From f77aa5f651275d032631141554873c0ca2085322 Mon Sep 17 00:00:00 2001 From: barrybecker Date: Fri, 18 Jan 2019 09:07:50 -0800 Subject: [PATCH] Add some additional unit tests (#16) Added test for horizontal line which shows problem with NaN and Infinity in result. Updated tests that use Numenta dataset to make width equal to one day. --- .../core/MatrixProfileAccuracyTest.java | 11 ++-- .../core/MatrixProfilePerformanceTest.java | 17 ++++--- .../ensozos/core/MatrixProfileTest.java | 50 +++++++++++++++++++ ...enta_art_daily_flatmiddle_profile_pair.exp | 4 +- ..._art_daily_flatmiddle_profile_pair_0_1.exp | 4 +- ...enta_art_daily_jumps_down_profile_pair.exp | 4 +- ..._art_daily_jumps_down_profile_pair_0_1.exp | 4 +- .../results/repeat_4_profile_pair.exp | 4 +- 8 files changed, 75 insertions(+), 23 deletions(-) diff --git a/src/test/java/io/github/ensozos/core/MatrixProfileAccuracyTest.java b/src/test/java/io/github/ensozos/core/MatrixProfileAccuracyTest.java index 645d1e0..dc64dcb 100644 --- a/src/test/java/io/github/ensozos/core/MatrixProfileAccuracyTest.java +++ b/src/test/java/io/github/ensozos/core/MatrixProfileAccuracyTest.java @@ -21,6 +21,7 @@ public class MatrixProfileAccuracyTest { /** Set this to true if you want to automatically update the results files */ private static final boolean UPDATE_RESULTS = false; + private static final int STEPS_IN_DAY = 287; @Test @@ -35,7 +36,7 @@ public void testMatrixProfileSelfJoinStampWindow8() { public void testMatrixProfileSelfJoinStamp_ArtDailyFlatMiddle() { verifyResult("numenta_art_daily_flatmiddle", "numenta_art_daily_flatmiddle_profile_pair_0_1.exp", - 80, 0.1, false); + STEPS_IN_DAY, 0.1, false); } // Originally ran in 2m 40s on 4 core laptop before making it multi-threaded - only 23s when 10% of steps used @@ -43,7 +44,7 @@ public void testMatrixProfileSelfJoinStamp_ArtDailyFlatMiddle() { public void testMatrixProfileSelfJoinStamp_ArtDailyJumpsDown() { verifyResult("numenta_art_daily_jumps_down", "numenta_art_daily_jumps_down_profile_pair_0_1.exp", - 80, 0.1, false); + STEPS_IN_DAY, 0.1, false); } @@ -60,7 +61,7 @@ public void testMatrixProfileSelfJoinStampWindow8_concurrent() { public void testMatrixProfileSelfJoinStamp_ArtDailyFlatMiddle_concurrent() { verifyResult("numenta_art_daily_flatmiddle", "numenta_art_daily_flatmiddle_profile_pair_0_1.exp", - 80, 0.1, true); + STEPS_IN_DAY, 0.1, true); } // Ran in 56s on 4 core laptop after making it multi-threaded, but took only 15 seconds using only 10%; 35s at 20% @@ -68,7 +69,7 @@ public void testMatrixProfileSelfJoinStamp_ArtDailyFlatMiddle_concurrent() { public void testMatrixProfileSelfJoinStamp_ArtDailyJumpsDown_concurrent() { verifyResult("numenta_art_daily_jumps_down", "numenta_art_daily_jumps_down_profile_pair_0_1.exp", - 80, 0.1, true); + STEPS_IN_DAY, 0.1, true); } private void verifyResult(String seriesFile, String expResultFile, @@ -85,7 +86,7 @@ private void verifyResult(String seriesFile, String expResultFile, concurrent ? concurrentMP.stamp(series, window, accuracy) : serialMP.stamp(series, window, accuracy); // Uncomment this to export results to excel. Plotting in excel can be very instructive. - //CsvExport.printToCsvFile(series, expectedResultWhenSelfJoin, "acc_" + seriesFile + ".xls"); + CsvExport.printToCsvFile(series, pair, "acc_" + seriesFile + ".xls"); //CsvExport.printPairToFile(pair, "acc_" + seriesFile + ".xls"); if (UPDATE_RESULTS) { diff --git a/src/test/java/io/github/ensozos/core/MatrixProfilePerformanceTest.java b/src/test/java/io/github/ensozos/core/MatrixProfilePerformanceTest.java index acf65b7..95afd2f 100644 --- a/src/test/java/io/github/ensozos/core/MatrixProfilePerformanceTest.java +++ b/src/test/java/io/github/ensozos/core/MatrixProfilePerformanceTest.java @@ -15,7 +15,8 @@ public class MatrixProfilePerformanceTest { private MatrixProfile concurrentMP = new MatrixProfile(true); /** Set this to true if you want to automatically update the results files */ - private static final boolean UPDATE_RESULTS = false; + private static final boolean UPDATE_RESULTS = true; + private static final int STEPS_IN_DAY = 287; @@ -31,7 +32,7 @@ public void testMatrixProfileSelfJoinStmpWindow8() { public void testMatrixProfileSelfJoinStmp_ArtDailyFlatMiddle() { verifyResult("numenta_art_daily_flatmiddle", "numenta_art_daily_flatmiddle_profile_pair.exp", - 80, false); + STEPS_IN_DAY, false); } // Ran in 2m 40s on 4 core laptop before making it multi-threaded. @@ -39,7 +40,7 @@ public void testMatrixProfileSelfJoinStmp_ArtDailyFlatMiddle() { public void testMatrixProfileSelfJoinStmp_ArtDailyJumpsDown() { verifyResult("numenta_art_daily_jumps_down", "numenta_art_daily_jumps_down_profile_pair.exp", - 80, false); + STEPS_IN_DAY, false); } /* Commenting some tests to reduce runtime. @@ -49,7 +50,7 @@ public void testMatrixProfileSelfJoinStmp_ArtDailyJumpsDown() { public void testMatrixProfileSelfJoinStmp_ArtIncreaseSpikeDensity() { verifyResult("numenta_art_increase_spike_density", "numenta_art_increase_spike_density_profile_pair.exp", - 80, false); + STEPS_IN_DAY, false); } // Ran in 3m 1s on 4 core laptop before making it multi-threaded. @@ -57,7 +58,7 @@ public void testMatrixProfileSelfJoinStmp_ArtIncreaseSpikeDensity() { public void testMatrixProfileSelfJoinStmp_ArtLoadBalancerSpikes() { verifyResult("numenta_art_load_balancer_spikes", "numenta_art_load_balancer_spikes_profile_pair.exp", - 80, false); + STEPS_IN_DAY, false); }*/ @@ -73,7 +74,7 @@ public void testMatrixProfileSelfJoinStmpWindow8_concurrent() { public void testMatrixProfileSelfJoinStmp_ArtDailyFlatMiddle_concurrent() { verifyResult("numenta_art_daily_flatmiddle", "numenta_art_daily_flatmiddle_profile_pair.exp", - 80, true); + STEPS_IN_DAY, true); } // Ran in 56s on 4 core laptop after making it multi-threaded. @@ -81,7 +82,7 @@ public void testMatrixProfileSelfJoinStmp_ArtDailyFlatMiddle_concurrent() { public void testMatrixProfileSelfJoinStmp_ArtDailyJumpsDown_concurrent() { verifyResult("numenta_art_daily_jumps_down", "numenta_art_daily_jumps_down_profile_pair.exp", - 80, true); + STEPS_IN_DAY, true); } /** @@ -113,7 +114,7 @@ private void verifyResult(String seriesFile, String expResultFile, int window, b concurrent ? concurrentMP.stmp(series, window) : serialMP.stmp(series, window); // Uncomment this to export results to excel. Plotting in excel can be very instructive. - //CsvExport.printToCsvFile(series, expectedResultWhenSelfJoin, "perf_" + seriesFile + ".xls"); + CsvExport.printToCsvFile(series, pair, "perf_" + seriesFile + ".xls"); //CsvExport.printPairToFile(pair, "perf_" + seriesFile + ".xls"); if (UPDATE_RESULTS) { diff --git a/src/test/java/io/github/ensozos/core/MatrixProfileTest.java b/src/test/java/io/github/ensozos/core/MatrixProfileTest.java index 20c249e..1f4d65d 100644 --- a/src/test/java/io/github/ensozos/core/MatrixProfileTest.java +++ b/src/test/java/io/github/ensozos/core/MatrixProfileTest.java @@ -17,6 +17,7 @@ public class MatrixProfileTest { new double[]{0.0, 6.0, -1.0, 2.0, 3.0, 1.0, 4.0}, new int[]{1, 7} ); + private INDArray targetSeriesWithPattern = Nd4j.create( new double[]{0.6, 0.5, 2.00, 1.0, -1.01, -0.5, 1.0, 2.3, 4.0, 5.9, 4.2, 3.1, 3.2, 3.4, 2.9, 3.5, 1.05, -1.0, -0.50, 1.01, 2.41, 3.99, 6.01, 4.7, 3.2, 2.6, 4.1, 4.3, 1.1, 1.7, 3.1, 1.9, @@ -26,6 +27,18 @@ public class MatrixProfileTest { new int[]{1, 69} ); + private INDArray targetSeriesWithoutPattern = Nd4j.create( + new double[]{1.2, 1.5, 1.9, 2.1, 2.0, 1.8, 1.2, 0.2, 2.2, 2.8}, + new int[]{1, 10} + ); + + // 10 points all the same value + private INDArray targetStraightLine = Nd4j.create( + new double[]{1.2, 1.2, 1.2, 1.2, 1.2, 1.2, 1.2, 1.2, 1.2, 1.2}, + new int[]{1, 10} + ); + + private INDArray query = Nd4j.create(new double[]{1.0, 2.0, 0.0, 0.0, -1}, new int[]{1, 5}); private PairexpectedResultWhenQuery = new Pair<>( @@ -99,6 +112,43 @@ public void testMatrixProfileSelfJoinStmpWindow8() { assertEquals(expectedResultWhenSelfJoin.toString(), pair.toString()); } + @Test + public void testMatrixProfileSelfJoinStmpWindow5() { + int window = 5; + + // the length of these arrays is length of the series - window + 1 + Pair expectedResultWhenSelfJoin = new Pair<>( + Nd4j.create(new double[]{ + 2.8386, 3.8080, 4.2220, 4.1329, 3.9414, 2.8386 + }, new int[]{1, 6}), + Nd4j.create(new double[]{ + 5.0000, 5.0000, 5.0000, 0, 0, 0 + }, new int[]{1, 6}) + ); + + Pair pair = matrixProfile.stmp(targetSeriesWithoutPattern, window); + assertEquals(expectedResultWhenSelfJoin.toString(), pair.toString()); + } + + @Test + public void testMatrixProfileSelfJoinStmpStraightLine() { + int window = 5; + + // the length of these arrays is length of the series - window + 1 + Pair expectedResultWhenSelfJoin = new Pair<>( + Nd4j.create(new double[]{ + Double.NaN, Double.NaN, Double.NaN, POSITIVE_INFINITY, 3.1623, POSITIVE_INFINITY + }, new int[]{1, 6}), + Nd4j.create(new double[]{ + 2.0000, 3.0000, 4.0000, 5.0000, 1.0000, 5.0000 + }, new int[]{1, 6}) + ); + + Pair pair = matrixProfile.stmp(targetStraightLine, window); + assertEquals(expectedResultWhenSelfJoin.toString(), pair.toString()); + } + + @Test public void testMatrixProfileSelfJoinStmpWindow4() { int window = 4; diff --git a/src/test/resources/results/numenta_art_daily_flatmiddle_profile_pair.exp b/src/test/resources/results/numenta_art_daily_flatmiddle_profile_pair.exp index d7c59f1..005d19e 100644 --- a/src/test/resources/results/numenta_art_daily_flatmiddle_profile_pair.exp +++ b/src/test/resources/results/numenta_art_daily_flatmiddle_profile_pair.exp @@ -1,2 +1,2 @@ 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diff --git a/src/test/resources/results/numenta_art_daily_flatmiddle_profile_pair_0_1.exp b/src/test/resources/results/numenta_art_daily_flatmiddle_profile_pair_0_1.exp index 0e65a87..ec573be 100644 --- a/src/test/resources/results/numenta_art_daily_flatmiddle_profile_pair_0_1.exp +++ b/src/test/resources/results/numenta_art_daily_flatmiddle_profile_pair_0_1.exp @@ -1,2 +1,2 @@ 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diff --git a/src/test/resources/results/numenta_art_daily_jumps_down_profile_pair.exp b/src/test/resources/results/numenta_art_daily_jumps_down_profile_pair.exp index 7b2ac0d..5b70110 100644 --- a/src/test/resources/results/numenta_art_daily_jumps_down_profile_pair.exp +++ b/src/test/resources/results/numenta_art_daily_jumps_down_profile_pair.exp @@ -1,2 +1,2 @@ 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diff --git a/src/test/resources/results/numenta_art_daily_jumps_down_profile_pair_0_1.exp b/src/test/resources/results/numenta_art_daily_jumps_down_profile_pair_0_1.exp index b6f3a60..b5ee237 100644 --- a/src/test/resources/results/numenta_art_daily_jumps_down_profile_pair_0_1.exp +++ b/src/test/resources/results/numenta_art_daily_jumps_down_profile_pair_0_1.exp @@ -1,2 +1,2 @@ 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diff --git a/src/test/resources/results/repeat_4_profile_pair.exp b/src/test/resources/results/repeat_4_profile_pair.exp index 9d1f3c8..80bfbd8 100644 --- a/src/test/resources/results/repeat_4_profile_pair.exp +++ b/src/test/resources/results/repeat_4_profile_pair.exp @@ -1,2 +1,2 @@ -1.9782, 0.8371, 0.4547, 0.0873, 0.1701, 0.4099, 0.6994, 1.4519, 1.3319, 0.9451, 1.8153, 1.9904, 1.1876, 1.0813, 0.5912, 0.1653, 0.0022, 0.1701, 0.4099, 0.6994, 1.4519, 2.0698, 1.4597, 1.9393, 2.2886, 1.8086, 1.6974, 2.0345, 2.1472, 1.9444, 1.9850, 2.5536, 1.9782, 0.8371, 0.4881, 0.0872, 0.3965, 0.7431, 1.1167, 1.3549, 1.3319, 1.1393, 0.9451, 1.6974, 1.9328, 1.3300, 1.5756, 2.0810, 1.8508, 1.1167, 1.1876, 1.0813, 0.5912, 0.1653, 0.0022, 0.5018, 0.6485, 1.3795, 1.7919, 1.4695, 1.1392, 1.3864 -32.0000, 33.0000, 53.0000, 35.0000, 17.0000, 18.0000, 19.0000, 20.0000, 40.0000, 42.0000, 42.0000, 49.0000, 50.0000, 51.0000, 52.0000, 53.0000, 54.0000, 4.0000, 5.0000, 6.0000, 7.0000, 40.0000, 42.0000, 43.0000, 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