Github user colorant commented on the pull request:
https://github.com/apache/spark/pull/916#issuecomment-45981871
@dorx Do you think this works for extreme large data set with really small
sample size? e.g. n = 1.0x10^11 while sample = 1 ? in that case, the final
adjusted fraction
Github user mengxr commented on the pull request:
https://github.com/apache/spark/pull/916#issuecomment-45992111
@colorant Tried the following with the new implementation:
~~~
val rdd = sc.parallelize(0 until 10, 1).flatMap(i =
Iterator.fill(10)(0)) // 10^10
Github user dorx commented on the pull request:
https://github.com/apache/spark/pull/916#issuecomment-46059095
@colorant Thanks for taking a look at this!
First of all let me just say that I ran Xiangrui's code but with
.fill(1000) (so 100x in RDD size), and it was still
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691081
--- Diff: core/src/main/scala/org/apache/spark/rdd/RDD.scala ---
@@ -394,20 +402,22 @@ abstract class RDD[T: ClassTag](
return new Array[T](0)
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691100
--- Diff: core/src/main/scala/org/apache/spark/rdd/RDD.scala ---
@@ -394,20 +402,22 @@ abstract class RDD[T: ClassTag](
return new Array[T](0)
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691144
--- Diff: core/src/main/scala/org/apache/spark/rdd/RDD.scala ---
@@ -394,20 +401,22 @@ abstract class RDD[T: ClassTag](
return new Array[T](0)
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691153
--- Diff: core/src/main/scala/org/apache/spark/rdd/RDD.scala ---
@@ -394,20 +401,22 @@ abstract class RDD[T: ClassTag](
return new Array[T](0)
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691305
--- Diff:
core/src/main/scala/org/apache/spark/util/random/SamplingUtils.scala ---
@@ -0,0 +1,51 @@
+/*
+ * Licensed to the Apache Software Foundation
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691375
--- Diff: core/src/test/scala/org/apache/spark/rdd/RDDSuite.scala ---
@@ -498,55 +501,56 @@ class RDDSuite extends FunSuite with
SharedSparkContext {
}
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691382
--- Diff: core/src/test/scala/org/apache/spark/rdd/RDDSuite.scala ---
@@ -498,55 +501,56 @@ class RDDSuite extends FunSuite with
SharedSparkContext {
}
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691388
--- Diff:
core/src/test/scala/org/apache/spark/util/random/SamplingUtilsSuite.scala ---
@@ -0,0 +1,46 @@
+/*
+ * Licensed to the Apache Software
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691398
--- Diff:
core/src/test/scala/org/apache/spark/util/random/SamplingUtilsSuite.scala ---
@@ -0,0 +1,46 @@
+/*
+ * Licensed to the Apache Software
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691458
--- Diff: python/pyspark/rdd.py ---
@@ -365,27 +366,25 @@ def takeSample(self, withReplacement, num, seed=None):
fraction = 0.0
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691473
--- Diff: python/pyspark/rdd.py ---
@@ -365,27 +366,25 @@ def takeSample(self, withReplacement, num, seed=None):
fraction = 0.0
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691499
--- Diff: python/pyspark/rdd.py ---
@@ -365,27 +366,25 @@ def takeSample(self, withReplacement, num, seed=None):
fraction = 0.0
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691512
--- Diff: python/pyspark/rdd.py ---
@@ -400,6 +399,18 @@ def takeSample(self, withReplacement, num, seed=None):
sampler.shuffle(samples)
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691490
--- Diff: python/pyspark/rdd.py ---
@@ -365,27 +366,25 @@ def takeSample(self, withReplacement, num, seed=None):
fraction = 0.0
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691520
--- Diff: python/pyspark/rdd.py ---
@@ -400,6 +399,18 @@ def takeSample(self, withReplacement, num, seed=None):
sampler.shuffle(samples)
Github user mengxr commented on a diff in the pull request:
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--- Diff: python/pyspark/rdd.py ---
@@ -400,6 +399,18 @@ def takeSample(self, withReplacement, num, seed=None):
sampler.shuffle(samples)
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691536
--- Diff: python/pyspark/rdd.py ---
@@ -400,6 +399,18 @@ def takeSample(self, withReplacement, num, seed=None):
sampler.shuffle(samples)
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13691546
--- Diff: python/pyspark/rdd.py ---
@@ -400,6 +399,18 @@ def takeSample(self, withReplacement, num, seed=None):
sampler.shuffle(samples)
Github user dorx commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13720492
--- Diff: python/pyspark/rdd.py ---
@@ -365,27 +366,25 @@ def takeSample(self, withReplacement, num, seed=None):
fraction = 0.0
Github user dorx commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13720693
--- Diff: python/pyspark/rdd.py ---
@@ -365,27 +366,25 @@ def takeSample(self, withReplacement, num, seed=None):
fraction = 0.0
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--- Diff: core/src/test/scala/org/apache/spark/rdd/RDDSuite.scala ---
@@ -22,6 +22,9 @@ import scala.reflect.ClassTag
import org.scalatest.FunSuite
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--- Diff: core/src/main/scala/org/apache/spark/rdd/RDD.scala ---
@@ -394,20 +401,22 @@ abstract class RDD[T: ClassTag](
return new Array[T](0)
Github user mengxr commented on a diff in the pull request:
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--- Diff:
core/src/main/scala/org/apache/spark/util/random/SamplingUtils.scala ---
@@ -0,0 +1,50 @@
+/*
+ * Licensed to the Apache Software Foundation
Github user mengxr commented on a diff in the pull request:
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--- Diff: pom.xml ---
@@ -257,6 +257,11 @@
version1.5/version
/dependency
dependency
+
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@falaki please feel free to take a look
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Github user mengxr commented on the pull request:
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@dorx Please click the link above and check test failures. It is related to
python imports.
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Github user mengxr commented on a diff in the pull request:
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--- Diff: python/pyspark/rdd.py ---
@@ -31,6 +31,7 @@
import warnings
import heapq
from random import Random
+from math import sqrt, log, min
Github user concretevitamin commented on the pull request:
https://github.com/apache/spark/pull/916#issuecomment-44869183
Hey @dorx -- how much faster is this new sampling method? I'd love to port
this to SparkR once this is merged in.
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Github user dorx commented on the pull request:
https://github.com/apache/spark/pull/916#issuecomment-44876657
@concretevitamin probably not faster on individual runs (in fact there's
slightly more computation/example). What this gains us is the ability to
guarantee that we get
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https://github.com/apache/spark/pull/916#issuecomment-44877997
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Github user AmplabJenkins commented on the pull request:
https://github.com/apache/spark/pull/916#issuecomment-44882426
All automated tests passed.
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Github user mengxr commented on the pull request:
https://github.com/apache/spark/pull/916#issuecomment-44885870
@concretevitamin This is certainly faster for large sample size. The size
of the candidate set is about `s + O(sqrt(s))` with this implementation, while
the previous
Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/916#discussion_r13319638
--- Diff: core/src/main/scala/org/apache/spark/rdd/RDD.scala ---
@@ -402,10 +411,11 @@ abstract class RDD[T: ClassTag](
}
if (num
Github user mengxr commented on the pull request:
https://github.com/apache/spark/pull/916#issuecomment-44802433
Jenkins, retest this please.
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Github user AmplabJenkins commented on the pull request:
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Merged build started.
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