Github user zhangjiajin commented on a diff in the pull request:
https://github.com/apache/spark/pull/7937#discussion_r36264370
--- Diff:
mllib/src/test/scala/org/apache/spark/mllib/fpm/PrefixSpanSuite.scala ---
@@ -35,83 +35,81 @@ class PrefixSpanSuite extends SparkFunSuite with
MLlibTestSparkContext {
*/
val sequences = Array(
- Array(1, -1, 3, -1, 4, -1, 5),
- Array(2, -1, 3, -1, 1),
- Array(2, -1, 4, -1, 1),
- Array(3, -1, 1, -1, 3, -1, 4, -1, 5),
- Array(3, -1, 4, -1, 4, -1, 3),
- Array(6, -1, 5, -1, 3))
+ Array(0, 1, 0, 3, 0, 4, 0, 5, 0),
+ Array(0, 2, 0, 3, 0, 1, 0),
+ Array(0, 2, 0, 4, 0, 1, 0),
+ Array(0, 3, 0, 1, 0, 3, 0, 4, 0, 5, 0),
+ Array(0, 3, 0, 4, 0, 4, 0, 3, 0),
+ Array(0, 6, 0, 5, 0, 3, 0))
val rdd = sc.parallelize(sequences, 2).cache()
- val prefixspan = new PrefixSpan()
- .setMinSupport(0.33)
- .setMaxPatternLength(50)
- val result1 = prefixspan.run(rdd)
+ val result1 = PrefixSpan.genFreqPatterns(
+ rdd, minCount = 2L, maxPatternLength = 50, maxLocalProjDBSize = 16L)
val expectedValue1 = Array(
- (Array(1), 4L),
- (Array(1, -1, 3), 2L),
- (Array(1, -1, 3, -1, 4), 2L),
- (Array(1, -1, 3, -1, 4, -1, 5), 2L),
- (Array(1, -1, 3, -1, 5), 2L),
- (Array(1, -1, 4), 2L),
- (Array(1, -1, 4, -1, 5), 2L),
- (Array(1, -1, 5), 2L),
- (Array(2), 2L),
- (Array(2, -1, 1), 2L),
- (Array(3), 5L),
- (Array(3, -1, 1), 2L),
- (Array(3, -1, 3), 2L),
- (Array(3, -1, 4), 3L),
- (Array(3, -1, 4, -1, 5), 2L),
- (Array(3, -1, 5), 2L),
- (Array(4), 4L),
- (Array(4, -1, 5), 2L),
- (Array(5), 3L)
+ (Array(0, 1, 0), 4L),
+ (Array(0, 1, 0, 3, 0), 2L),
+ (Array(0, 1, 0, 3, 0, 4, 0), 2L),
+ (Array(0, 1, 0, 3, 0, 4, 0, 5, 0), 2L),
+ (Array(0, 1, 0, 3, 0, 5, 0), 2L),
+ (Array(0, 1, 0, 4, 0), 2L),
+ (Array(0, 1, 0, 4, 0, 5, 0), 2L),
+ (Array(0, 1, 0, 5, 0), 2L),
+ (Array(0, 2, 0), 2L),
+ (Array(0, 2, 0, 1, 0), 2L),
+ (Array(0, 3, 0), 5L),
+ (Array(0, 3, 0, 1, 0), 2L),
+ (Array(0, 3, 0, 3, 0), 2L),
+ (Array(0, 3, 0, 4, 0), 3L),
+ (Array(0, 3, 0, 4, 0, 5, 0), 2L),
+ (Array(0, 3, 0, 5, 0), 2L),
+ (Array(0, 4, 0), 4L),
+ (Array(0, 4, 0, 5, 0), 2L),
+ (Array(0, 5, 0), 3L)
)
compareInternalResults(expectedValue1, result1.collect())
- prefixspan.setMinSupport(0.5).setMaxPatternLength(50)
- val result2 = prefixspan.run(rdd)
+ val result2 = PrefixSpan.genFreqPatterns(
+ rdd, minCount = 3, maxPatternLength = 50, maxLocalProjDBSize = 32L)
val expectedValue2 = Array(
- (Array(1), 4L),
- (Array(3), 5L),
- (Array(3, -1, 4), 3L),
- (Array(4), 4L),
- (Array(5), 3L)
+ (Array(0, 1, 0), 4L),
+ (Array(0, 3, 0), 5L),
+ (Array(0, 3, 0, 4, 0), 3L),
+ (Array(0, 4, 0), 4L),
+ (Array(0, 5, 0), 3L)
)
compareInternalResults(expectedValue2, result2.collect())
- prefixspan.setMinSupport(0.33).setMaxPatternLength(2)
- val result3 = prefixspan.run(rdd)
+ val result3 = PrefixSpan.genFreqPatterns(
+ rdd, minCount = 2, maxPatternLength = 2, maxLocalProjDBSize = 32L)
val expectedValue3 = Array(
- (Array(1), 4L),
- (Array(1, -1, 3), 2L),
- (Array(1, -1, 4), 2L),
- (Array(1, -1, 5), 2L),
- (Array(2, -1, 1), 2L),
- (Array(2), 2L),
- (Array(3), 5L),
- (Array(3, -1, 1), 2L),
- (Array(3, -1, 3), 2L),
- (Array(3, -1, 4), 3L),
- (Array(3, -1, 5), 2L),
- (Array(4), 4L),
- (Array(4, -1, 5), 2L),
- (Array(5), 3L)
+ (Array(0, 1, 0), 4L),
+ (Array(0, 1, 0, 3, 0), 2L),
+ (Array(0, 1, 0, 4, 0), 2L),
+ (Array(0, 1, 0, 5, 0), 2L),
+ (Array(0, 2, 0, 1, 0), 2L),
+ (Array(0, 2, 0), 2L),
+ (Array(0, 3, 0), 5L),
+ (Array(0, 3, 0, 1, 0), 2L),
+ (Array(0, 3, 0, 3, 0), 2L),
+ (Array(0, 3, 0, 4, 0), 3L),
+ (Array(0, 3, 0, 5, 0), 2L),
+ (Array(0, 4, 0), 4L),
+ (Array(0, 4, 0, 5, 0), 2L),
+ (Array(0, 5, 0), 3L)
)
compareInternalResults(expectedValue3, result3.collect())
}
test("PrefixSpan internal (integer seq, -1 delim) run, variable-size
itemsets") {
val sequences = Array(
- Array(1, -1, 1, 2, 3, -1, 1, 3, -1, 4, -1, 3, 6),
- Array(1, 4, -1, 3, -1, 2, 3, -1, 1, 5),
- Array(5, 6, -1, 1, 2, -1, 4, 6, -1, 3, -1, 2),
- Array(5, -1, 7, -1, 1, 6, -1, 3, -1, 2, -1, 3))
+ Array(0, 1, 0, 1, 2, 3, 0, 1, 3, 0, 4, 0, 3, 6, 0),
--- End diff --
If Array(0, 1, 0, 1, 2, 3, 0, 1, 3, 0, 4, 0, 3, 6, 0) is changed to
Array(0, 1, 0, 3, 2, 1, 0, 3, 1, 0, 4, 0, 3, 6, 0), the test will fail. These
sequences need to be sorted.
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