +set SPARK_CLASSES=%SPARK_CLASSES%;%FWDIR%sql\catalyst\target\scala-%SCALA_VERSION%\classes +set SPARK_CLASSES=%SPARK_CLASSES%;%FWDIR%sql\core\target\scala-%SCALA_VERSION%\classes +set SPARK_CLASSES=%SPARK_CLASSES%;%FWDIR%sql\hive\target\scala-%SCALA_VERSION%\classes + +set SPARK_TEST_CLASSES=%FWDIR%core\target\scala-%SCALA_VERSION%\test-classes +set SPARK_TEST_CLASSES=%SPARK_TEST_CLASSES%;%FWDIR%repl\target\scala-%SCALA_VERSION%\test-classes +set SPARK_TEST_CLASSES=%SPARK_TEST_CLASSES%;%FWDIR%mllib\target\scala-%SCALA_VERSION%\test-classes +set SPARK_TEST_CLASSES=%SPARK_TEST_CLASSES%;%FWDIR%bagel\target\scala-%SCALA_VERSION%\test-classes +set SPARK_TEST_CLASSES=%SPARK_TEST_CLASSES%;%FWDIR%graphx\target\scala-%SCALA_VERSION%\test-classes +set SPARK_TEST_CLASSES=%SPARK_TEST_CLASSES%;%FWDIR%streaming\target\scala-%SCALA_VERSION%\test-classes +set SPARK_TEST_CLASSES=%SPARK_TEST_CLASSES%;%FWDIR%sql\catalyst\target\scala-%SCALA_VERSION%\test-classes +set SPARK_TEST_CLASSES=%SPARK_TEST_CLASSES%;%FWDIR%sql\core\target\scala-%SCALA_VERSION%\test-classes +set SPARK_TEST_CLASSES=%SPARK_TEST_CLASSES%;%FWDIR%sql\hive\target\scala-%SCALA_VERSION%\test-classes + +if "x%SPARK_TESTING%"=="x1" ( + rem Add test clases to path - note, add SPARK_CLASSES and SPARK_TEST_CLASSES before CLASSPATH + rem so that local compilation takes precedence over assembled jar + set CLASSPATH=%SPARK_CLASSES%;%SPARK_TEST_CLASSES%;%CLASSPATH% +) + +rem Add hadoop conf dir - else FileSystem.*, etc fail +rem Note, this assumes that there is either a HADOOP_CONF_DIR or YARN_CONF_DIR which hosts +rem the configurtion files. +if "x%HADOOP_CONF_DIR%"=="x" goto no_hadoop_conf_dir + set CLASSPATH=%CLASSPATH%;%HADOOP_CONF_DIR% +:no_hadoop_conf_dir + +if "x%YARN_CONF_DIR%"=="x" goto no_yarn_conf_dir + set CLASSPATH=%CLASSPATH%;%YARN_CONF_DIR% +:no_yarn_conf_dir + +rem A bit of a hack to allow calling this script within run2.cmd without seeing output +if "%DONT_PRINT_CLASSPATH%"=="1" goto exit + +echo %CLASSPATH% + +:exit diff --git a/_site/bin/compute-classpath.sh b/_site/bin/compute-classpath.sh new file mode 100755 index 0000000000000..905bbaf99b374 --- /dev/null +++ b/_site/bin/compute-classpath.sh @@ -0,0 +1,147 @@ +#!/usr/bin/env bash + +# +# 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. +# + +# This script computes Spark's classpath and prints it to stdout; it's used by both the "run" +# script and the ExecutorRunner in standalone cluster mode. + +SCALA_VERSION=2.10 + +# Figure out where Spark is installed +FWDIR="$(cd "`dirname "$0"`"/..; pwd)" + +. "$FWDIR"/bin/load-spark-env.sh + +CLASSPATH="$SPARK_CLASSPATH:$SPARK_SUBMIT_CLASSPATH" + +# Build up classpath +if [ -n "$SPARK_CONF_DIR" ]; then + CLASSPATH="$CLASSPATH:$SPARK_CONF_DIR" +else + CLASSPATH="$CLASSPATH:$FWDIR/conf" +fi + +ASSEMBLY_DIR="$FWDIR/assembly/target/scala-$SCALA_VERSION" + +if [ -n "$JAVA_HOME" ]; then + JAR_CMD="$JAVA_HOME/bin/jar" +else + JAR_CMD="jar" +fi + +# A developer option to prepend more recently compiled Spark classes +if [ -n "$SPARK_PREPEND_CLASSES" ]; then + echo "NOTE: SPARK_PREPEND_CLASSES is set, placing locally compiled Spark"\ + "classes ahead of assembly." >&2 + CLASSPATH="$CLASSPATH:$FWDIR/core/target/scala-$SCALA_VERSION/classes" + CLASSPATH="$CLASSPATH:$FWDIR/core/target/jars/*" + CLASSPATH="$CLASSPATH:$FWDIR/repl/target/scala-$SCALA_VERSION/classes" + CLASSPATH="$CLASSPATH:$FWDIR/mllib/target/scala-$SCALA_VERSION/classes" + CLASSPATH="$CLASSPATH:$FWDIR/bagel/target/scala-$SCALA_VERSION/classes" + CLASSPATH="$CLASSPATH:$FWDIR/graphx/target/scala-$SCALA_VERSION/classes" + CLASSPATH="$CLASSPATH:$FWDIR/streaming/target/scala-$SCALA_VERSION/classes" + CLASSPATH="$CLASSPATH:$FWDIR/tools/target/scala-$SCALA_VERSION/classes" + CLASSPATH="$CLASSPATH:$FWDIR/sql/catalyst/target/scala-$SCALA_VERSION/classes" + CLASSPATH="$CLASSPATH:$FWDIR/sql/core/target/scala-$SCALA_VERSION/classes" + CLASSPATH="$CLASSPATH:$FWDIR/sql/hive/target/scala-$SCALA_VERSION/classes" + CLASSPATH="$CLASSPATH:$FWDIR/sql/hive-thriftserver/target/scala-$SCALA_VERSION/classes" + CLASSPATH="$CLASSPATH:$FWDIR/yarn/stable/target/scala-$SCALA_VERSION/classes" +fi + +# Use spark-assembly jar from either RELEASE or assembly directory +if [ -f "$FWDIR/RELEASE" ]; then + assembly_folder="$FWDIR"/lib +else + assembly_folder="$ASSEMBLY_DIR" +fi + +num_jars="$(ls "$assembly_folder" | grep "spark-assembly.*hadoop.*\.jar" | wc -l)" +if [ "$num_jars" -eq "0" ]; then + echo "Failed to find Spark assembly in $assembly_folder" + echo "You need to build Spark before running this program." + exit 1 +fi +if [ "$num_jars" -gt "1" ]; then + jars_list=$(ls "$assembly_folder" | grep "spark-assembly.*hadoop.*.jar") + echo "Found multiple Spark assembly jars in $assembly_folder:" + echo "$jars_list" + echo "Please remove all but one jar." + exit 1 +fi + +ASSEMBLY_JAR="$(ls "$assembly_folder"/spark-assembly*hadoop*.jar 2>/dev/null)" + +# Verify that versions of java used to build the jars and run Spark are compatible +jar_error_check=$("$JAR_CMD" -tf "$ASSEMBLY_JAR" nonexistent/class/path 2>&1) +if [[ "$jar_error_check" =~ "invalid CEN header" ]]; then + echo "Loading Spark jar with '$JAR_CMD' failed. " 1>&2 + echo "This is likely because Spark was compiled with Java 7 and run " 1>&2 + echo "with Java 6. (see SPARK-1703). Please use Java 7 to run Spark " 1>&2 + echo "or build Spark with Java 6." 1>&2 + exit 1 +fi + +CLASSPATH="$CLASSPATH:$ASSEMBLY_JAR" + +# When Hive support is needed, Datanucleus jars must be included on the classpath. +# Datanucleus jars do not work if only included in the uber jar as plugin.xml metadata is lost. +# Both sbt and maven will populate "lib_managed/jars/" with the datanucleus jars when Spark is +# built with Hive, so first check if the datanucleus jars exist, and then ensure the current Spark +# assembly is built for Hive, before actually populating the CLASSPATH with the jars. +# Note that this check order is faster (by up to half a second) in the case where Hive is not used. +if [ -f "$FWDIR/RELEASE" ]; then + datanucleus_dir="$FWDIR"/lib +else + datanucleus_dir="$FWDIR"/lib_managed/jars +fi + +datanucleus_jars="$(find "$datanucleus_dir" 2>/dev/null | grep "datanucleus-.*\\.jar")" +datanucleus_jars="$(echo "$datanucleus_jars" | tr "\n" : | sed s/:$//g)" + +if [ -n "$datanucleus_jars" ]; then + hive_files=$("$JAR_CMD" -tf "$ASSEMBLY_JAR" org/apache/hadoop/hive/ql/exec 2>/dev/null) + if [ -n "$hive_files" ]; then + echo "Spark assembly has been built with Hive, including Datanucleus jars on classpath" 1>&2 + CLASSPATH="$CLASSPATH:$datanucleus_jars" + fi +fi + +# Add test classes if we're running from SBT or Maven with SPARK_TESTING set to 1 +if [[ $SPARK_TESTING == 1 ]]; then + CLASSPATH="$CLASSPATH:$FWDIR/core/target/scala-$SCALA_VERSION/test-classes" + CLASSPATH="$CLASSPATH:$FWDIR/repl/target/scala-$SCALA_VERSION/test-classes" + CLASSPATH="$CLASSPATH:$FWDIR/mllib/target/scala-$SCALA_VERSION/test-classes" + CLASSPATH="$CLASSPATH:$FWDIR/bagel/target/scala-$SCALA_VERSION/test-classes" + CLASSPATH="$CLASSPATH:$FWDIR/graphx/target/scala-$SCALA_VERSION/test-classes" + CLASSPATH="$CLASSPATH:$FWDIR/streaming/target/scala-$SCALA_VERSION/test-classes" + CLASSPATH="$CLASSPATH:$FWDIR/sql/catalyst/target/scala-$SCALA_VERSION/test-classes" + CLASSPATH="$CLASSPATH:$FWDIR/sql/core/target/scala-$SCALA_VERSION/test-classes" + CLASSPATH="$CLASSPATH:$FWDIR/sql/hive/target/scala-$SCALA_VERSION/test-classes" +fi + +# Add hadoop conf dir if given -- otherwise FileSystem.*, etc fail ! +# Note, this assumes that there is either a HADOOP_CONF_DIR or YARN_CONF_DIR which hosts +# the configurtion files. +if [ -n "$HADOOP_CONF_DIR" ]; then + CLASSPATH="$CLASSPATH:$HADOOP_CONF_DIR" +fi +if [ -n "$YARN_CONF_DIR" ]; then + CLASSPATH="$CLASSPATH:$YARN_CONF_DIR" +fi + +echo "$CLASSPATH" diff --git a/_site/bin/load-spark-env.sh b/_site/bin/load-spark-env.sh new file mode 100644 index 0000000000000..6d4231b204595 --- /dev/null +++ b/_site/bin/load-spark-env.sh @@ -0,0 +1,38 @@ +#!/usr/bin/env bash + +# +# Licensed to the Apache Software Foundation (ASF) under one or more +# contributor license agreements. See the NOTICE file distributed with +# this work for additional information regarding copyright ownership. +# The ASF licenses this file to You under the Apache License, Version 2.0 +# (the "License"); you may not use this file except in compliance with +# the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# This script loads spark-env.sh if it exists, and ensures it is only loaded once. +# spark-env.sh is loaded from SPARK_CONF_DIR if set, or within the current directory's +# conf/ subdirectory. + +if [ -z "$SPARK_ENV_LOADED" ]; then + export SPARK_ENV_LOADED=1 + + # Returns the parent of the directory this script lives in. + parent_dir="$(cd "`dirname "$0"`"/..; pwd)" + + user_conf_dir="${SPARK_CONF_DIR:-"$parent_dir"/conf}" + + if [ -f "${user_conf_dir}/spark-env.sh" ]; then + # Promote all variable declarations to environment (exported) variables + set -a + . "${user_conf_dir}/spark-env.sh" + set +a + fi +fi diff --git a/_site/bin/pyspark b/_site/bin/pyspark new file mode 100755 index 0000000000000..6655725ef8e8e --- /dev/null +++ b/_site/bin/pyspark @@ -0,0 +1,115 @@ +#!/usr/bin/env bash + +# +# Licensed to the Apache Software Foundation (ASF) under one or more +# contributor license agreements. See the NOTICE file distributed with +# this work for additional information regarding copyright ownership. +# The ASF licenses this file to You under the Apache License, Version 2.0 +# (the "License"); you may not use this file except in compliance with +# the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# Figure out where Spark is installed +FWDIR="$(cd "`dirname "$0"`"/..; pwd)" + +# Export this as SPARK_HOME +export SPARK_HOME="$FWDIR" + +source "$FWDIR/bin/utils.sh" + +SCALA_VERSION=2.10 + +function usage() { + echo "Usage: ./bin/pyspark [options]" 1>&2 + "$FWDIR"/bin/spark-submit --help 2>&1 | grep -v Usage 1>&2 + exit 0 +} + +if [[ "$@" = *--help ]] || [[ "$@" = *-h ]]; then + usage +fi + +# Exit if the user hasn't compiled Spark +if [ ! -f "$FWDIR/RELEASE" ]; then + # Exit if the user hasn't compiled Spark + ls "$FWDIR"/assembly/target/scala-$SCALA_VERSION/spark-assembly*hadoop*.jar >& /dev/null + if [[ $? != 0 ]]; then + echo "Failed to find Spark assembly in $FWDIR/assembly/target" 1>&2 + echo "You need to build Spark before running this program" 1>&2 + exit 1 + fi +fi + +. "$FWDIR"/bin/load-spark-env.sh + +# Figure out which Python executable to use +if [[ -z "$PYSPARK_PYTHON" ]]; then + if [[ "$IPYTHON" = "1" || -n "$IPYTHON_OPTS" ]]; then + # for backward compatibility + PYSPARK_PYTHON="ipython" + else + PYSPARK_PYTHON="python" + fi +fi +export PYSPARK_PYTHON + +if [[ -z "$PYSPARK_PYTHON_OPTS" && -n "$IPYTHON_OPTS" ]]; then + # for backward compatibility + PYSPARK_PYTHON_OPTS="$IPYTHON_OPTS" +fi + +# Add the PySpark classes to the Python path: +export PYTHONPATH="$SPARK_HOME/python/:$PYTHONPATH" +export PYTHONPATH="$SPARK_HOME/python/lib/py4j-0.8.2.1-src.zip:$PYTHONPATH" + +# Load the PySpark shell.py script when ./pyspark is used interactively: +export OLD_PYTHONSTARTUP="$PYTHONSTARTUP" +export PYTHONSTARTUP="$FWDIR/python/pyspark/shell.py" + +# Build up arguments list manually to preserve quotes and backslashes. +# We export Spark submit arguments as an environment variable because shell.py must run as a +# PYTHONSTARTUP script, which does not take in arguments. This is required for IPython notebooks. +SUBMIT_USAGE_FUNCTION=usage +gatherSparkSubmitOpts "$@" +PYSPARK_SUBMIT_ARGS="" +whitespace="[[:space:]]" +for i in "${SUBMISSION_OPTS[@]}"; do + if [[ $i =~ \" ]]; then i=$(echo $i | sed 's/\"/\\\"/g'); fi + if [[ $i =~ $whitespace ]]; then i=\"$i\"; fi + PYSPARK_SUBMIT_ARGS="$PYSPARK_SUBMIT_ARGS $i" +done +export PYSPARK_SUBMIT_ARGS + +# For pyspark tests +if [[ -n "$SPARK_TESTING" ]]; then + unset YARN_CONF_DIR + unset HADOOP_CONF_DIR + if [[ -n "$PYSPARK_DOC_TEST" ]]; then + exec "$PYSPARK_PYTHON" -m doctest $1 + else + exec "$PYSPARK_PYTHON" $1 + fi + exit +fi + +# If a python file is provided, directly run spark-submit. +if [[ "$1" =~ \.py$ ]]; then + echo -e "\nWARNING: Running python applications through ./bin/pyspark is deprecated as of Spark 1.0." 1>&2 + echo -e "Use ./bin/spark-submit \n" 1>&2 + primary="$1" + shift + gatherSparkSubmitOpts "$@" + exec "$FWDIR"/bin/spark-submit "${SUBMISSION_OPTS[@]}" "$primary" "${APPLICATION_OPTS[@]}" +else + # PySpark shell requires special handling downstream + export PYSPARK_SHELL=1 + exec "$PYSPARK_PYTHON" $PYSPARK_PYTHON_OPTS +fi diff --git a/_site/bin/pyspark.cmd b/_site/bin/pyspark.cmd new file mode 100644 index 0000000000000..7c26fbbac28b8 --- /dev/null +++ b/_site/bin/pyspark.cmd @@ -0,0 +1,23 @@ +@echo off + +rem +rem Licensed to the Apache Software Foundation (ASF) under one or more +rem contributor license agreements. See the NOTICE file distributed with +rem this work for additional information regarding copyright ownership. +rem The ASF licenses this file to You under the Apache License, Version 2.0 +rem (the "License"); you may not use this file except in compliance with +rem the License. You may obtain a copy of the License at +rem +rem http://www.apache.org/licenses/LICENSE-2.0 +rem +rem Unless required by applicable law or agreed to in writing, software +rem distributed under the License is distributed on an "AS IS" BASIS, +rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +rem See the License for the specific language governing permissions and +rem limitations under the License. +rem + +rem This is the entry point for running PySpark. To avoid polluting the +rem environment, it just launches a new cmd to do the real work. + +cmd /V /E /C %~dp0pyspark2.cmd %* diff --git a/_site/bin/pyspark2.cmd b/_site/bin/pyspark2.cmd new file mode 100644 index 0000000000000..a0e66abcc26c9 --- /dev/null +++ b/_site/bin/pyspark2.cmd @@ -0,0 +1,71 @@ +@echo off + +rem +rem Licensed to the Apache Software Foundation (ASF) under one or more +rem contributor license agreements. See the NOTICE file distributed with +rem this work for additional information regarding copyright ownership. +rem The ASF licenses this file to You under the Apache License, Version 2.0 +rem (the "License"); you may not use this file except in compliance with +rem the License. You may obtain a copy of the License at +rem +rem http://www.apache.org/licenses/LICENSE-2.0 +rem +rem Unless required by applicable law or agreed to in writing, software +rem distributed under the License is distributed on an "AS IS" BASIS, +rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +rem See the License for the specific language governing permissions and +rem limitations under the License. +rem + +set SCALA_VERSION=2.10 + +rem Figure out where the Spark framework is installed +set FWDIR=%~dp0..\ + +rem Export this as SPARK_HOME +set SPARK_HOME=%FWDIR% + +rem Test whether the user has built Spark +if exist "%FWDIR%RELEASE" goto skip_build_test +set FOUND_JAR=0 +for %%d in ("%FWDIR%assembly\target\scala-%SCALA_VERSION%\spark-assembly*hadoop*.jar") do ( + set FOUND_JAR=1 +) +if [%FOUND_JAR%] == [0] ( + echo Failed to find Spark assembly JAR. + echo You need to build Spark before running this program. + goto exit +) +:skip_build_test + +rem Load environment variables from conf\spark-env.cmd, if it exists +if exist "%FWDIR%conf\spark-env.cmd" call "%FWDIR%conf\spark-env.cmd" + +rem Figure out which Python to use. +if [%PYSPARK_PYTHON%] == [] set PYSPARK_PYTHON=python + +set PYTHONPATH=%FWDIR%python;%PYTHONPATH% +set PYTHONPATH=%FWDIR%python\lib\py4j-0.8.2.1-src.zip;%PYTHONPATH% + +set OLD_PYTHONSTARTUP=%PYTHONSTARTUP% +set PYTHONSTARTUP=%FWDIR%python\pyspark\shell.py +set PYSPARK_SUBMIT_ARGS=%* + +echo Running %PYSPARK_PYTHON% with PYTHONPATH=%PYTHONPATH% + +rem Check whether the argument is a file +for /f %%i in ('echo %1^| findstr /R "\.py"') do ( + set PYTHON_FILE=%%i +) + +if [%PYTHON_FILE%] == [] ( + %PYSPARK_PYTHON% +) else ( + echo. + echo WARNING: Running python applications through ./bin/pyspark.cmd is deprecated as of Spark 1.0. + echo Use ./bin/spark-submit ^ + echo. + "%FWDIR%\bin\spark-submit.cmd" %PYSPARK_SUBMIT_ARGS% +) + +:exit diff --git a/_site/bin/run-example b/_site/bin/run-example new file mode 100755 index 0000000000000..34dd71c71880e --- /dev/null +++ b/_site/bin/run-example @@ -0,0 +1,59 @@ +#!/usr/bin/env bash + +# +# 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. +# + +SCALA_VERSION=2.10 + +FWDIR="$(cd "`dirname "$0"`"/..; pwd)" +export SPARK_HOME="$FWDIR" +EXAMPLES_DIR="$FWDIR"/examples + +if [ -n "$1" ]; then + EXAMPLE_CLASS="$1" + shift +else + echo "Usage: ./bin/run-example [example-args]" 1>&2 + echo " - set MASTER=XX to use a specific master" 1>&2 + echo " - can use abbreviated example class name relative to com.apache.spark.examples" 1>&2 + echo " (e.g. SparkPi, mllib.LinearRegression, streaming.KinesisWordCountASL)" 1>&2 + exit 1 +fi + +if [ -f "$FWDIR/RELEASE" ]; then + export SPARK_EXAMPLES_JAR="`ls "$FWDIR"/lib/spark-examples-*hadoop*.jar`" +elif [ -e "$EXAMPLES_DIR"/target/scala-$SCALA_VERSION/spark-examples-*hadoop*.jar ]; then + export SPARK_EXAMPLES_JAR="`ls "$EXAMPLES_DIR"/target/scala-$SCALA_VERSION/spark-examples-*hadoop*.jar`" +fi + +if [[ -z "$SPARK_EXAMPLES_JAR" ]]; then + echo "Failed to find Spark examples assembly in $FWDIR/lib or $FWDIR/examples/target" 1>&2 + echo "You need to build Spark before running this program" 1>&2 + exit 1 +fi + +EXAMPLE_MASTER=${MASTER:-"local[*]"} + +if [[ ! $EXAMPLE_CLASS == org.apache.spark.examples* ]]; then + EXAMPLE_CLASS="org.apache.spark.examples.$EXAMPLE_CLASS" +fi + +"$FWDIR"/bin/spark-submit \ + --master $EXAMPLE_MASTER \ + --class $EXAMPLE_CLASS \ + "$SPARK_EXAMPLES_JAR" \ + "$@" diff --git a/_site/bin/run-example.cmd b/_site/bin/run-example.cmd new file mode 100644 index 0000000000000..5b2d048d6ed50 --- /dev/null +++ b/_site/bin/run-example.cmd @@ -0,0 +1,23 @@ +@echo off + +rem +rem Licensed to the Apache Software Foundation (ASF) under one or more +rem contributor license agreements. See the NOTICE file distributed with +rem this work for additional information regarding copyright ownership. +rem The ASF licenses this file to You under the Apache License, Version 2.0 +rem (the "License"); you may not use this file except in compliance with +rem the License. You may obtain a copy of the License at +rem +rem http://www.apache.org/licenses/LICENSE-2.0 +rem +rem Unless required by applicable law or agreed to in writing, software +rem distributed under the License is distributed on an "AS IS" BASIS, +rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +rem See the License for the specific language governing permissions and +rem limitations under the License. +rem + +rem This is the entry point for running a Spark example. To avoid polluting +rem the environment, it just launches a new cmd to do the real work. + +cmd /V /E /C %~dp0run-example2.cmd %* diff --git a/_site/bin/run-example2.cmd b/_site/bin/run-example2.cmd new file mode 100644 index 0000000000000..b49d0dcb4ff2d --- /dev/null +++ b/_site/bin/run-example2.cmd @@ -0,0 +1,89 @@ +@echo off + +rem +rem Licensed to the Apache Software Foundation (ASF) under one or more +rem contributor license agreements. See the NOTICE file distributed with +rem this work for additional information regarding copyright ownership. +rem The ASF licenses this file to You under the Apache License, Version 2.0 +rem (the "License"); you may not use this file except in compliance with +rem the License. You may obtain a copy of the License at +rem +rem http://www.apache.org/licenses/LICENSE-2.0 +rem +rem Unless required by applicable law or agreed to in writing, software +rem distributed under the License is distributed on an "AS IS" BASIS, +rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +rem See the License for the specific language governing permissions and +rem limitations under the License. +rem + +set SCALA_VERSION=2.10 + +rem Figure out where the Spark framework is installed +set FWDIR=%~dp0..\ + +rem Export this as SPARK_HOME +set SPARK_HOME=%FWDIR% + +rem Load environment variables from conf\spark-env.cmd, if it exists +if exist "%FWDIR%conf\spark-env.cmd" call "%FWDIR%conf\spark-env.cmd" + +rem Test that an argument was given +if not "x%1"=="x" goto arg_given + echo Usage: run-example ^ [example-args] + echo - set MASTER=XX to use a specific master + echo - can use abbreviated example class name relative to com.apache.spark.examples + echo (e.g. SparkPi, mllib.LinearRegression, streaming.KinesisWordCountASL) + goto exit +:arg_given + +set EXAMPLES_DIR=%FWDIR%examples + +rem Figure out the JAR file that our examples were packaged into. +set SPARK_EXAMPLES_JAR= +if exist "%FWDIR%RELEASE" ( + for %%d in ("%FWDIR%lib\spark-examples*.jar") do ( + set SPARK_EXAMPLES_JAR=%%d + ) +) else ( + for %%d in ("%EXAMPLES_DIR%\target\scala-%SCALA_VERSION%\spark-examples*.jar") do ( + set SPARK_EXAMPLES_JAR=%%d + ) +) +if "x%SPARK_EXAMPLES_JAR%"=="x" ( + echo Failed to find Spark examples assembly JAR. + echo You need to build Spark before running this program. + goto exit +) + +rem Set master from MASTER environment variable if given +if "x%MASTER%"=="x" ( + set EXAMPLE_MASTER=local[*] +) else ( + set EXAMPLE_MASTER=%MASTER% +) + +rem If the EXAMPLE_CLASS does not start with org.apache.spark.examples, add that +set EXAMPLE_CLASS=%1 +set PREFIX=%EXAMPLE_CLASS:~0,25% +if not %PREFIX%==org.apache.spark.examples ( + set EXAMPLE_CLASS=org.apache.spark.examples.%EXAMPLE_CLASS% +) + +rem Get the tail of the argument list, to skip the first one. This is surprisingly +rem complicated on Windows. +set "ARGS=" +:top +shift +if "%~1" neq "" ( + set ARGS=%ARGS% "%~1" + goto :top +) +if defined ARGS set ARGS=%ARGS:~1% + +call "%FWDIR%bin\spark-submit.cmd" ^ + --master %EXAMPLE_MASTER% ^ + --class %EXAMPLE_CLASS% ^ + "%SPARK_EXAMPLES_JAR%" %ARGS% + +:exit diff --git a/_site/bin/spark-class b/_site/bin/spark-class new file mode 100755 index 0000000000000..e8201c18d52de --- /dev/null +++ b/_site/bin/spark-class @@ -0,0 +1,187 @@ +#!/usr/bin/env bash + +# +# 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. +# + +# NOTE: Any changes to this file must be reflected in SparkSubmitDriverBootstrapper.scala! + +cygwin=false +case "`uname`" in + CYGWIN*) cygwin=true;; +esac + +SCALA_VERSION=2.10 + +# Figure out where Spark is installed +FWDIR="$(cd "`dirname "$0"`"/..; pwd)" + +# Export this as SPARK_HOME +export SPARK_HOME="$FWDIR" + +. "$FWDIR"/bin/load-spark-env.sh + +if [ -z "$1" ]; then + echo "Usage: spark-class []" 1>&2 + exit 1 +fi + +if [ -n "$SPARK_MEM" ]; then + echo -e "Warning: SPARK_MEM is deprecated, please use a more specific config option" 1>&2 + echo -e "(e.g., spark.executor.memory or spark.driver.memory)." 1>&2 +fi + +# Use SPARK_MEM or 512m as the default memory, to be overridden by specific options +DEFAULT_MEM=${SPARK_MEM:-512m} + +SPARK_DAEMON_JAVA_OPTS="$SPARK_DAEMON_JAVA_OPTS -Dspark.akka.logLifecycleEvents=true" + +# Add java opts and memory settings for master, worker, history server, executors, and repl. +case "$1" in + # Master, Worker, and HistoryServer use SPARK_DAEMON_JAVA_OPTS (and specific opts) + SPARK_DAEMON_MEMORY. + 'org.apache.spark.deploy.master.Master') + OUR_JAVA_OPTS="$SPARK_DAEMON_JAVA_OPTS $SPARK_MASTER_OPTS" + OUR_JAVA_MEM=${SPARK_DAEMON_MEMORY:-$DEFAULT_MEM} + ;; + 'org.apache.spark.deploy.worker.Worker') + OUR_JAVA_OPTS="$SPARK_DAEMON_JAVA_OPTS $SPARK_WORKER_OPTS" + OUR_JAVA_MEM=${SPARK_DAEMON_MEMORY:-$DEFAULT_MEM} + ;; + 'org.apache.spark.deploy.history.HistoryServer') + OUR_JAVA_OPTS="$SPARK_DAEMON_JAVA_OPTS $SPARK_HISTORY_OPTS" + OUR_JAVA_MEM=${SPARK_DAEMON_MEMORY:-$DEFAULT_MEM} + ;; + + # Executors use SPARK_JAVA_OPTS + SPARK_EXECUTOR_MEMORY. + 'org.apache.spark.executor.CoarseGrainedExecutorBackend') + OUR_JAVA_OPTS="$SPARK_JAVA_OPTS $SPARK_EXECUTOR_OPTS" + OUR_JAVA_MEM=${SPARK_EXECUTOR_MEMORY:-$DEFAULT_MEM} + ;; + 'org.apache.spark.executor.MesosExecutorBackend') + OUR_JAVA_OPTS="$SPARK_JAVA_OPTS $SPARK_EXECUTOR_OPTS" + OUR_JAVA_MEM=${SPARK_EXECUTOR_MEMORY:-$DEFAULT_MEM} + ;; + + # Spark submit uses SPARK_JAVA_OPTS + SPARK_SUBMIT_OPTS + + # SPARK_DRIVER_MEMORY + SPARK_SUBMIT_DRIVER_MEMORY. + 'org.apache.spark.deploy.SparkSubmit') + OUR_JAVA_OPTS="$SPARK_JAVA_OPTS $SPARK_SUBMIT_OPTS" + OUR_JAVA_MEM=${SPARK_DRIVER_MEMORY:-$DEFAULT_MEM} + if [ -n "$SPARK_SUBMIT_LIBRARY_PATH" ]; then + OUR_JAVA_OPTS="$OUR_JAVA_OPTS -Djava.library.path=$SPARK_SUBMIT_LIBRARY_PATH" + fi + if [ -n "$SPARK_SUBMIT_DRIVER_MEMORY" ]; then + OUR_JAVA_MEM="$SPARK_SUBMIT_DRIVER_MEMORY" + fi + ;; + + *) + OUR_JAVA_OPTS="$SPARK_JAVA_OPTS" + OUR_JAVA_MEM=${SPARK_DRIVER_MEMORY:-$DEFAULT_MEM} + ;; +esac + +# Find the java binary +if [ -n "${JAVA_HOME}" ]; then + RUNNER="${JAVA_HOME}/bin/java" +else + if [ `command -v java` ]; then + RUNNER="java" + else + echo "JAVA_HOME is not set" >&2 + exit 1 + fi +fi +JAVA_VERSION=$("$RUNNER" -version 2>&1 | sed 's/.* version "\(.*\)\.\(.*\)\..*"/\1\2/; 1q') + +# Set JAVA_OPTS to be able to load native libraries and to set heap size +if [ "$JAVA_VERSION" -ge 18 ]; then + JAVA_OPTS="$OUR_JAVA_OPTS" +else + JAVA_OPTS="-XX:MaxPermSize=128m $OUR_JAVA_OPTS" +fi +JAVA_OPTS="$JAVA_OPTS -Xms$OUR_JAVA_MEM -Xmx$OUR_JAVA_MEM" + +# Load extra JAVA_OPTS from conf/java-opts, if it exists +if [ -e "$FWDIR/conf/java-opts" ] ; then + JAVA_OPTS="$JAVA_OPTS `cat "$FWDIR"/conf/java-opts`" +fi + +# Attention: when changing the way the JAVA_OPTS are assembled, the change must be reflected in CommandUtils.scala! + +TOOLS_DIR="$FWDIR"/tools +SPARK_TOOLS_JAR="" +if [ -e "$TOOLS_DIR"/target/scala-$SCALA_VERSION/spark-tools*[0-9Tg].jar ]; then + # Use the JAR from the SBT build + export SPARK_TOOLS_JAR="`ls "$TOOLS_DIR"/target/scala-$SCALA_VERSION/spark-tools*[0-9Tg].jar`" +fi +if [ -e "$TOOLS_DIR"/target/spark-tools*[0-9Tg].jar ]; then + # Use the JAR from the Maven build + # TODO: this also needs to become an assembly! + export SPARK_TOOLS_JAR="`ls "$TOOLS_DIR"/target/spark-tools*[0-9Tg].jar`" +fi + +# Compute classpath using external script +classpath_output=$("$FWDIR"/bin/compute-classpath.sh) +if [[ "$?" != "0" ]]; then + echo "$classpath_output" + exit 1 +else + CLASSPATH="$classpath_output" +fi + +if [[ "$1" =~ org.apache.spark.tools.* ]]; then + if test -z "$SPARK_TOOLS_JAR"; then + echo "Failed to find Spark Tools Jar in $FWDIR/tools/target/scala-$SCALA_VERSION/" 1>&2 + echo "You need to build Spark before running $1." 1>&2 + exit 1 + fi + CLASSPATH="$CLASSPATH:$SPARK_TOOLS_JAR" +fi + +if $cygwin; then + CLASSPATH="`cygpath -wp "$CLASSPATH"`" + if [ "$1" == "org.apache.spark.tools.JavaAPICompletenessChecker" ]; then + export SPARK_TOOLS_JAR="`cygpath -w "$SPARK_TOOLS_JAR"`" + fi +fi +export CLASSPATH + +# In Spark submit client mode, the driver is launched in the same JVM as Spark submit itself. +# Here we must parse the properties file for relevant "spark.driver.*" configs before launching +# the driver JVM itself. Instead of handling this complexity in Bash, we launch a separate JVM +# to prepare the launch environment of this driver JVM. + +if [ -n "$SPARK_SUBMIT_BOOTSTRAP_DRIVER" ]; then + # This is used only if the properties file actually contains these special configs + # Export the environment variables needed by SparkSubmitDriverBootstrapper + export RUNNER + export CLASSPATH + export JAVA_OPTS + export OUR_JAVA_MEM + export SPARK_CLASS=1 + shift # Ignore main class (org.apache.spark.deploy.SparkSubmit) and use our own + exec "$RUNNER" org.apache.spark.deploy.SparkSubmitDriverBootstrapper "$@" +else + # Note: The format of this command is closely echoed in SparkSubmitDriverBootstrapper.scala + if [ -n "$SPARK_PRINT_LAUNCH_COMMAND" ]; then + echo -n "Spark Command: " 1>&2 + echo "$RUNNER" -cp "$CLASSPATH" $JAVA_OPTS "$@" 1>&2 + echo -e "========================================\n" 1>&2 + fi + exec "$RUNNER" -cp "$CLASSPATH" $JAVA_OPTS "$@" +fi + diff --git a/_site/bin/spark-class.cmd b/_site/bin/spark-class.cmd new file mode 100644 index 0000000000000..19850db9e1e5d --- /dev/null +++ b/_site/bin/spark-class.cmd @@ -0,0 +1,23 @@ +@echo off + +rem +rem Licensed to the Apache Software Foundation (ASF) under one or more +rem contributor license agreements. See the NOTICE file distributed with +rem this work for additional information regarding copyright ownership. +rem The ASF licenses this file to You under the Apache License, Version 2.0 +rem (the "License"); you may not use this file except in compliance with +rem the License. You may obtain a copy of the License at +rem +rem http://www.apache.org/licenses/LICENSE-2.0 +rem +rem Unless required by applicable law or agreed to in writing, software +rem distributed under the License is distributed on an "AS IS" BASIS, +rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +rem See the License for the specific language governing permissions and +rem limitations under the License. +rem + +rem This is the entry point for running a Spark class. To avoid polluting +rem the environment, it just launches a new cmd to do the real work. + +cmd /V /E /C %~dp0spark-class2.cmd %* diff --git a/_site/bin/spark-class2.cmd b/_site/bin/spark-class2.cmd new file mode 100644 index 0000000000000..da46543647efd --- /dev/null +++ b/_site/bin/spark-class2.cmd @@ -0,0 +1,151 @@ +@echo off + +rem +rem Licensed to the Apache Software Foundation (ASF) under one or more +rem contributor license agreements. See the NOTICE file distributed with +rem this work for additional information regarding copyright ownership. +rem The ASF licenses this file to You under the Apache License, Version 2.0 +rem (the "License"); you may not use this file except in compliance with +rem the License. You may obtain a copy of the License at +rem +rem http://www.apache.org/licenses/LICENSE-2.0 +rem +rem Unless required by applicable law or agreed to in writing, software +rem distributed under the License is distributed on an "AS IS" BASIS, +rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +rem See the License for the specific language governing permissions and +rem limitations under the License. +rem + +rem Any changes to this file must be reflected in SparkSubmitDriverBootstrapper.scala! + +setlocal enabledelayedexpansion + +set SCALA_VERSION=2.10 + +rem Figure out where the Spark framework is installed +set FWDIR=%~dp0..\ + +rem Export this as SPARK_HOME +set SPARK_HOME=%FWDIR% + +rem Load environment variables from conf\spark-env.cmd, if it exists +if exist "%FWDIR%conf\spark-env.cmd" call "%FWDIR%conf\spark-env.cmd" + +rem Test that an argument was given +if not "x%1"=="x" goto arg_given + echo Usage: spark-class ^ [^] + goto exit +:arg_given + +if not "x%SPARK_MEM%"=="x" ( + echo Warning: SPARK_MEM is deprecated, please use a more specific config option + echo e.g., spark.executor.memory or spark.driver.memory. +) + +rem Use SPARK_MEM or 512m as the default memory, to be overridden by specific options +set OUR_JAVA_MEM=%SPARK_MEM% +if "x%OUR_JAVA_MEM%"=="x" set OUR_JAVA_MEM=512m + +set SPARK_DAEMON_JAVA_OPTS=%SPARK_DAEMON_JAVA_OPTS% -Dspark.akka.logLifecycleEvents=true + +rem Add java opts and memory settings for master, worker, history server, executors, and repl. +rem Master, Worker and HistoryServer use SPARK_DAEMON_JAVA_OPTS (and specific opts) + SPARK_DAEMON_MEMORY. +if "%1"=="org.apache.spark.deploy.master.Master" ( + set OUR_JAVA_OPTS=%SPARK_DAEMON_JAVA_OPTS% %SPARK_MASTER_OPTS% + if not "x%SPARK_DAEMON_MEMORY%"=="x" set OUR_JAVA_MEM=%SPARK_DAEMON_MEMORY% +) else if "%1"=="org.apache.spark.deploy.worker.Worker" ( + set OUR_JAVA_OPTS=%SPARK_DAEMON_JAVA_OPTS% %SPARK_WORKER_OPTS% + if not "x%SPARK_DAEMON_MEMORY%"=="x" set OUR_JAVA_MEM=%SPARK_DAEMON_MEMORY% +) else if "%1"=="org.apache.spark.deploy.history.HistoryServer" ( + set OUR_JAVA_OPTS=%SPARK_DAEMON_JAVA_OPTS% %SPARK_HISTORY_OPTS% + if not "x%SPARK_DAEMON_MEMORY%"=="x" set OUR_JAVA_MEM=%SPARK_DAEMON_MEMORY% + +rem Executors use SPARK_JAVA_OPTS + SPARK_EXECUTOR_MEMORY. +) else if "%1"=="org.apache.spark.executor.CoarseGrainedExecutorBackend" ( + set OUR_JAVA_OPTS=%SPARK_JAVA_OPTS% %SPARK_EXECUTOR_OPTS% + if not "x%SPARK_EXECUTOR_MEMORY%"=="x" set OUR_JAVA_MEM=%SPARK_EXECUTOR_MEMORY% +) else if "%1"=="org.apache.spark.executor.MesosExecutorBackend" ( + set OUR_JAVA_OPTS=%SPARK_JAVA_OPTS% %SPARK_EXECUTOR_OPTS% + if not "x%SPARK_EXECUTOR_MEMORY%"=="x" set OUR_JAVA_MEM=%SPARK_EXECUTOR_MEMORY% + +rem Spark submit uses SPARK_JAVA_OPTS + SPARK_SUBMIT_OPTS + +rem SPARK_DRIVER_MEMORY + SPARK_SUBMIT_DRIVER_MEMORY. +rem The repl also uses SPARK_REPL_OPTS. +) else if "%1"=="org.apache.spark.deploy.SparkSubmit" ( + set OUR_JAVA_OPTS=%SPARK_JAVA_OPTS% %SPARK_SUBMIT_OPTS% %SPARK_REPL_OPTS% + if not "x%SPARK_SUBMIT_LIBRARY_PATH%"=="x" ( + set OUR_JAVA_OPTS=!OUR_JAVA_OPTS! -Djava.library.path=%SPARK_SUBMIT_LIBRARY_PATH% + ) else if not "x%SPARK_LIBRARY_PATH%"=="x" ( + set OUR_JAVA_OPTS=!OUR_JAVA_OPTS! -Djava.library.path=%SPARK_LIBRARY_PATH% + ) + if not "x%SPARK_DRIVER_MEMORY%"=="x" set OUR_JAVA_MEM=%SPARK_DRIVER_MEMORY% + if not "x%SPARK_SUBMIT_DRIVER_MEMORY%"=="x" set OUR_JAVA_MEM=%SPARK_SUBMIT_DRIVER_MEMORY% +) else ( + set OUR_JAVA_OPTS=%SPARK_JAVA_OPTS% + if not "x%SPARK_DRIVER_MEMORY%"=="x" set OUR_JAVA_MEM=%SPARK_DRIVER_MEMORY% +) + +rem Set JAVA_OPTS to be able to load native libraries and to set heap size +for /f "tokens=3" %%i in ('java -version 2^>^&1 ^| find "version"') do set jversion=%%i +for /f "tokens=1 delims=_" %%i in ("%jversion:~1,-1%") do set jversion=%%i +if "%jversion%" geq "1.8.0" ( + set JAVA_OPTS=%OUR_JAVA_OPTS% -Xms%OUR_JAVA_MEM% -Xmx%OUR_JAVA_MEM% +) else ( + set JAVA_OPTS=-XX:MaxPermSize=128m %OUR_JAVA_OPTS% -Xms%OUR_JAVA_MEM% -Xmx%OUR_JAVA_MEM% +) +rem Attention: when changing the way the JAVA_OPTS are assembled, the change must be reflected in CommandUtils.scala! + +rem Test whether the user has built Spark +if exist "%FWDIR%RELEASE" goto skip_build_test +set FOUND_JAR=0 +for %%d in ("%FWDIR%assembly\target\scala-%SCALA_VERSION%\spark-assembly*hadoop*.jar") do ( + set FOUND_JAR=1 +) +if "%FOUND_JAR%"=="0" ( + echo Failed to find Spark assembly JAR. + echo You need to build Spark before running this program. + goto exit +) +:skip_build_test + +set TOOLS_DIR=%FWDIR%tools +set SPARK_TOOLS_JAR= +for %%d in ("%TOOLS_DIR%\target\scala-%SCALA_VERSION%\spark-tools*assembly*.jar") do ( + set SPARK_TOOLS_JAR=%%d +) + +rem Compute classpath using external script +set DONT_PRINT_CLASSPATH=1 +call "%FWDIR%bin\compute-classpath.cmd" +set DONT_PRINT_CLASSPATH=0 +set CLASSPATH=%CLASSPATH%;%SPARK_TOOLS_JAR% + +rem Figure out where java is. +set RUNNER=java +if not "x%JAVA_HOME%"=="x" set RUNNER=%JAVA_HOME%\bin\java + +rem In Spark submit client mode, the driver is launched in the same JVM as Spark submit itself. +rem Here we must parse the properties file for relevant "spark.driver.*" configs before launching +rem the driver JVM itself. Instead of handling this complexity here, we launch a separate JVM +rem to prepare the launch environment of this driver JVM. + +rem In this case, leave out the main class (org.apache.spark.deploy.SparkSubmit) and use our own. +rem Leaving out the first argument is surprisingly difficult to do in Windows. Note that this must +rem be done here because the Windows "shift" command does not work in a conditional block. +set BOOTSTRAP_ARGS= +shift +:start_parse +if "%~1" == "" goto end_parse +set BOOTSTRAP_ARGS=%BOOTSTRAP_ARGS% %~1 +shift +goto start_parse +:end_parse + +if not [%SPARK_SUBMIT_BOOTSTRAP_DRIVER%] == [] ( + set SPARK_CLASS=1 + "%RUNNER%" org.apache.spark.deploy.SparkSubmitDriverBootstrapper %BOOTSTRAP_ARGS% +) else ( + "%RUNNER%" -cp "%CLASSPATH%" %JAVA_OPTS% %* +) +:exit diff --git a/_site/bin/spark-shell b/_site/bin/spark-shell new file mode 100755 index 0000000000000..4a0670fc6c8aa --- /dev/null +++ b/_site/bin/spark-shell @@ -0,0 +1,99 @@ +#!/usr/bin/env bash + +# +# 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. +# + +# +# Shell script for starting the Spark Shell REPL + +cygwin=false +case "`uname`" in + CYGWIN*) cygwin=true;; +esac + +# Enter posix mode for bash +set -o posix + +## Global script variables +FWDIR="$(cd "`dirname "$0"`"/..; pwd)" + +function usage() { + echo "Usage: ./bin/spark-shell [options]" + "$FWDIR"/bin/spark-submit --help 2>&1 | grep -v Usage 1>&2 + exit 0 +} + +if [[ "$@" = *--help ]] || [[ "$@" = *-h ]]; then + usage +fi + +source "$FWDIR"/bin/utils.sh +SUBMIT_USAGE_FUNCTION=usage +gatherSparkSubmitOpts "$@" + +function main() { + if $cygwin; then + # Workaround for issue involving JLine and Cygwin + # (see http://sourceforge.net/p/jline/bugs/40/). + # If you're using the Mintty terminal emulator in Cygwin, may need to set the + # "Backspace sends ^H" setting in "Keys" section of the Mintty options + # (see https://github.com/sbt/sbt/issues/562). + stty -icanon min 1 -echo > /dev/null 2>&1 + export SPARK_SUBMIT_OPTS="$SPARK_SUBMIT_OPTS -Djline.terminal=unix" + "$FWDIR"/bin/spark-submit --class org.apache.spark.repl.Main "${SUBMISSION_OPTS[@]}" spark-shell "${APPLICATION_OPTS[@]}" + stty icanon echo > /dev/null 2>&1 + else + export SPARK_SUBMIT_OPTS + "$FWDIR"/bin/spark-submit --class org.apache.spark.repl.Main "${SUBMISSION_OPTS[@]}" spark-shell "${APPLICATION_OPTS[@]}" + fi +} + +# Copy restore-TTY-on-exit functions from Scala script so spark-shell exits properly even in +# binary distribution of Spark where Scala is not installed +exit_status=127 +saved_stty="" + +# restore stty settings (echo in particular) +function restoreSttySettings() { + stty $saved_stty + saved_stty="" +} + +function onExit() { + if [[ "$saved_stty" != "" ]]; then + restoreSttySettings + fi + exit $exit_status +} + +# to reenable echo if we are interrupted before completing. +trap onExit INT + +# save terminal settings +saved_stty=$(stty -g 2>/dev/null) +# clear on error so we don't later try to restore them +if [[ ! $? ]]; then + saved_stty="" +fi + +main "$@" + +# record the exit status lest it be overwritten: +# then reenable echo and propagate the code. +exit_status=$? +onExit + diff --git a/_site/bin/spark-shell.cmd b/_site/bin/spark-shell.cmd new file mode 100755 index 0000000000000..2ee60b4e2a2b3 --- /dev/null +++ b/_site/bin/spark-shell.cmd @@ -0,0 +1,22 @@ +@echo off + +rem +rem Licensed to the Apache Software Foundation (ASF) under one or more +rem contributor license agreements. See the NOTICE file distributed with +rem this work for additional information regarding copyright ownership. +rem The ASF licenses this file to You under the Apache License, Version 2.0 +rem (the "License"); you may not use this file except in compliance with +rem the License. You may obtain a copy of the License at +rem +rem http://www.apache.org/licenses/LICENSE-2.0 +rem +rem Unless required by applicable law or agreed to in writing, software +rem distributed under the License is distributed on an "AS IS" BASIS, +rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +rem See the License for the specific language governing permissions and +rem limitations under the License. +rem + +set SPARK_HOME=%~dp0.. + +cmd /V /E /C %SPARK_HOME%\bin\spark-submit.cmd --class org.apache.spark.repl.Main %* spark-shell diff --git a/_site/bin/spark-sql b/_site/bin/spark-sql new file mode 100755 index 0000000000000..63d00437d508d --- /dev/null +++ b/_site/bin/spark-sql @@ -0,0 +1,55 @@ +#!/usr/bin/env bash + +# +# 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. +# + +# +# Shell script for starting the Spark SQL CLI + +# Enter posix mode for bash +set -o posix + +CLASS="org.apache.spark.sql.hive.thriftserver.SparkSQLCLIDriver" + +# Figure out where Spark is installed +FWDIR="$(cd "`dirname "$0"`"/..; pwd)" + +function usage { + echo "Usage: ./bin/spark-sql [options] [cli option]" + pattern="usage" + pattern+="\|Spark assembly has been built with Hive" + pattern+="\|NOTE: SPARK_PREPEND_CLASSES is set" + pattern+="\|Spark Command: " + pattern+="\|--help" + pattern+="\|=======" + + "$FWDIR"/bin/spark-submit --help 2>&1 | grep -v Usage 1>&2 + echo + echo "CLI options:" + "$FWDIR"/bin/spark-class $CLASS --help 2>&1 | grep -v "$pattern" 1>&2 +} + +if [[ "$@" = *--help ]] || [[ "$@" = *-h ]]; then + usage + exit 0 +fi + +source "$FWDIR"/bin/utils.sh +SUBMIT_USAGE_FUNCTION=usage +gatherSparkSubmitOpts "$@" + +exec "$FWDIR"/bin/spark-submit --class $CLASS "${SUBMISSION_OPTS[@]}" spark-internal "${APPLICATION_OPTS[@]}" diff --git a/_site/bin/spark-submit b/_site/bin/spark-submit new file mode 100755 index 0000000000000..c557311b4b20e --- /dev/null +++ b/_site/bin/spark-submit @@ -0,0 +1,63 @@ +#!/usr/bin/env bash + +# +# Licensed to the Apache Software Foundation (ASF) under one or more +# contributor license agreements. See the NOTICE file distributed with +# this work for additional information regarding copyright ownership. +# The ASF licenses this file to You under the Apache License, Version 2.0 +# (the "License"); you may not use this file except in compliance with +# the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# NOTE: Any changes in this file must be reflected in SparkSubmitDriverBootstrapper.scala! + +export SPARK_HOME="$(cd "`dirname "$0"`"/..; pwd)" +ORIG_ARGS=("$@") + +while (($#)); do + if [ "$1" = "--deploy-mode" ]; then + SPARK_SUBMIT_DEPLOY_MODE=$2 + elif [ "$1" = "--properties-file" ]; then + SPARK_SUBMIT_PROPERTIES_FILE=$2 + elif [ "$1" = "--driver-memory" ]; then + export SPARK_SUBMIT_DRIVER_MEMORY=$2 + elif [ "$1" = "--driver-library-path" ]; then + export SPARK_SUBMIT_LIBRARY_PATH=$2 + elif [ "$1" = "--driver-class-path" ]; then + export SPARK_SUBMIT_CLASSPATH=$2 + elif [ "$1" = "--driver-java-options" ]; then + export SPARK_SUBMIT_OPTS=$2 + fi + shift +done + +DEFAULT_PROPERTIES_FILE="$SPARK_HOME/conf/spark-defaults.conf" +export SPARK_SUBMIT_DEPLOY_MODE=${SPARK_SUBMIT_DEPLOY_MODE:-"client"} +export SPARK_SUBMIT_PROPERTIES_FILE=${SPARK_SUBMIT_PROPERTIES_FILE:-"$DEFAULT_PROPERTIES_FILE"} + +# For client mode, the driver will be launched in the same JVM that launches +# SparkSubmit, so we may need to read the properties file for any extra class +# paths, library paths, java options and memory early on. Otherwise, it will +# be too late by the time the driver JVM has started. + +if [[ "$SPARK_SUBMIT_DEPLOY_MODE" == "client" && -f "$SPARK_SUBMIT_PROPERTIES_FILE" ]]; then + # Parse the properties file only if the special configs exist + contains_special_configs=$( + grep -e "spark.driver.extra*\|spark.driver.memory" "$SPARK_SUBMIT_PROPERTIES_FILE" | \ + grep -v "^[[:space:]]*#" + ) + if [ -n "$contains_special_configs" ]; then + export SPARK_SUBMIT_BOOTSTRAP_DRIVER=1 + fi +fi + +exec "$SPARK_HOME"/bin/spark-class org.apache.spark.deploy.SparkSubmit "${ORIG_ARGS[@]}" + diff --git a/_site/bin/spark-submit.cmd b/_site/bin/spark-submit.cmd new file mode 100644 index 0000000000000..cf6046d1547ad --- /dev/null +++ b/_site/bin/spark-submit.cmd @@ -0,0 +1,68 @@ +@echo off + +rem +rem Licensed to the Apache Software Foundation (ASF) under one or more +rem contributor license agreements. See the NOTICE file distributed with +rem this work for additional information regarding copyright ownership. +rem The ASF licenses this file to You under the Apache License, Version 2.0 +rem (the "License"); you may not use this file except in compliance with +rem the License. You may obtain a copy of the License at +rem +rem http://www.apache.org/licenses/LICENSE-2.0 +rem +rem Unless required by applicable law or agreed to in writing, software +rem distributed under the License is distributed on an "AS IS" BASIS, +rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +rem See the License for the specific language governing permissions and +rem limitations under the License. +rem + +rem NOTE: Any changes in this file must be reflected in SparkSubmitDriverBootstrapper.scala! + +set SPARK_HOME=%~dp0.. +set ORIG_ARGS=%* + +rem Reset the values of all variables used +set SPARK_SUBMIT_DEPLOY_MODE=client +set SPARK_SUBMIT_PROPERTIES_FILE=%SPARK_HOME%\conf\spark-defaults.conf +set SPARK_SUBMIT_DRIVER_MEMORY= +set SPARK_SUBMIT_LIBRARY_PATH= +set SPARK_SUBMIT_CLASSPATH= +set SPARK_SUBMIT_OPTS= +set SPARK_SUBMIT_BOOTSTRAP_DRIVER= + +:loop +if [%1] == [] goto continue + if [%1] == [--deploy-mode] ( + set SPARK_SUBMIT_DEPLOY_MODE=%2 + ) else if [%1] == [--properties-file] ( + set SPARK_SUBMIT_PROPERTIES_FILE=%2 + ) else if [%1] == [--driver-memory] ( + set SPARK_SUBMIT_DRIVER_MEMORY=%2 + ) else if [%1] == [--driver-library-path] ( + set SPARK_SUBMIT_LIBRARY_PATH=%2 + ) else if [%1] == [--driver-class-path] ( + set SPARK_SUBMIT_CLASSPATH=%2 + ) else if [%1] == [--driver-java-options] ( + set SPARK_SUBMIT_OPTS=%2 + ) + shift +goto loop +:continue + +rem For client mode, the driver will be launched in the same JVM that launches +rem SparkSubmit, so we may need to read the properties file for any extra class +rem paths, library paths, java options and memory early on. Otherwise, it will +rem be too late by the time the driver JVM has started. + +if [%SPARK_SUBMIT_DEPLOY_MODE%] == [client] ( + if exist %SPARK_SUBMIT_PROPERTIES_FILE% ( + rem Parse the properties file only if the special configs exist + for /f %%i in ('findstr /r /c:"^[\t ]*spark.driver.memory" /c:"^[\t ]*spark.driver.extra" ^ + %SPARK_SUBMIT_PROPERTIES_FILE%') do ( + set SPARK_SUBMIT_BOOTSTRAP_DRIVER=1 + ) + ) +) + +cmd /V /E /C %SPARK_HOME%\bin\spark-class.cmd org.apache.spark.deploy.SparkSubmit %ORIG_ARGS% diff --git a/_site/bin/utils.sh b/_site/bin/utils.sh new file mode 100755 index 0000000000000..22ea2b9a6d586 --- /dev/null +++ b/_site/bin/utils.sh @@ -0,0 +1,59 @@ +#!/usr/bin/env bash + +# +# 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. +# + +# Gather all spark-submit options into SUBMISSION_OPTS +function gatherSparkSubmitOpts() { + + if [ -z "$SUBMIT_USAGE_FUNCTION" ]; then + echo "Function for printing usage of $0 is not set." 1>&2 + echo "Please set usage function to shell variable 'SUBMIT_USAGE_FUNCTION' in $0" 1>&2 + exit 1 + fi + + # NOTE: If you add or remove spark-sumbmit options, + # modify NOT ONLY this script but also SparkSubmitArgument.scala + SUBMISSION_OPTS=() + APPLICATION_OPTS=() + while (($#)); do + case "$1" in + --master | --deploy-mode | --class | --name | --jars | --py-files | --files | \ + --conf | --properties-file | --driver-memory | --driver-java-options | \ + --driver-library-path | --driver-class-path | --executor-memory | --driver-cores | \ + --total-executor-cores | --executor-cores | --queue | --num-executors | --archives) + if [[ $# -lt 2 ]]; then + "$SUBMIT_USAGE_FUNCTION" + exit 1; + fi + SUBMISSION_OPTS+=("$1"); shift + SUBMISSION_OPTS+=("$1"); shift + ;; + + --verbose | -v | --supervise) + SUBMISSION_OPTS+=("$1"); shift + ;; + + *) + APPLICATION_OPTS+=("$1"); shift + ;; + esac + done + + export SUBMISSION_OPTS + export APPLICATION_OPTS +} diff --git a/_site/conf/fairscheduler.xml.template b/_site/conf/fairscheduler.xml.template new file mode 100644 index 0000000000000..acf59e2a35986 --- /dev/null +++ b/_site/conf/fairscheduler.xml.template @@ -0,0 +1,13 @@ + + + + FAIR + 1 + 2 + + + FIFO + 2 + 3 + + diff --git a/_site/conf/log4j.properties.template b/_site/conf/log4j.properties.template new file mode 100644 index 0000000000000..89eec7d4b7f61 --- /dev/null +++ b/_site/conf/log4j.properties.template @@ -0,0 +1,12 @@ +# Set everything to be logged to the console +log4j.rootCategory=INFO, console +log4j.appender.console=org.apache.log4j.ConsoleAppender +log4j.appender.console.target=System.err +log4j.appender.console.layout=org.apache.log4j.PatternLayout +log4j.appender.console.layout.ConversionPattern=%d{yy/MM/dd HH:mm:ss} %p %c{1}: %m%n + +# Settings to quiet third party logs that are too verbose +log4j.logger.org.eclipse.jetty=WARN +log4j.logger.org.eclipse.jetty.util.component.AbstractLifeCycle=ERROR +log4j.logger.org.apache.spark.repl.SparkIMain$exprTyper=INFO +log4j.logger.org.apache.spark.repl.SparkILoop$SparkILoopInterpreter=INFO diff --git a/_site/conf/metrics.properties.template b/_site/conf/metrics.properties.template new file mode 100644 index 0000000000000..30bcab0c93302 --- /dev/null +++ b/_site/conf/metrics.properties.template @@ -0,0 +1,132 @@ +# syntax: [instance].sink|source.[name].[options]=[value] + +# This file configures Spark's internal metrics system. The metrics system is +# divided into instances which correspond to internal components. +# Each instance can be configured to report its metrics to one or more sinks. +# Accepted values for [instance] are "master", "worker", "executor", "driver", +# and "applications". A wild card "*" can be used as an instance name, in +# which case all instances will inherit the supplied property. +# +# Within an instance, a "source" specifies a particular set of grouped metrics. +# there are two kinds of sources: +# 1. Spark internal sources, like MasterSource, WorkerSource, etc, which will +# collect a Spark component's internal state. Each instance is paired with a +# Spark source that is added automatically. +# 2. Common sources, like JvmSource, which will collect low level state. +# These can be added through configuration options and are then loaded +# using reflection. +# +# A "sink" specifies where metrics are delivered to. Each instance can be +# assigned one or more sinks. +# +# The sink|source field specifies whether the property relates to a sink or +# source. +# +# The [name] field specifies the name of source or sink. +# +# The [options] field is the specific property of this source or sink. The +# source or sink is responsible for parsing this property. +# +# Notes: +# 1. To add a new sink, set the "class" option to a fully qualified class +# name (see examples below). +# 2. Some sinks involve a polling period. The minimum allowed polling period +# is 1 second. +# 3. Wild card properties can be overridden by more specific properties. +# For example, master.sink.console.period takes precedence over +# *.sink.console.period. +# 4. A metrics specific configuration +# "spark.metrics.conf=${SPARK_HOME}/conf/metrics.properties" should be +# added to Java properties using -Dspark.metrics.conf=xxx if you want to +# customize metrics system. You can also put the file in ${SPARK_HOME}/conf +# and it will be loaded automatically. +# 5. MetricsServlet is added by default as a sink in master, worker and client +# driver, you can send http request "/metrics/json" to get a snapshot of all the +# registered metrics in json format. For master, requests "/metrics/master/json" and +# "/metrics/applications/json" can be sent seperately to get metrics snapshot of +# instance master and applications. MetricsServlet may not be configured by self. +# + +## List of available sinks and their properties. + +# org.apache.spark.metrics.sink.ConsoleSink +# Name: Default: Description: +# period 10 Poll period +# unit seconds Units of poll period + +# org.apache.spark.metrics.sink.CSVSink +# Name: Default: Description: +# period 10 Poll period +# unit seconds Units of poll period +# directory /tmp Where to store CSV files + +# org.apache.spark.metrics.sink.GangliaSink +# Name: Default: Description: +# host NONE Hostname or multicast group of Ganglia server +# port NONE Port of Ganglia server(s) +# period 10 Poll period +# unit seconds Units of poll period +# ttl 1 TTL of messages sent by Ganglia +# mode multicast Ganglia network mode ('unicast' or 'multicast') + +# org.apache.spark.metrics.sink.JmxSink + +# org.apache.spark.metrics.sink.MetricsServlet +# Name: Default: Description: +# path VARIES* Path prefix from the web server root +# sample false Whether to show entire set of samples for histograms ('false' or 'true') +# +# * Default path is /metrics/json for all instances except the master. The master has two paths: +# /metrics/aplications/json # App information +# /metrics/master/json # Master information + +# org.apache.spark.metrics.sink.GraphiteSink +# Name: Default: Description: +# host NONE Hostname of Graphite server +# port NONE Port of Graphite server +# period 10 Poll period +# unit seconds Units of poll period +# prefix EMPTY STRING Prefix to prepend to metric name + +## Examples +# Enable JmxSink for all instances by class name +#*.sink.jmx.class=org.apache.spark.metrics.sink.JmxSink + +# Enable ConsoleSink for all instances by class name +#*.sink.console.class=org.apache.spark.metrics.sink.ConsoleSink + +# Polling period for ConsoleSink +#*.sink.console.period=10 + +#*.sink.console.unit=seconds + +# Master instance overlap polling period +#master.sink.console.period=15 + +#master.sink.console.unit=seconds + +# Enable CsvSink for all instances +#*.sink.csv.class=org.apache.spark.metrics.sink.CsvSink + +# Polling period for CsvSink +#*.sink.csv.period=1 + +#*.sink.csv.unit=minutes + +# Polling directory for CsvSink +#*.sink.csv.directory=/tmp/ + +# Worker instance overlap polling period +#worker.sink.csv.period=10 + +#worker.sink.csv.unit=minutes + +# Enable jvm source for instance master, worker, driver and executor +#master.source.jvm.class=org.apache.spark.metrics.source.JvmSource + +#worker.source.jvm.class=org.apache.spark.metrics.source.JvmSource + +#driver.source.jvm.class=org.apache.spark.metrics.source.JvmSource + +#executor.source.jvm.class=org.apache.spark.metrics.source.JvmSource + diff --git a/_site/conf/slaves.template b/_site/conf/slaves.template new file mode 100644 index 0000000000000..da0a01343d20a --- /dev/null +++ b/_site/conf/slaves.template @@ -0,0 +1,2 @@ +# A Spark Worker will be started on each of the machines listed below. +localhost \ No newline at end of file diff --git a/_site/conf/spark-defaults.conf.template b/_site/conf/spark-defaults.conf.template new file mode 100644 index 0000000000000..a48dcc70e1363 --- /dev/null +++ b/_site/conf/spark-defaults.conf.template @@ -0,0 +1,10 @@ +# Default system properties included when running spark-submit. +# This is useful for setting default environmental settings. + +# Example: +# spark.master spark://master:7077 +# spark.eventLog.enabled true +# spark.eventLog.dir hdfs://namenode:8021/directory +# spark.serializer org.apache.spark.serializer.KryoSerializer +# spark.driver.memory 5g +# spark.executor.extraJavaOptions -XX:+PrintGCDetails -Dkey=value -Dnumbers="one two three" diff --git a/_site/conf/spark-env.sh.template b/_site/conf/spark-env.sh.template new file mode 100755 index 0000000000000..f8ffbf64278fb --- /dev/null +++ b/_site/conf/spark-env.sh.template @@ -0,0 +1,43 @@ +#!/usr/bin/env bash + +# This file is sourced when running various Spark programs. +# Copy it as spark-env.sh and edit that to configure Spark for your site. + +# Options read when launching programs locally with +# ./bin/run-example or ./bin/spark-submit +# - HADOOP_CONF_DIR, to point Spark towards Hadoop configuration files +# - SPARK_LOCAL_IP, to set the IP address Spark binds to on this node +# - SPARK_PUBLIC_DNS, to set the public dns name of the driver program +# - SPARK_CLASSPATH, default classpath entries to append + +# Options read by executors and drivers running inside the cluster +# - SPARK_LOCAL_IP, to set the IP address Spark binds to on this node +# - SPARK_PUBLIC_DNS, to set the public DNS name of the driver program +# - SPARK_CLASSPATH, default classpath entries to append +# - SPARK_LOCAL_DIRS, storage directories to use on this node for shuffle and RDD data +# - MESOS_NATIVE_LIBRARY, to point to your libmesos.so if you use Mesos + +# Options read in YARN client mode +# - HADOOP_CONF_DIR, to point Spark towards Hadoop configuration files +# - SPARK_EXECUTOR_INSTANCES, Number of workers to start (Default: 2) +# - SPARK_EXECUTOR_CORES, Number of cores for the workers (Default: 1). +# - SPARK_EXECUTOR_MEMORY, Memory per Worker (e.g. 1000M, 2G) (Default: 1G) +# - SPARK_DRIVER_MEMORY, Memory for Master (e.g. 1000M, 2G) (Default: 512 Mb) +# - SPARK_YARN_APP_NAME, The name of your application (Default: Spark) +# - SPARK_YARN_QUEUE, The hadoop queue to use for allocation requests (Default: ‘default’) +# - SPARK_YARN_DIST_FILES, Comma separated list of files to be distributed with the job. +# - SPARK_YARN_DIST_ARCHIVES, Comma separated list of archives to be distributed with the job. + +# Options for the daemons used in the standalone deploy mode: +# - SPARK_MASTER_IP, to bind the master to a different IP address or hostname +# - SPARK_MASTER_PORT / SPARK_MASTER_WEBUI_PORT, to use non-default ports for the master +# - SPARK_MASTER_OPTS, to set config properties only for the master (e.g. "-Dx=y") +# - SPARK_WORKER_CORES, to set the number of cores to use on this machine +# - SPARK_WORKER_MEMORY, to set how much total memory workers have to give executors (e.g. 1000m, 2g) +# - SPARK_WORKER_PORT / SPARK_WORKER_WEBUI_PORT, to use non-default ports for the worker +# - SPARK_WORKER_INSTANCES, to set the number of worker processes per node +# - SPARK_WORKER_DIR, to set the working directory of worker processes +# - SPARK_WORKER_OPTS, to set config properties only for the worker (e.g. "-Dx=y") +# - SPARK_HISTORY_OPTS, to set config properties only for the history server (e.g. "-Dx=y") +# - SPARK_DAEMON_JAVA_OPTS, to set config properties for all daemons (e.g. "-Dx=y") +# - SPARK_PUBLIC_DNS, to set the public dns name of the master or workers diff --git a/_site/core/pom.xml b/_site/core/pom.xml new file mode 100644 index 0000000000000..a5a178079bc57 --- /dev/null +++ b/_site/core/pom.xml @@ -0,0 +1,414 @@ + + + + + 4.0.0 + + org.apache.spark + spark-parent + 1.2.0-SNAPSHOT + ../pom.xml + + + org.apache.spark + spark-core_2.10 + + core + + jar + Spark Project Core + http://spark.apache.org/ + + + org.apache.hadoop + hadoop-client + + + javax.servlet + servlet-api + + + + + net.java.dev.jets3t + jets3t + + + org.apache.curator + curator-recipes + + + org.eclipse.jetty + jetty-plus + + + org.eclipse.jetty + jetty-security + + + org.eclipse.jetty + jetty-util + + + org.eclipse.jetty + jetty-server + + + + com.google.guava + guava + compile + + + org.apache.commons + commons-lang3 + + + org.apache.commons + commons-math3 + 3.3 + test + + + com.google.code.findbugs + jsr305 + + + org.slf4j + slf4j-api + + + org.slf4j + jul-to-slf4j + + + org.slf4j + jcl-over-slf4j + + + log4j + log4j + + + org.slf4j + slf4j-log4j12 + + + com.ning + compress-lzf + + + org.xerial.snappy + snappy-java + + + net.jpountz.lz4 + lz4 + + + com.twitter + chill_${scala.binary.version} + + + com.twitter + chill-java + + + commons-net + commons-net + + + ${akka.group} + akka-remote_${scala.binary.version} + + + ${akka.group} + akka-slf4j_${scala.binary.version} + + + ${akka.group} + akka-testkit_${scala.binary.version} + test + + + org.scala-lang + scala-library + + + org.json4s + json4s-jackson_${scala.binary.version} + 3.2.10 + + + colt + colt + + + org.apache.mesos + mesos + ${mesos.classifier} + + + io.netty + netty-all + + + com.clearspring.analytics + stream + + + com.codahale.metrics + metrics-core + + + com.codahale.metrics + metrics-jvm + + + com.codahale.metrics + metrics-json + + + com.codahale.metrics + metrics-graphite + + + org.apache.derby + derby + test + + + org.tachyonproject + tachyon-client + 0.5.0 + + + org.apache.hadoop + hadoop-client + + + org.apache.curator + curator-recipes + + + org.eclipse.jetty + jetty-jsp + + + org.eclipse.jetty + jetty-webapp + + + org.eclipse.jetty + jetty-server + + + org.eclipse.jetty + jetty-servlet + + + junit + junit + + + org.powermock + powermock-module-junit4 + + + org.powermock + powermock-api-mockito + + + org.apache.curator + curator-test + + + + + org.scalatest + scalatest_${scala.binary.version} + test + + + org.mockito + mockito-all + test + + + org.scalacheck + scalacheck_${scala.binary.version} + test + + + org.easymock + easymockclassextension + test + + + asm + asm + test + + + junit + junit + test + + + com.novocode + junit-interface + test + + + org.spark-project + pyrolite + 2.0.1 + + + net.sf.py4j + py4j + 0.8.2.1 + + + + target/scala-${scala.binary.version}/classes + target/scala-${scala.binary.version}/test-classes + + + org.scalatest + scalatest-maven-plugin + + + ${basedir}/.. + 1 + ${spark.classpath} + + + + + + org.apache.maven.plugins + maven-antrun-plugin + + + generate-resources + + run + + + + + + + + + + + maven-clean-plugin + + + + ${basedir}/../python/build + + + true + + + + org.apache.maven.plugins + maven-shade-plugin + + + package + + shade + + + false + + + com.google.guava:guava + + + + + + com.google.guava:guava + + com/google/common/base/Absent* + com/google/common/base/Optional* + com/google/common/base/Present* + + + + + + + + + + org.apache.maven.plugins + maven-dependency-plugin + + + copy-dependencies + package + + copy-dependencies + + + ${project.build.directory} + false + false + true + true + guava + true + + + + + + + + + src/main/resources + + + ../python + + pyspark/*.py + + + + ../python/build + + py4j/*.py + + + + + diff --git a/_site/core/src/main/java/org/apache/spark/TaskContext.java b/_site/core/src/main/java/org/apache/spark/TaskContext.java new file mode 100644 index 0000000000000..4e6d708af0ea7 --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/TaskContext.java @@ -0,0 +1,269 @@ +/* + * 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; + +import java.io.Serializable; +import java.util.ArrayList; +import java.util.Collections; +import java.util.List; + +import scala.Function0; +import scala.Function1; +import scala.Unit; +import scala.collection.JavaConversions; + +import org.apache.spark.annotation.DeveloperApi; +import org.apache.spark.executor.TaskMetrics; +import org.apache.spark.util.TaskCompletionListener; +import org.apache.spark.util.TaskCompletionListenerException; + +/** +* :: DeveloperApi :: +* Contextual information about a task which can be read or mutated during execution. +*/ +@DeveloperApi +public class TaskContext implements Serializable { + + private int stageId; + private int partitionId; + private long attemptId; + private boolean runningLocally; + private TaskMetrics taskMetrics; + + /** + * :: DeveloperApi :: + * Contextual information about a task which can be read or mutated during execution. + * + * @param stageId stage id + * @param partitionId index of the partition + * @param attemptId the number of attempts to execute this task + * @param runningLocally whether the task is running locally in the driver JVM + * @param taskMetrics performance metrics of the task + */ + @DeveloperApi + public TaskContext(int stageId, int partitionId, long attemptId, boolean runningLocally, + TaskMetrics taskMetrics) { + this.attemptId = attemptId; + this.partitionId = partitionId; + this.runningLocally = runningLocally; + this.stageId = stageId; + this.taskMetrics = taskMetrics; + } + + /** + * :: DeveloperApi :: + * Contextual information about a task which can be read or mutated during execution. + * + * @param stageId stage id + * @param partitionId index of the partition + * @param attemptId the number of attempts to execute this task + * @param runningLocally whether the task is running locally in the driver JVM + */ + @DeveloperApi + public TaskContext(int stageId, int partitionId, long attemptId, boolean runningLocally) { + this.attemptId = attemptId; + this.partitionId = partitionId; + this.runningLocally = runningLocally; + this.stageId = stageId; + this.taskMetrics = TaskMetrics.empty(); + } + + /** + * :: DeveloperApi :: + * Contextual information about a task which can be read or mutated during execution. + * + * @param stageId stage id + * @param partitionId index of the partition + * @param attemptId the number of attempts to execute this task + */ + @DeveloperApi + public TaskContext(int stageId, int partitionId, long attemptId) { + this.attemptId = attemptId; + this.partitionId = partitionId; + this.runningLocally = false; + this.stageId = stageId; + this.taskMetrics = TaskMetrics.empty(); + } + + private static ThreadLocal taskContext = + new ThreadLocal(); + + /** + * :: Internal API :: + * This is spark internal API, not intended to be called from user programs. + */ + public static void setTaskContext(TaskContext tc) { + taskContext.set(tc); + } + + public static TaskContext get() { + return taskContext.get(); + } + + /** :: Internal API :: */ + public static void unset() { + taskContext.remove(); + } + + // List of callback functions to execute when the task completes. + private transient List onCompleteCallbacks = + new ArrayList(); + + // Whether the corresponding task has been killed. + private volatile boolean interrupted = false; + + // Whether the task has completed. + private volatile boolean completed = false; + + /** + * Checks whether the task has completed. + */ + public boolean isCompleted() { + return completed; + } + + /** + * Checks whether the task has been killed. + */ + public boolean isInterrupted() { + return interrupted; + } + + /** + * Add a (Java friendly) listener to be executed on task completion. + * This will be called in all situation - success, failure, or cancellation. + *

+ * An example use is for HadoopRDD to register a callback to close the input stream. + */ + public TaskContext addTaskCompletionListener(TaskCompletionListener listener) { + onCompleteCallbacks.add(listener); + return this; + } + + /** + * Add a listener in the form of a Scala closure to be executed on task completion. + * This will be called in all situations - success, failure, or cancellation. + *

+ * An example use is for HadoopRDD to register a callback to close the input stream. + */ + public TaskContext addTaskCompletionListener(final Function1 f) { + onCompleteCallbacks.add(new TaskCompletionListener() { + @Override + public void onTaskCompletion(TaskContext context) { + f.apply(context); + } + }); + return this; + } + + /** + * Add a callback function to be executed on task completion. An example use + * is for HadoopRDD to register a callback to close the input stream. + * Will be called in any situation - success, failure, or cancellation. + * + * Deprecated: use addTaskCompletionListener + * + * @param f Callback function. + */ + @Deprecated + public void addOnCompleteCallback(final Function0 f) { + onCompleteCallbacks.add(new TaskCompletionListener() { + @Override + public void onTaskCompletion(TaskContext context) { + f.apply(); + } + }); + } + + /** + * ::Internal API:: + * Marks the task as completed and triggers the listeners. + */ + public void markTaskCompleted() throws TaskCompletionListenerException { + completed = true; + List errorMsgs = new ArrayList(2); + // Process complete callbacks in the reverse order of registration + List revlist = + new ArrayList(onCompleteCallbacks); + Collections.reverse(revlist); + for (TaskCompletionListener tcl: revlist) { + try { + tcl.onTaskCompletion(this); + } catch (Throwable e) { + errorMsgs.add(e.getMessage()); + } + } + + if (!errorMsgs.isEmpty()) { + throw new TaskCompletionListenerException(JavaConversions.asScalaBuffer(errorMsgs)); + } + } + + /** + * ::Internal API:: + * Marks the task for interruption, i.e. cancellation. + */ + public void markInterrupted() { + interrupted = true; + } + + @Deprecated + /** Deprecated: use getStageId() */ + public int stageId() { + return stageId; + } + + @Deprecated + /** Deprecated: use getPartitionId() */ + public int partitionId() { + return partitionId; + } + + @Deprecated + /** Deprecated: use getAttemptId() */ + public long attemptId() { + return attemptId; + } + + @Deprecated + /** Deprecated: use isRunningLocally() */ + public boolean runningLocally() { + return runningLocally; + } + + public boolean isRunningLocally() { + return runningLocally; + } + + public int getStageId() { + return stageId; + } + + public int getPartitionId() { + return partitionId; + } + + public long getAttemptId() { + return attemptId; + } + + /** ::Internal API:: */ + public TaskMetrics taskMetrics() { + return taskMetrics; + } +} diff --git a/_site/core/src/main/java/org/apache/spark/api/java/JavaSparkContextVarargsWorkaround.java b/_site/core/src/main/java/org/apache/spark/api/java/JavaSparkContextVarargsWorkaround.java new file mode 100644 index 0000000000000..2090efd3b9990 --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/api/java/JavaSparkContextVarargsWorkaround.java @@ -0,0 +1,63 @@ +/* + * 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.api.java; + +import java.util.ArrayList; +import java.util.List; + +// See +// http://scala-programming-language.1934581.n4.nabble.com/Workaround-for-implementing-java-varargs-in-2-7-2-final-tp1944767p1944772.html +abstract class JavaSparkContextVarargsWorkaround { + public JavaRDD union(JavaRDD... rdds) { + if (rdds.length == 0) { + throw new IllegalArgumentException("Union called on empty list"); + } + ArrayList> rest = new ArrayList>(rdds.length - 1); + for (int i = 1; i < rdds.length; i++) { + rest.add(rdds[i]); + } + return union(rdds[0], rest); + } + + public JavaDoubleRDD union(JavaDoubleRDD... rdds) { + if (rdds.length == 0) { + throw new IllegalArgumentException("Union called on empty list"); + } + ArrayList rest = new ArrayList(rdds.length - 1); + for (int i = 1; i < rdds.length; i++) { + rest.add(rdds[i]); + } + return union(rdds[0], rest); + } + + public JavaPairRDD union(JavaPairRDD... rdds) { + if (rdds.length == 0) { + throw new IllegalArgumentException("Union called on empty list"); + } + ArrayList> rest = new ArrayList>(rdds.length - 1); + for (int i = 1; i < rdds.length; i++) { + rest.add(rdds[i]); + } + return union(rdds[0], rest); + } + + // These methods take separate "first" and "rest" elements to avoid having the same type erasure + abstract public JavaRDD union(JavaRDD first, List> rest); + abstract public JavaDoubleRDD union(JavaDoubleRDD first, List rest); + abstract public JavaPairRDD union(JavaPairRDD first, List> rest); +} diff --git a/_site/core/src/main/java/org/apache/spark/api/java/StorageLevels.java b/_site/core/src/main/java/org/apache/spark/api/java/StorageLevels.java new file mode 100644 index 0000000000000..840a1bd93bfbb --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/api/java/StorageLevels.java @@ -0,0 +1,68 @@ +/* + * 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.api.java; + +import org.apache.spark.storage.StorageLevel; + +/** + * Expose some commonly useful storage level constants. + */ +public class StorageLevels { + public static final StorageLevel NONE = create(false, false, false, false, 1); + public static final StorageLevel DISK_ONLY = create(true, false, false, false, 1); + public static final StorageLevel DISK_ONLY_2 = create(true, false, false, false, 2); + public static final StorageLevel MEMORY_ONLY = create(false, true, false, true, 1); + public static final StorageLevel MEMORY_ONLY_2 = create(false, true, false, true, 2); + public static final StorageLevel MEMORY_ONLY_SER = create(false, true, false, false, 1); + public static final StorageLevel MEMORY_ONLY_SER_2 = create(false, true, false, false, 2); + public static final StorageLevel MEMORY_AND_DISK = create(true, true, false, true, 1); + public static final StorageLevel MEMORY_AND_DISK_2 = create(true, true, false, true, 2); + public static final StorageLevel MEMORY_AND_DISK_SER = create(true, true, false, false, 1); + public static final StorageLevel MEMORY_AND_DISK_SER_2 = create(true, true, false, false, 2); + public static final StorageLevel OFF_HEAP = create(false, false, true, false, 1); + + /** + * Create a new StorageLevel object. + * @param useDisk saved to disk, if true + * @param useMemory saved to memory, if true + * @param deserialized saved as deserialized objects, if true + * @param replication replication factor + */ + @Deprecated + public static StorageLevel create(boolean useDisk, boolean useMemory, boolean deserialized, + int replication) { + return StorageLevel.apply(useDisk, useMemory, false, deserialized, replication); + } + + /** + * Create a new StorageLevel object. + * @param useDisk saved to disk, if true + * @param useMemory saved to memory, if true + * @param useOffHeap saved to Tachyon, if true + * @param deserialized saved as deserialized objects, if true + * @param replication replication factor + */ + public static StorageLevel create( + boolean useDisk, + boolean useMemory, + boolean useOffHeap, + boolean deserialized, + int replication) { + return StorageLevel.apply(useDisk, useMemory, useOffHeap, deserialized, replication); + } +} diff --git a/_site/core/src/main/java/org/apache/spark/api/java/function/DoubleFlatMapFunction.java b/_site/core/src/main/java/org/apache/spark/api/java/function/DoubleFlatMapFunction.java new file mode 100644 index 0000000000000..57fd0a7a80494 --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/api/java/function/DoubleFlatMapFunction.java @@ -0,0 +1,27 @@ +/* + * 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.api.java.function; + +import java.io.Serializable; + +/** + * A function that returns zero or more records of type Double from each input record. + */ +public interface DoubleFlatMapFunction extends Serializable { + public Iterable call(T t) throws Exception; +} diff --git a/_site/core/src/main/java/org/apache/spark/api/java/function/DoubleFunction.java b/_site/core/src/main/java/org/apache/spark/api/java/function/DoubleFunction.java new file mode 100644 index 0000000000000..150144e0e418c --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/api/java/function/DoubleFunction.java @@ -0,0 +1,27 @@ +/* + * 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.api.java.function; + +import java.io.Serializable; + +/** + * A function that returns Doubles, and can be used to construct DoubleRDDs. + */ +public interface DoubleFunction extends Serializable { + public double call(T t) throws Exception; +} diff --git a/_site/core/src/main/java/org/apache/spark/api/java/function/FlatMapFunction.java b/_site/core/src/main/java/org/apache/spark/api/java/function/FlatMapFunction.java new file mode 100644 index 0000000000000..23f5fdd43631b --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/api/java/function/FlatMapFunction.java @@ -0,0 +1,27 @@ +/* + * 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.api.java.function; + +import java.io.Serializable; + +/** + * A function that returns zero or more output records from each input record. + */ +public interface FlatMapFunction extends Serializable { + public Iterable call(T t) throws Exception; +} diff --git a/_site/core/src/main/java/org/apache/spark/api/java/function/FlatMapFunction2.java b/_site/core/src/main/java/org/apache/spark/api/java/function/FlatMapFunction2.java new file mode 100644 index 0000000000000..c48e92f535ff5 --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/api/java/function/FlatMapFunction2.java @@ -0,0 +1,27 @@ +/* + * 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.api.java.function; + +import java.io.Serializable; + +/** + * A function that takes two inputs and returns zero or more output records. + */ +public interface FlatMapFunction2 extends Serializable { + public Iterable call(T1 t1, T2 t2) throws Exception; +} diff --git a/_site/core/src/main/java/org/apache/spark/api/java/function/Function.java b/_site/core/src/main/java/org/apache/spark/api/java/function/Function.java new file mode 100644 index 0000000000000..d00551bb0add6 --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/api/java/function/Function.java @@ -0,0 +1,29 @@ +/* + * 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.api.java.function; + +import java.io.Serializable; + +/** + * Base interface for functions whose return types do not create special RDDs. PairFunction and + * DoubleFunction are handled separately, to allow PairRDDs and DoubleRDDs to be constructed + * when mapping RDDs of other types. + */ +public interface Function extends Serializable { + public R call(T1 v1) throws Exception; +} diff --git a/_site/core/src/main/java/org/apache/spark/api/java/function/Function2.java b/_site/core/src/main/java/org/apache/spark/api/java/function/Function2.java new file mode 100644 index 0000000000000..793caaa61ac5a --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/api/java/function/Function2.java @@ -0,0 +1,27 @@ +/* + * 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.api.java.function; + +import java.io.Serializable; + +/** + * A two-argument function that takes arguments of type T1 and T2 and returns an R. + */ +public interface Function2 extends Serializable { + public R call(T1 v1, T2 v2) throws Exception; +} diff --git a/_site/core/src/main/java/org/apache/spark/api/java/function/Function3.java b/_site/core/src/main/java/org/apache/spark/api/java/function/Function3.java new file mode 100644 index 0000000000000..b4151c3417df4 --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/api/java/function/Function3.java @@ -0,0 +1,27 @@ +/* + * 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.api.java.function; + +import java.io.Serializable; + +/** + * A three-argument function that takes arguments of type T1, T2 and T3 and returns an R. + */ +public interface Function3 extends Serializable { + public R call(T1 v1, T2 v2, T3 v3) throws Exception; +} diff --git a/_site/core/src/main/java/org/apache/spark/api/java/function/PairFlatMapFunction.java b/_site/core/src/main/java/org/apache/spark/api/java/function/PairFlatMapFunction.java new file mode 100644 index 0000000000000..691ef2eceb1f6 --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/api/java/function/PairFlatMapFunction.java @@ -0,0 +1,30 @@ +/* + * 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.api.java.function; + +import java.io.Serializable; + +import scala.Tuple2; + +/** + * A function that returns zero or more key-value pair records from each input record. The + * key-value pairs are represented as scala.Tuple2 objects. + */ +public interface PairFlatMapFunction extends Serializable { + public Iterable> call(T t) throws Exception; +} diff --git a/_site/core/src/main/java/org/apache/spark/api/java/function/PairFunction.java b/_site/core/src/main/java/org/apache/spark/api/java/function/PairFunction.java new file mode 100644 index 0000000000000..abd9bcc07ac61 --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/api/java/function/PairFunction.java @@ -0,0 +1,29 @@ +/* + * 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.api.java.function; + +import java.io.Serializable; + +import scala.Tuple2; + +/** + * A function that returns key-value pairs (Tuple2), and can be used to construct PairRDDs. + */ +public interface PairFunction extends Serializable { + public Tuple2 call(T t) throws Exception; +} diff --git a/_site/core/src/main/java/org/apache/spark/api/java/function/VoidFunction.java b/_site/core/src/main/java/org/apache/spark/api/java/function/VoidFunction.java new file mode 100644 index 0000000000000..2a10435b7523a --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/api/java/function/VoidFunction.java @@ -0,0 +1,27 @@ +/* + * 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.api.java.function; + +import java.io.Serializable; + +/** + * A function with no return value. + */ +public interface VoidFunction extends Serializable { + public void call(T t) throws Exception; +} diff --git a/_site/core/src/main/java/org/apache/spark/api/java/function/package-info.java b/_site/core/src/main/java/org/apache/spark/api/java/function/package-info.java new file mode 100644 index 0000000000000..463a42f23342c --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/api/java/function/package-info.java @@ -0,0 +1,23 @@ +/* + * 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. + */ + +/** + * Set of interfaces to represent functions in Spark's Java API. Users create implementations of + * these interfaces to pass functions to various Java API methods for Spark. Please visit Spark's + * Java programming guide for more details. + */ +package org.apache.spark.api.java.function; \ No newline at end of file diff --git a/_site/core/src/main/java/org/apache/spark/api/java/function/package.scala b/_site/core/src/main/java/org/apache/spark/api/java/function/package.scala new file mode 100644 index 0000000000000..7f91de653a64a --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/api/java/function/package.scala @@ -0,0 +1,25 @@ +/* + * 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.api.java + +/** + * Set of interfaces to represent functions in Spark's Java API. Users create implementations of + * these interfaces to pass functions to various Java API methods for Spark. Please visit Spark's + * Java programming guide for more details. + */ +package object function \ No newline at end of file diff --git a/_site/core/src/main/java/org/apache/spark/package-info.java b/_site/core/src/main/java/org/apache/spark/package-info.java new file mode 100644 index 0000000000000..4426c7afcebdd --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/package-info.java @@ -0,0 +1,23 @@ +/* + * 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. + */ + +/** + * Core Spark classes in Scala. A few classes here, such as {@link org.apache.spark.Accumulator} + * and {@link org.apache.spark.storage.StorageLevel}, are also used in Java, but the + * {@link org.apache.spark.api.java} package contains the main Java API. + */ +package org.apache.spark; diff --git a/_site/core/src/main/java/org/apache/spark/util/collection/Sorter.java b/_site/core/src/main/java/org/apache/spark/util/collection/Sorter.java new file mode 100644 index 0000000000000..64ad18c0e463a --- /dev/null +++ b/_site/core/src/main/java/org/apache/spark/util/collection/Sorter.java @@ -0,0 +1,915 @@ +/* + * 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.util.collection; + +import java.util.Comparator; + +/** + * A port of the Android Timsort class, which utilizes a "stable, adaptive, iterative mergesort." + * See the method comment on sort() for more details. + * + * This has been kept in Java with the original style in order to match very closely with the + * Anroid source code, and thus be easy to verify correctness. + * + * The purpose of the port is to generalize the interface to the sort to accept input data formats + * besides simple arrays where every element is sorted individually. For instance, the AppendOnlyMap + * uses this to sort an Array with alternating elements of the form [key, value, key, value]. + * This generalization comes with minimal overhead -- see SortDataFormat for more information. + */ +class Sorter { + + /** + * This is the minimum sized sequence that will be merged. Shorter + * sequences will be lengthened by calling binarySort. If the entire + * array is less than this length, no merges will be performed. + * + * This constant should be a power of two. It was 64 in Tim Peter's C + * implementation, but 32 was empirically determined to work better in + * this implementation. In the unlikely event that you set this constant + * to be a number that's not a power of two, you'll need to change the + * minRunLength computation. + * + * If you decrease this constant, you must change the stackLen + * computation in the TimSort constructor, or you risk an + * ArrayOutOfBounds exception. See listsort.txt for a discussion + * of the minimum stack length required as a function of the length + * of the array being sorted and the minimum merge sequence length. + */ + private static final int MIN_MERGE = 32; + + private final SortDataFormat s; + + public Sorter(SortDataFormat sortDataFormat) { + this.s = sortDataFormat; + } + + /** + * A stable, adaptive, iterative mergesort that requires far fewer than + * n lg(n) comparisons when running on partially sorted arrays, while + * offering performance comparable to a traditional mergesort when run + * on random arrays. Like all proper mergesorts, this sort is stable and + * runs O(n log n) time (worst case). In the worst case, this sort requires + * temporary storage space for n/2 object references; in the best case, + * it requires only a small constant amount of space. + * + * This implementation was adapted from Tim Peters's list sort for + * Python, which is described in detail here: + * + * http://svn.python.org/projects/python/trunk/Objects/listsort.txt + * + * Tim's C code may be found here: + * + * http://svn.python.org/projects/python/trunk/Objects/listobject.c + * + * The underlying techniques are described in this paper (and may have + * even earlier origins): + * + * "Optimistic Sorting and Information Theoretic Complexity" + * Peter McIlroy + * SODA (Fourth Annual ACM-SIAM Symposium on Discrete Algorithms), + * pp 467-474, Austin, Texas, 25-27 January 1993. + * + * While the API to this class consists solely of static methods, it is + * (privately) instantiable; a TimSort instance holds the state of an ongoing + * sort, assuming the input array is large enough to warrant the full-blown + * TimSort. Small arrays are sorted in place, using a binary insertion sort. + * + * @author Josh Bloch + */ + void sort(Buffer a, int lo, int hi, Comparator c) { + assert c != null; + + int nRemaining = hi - lo; + if (nRemaining < 2) + return; // Arrays of size 0 and 1 are always sorted + + // If array is small, do a "mini-TimSort" with no merges + if (nRemaining < MIN_MERGE) { + int initRunLen = countRunAndMakeAscending(a, lo, hi, c); + binarySort(a, lo, hi, lo + initRunLen, c); + return; + } + + /** + * March over the array once, left to right, finding natural runs, + * extending short natural runs to minRun elements, and merging runs + * to maintain stack invariant. + */ + SortState sortState = new SortState(a, c, hi - lo); + int minRun = minRunLength(nRemaining); + do { + // Identify next run + int runLen = countRunAndMakeAscending(a, lo, hi, c); + + // If run is short, extend to min(minRun, nRemaining) + if (runLen < minRun) { + int force = nRemaining <= minRun ? nRemaining : minRun; + binarySort(a, lo, lo + force, lo + runLen, c); + runLen = force; + } + + // Push run onto pending-run stack, and maybe merge + sortState.pushRun(lo, runLen); + sortState.mergeCollapse(); + + // Advance to find next run + lo += runLen; + nRemaining -= runLen; + } while (nRemaining != 0); + + // Merge all remaining runs to complete sort + assert lo == hi; + sortState.mergeForceCollapse(); + assert sortState.stackSize == 1; + } + + /** + * Sorts the specified portion of the specified array using a binary + * insertion sort. This is the best method for sorting small numbers + * of elements. It requires O(n log n) compares, but O(n^2) data + * movement (worst case). + * + * If the initial part of the specified range is already sorted, + * this method can take advantage of it: the method assumes that the + * elements from index {@code lo}, inclusive, to {@code start}, + * exclusive are already sorted. + * + * @param a the array in which a range is to be sorted + * @param lo the index of the first element in the range to be sorted + * @param hi the index after the last element in the range to be sorted + * @param start the index of the first element in the range that is + * not already known to be sorted ({@code lo <= start <= hi}) + * @param c comparator to used for the sort + */ + @SuppressWarnings("fallthrough") + private void binarySort(Buffer a, int lo, int hi, int start, Comparator c) { + assert lo <= start && start <= hi; + if (start == lo) + start++; + + Buffer pivotStore = s.allocate(1); + for ( ; start < hi; start++) { + s.copyElement(a, start, pivotStore, 0); + K pivot = s.getKey(pivotStore, 0); + + // Set left (and right) to the index where a[start] (pivot) belongs + int left = lo; + int right = start; + assert left <= right; + /* + * Invariants: + * pivot >= all in [lo, left). + * pivot < all in [right, start). + */ + while (left < right) { + int mid = (left + right) >>> 1; + if (c.compare(pivot, s.getKey(a, mid)) < 0) + right = mid; + else + left = mid + 1; + } + assert left == right; + + /* + * The invariants still hold: pivot >= all in [lo, left) and + * pivot < all in [left, start), so pivot belongs at left. Note + * that if there are elements equal to pivot, left points to the + * first slot after them -- that's why this sort is stable. + * Slide elements over to make room for pivot. + */ + int n = start - left; // The number of elements to move + // Switch is just an optimization for arraycopy in default case + switch (n) { + case 2: s.copyElement(a, left + 1, a, left + 2); + case 1: s.copyElement(a, left, a, left + 1); + break; + default: s.copyRange(a, left, a, left + 1, n); + } + s.copyElement(pivotStore, 0, a, left); + } + } + + /** + * Returns the length of the run beginning at the specified position in + * the specified array and reverses the run if it is descending (ensuring + * that the run will always be ascending when the method returns). + * + * A run is the longest ascending sequence with: + * + * a[lo] <= a[lo + 1] <= a[lo + 2] <= ... + * + * or the longest descending sequence with: + * + * a[lo] > a[lo + 1] > a[lo + 2] > ... + * + * For its intended use in a stable mergesort, the strictness of the + * definition of "descending" is needed so that the call can safely + * reverse a descending sequence without violating stability. + * + * @param a the array in which a run is to be counted and possibly reversed + * @param lo index of the first element in the run + * @param hi index after the last element that may be contained in the run. + It is required that {@code lo < hi}. + * @param c the comparator to used for the sort + * @return the length of the run beginning at the specified position in + * the specified array + */ + private int countRunAndMakeAscending(Buffer a, int lo, int hi, Comparator c) { + assert lo < hi; + int runHi = lo + 1; + if (runHi == hi) + return 1; + + // Find end of run, and reverse range if descending + if (c.compare(s.getKey(a, runHi++), s.getKey(a, lo)) < 0) { // Descending + while (runHi < hi && c.compare(s.getKey(a, runHi), s.getKey(a, runHi - 1)) < 0) + runHi++; + reverseRange(a, lo, runHi); + } else { // Ascending + while (runHi < hi && c.compare(s.getKey(a, runHi), s.getKey(a, runHi - 1)) >= 0) + runHi++; + } + + return runHi - lo; + } + + /** + * Reverse the specified range of the specified array. + * + * @param a the array in which a range is to be reversed + * @param lo the index of the first element in the range to be reversed + * @param hi the index after the last element in the range to be reversed + */ + private void reverseRange(Buffer a, int lo, int hi) { + hi--; + while (lo < hi) { + s.swap(a, lo, hi); + lo++; + hi--; + } + } + + /** + * Returns the minimum acceptable run length for an array of the specified + * length. Natural runs shorter than this will be extended with + * {@link #binarySort}. + * + * Roughly speaking, the computation is: + * + * If n < MIN_MERGE, return n (it's too small to bother with fancy stuff). + * Else if n is an exact power of 2, return MIN_MERGE/2. + * Else return an int k, MIN_MERGE/2 <= k <= MIN_MERGE, such that n/k + * is close to, but strictly less than, an exact power of 2. + * + * For the rationale, see listsort.txt. + * + * @param n the length of the array to be sorted + * @return the length of the minimum run to be merged + */ + private int minRunLength(int n) { + assert n >= 0; + int r = 0; // Becomes 1 if any 1 bits are shifted off + while (n >= MIN_MERGE) { + r |= (n & 1); + n >>= 1; + } + return n + r; + } + + private class SortState { + + /** + * The Buffer being sorted. + */ + private final Buffer a; + + /** + * Length of the sort Buffer. + */ + private final int aLength; + + /** + * The comparator for this sort. + */ + private final Comparator c; + + /** + * When we get into galloping mode, we stay there until both runs win less + * often than MIN_GALLOP consecutive times. + */ + private static final int MIN_GALLOP = 7; + + /** + * This controls when we get *into* galloping mode. It is initialized + * to MIN_GALLOP. The mergeLo and mergeHi methods nudge it higher for + * random data, and lower for highly structured data. + */ + private int minGallop = MIN_GALLOP; + + /** + * Maximum initial size of tmp array, which is used for merging. The array + * can grow to accommodate demand. + * + * Unlike Tim's original C version, we do not allocate this much storage + * when sorting smaller arrays. This change was required for performance. + */ + private static final int INITIAL_TMP_STORAGE_LENGTH = 256; + + /** + * Temp storage for merges. + */ + private Buffer tmp; // Actual runtime type will be Object[], regardless of T + + /** + * Length of the temp storage. + */ + private int tmpLength = 0; + + /** + * A stack of pending runs yet to be merged. Run i starts at + * address base[i] and extends for len[i] elements. It's always + * true (so long as the indices are in bounds) that: + * + * runBase[i] + runLen[i] == runBase[i + 1] + * + * so we could cut the storage for this, but it's a minor amount, + * and keeping all the info explicit simplifies the code. + */ + private int stackSize = 0; // Number of pending runs on stack + private final int[] runBase; + private final int[] runLen; + + /** + * Creates a TimSort instance to maintain the state of an ongoing sort. + * + * @param a the array to be sorted + * @param c the comparator to determine the order of the sort + */ + private SortState(Buffer a, Comparator c, int len) { + this.aLength = len; + this.a = a; + this.c = c; + + // Allocate temp storage (which may be increased later if necessary) + tmpLength = len < 2 * INITIAL_TMP_STORAGE_LENGTH ? len >>> 1 : INITIAL_TMP_STORAGE_LENGTH; + tmp = s.allocate(tmpLength); + + /* + * Allocate runs-to-be-merged stack (which cannot be expanded). The + * stack length requirements are described in listsort.txt. The C + * version always uses the same stack length (85), but this was + * measured to be too expensive when sorting "mid-sized" arrays (e.g., + * 100 elements) in Java. Therefore, we use smaller (but sufficiently + * large) stack lengths for smaller arrays. The "magic numbers" in the + * computation below must be changed if MIN_MERGE is decreased. See + * the MIN_MERGE declaration above for more information. + */ + int stackLen = (len < 120 ? 5 : + len < 1542 ? 10 : + len < 119151 ? 19 : 40); + runBase = new int[stackLen]; + runLen = new int[stackLen]; + } + + /** + * Pushes the specified run onto the pending-run stack. + * + * @param runBase index of the first element in the run + * @param runLen the number of elements in the run + */ + private void pushRun(int runBase, int runLen) { + this.runBase[stackSize] = runBase; + this.runLen[stackSize] = runLen; + stackSize++; + } + + /** + * Examines the stack of runs waiting to be merged and merges adjacent runs + * until the stack invariants are reestablished: + * + * 1. runLen[i - 3] > runLen[i - 2] + runLen[i - 1] + * 2. runLen[i - 2] > runLen[i - 1] + * + * This method is called each time a new run is pushed onto the stack, + * so the invariants are guaranteed to hold for i < stackSize upon + * entry to the method. + */ + private void mergeCollapse() { + while (stackSize > 1) { + int n = stackSize - 2; + if (n > 0 && runLen[n-1] <= runLen[n] + runLen[n+1]) { + if (runLen[n - 1] < runLen[n + 1]) + n--; + mergeAt(n); + } else if (runLen[n] <= runLen[n + 1]) { + mergeAt(n); + } else { + break; // Invariant is established + } + } + } + + /** + * Merges all runs on the stack until only one remains. This method is + * called once, to complete the sort. + */ + private void mergeForceCollapse() { + while (stackSize > 1) { + int n = stackSize - 2; + if (n > 0 && runLen[n - 1] < runLen[n + 1]) + n--; + mergeAt(n); + } + } + + /** + * Merges the two runs at stack indices i and i+1. Run i must be + * the penultimate or antepenultimate run on the stack. In other words, + * i must be equal to stackSize-2 or stackSize-3. + * + * @param i stack index of the first of the two runs to merge + */ + private void mergeAt(int i) { + assert stackSize >= 2; + assert i >= 0; + assert i == stackSize - 2 || i == stackSize - 3; + + int base1 = runBase[i]; + int len1 = runLen[i]; + int base2 = runBase[i + 1]; + int len2 = runLen[i + 1]; + assert len1 > 0 && len2 > 0; + assert base1 + len1 == base2; + + /* + * Record the length of the combined runs; if i is the 3rd-last + * run now, also slide over the last run (which isn't involved + * in this merge). The current run (i+1) goes away in any case. + */ + runLen[i] = len1 + len2; + if (i == stackSize - 3) { + runBase[i + 1] = runBase[i + 2]; + runLen[i + 1] = runLen[i + 2]; + } + stackSize--; + + /* + * Find where the first element of run2 goes in run1. Prior elements + * in run1 can be ignored (because they're already in place). + */ + int k = gallopRight(s.getKey(a, base2), a, base1, len1, 0, c); + assert k >= 0; + base1 += k; + len1 -= k; + if (len1 == 0) + return; + + /* + * Find where the last element of run1 goes in run2. Subsequent elements + * in run2 can be ignored (because they're already in place). + */ + len2 = gallopLeft(s.getKey(a, base1 + len1 - 1), a, base2, len2, len2 - 1, c); + assert len2 >= 0; + if (len2 == 0) + return; + + // Merge remaining runs, using tmp array with min(len1, len2) elements + if (len1 <= len2) + mergeLo(base1, len1, base2, len2); + else + mergeHi(base1, len1, base2, len2); + } + + /** + * Locates the position at which to insert the specified key into the + * specified sorted range; if the range contains an element equal to key, + * returns the index of the leftmost equal element. + * + * @param key the key whose insertion point to search for + * @param a the array in which to search + * @param base the index of the first element in the range + * @param len the length of the range; must be > 0 + * @param hint the index at which to begin the search, 0 <= hint < n. + * The closer hint is to the result, the faster this method will run. + * @param c the comparator used to order the range, and to search + * @return the int k, 0 <= k <= n such that a[b + k - 1] < key <= a[b + k], + * pretending that a[b - 1] is minus infinity and a[b + n] is infinity. + * In other words, key belongs at index b + k; or in other words, + * the first k elements of a should precede key, and the last n - k + * should follow it. + */ + private int gallopLeft(K key, Buffer a, int base, int len, int hint, Comparator c) { + assert len > 0 && hint >= 0 && hint < len; + int lastOfs = 0; + int ofs = 1; + if (c.compare(key, s.getKey(a, base + hint)) > 0) { + // Gallop right until a[base+hint+lastOfs] < key <= a[base+hint+ofs] + int maxOfs = len - hint; + while (ofs < maxOfs && c.compare(key, s.getKey(a, base + hint + ofs)) > 0) { + lastOfs = ofs; + ofs = (ofs << 1) + 1; + if (ofs <= 0) // int overflow + ofs = maxOfs; + } + if (ofs > maxOfs) + ofs = maxOfs; + + // Make offsets relative to base + lastOfs += hint; + ofs += hint; + } else { // key <= a[base + hint] + // Gallop left until a[base+hint-ofs] < key <= a[base+hint-lastOfs] + final int maxOfs = hint + 1; + while (ofs < maxOfs && c.compare(key, s.getKey(a, base + hint - ofs)) <= 0) { + lastOfs = ofs; + ofs = (ofs << 1) + 1; + if (ofs <= 0) // int overflow + ofs = maxOfs; + } + if (ofs > maxOfs) + ofs = maxOfs; + + // Make offsets relative to base + int tmp = lastOfs; + lastOfs = hint - ofs; + ofs = hint - tmp; + } + assert -1 <= lastOfs && lastOfs < ofs && ofs <= len; + + /* + * Now a[base+lastOfs] < key <= a[base+ofs], so key belongs somewhere + * to the right of lastOfs but no farther right than ofs. Do a binary + * search, with invariant a[base + lastOfs - 1] < key <= a[base + ofs]. + */ + lastOfs++; + while (lastOfs < ofs) { + int m = lastOfs + ((ofs - lastOfs) >>> 1); + + if (c.compare(key, s.getKey(a, base + m)) > 0) + lastOfs = m + 1; // a[base + m] < key + else + ofs = m; // key <= a[base + m] + } + assert lastOfs == ofs; // so a[base + ofs - 1] < key <= a[base + ofs] + return ofs; + } + + /** + * Like gallopLeft, except that if the range contains an element equal to + * key, gallopRight returns the index after the rightmost equal element. + * + * @param key the key whose insertion point to search for + * @param a the array in which to search + * @param base the index of the first element in the range + * @param len the length of the range; must be > 0 + * @param hint the index at which to begin the search, 0 <= hint < n. + * The closer hint is to the result, the faster this method will run. + * @param c the comparator used to order the range, and to search + * @return the int k, 0 <= k <= n such that a[b + k - 1] <= key < a[b + k] + */ + private int gallopRight(K key, Buffer a, int base, int len, int hint, Comparator c) { + assert len > 0 && hint >= 0 && hint < len; + + int ofs = 1; + int lastOfs = 0; + if (c.compare(key, s.getKey(a, base + hint)) < 0) { + // Gallop left until a[b+hint - ofs] <= key < a[b+hint - lastOfs] + int maxOfs = hint + 1; + while (ofs < maxOfs && c.compare(key, s.getKey(a, base + hint - ofs)) < 0) { + lastOfs = ofs; + ofs = (ofs << 1) + 1; + if (ofs <= 0) // int overflow + ofs = maxOfs; + } + if (ofs > maxOfs) + ofs = maxOfs; + + // Make offsets relative to b + int tmp = lastOfs; + lastOfs = hint - ofs; + ofs = hint - tmp; + } else { // a[b + hint] <= key + // Gallop right until a[b+hint + lastOfs] <= key < a[b+hint + ofs] + int maxOfs = len - hint; + while (ofs < maxOfs && c.compare(key, s.getKey(a, base + hint + ofs)) >= 0) { + lastOfs = ofs; + ofs = (ofs << 1) + 1; + if (ofs <= 0) // int overflow + ofs = maxOfs; + } + if (ofs > maxOfs) + ofs = maxOfs; + + // Make offsets relative to b + lastOfs += hint; + ofs += hint; + } + assert -1 <= lastOfs && lastOfs < ofs && ofs <= len; + + /* + * Now a[b + lastOfs] <= key < a[b + ofs], so key belongs somewhere to + * the right of lastOfs but no farther right than ofs. Do a binary + * search, with invariant a[b + lastOfs - 1] <= key < a[b + ofs]. + */ + lastOfs++; + while (lastOfs < ofs) { + int m = lastOfs + ((ofs - lastOfs) >>> 1); + + if (c.compare(key, s.getKey(a, base + m)) < 0) + ofs = m; // key < a[b + m] + else + lastOfs = m + 1; // a[b + m] <= key + } + assert lastOfs == ofs; // so a[b + ofs - 1] <= key < a[b + ofs] + return ofs; + } + + /** + * Merges two adjacent runs in place, in a stable fashion. The first + * element of the first run must be greater than the first element of the + * second run (a[base1] > a[base2]), and the last element of the first run + * (a[base1 + len1-1]) must be greater than all elements of the second run. + * + * For performance, this method should be called only when len1 <= len2; + * its twin, mergeHi should be called if len1 >= len2. (Either method + * may be called if len1 == len2.) + * + * @param base1 index of first element in first run to be merged + * @param len1 length of first run to be merged (must be > 0) + * @param base2 index of first element in second run to be merged + * (must be aBase + aLen) + * @param len2 length of second run to be merged (must be > 0) + */ + private void mergeLo(int base1, int len1, int base2, int len2) { + assert len1 > 0 && len2 > 0 && base1 + len1 == base2; + + // Copy first run into temp array + Buffer a = this.a; // For performance + Buffer tmp = ensureCapacity(len1); + s.copyRange(a, base1, tmp, 0, len1); + + int cursor1 = 0; // Indexes into tmp array + int cursor2 = base2; // Indexes int a + int dest = base1; // Indexes int a + + // Move first element of second run and deal with degenerate cases + s.copyElement(a, cursor2++, a, dest++); + if (--len2 == 0) { + s.copyRange(tmp, cursor1, a, dest, len1); + return; + } + if (len1 == 1) { + s.copyRange(a, cursor2, a, dest, len2); + s.copyElement(tmp, cursor1, a, dest + len2); // Last elt of run 1 to end of merge + return; + } + + Comparator c = this.c; // Use local variable for performance + int minGallop = this.minGallop; // " " " " " + outer: + while (true) { + int count1 = 0; // Number of times in a row that first run won + int count2 = 0; // Number of times in a row that second run won + + /* + * Do the straightforward thing until (if ever) one run starts + * winning consistently. + */ + do { + assert len1 > 1 && len2 > 0; + if (c.compare(s.getKey(a, cursor2), s.getKey(tmp, cursor1)) < 0) { + s.copyElement(a, cursor2++, a, dest++); + count2++; + count1 = 0; + if (--len2 == 0) + break outer; + } else { + s.copyElement(tmp, cursor1++, a, dest++); + count1++; + count2 = 0; + if (--len1 == 1) + break outer; + } + } while ((count1 | count2) < minGallop); + + /* + * One run is winning so consistently that galloping may be a + * huge win. So try that, and continue galloping until (if ever) + * neither run appears to be winning consistently anymore. + */ + do { + assert len1 > 1 && len2 > 0; + count1 = gallopRight(s.getKey(a, cursor2), tmp, cursor1, len1, 0, c); + if (count1 != 0) { + s.copyRange(tmp, cursor1, a, dest, count1); + dest += count1; + cursor1 += count1; + len1 -= count1; + if (len1 <= 1) // len1 == 1 || len1 == 0 + break outer; + } + s.copyElement(a, cursor2++, a, dest++); + if (--len2 == 0) + break outer; + + count2 = gallopLeft(s.getKey(tmp, cursor1), a, cursor2, len2, 0, c); + if (count2 != 0) { + s.copyRange(a, cursor2, a, dest, count2); + dest += count2; + cursor2 += count2; + len2 -= count2; + if (len2 == 0) + break outer; + } + s.copyElement(tmp, cursor1++, a, dest++); + if (--len1 == 1) + break outer; + minGallop--; + } while (count1 >= MIN_GALLOP | count2 >= MIN_GALLOP); + if (minGallop < 0) + minGallop = 0; + minGallop += 2; // Penalize for leaving gallop mode + } // End of "outer" loop + this.minGallop = minGallop < 1 ? 1 : minGallop; // Write back to field + + if (len1 == 1) { + assert len2 > 0; + s.copyRange(a, cursor2, a, dest, len2); + s.copyElement(tmp, cursor1, a, dest + len2); // Last elt of run 1 to end of merge + } else if (len1 == 0) { + throw new IllegalArgumentException( + "Comparison method violates its general contract!"); + } else { + assert len2 == 0; + assert len1 > 1; + s.copyRange(tmp, cursor1, a, dest, len1); + } + } + + /** + * Like mergeLo, except that this method should be called only if + * len1 >= len2; mergeLo should be called if len1 <= len2. (Either method + * may be called if len1 == len2.) + * + * @param base1 index of first element in first run to be merged + * @param len1 length of first run to be merged (must be > 0) + * @param base2 index of first element in second run to be merged + * (must be aBase + aLen) + * @param len2 length of second run to be merged (must be > 0) + */ + private void mergeHi(int base1, int len1, int base2, int len2) { + assert len1 > 0 && len2 > 0 && base1 + len1 == base2; + + // Copy second run into temp array + Buffer a = this.a; // For performance + Buffer tmp = ensureCapacity(len2); + s.copyRange(a, base2, tmp, 0, len2); + + int cursor1 = base1 + len1 - 1; // Indexes into a + int cursor2 = len2 - 1; // Indexes into tmp array + int dest = base2 + len2 - 1; // Indexes into a + + // Move last element of first run and deal with degenerate cases + s.copyElement(a, cursor1--, a, dest--); + if (--len1 == 0) { + s.copyRange(tmp, 0, a, dest - (len2 - 1), len2); + return; + } + if (len2 == 1) { + dest -= len1; + cursor1 -= len1; + s.copyRange(a, cursor1 + 1, a, dest + 1, len1); + s.copyElement(tmp, cursor2, a, dest); + return; + } + + Comparator c = this.c; // Use local variable for performance + int minGallop = this.minGallop; // " " " " " + outer: + while (true) { + int count1 = 0; // Number of times in a row that first run won + int count2 = 0; // Number of times in a row that second run won + + /* + * Do the straightforward thing until (if ever) one run + * appears to win consistently. + */ + do { + assert len1 > 0 && len2 > 1; + if (c.compare(s.getKey(tmp, cursor2), s.getKey(a, cursor1)) < 0) { + s.copyElement(a, cursor1--, a, dest--); + count1++; + count2 = 0; + if (--len1 == 0) + break outer; + } else { + s.copyElement(tmp, cursor2--, a, dest--); + count2++; + count1 = 0; + if (--len2 == 1) + break outer; + } + } while ((count1 | count2) < minGallop); + + /* + * One run is winning so consistently that galloping may be a + * huge win. So try that, and continue galloping until (if ever) + * neither run appears to be winning consistently anymore. + */ + do { + assert len1 > 0 && len2 > 1; + count1 = len1 - gallopRight(s.getKey(tmp, cursor2), a, base1, len1, len1 - 1, c); + if (count1 != 0) { + dest -= count1; + cursor1 -= count1; + len1 -= count1; + s.copyRange(a, cursor1 + 1, a, dest + 1, count1); + if (len1 == 0) + break outer; + } + s.copyElement(tmp, cursor2--, a, dest--); + if (--len2 == 1) + break outer; + + count2 = len2 - gallopLeft(s.getKey(a, cursor1), tmp, 0, len2, len2 - 1, c); + if (count2 != 0) { + dest -= count2; + cursor2 -= count2; + len2 -= count2; + s.copyRange(tmp, cursor2 + 1, a, dest + 1, count2); + if (len2 <= 1) // len2 == 1 || len2 == 0 + break outer; + } + s.copyElement(a, cursor1--, a, dest--); + if (--len1 == 0) + break outer; + minGallop--; + } while (count1 >= MIN_GALLOP | count2 >= MIN_GALLOP); + if (minGallop < 0) + minGallop = 0; + minGallop += 2; // Penalize for leaving gallop mode + } // End of "outer" loop + this.minGallop = minGallop < 1 ? 1 : minGallop; // Write back to field + + if (len2 == 1) { + assert len1 > 0; + dest -= len1; + cursor1 -= len1; + s.copyRange(a, cursor1 + 1, a, dest + 1, len1); + s.copyElement(tmp, cursor2, a, dest); // Move first elt of run2 to front of merge + } else if (len2 == 0) { + throw new IllegalArgumentException( + "Comparison method violates its general contract!"); + } else { + assert len1 == 0; + assert len2 > 0; + s.copyRange(tmp, 0, a, dest - (len2 - 1), len2); + } + } + + /** + * Ensures that the external array tmp has at least the specified + * number of elements, increasing its size if necessary. The size + * increases exponentially to ensure amortized linear time complexity. + * + * @param minCapacity the minimum required capacity of the tmp array + * @return tmp, whether or not it grew + */ + private Buffer ensureCapacity(int minCapacity) { + if (tmpLength < minCapacity) { + // Compute smallest power of 2 > minCapacity + int newSize = minCapacity; + newSize |= newSize >> 1; + newSize |= newSize >> 2; + newSize |= newSize >> 4; + newSize |= newSize >> 8; + newSize |= newSize >> 16; + newSize++; + + if (newSize < 0) // Not bloody likely! + newSize = minCapacity; + else + newSize = Math.min(newSize, aLength >>> 1); + + tmp = s.allocate(newSize); + tmpLength = newSize; + } + return tmp; + } + } +} diff --git a/_site/core/src/main/resources/org/apache/spark/log4j-defaults.properties b/_site/core/src/main/resources/org/apache/spark/log4j-defaults.properties new file mode 100644 index 0000000000000..89eec7d4b7f61 --- /dev/null +++ b/_site/core/src/main/resources/org/apache/spark/log4j-defaults.properties @@ -0,0 +1,12 @@ +# Set everything to be logged to the console +log4j.rootCategory=INFO, console +log4j.appender.console=org.apache.log4j.ConsoleAppender +log4j.appender.console.target=System.err +log4j.appender.console.layout=org.apache.log4j.PatternLayout +log4j.appender.console.layout.ConversionPattern=%d{yy/MM/dd HH:mm:ss} %p %c{1}: %m%n + +# Settings to quiet third party logs that are too verbose +log4j.logger.org.eclipse.jetty=WARN +log4j.logger.org.eclipse.jetty.util.component.AbstractLifeCycle=ERROR +log4j.logger.org.apache.spark.repl.SparkIMain$exprTyper=INFO +log4j.logger.org.apache.spark.repl.SparkILoop$SparkILoopInterpreter=INFO diff --git a/_site/core/src/main/resources/org/apache/spark/ui/static/bootstrap-tooltip.js b/_site/core/src/main/resources/org/apache/spark/ui/static/bootstrap-tooltip.js new file mode 100644 index 0000000000000..2934181c1006a --- /dev/null +++ b/_site/core/src/main/resources/org/apache/spark/ui/static/bootstrap-tooltip.js @@ -0,0 +1,288 @@ +/* =========================================================== + * bootstrap-tooltip.js v2.2.2 + * http://twitter.github.com/bootstrap/javascript.html#tooltips + * Inspired by the original jQuery.tipsy by Jason Frame + * =========================================================== + * Copyright 2012 Twitter, Inc. + * + * Licensed 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. + * ========================================================== */ + + +!function ($) { + + "use strict"; // jshint ;_; + + + /* TOOLTIP PUBLIC CLASS DEFINITION + * =============================== */ + + var Tooltip = function (element, options) { + this.init('tooltip', element, options) + } + + Tooltip.prototype = { + + constructor: Tooltip + + , init: function (type, element, options) { + var eventIn + , eventOut + + this.type = type + this.$element = $(element) + this.options = this.getOptions(options) + this.enabled = true + + if (this.options.trigger == 'click') { + this.$element.on('click.' + this.type, this.options.selector, $.proxy(this.toggle, this)) + } else if (this.options.trigger != 'manual') { + eventIn = this.options.trigger == 'hover' ? 'mouseenter' : 'focus' + eventOut = this.options.trigger == 'hover' ? 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+.popover{position:absolute;top:0;left:0;z-index:1010;display:none;max-width:276px;padding:1px;text-align:left;background-color:#ffffff;-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box;border:1px solid #ccc;border:1px solid rgba(0, 0, 0, 0.2);-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);-moz-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);white-space:normal;}.popover.top{margin-top:-10px;} +.popover.right{margin-left:10px;} +.popover.bottom{margin-top:10px;} +.popover.left{margin-left:-10px;} +.popover-title{margin:0;padding:8px 14px;font-size:14px;font-weight:normal;line-height:18px;background-color:#f7f7f7;border-bottom:1px solid #ebebeb;-webkit-border-radius:5px 5px 0 0;-moz-border-radius:5px 5px 0 0;border-radius:5px 5px 0 0;}.popover-title:empty{display:none;} +.popover-content{padding:9px 14px;} +.popover .arrow,.popover .arrow:after{position:absolute;display:block;width:0;height:0;border-color:transparent;border-style:solid;} +.popover .arrow{border-width:11px;} +.popover .arrow:after{border-width:10px;content:"";} +.popover.top .arrow{left:50%;margin-left:-11px;border-bottom-width:0;border-top-color:#999;border-top-color:rgba(0, 0, 0, 0.25);bottom:-11px;}.popover.top .arrow:after{bottom:1px;margin-left:-10px;border-bottom-width:0;border-top-color:#ffffff;} +.popover.right .arrow{top:50%;left:-11px;margin-top:-11px;border-left-width:0;border-right-color:#999;border-right-color:rgba(0, 0, 0, 0.25);}.popover.right .arrow:after{left:1px;bottom:-10px;border-left-width:0;border-right-color:#ffffff;} +.popover.bottom .arrow{left:50%;margin-left:-11px;border-top-width:0;border-bottom-color:#999;border-bottom-color:rgba(0, 0, 0, 0.25);top:-11px;}.popover.bottom .arrow:after{top:1px;margin-left:-10px;border-top-width:0;border-bottom-color:#ffffff;} +.popover.left 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ease-out;-moz-transition:opacity .3s linear, top .3s ease-out;-o-transition:opacity .3s linear, top .3s ease-out;transition:opacity .3s linear, top .3s ease-out;top:-25%;} +.modal.fade.in{top:10%;} +.modal-header{padding:9px 15px;border-bottom:1px solid #eee;}.modal-header .close{margin-top:2px;} +.modal-header h3{margin:0;line-height:30px;} +.modal-body{position:relative;overflow-y:auto;max-height:400px;padding:15px;} +.modal-form{margin-bottom:0;} +.modal-footer{padding:14px 15px 15px;margin-bottom:0;text-align:right;background-color:#f5f5f5;border-top:1px solid #ddd;-webkit-border-radius:0 0 6px 6px;-moz-border-radius:0 0 6px 6px;border-radius:0 0 6px 6px;-webkit-box-shadow:inset 0 1px 0 #ffffff;-moz-box-shadow:inset 0 1px 0 #ffffff;box-shadow:inset 0 1px 0 #ffffff;*zoom:1;}.modal-footer:before,.modal-footer:after{display:table;content:"";line-height:0;} +.modal-footer:after{clear:both;} +.modal-footer .btn+.btn{margin-left:5px;margin-bottom:0;} +.modal-footer .btn-group .btn+.btn{margin-left:-1px;} +.modal-footer .btn-block+.btn-block{margin-left:0;} +.dropup,.dropdown{position:relative;} +.dropdown-toggle{*margin-bottom:-3px;} +.dropdown-toggle:active,.open .dropdown-toggle{outline:0;} +.caret{display:inline-block;width:0;height:0;vertical-align:top;border-top:4px solid #000000;border-right:4px solid transparent;border-left:4px solid transparent;content:"";} +.dropdown .caret{margin-top:8px;margin-left:2px;} +.dropdown-menu{position:absolute;top:100%;left:0;z-index:1000;display:none;float:left;min-width:160px;padding:5px 0;margin:2px 0 0;list-style:none;background-color:#ffffff;border:1px solid #ccc;border:1px solid rgba(0, 0, 0, 0.2);*border-right-width:2px;*border-bottom-width:2px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);-moz-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box;}.dropdown-menu.pull-right{right:0;left:auto;} +.dropdown-menu .divider{*width:100%;height:1px;margin:9px 1px;*margin:-5px 0 5px;overflow:hidden;background-color:#e5e5e5;border-bottom:1px solid #ffffff;} +.dropdown-menu>li>a{display:block;padding:3px 20px;clear:both;font-weight:normal;line-height:20px;color:#333333;white-space:nowrap;} +.dropdown-menu>li>a:hover,.dropdown-menu>li>a:focus,.dropdown-submenu:hover>a,.dropdown-submenu:focus>a{text-decoration:none;color:#ffffff;background-color:#0081c2;background-image:-moz-linear-gradient(top, #0088cc, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#0088cc), to(#0077b3));background-image:-webkit-linear-gradient(top, #0088cc, #0077b3);background-image:-o-linear-gradient(top, #0088cc, #0077b3);background-image:linear-gradient(to bottom, #0088cc, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0);} +.dropdown-menu>.active>a,.dropdown-menu>.active>a:hover,.dropdown-menu>.active>a:focus{color:#ffffff;text-decoration:none;outline:0;background-color:#0081c2;background-image:-moz-linear-gradient(top, #0088cc, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#0088cc), to(#0077b3));background-image:-webkit-linear-gradient(top, #0088cc, #0077b3);background-image:-o-linear-gradient(top, #0088cc, #0077b3);background-image:linear-gradient(to bottom, #0088cc, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0);} +.dropdown-menu>.disabled>a,.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{color:#999999;} +.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{text-decoration:none;background-color:transparent;background-image:none;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);cursor:default;} +.open{*z-index:1000;}.open>.dropdown-menu{display:block;} +.dropdown-backdrop{position:fixed;left:0;right:0;bottom:0;top:0;z-index:990;} +.pull-right>.dropdown-menu{right:0;left:auto;} +.dropup .caret,.navbar-fixed-bottom .dropdown .caret{border-top:0;border-bottom:4px solid #000000;content:"";} +.dropup .dropdown-menu,.navbar-fixed-bottom .dropdown .dropdown-menu{top:auto;bottom:100%;margin-bottom:1px;} +.dropdown-submenu{position:relative;} +.dropdown-submenu>.dropdown-menu{top:0;left:100%;margin-top:-6px;margin-left:-1px;-webkit-border-radius:0 6px 6px 6px;-moz-border-radius:0 6px 6px 6px;border-radius:0 6px 6px 6px;} +.dropdown-submenu:hover>.dropdown-menu{display:block;} +.dropup .dropdown-submenu>.dropdown-menu{top:auto;bottom:0;margin-top:0;margin-bottom:-2px;-webkit-border-radius:5px 5px 5px 0;-moz-border-radius:5px 5px 5px 0;border-radius:5px 5px 5px 0;} +.dropdown-submenu>a:after{display:block;content:" ";float:right;width:0;height:0;border-color:transparent;border-style:solid;border-width:5px 0 5px 5px;border-left-color:#cccccc;margin-top:5px;margin-right:-10px;} +.dropdown-submenu:hover>a:after{border-left-color:#ffffff;} +.dropdown-submenu.pull-left{float:none;}.dropdown-submenu.pull-left>.dropdown-menu{left:-100%;margin-left:10px;-webkit-border-radius:6px 0 6px 6px;-moz-border-radius:6px 0 6px 6px;border-radius:6px 0 6px 6px;} +.dropdown .dropdown-menu .nav-header{padding-left:20px;padding-right:20px;} +.typeahead{z-index:1051;margin-top:2px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;} +.accordion{margin-bottom:20px;} +.accordion-group{margin-bottom:2px;border:1px solid #e5e5e5;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;} +.accordion-heading{border-bottom:0;} +.accordion-heading .accordion-toggle{display:block;padding:8px 15px;} +.accordion-toggle{cursor:pointer;} +.accordion-inner{padding:9px 15px;border-top:1px solid #e5e5e5;} +.carousel{position:relative;margin-bottom:20px;line-height:1;} +.carousel-inner{overflow:hidden;width:100%;position:relative;} +.carousel-inner>.item{display:none;position:relative;-webkit-transition:0.6s ease-in-out left;-moz-transition:0.6s ease-in-out left;-o-transition:0.6s ease-in-out left;transition:0.6s ease-in-out left;}.carousel-inner>.item>img,.carousel-inner>.item>a>img{display:block;line-height:1;} +.carousel-inner>.active,.carousel-inner>.next,.carousel-inner>.prev{display:block;} +.carousel-inner>.active{left:0;} +.carousel-inner>.next,.carousel-inner>.prev{position:absolute;top:0;width:100%;} +.carousel-inner>.next{left:100%;} +.carousel-inner>.prev{left:-100%;} +.carousel-inner>.next.left,.carousel-inner>.prev.right{left:0;} +.carousel-inner>.active.left{left:-100%;} +.carousel-inner>.active.right{left:100%;} +.carousel-control{position:absolute;top:40%;left:15px;width:40px;height:40px;margin-top:-20px;font-size:60px;font-weight:100;line-height:30px;color:#ffffff;text-align:center;background:#222222;border:3px solid #ffffff;-webkit-border-radius:23px;-moz-border-radius:23px;border-radius:23px;opacity:0.5;filter:alpha(opacity=50);}.carousel-control.right{left:auto;right:15px;} +.carousel-control:hover,.carousel-control:focus{color:#ffffff;text-decoration:none;opacity:0.9;filter:alpha(opacity=90);} +.carousel-indicators{position:absolute;top:15px;right:15px;z-index:5;margin:0;list-style:none;}.carousel-indicators li{display:block;float:left;width:10px;height:10px;margin-left:5px;text-indent:-999px;background-color:#ccc;background-color:rgba(255, 255, 255, 0.25);border-radius:5px;} +.carousel-indicators .active{background-color:#fff;} +.carousel-caption{position:absolute;left:0;right:0;bottom:0;padding:15px;background:#333333;background:rgba(0, 0, 0, 0.75);} +.carousel-caption h4,.carousel-caption p{color:#ffffff;line-height:20px;} +.carousel-caption h4{margin:0 0 5px;} +.carousel-caption p{margin-bottom:0;} +.well{min-height:20px;padding:19px;margin-bottom:20px;background-color:#f5f5f5;border:1px solid #e3e3e3;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:inset 0 1px 1px rgba(0, 0, 0, 0.05);-moz-box-shadow:inset 0 1px 1px rgba(0, 0, 0, 0.05);box-shadow:inset 0 1px 1px rgba(0, 0, 0, 0.05);}.well blockquote{border-color:#ddd;border-color:rgba(0, 0, 0, 0.15);} +.well-large{padding:24px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;} +.well-small{padding:9px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px;} +.close{float:right;font-size:20px;font-weight:bold;line-height:20px;color:#000000;text-shadow:0 1px 0 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