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/*
* 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.ml.util
import org.scalatest.exceptions.TestFailedException
import org.apache.spark.ml.SparkMLFunSuite
import org.apache.spark.ml.linalg.Vectors
import org.apache.spark.ml.util.TestingUtils._
class TestingUtilsSuite extends SparkMLFunSuite {
test("Comparing doubles using relative error.") {
assert(23.1 ~== 23.52 relTol 0.02)
assert(23.1 ~== 22.74 relTol 0.02)
assert(23.1 ~= 23.52 relTol 0.02)
assert(23.1 ~= 22.74 relTol 0.02)
assert(!(23.1 !~= 23.52 relTol 0.02))
assert(!(23.1 !~= 22.74 relTol 0.02))
// Should throw exception with message when test fails.
intercept[TestFailedException](23.1 !~== 23.52 relTol 0.02)
intercept[TestFailedException](23.1 !~== 22.74 relTol 0.02)
intercept[TestFailedException](23.1 ~== 23.63 relTol 0.02)
intercept[TestFailedException](23.1 ~== 22.34 relTol 0.02)
assert(23.1 !~== 23.63 relTol 0.02)
assert(23.1 !~== 22.34 relTol 0.02)
assert(23.1 !~= 23.63 relTol 0.02)
assert(23.1 !~= 22.34 relTol 0.02)
assert(!(23.1 ~= 23.63 relTol 0.02))
assert(!(23.1 ~= 22.34 relTol 0.02))
// Comparing against zero should fail the test and throw exception with message
// saying that the relative error is meaningless in this situation.
intercept[TestFailedException](0.1 ~== 0.0 relTol 0.032)
intercept[TestFailedException](0.1 ~= 0.0 relTol 0.032)
intercept[TestFailedException](0.1 !~== 0.0 relTol 0.032)
intercept[TestFailedException](0.1 !~= 0.0 relTol 0.032)
intercept[TestFailedException](0.0 ~== 0.1 relTol 0.032)
intercept[TestFailedException](0.0 ~= 0.1 relTol 0.032)
intercept[TestFailedException](0.0 !~== 0.1 relTol 0.032)
intercept[TestFailedException](0.0 !~= 0.1 relTol 0.032)
// Comparisons of numbers very close to zero.
assert(10 * Double.MinPositiveValue ~== 9.5 * Double.MinPositiveValue relTol 0.01)
assert(10 * Double.MinPositiveValue !~== 11 * Double.MinPositiveValue relTol 0.01)
assert(-Double.MinPositiveValue ~== 1.18 * -Double.MinPositiveValue relTol 0.012)
assert(-Double.MinPositiveValue ~== 1.38 * -Double.MinPositiveValue relTol 0.012)
}
test("Comparing doubles using absolute error.") {
assert(17.8 ~== 17.99 absTol 0.2)
assert(17.8 ~== 17.61 absTol 0.2)
assert(17.8 ~= 17.99 absTol 0.2)
assert(17.8 ~= 17.61 absTol 0.2)
assert(!(17.8 !~= 17.99 absTol 0.2))
assert(!(17.8 !~= 17.61 absTol 0.2))
// Should throw exception with message when test fails.
intercept[TestFailedException](17.8 !~== 17.99 absTol 0.2)
intercept[TestFailedException](17.8 !~== 17.61 absTol 0.2)
intercept[TestFailedException](17.8 ~== 18.01 absTol 0.2)
intercept[TestFailedException](17.8 ~== 17.59 absTol 0.2)
assert(17.8 !~== 18.01 absTol 0.2)
assert(17.8 !~== 17.59 absTol 0.2)
assert(17.8 !~= 18.01 absTol 0.2)
assert(17.8 !~= 17.59 absTol 0.2)
assert(!(17.8 ~= 18.01 absTol 0.2))
assert(!(17.8 ~= 17.59 absTol 0.2))
// Comparisons of numbers very close to zero, and both side of zeros
assert(
Double.MinPositiveValue ~== 4 * Double.MinPositiveValue absTol 5 * Double.MinPositiveValue)
assert(
Double.MinPositiveValue !~== 6 * Double.MinPositiveValue absTol 5 * Double.MinPositiveValue)
assert(
-Double.MinPositiveValue ~== 3 * Double.MinPositiveValue absTol 5 * Double.MinPositiveValue)
assert(
Double.MinPositiveValue !~== -4 * Double.MinPositiveValue absTol 5 * Double.MinPositiveValue)
}
test("Comparing vectors using relative error.") {
// Comparisons of two dense vectors
assert(Vectors.dense(Array(3.1, 3.5)) ~== Vectors.dense(Array(3.130, 3.534)) relTol 0.01)
assert(Vectors.dense(Array(3.1, 3.5)) !~== Vectors.dense(Array(3.135, 3.534)) relTol 0.01)
assert(Vectors.dense(Array(3.1, 3.5)) ~= Vectors.dense(Array(3.130, 3.534)) relTol 0.01)
assert(Vectors.dense(Array(3.1, 3.5)) !~= Vectors.dense(Array(3.135, 3.534)) relTol 0.01)
assert(!(Vectors.dense(Array(3.1, 3.5)) !~= Vectors.dense(Array(3.130, 3.534)) relTol 0.01))
assert(!(Vectors.dense(Array(3.1, 3.5)) ~= Vectors.dense(Array(3.135, 3.534)) relTol 0.01))
// Should throw exception with message when test fails.
intercept[TestFailedException](
Vectors.dense(Array(3.1, 3.5)) !~== Vectors.dense(Array(3.130, 3.534)) relTol 0.01)
intercept[TestFailedException](
Vectors.dense(Array(3.1, 3.5)) ~== Vectors.dense(Array(3.135, 3.534)) relTol 0.01)
// Comparing against zero should fail the test and throw exception with message
// saying that the relative error is meaningless in this situation.
intercept[TestFailedException](
Vectors.dense(Array(3.1, 0.01)) ~== Vectors.dense(Array(3.13, 0.0)) relTol 0.01)
intercept[TestFailedException](
Vectors.dense(Array(3.1, 0.01)) ~== Vectors.sparse(2, Array(0), Array(3.13)) relTol 0.01)
// Comparisons of two sparse vectors
assert(Vectors.dense(Array(3.1, 3.5)) ~==
Vectors.sparse(2, Array(0, 1), Array(3.130, 3.534)) relTol 0.01)
assert(Vectors.dense(Array(3.1, 3.5)) !~==
Vectors.sparse(2, Array(0, 1), Array(3.135, 3.534)) relTol 0.01)
}
test("Comparing vectors using absolute error.") {
// Comparisons of two dense vectors
assert(Vectors.dense(Array(3.1, 3.5, 0.0)) ~==
Vectors.dense(Array(3.1 + 1E-8, 3.5 + 2E-7, 1E-8)) absTol 1E-6)
assert(Vectors.dense(Array(3.1, 3.5, 0.0)) !~==
Vectors.dense(Array(3.1 + 1E-5, 3.5 + 2E-7, 1 + 1E-3)) absTol 1E-6)
assert(Vectors.dense(Array(3.1, 3.5, 0.0)) ~=
Vectors.dense(Array(3.1 + 1E-8, 3.5 + 2E-7, 1E-8)) absTol 1E-6)
assert(Vectors.dense(Array(3.1, 3.5, 0.0)) !~=
Vectors.dense(Array(3.1 + 1E-5, 3.5 + 2E-7, 1 + 1E-3)) absTol 1E-6)
assert(!(Vectors.dense(Array(3.1, 3.5, 0.0)) !~=
Vectors.dense(Array(3.1 + 1E-8, 3.5 + 2E-7, 1E-8)) absTol 1E-6))
assert(!(Vectors.dense(Array(3.1, 3.5, 0.0)) ~=
Vectors.dense(Array(3.1 + 1E-5, 3.5 + 2E-7, 1 + 1E-3)) absTol 1E-6))
// Should throw exception with message when test fails.
intercept[TestFailedException](Vectors.dense(Array(3.1, 3.5, 0.0)) !~==
Vectors.dense(Array(3.1 + 1E-8, 3.5 + 2E-7, 1E-8)) absTol 1E-6)
intercept[TestFailedException](Vectors.dense(Array(3.1, 3.5, 0.0)) ~==
Vectors.dense(Array(3.1 + 1E-5, 3.5 + 2E-7, 1 + 1E-3)) absTol 1E-6)
// Comparisons of two sparse vectors
assert(Vectors.sparse(3, Array(0, 2), Array(3.1, 2.4)) ~==
Vectors.sparse(3, Array(0, 2), Array(3.1 + 1E-8, 2.4 + 1E-7)) absTol 1E-6)
assert(Vectors.sparse(3, Array(0, 2), Array(3.1 + 1E-8, 2.4 + 1E-7)) ~==
Vectors.sparse(3, Array(0, 2), Array(3.1, 2.4)) absTol 1E-6)
assert(Vectors.sparse(3, Array(0, 2), Array(3.1, 2.4)) !~==
Vectors.sparse(3, Array(0, 2), Array(3.1 + 1E-3, 2.4)) absTol 1E-6)
assert(Vectors.sparse(3, Array(0, 2), Array(3.1 + 1E-3, 2.4)) !~==
Vectors.sparse(3, Array(0, 2), Array(3.1, 2.4)) absTol 1E-6)
// Comparisons of a dense vector and a sparse vector
assert(Vectors.sparse(3, Array(0, 2), Array(3.1, 2.4)) ~==
Vectors.dense(Array(3.1 + 1E-8, 0, 2.4 + 1E-7)) absTol 1E-6)
assert(Vectors.dense(Array(3.1 + 1E-8, 0, 2.4 + 1E-7)) ~==
Vectors.sparse(3, Array(0, 2), Array(3.1, 2.4)) absTol 1E-6)
assert(Vectors.sparse(3, Array(0, 2), Array(3.1, 2.4)) !~==
Vectors.dense(Array(3.1, 1E-3, 2.4)) absTol 1E-6)
}
}
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