aboutsummaryrefslogtreecommitdiff
path: root/R/pkg/inst/tests/testthat/test_mllib_stat.R
diff options
context:
space:
mode:
Diffstat (limited to 'R/pkg/inst/tests/testthat/test_mllib_stat.R')
-rw-r--r--R/pkg/inst/tests/testthat/test_mllib_stat.R53
1 files changed, 53 insertions, 0 deletions
diff --git a/R/pkg/inst/tests/testthat/test_mllib_stat.R b/R/pkg/inst/tests/testthat/test_mllib_stat.R
new file mode 100644
index 0000000000..beb148e770
--- /dev/null
+++ b/R/pkg/inst/tests/testthat/test_mllib_stat.R
@@ -0,0 +1,53 @@
+#
+# 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.
+#
+
+library(testthat)
+
+context("MLlib statistics algorithms")
+
+# Tests for MLlib statistics algorithms in SparkR
+sparkSession <- sparkR.session(enableHiveSupport = FALSE)
+
+test_that("spark.kstest", {
+ data <- data.frame(test = c(0.1, 0.15, 0.2, 0.3, 0.25, -1, -0.5))
+ df <- createDataFrame(data)
+ testResult <- spark.kstest(df, "test", "norm")
+ stats <- summary(testResult)
+
+ rStats <- ks.test(data$test, "pnorm", alternative = "two.sided")
+
+ expect_equal(stats$p.value, rStats$p.value, tolerance = 1e-4)
+ expect_equal(stats$statistic, unname(rStats$statistic), tolerance = 1e-4)
+ expect_match(capture.output(stats)[1], "Kolmogorov-Smirnov test summary:")
+
+ testResult <- spark.kstest(df, "test", "norm", -0.5)
+ stats <- summary(testResult)
+
+ rStats <- ks.test(data$test, "pnorm", -0.5, 1, alternative = "two.sided")
+
+ expect_equal(stats$p.value, rStats$p.value, tolerance = 1e-4)
+ expect_equal(stats$statistic, unname(rStats$statistic), tolerance = 1e-4)
+ expect_match(capture.output(stats)[1], "Kolmogorov-Smirnov test summary:")
+
+ # Test print.summary.KSTest
+ printStats <- capture.output(print.summary.KSTest(stats))
+ expect_match(printStats[1], "Kolmogorov-Smirnov test summary:")
+ expect_match(printStats[5],
+ "Low presumption against null hypothesis: Sample follows theoretical distribution. ")
+})
+
+sparkR.session.stop()