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Posted to commits@ignite.apache.org by ch...@apache.org on 2018/11/23 13:54:44 UTC
[5/5] ignite git commit: IGNITE-10335: move ML examples datasets
files to resources
IGNITE-10335: move ML examples datasets files to resources
This closes #5434
Project: http://git-wip-us.apache.org/repos/asf/ignite/repo
Commit: http://git-wip-us.apache.org/repos/asf/ignite/commit/1dea0a42
Tree: http://git-wip-us.apache.org/repos/asf/ignite/tree/1dea0a42
Diff: http://git-wip-us.apache.org/repos/asf/ignite/diff/1dea0a42
Branch: refs/heads/master
Commit: 1dea0a4273bf54ca2361a3a940db22ba89274ab5
Parents: 39b59d2
Author: Oleg Ignatenko <oi...@gridgain.com>
Authored: Fri Nov 23 16:54:25 2018 +0300
Committer: Yury Babak <yb...@gridgain.com>
Committed: Fri Nov 23 16:54:25 2018 +0300
----------------------------------------------------------------------
.../TensorFlowDistributedInferenceExample.java | 16 +-
.../TensorFlowLocalInferenceExample.java | 16 +-
.../TensorFlowThreadedInferenceExample.java | 16 +-
.../examples/ml/util/MLSandboxDatasets.java | 16 +-
.../ignite/examples/ml/util/SandboxMLCache.java | 11 +-
.../ignite/examples/ml/util/datasets/README.md | 2 -
.../ml/util/datasets/boston_housing_dataset.txt | 505 -------
.../ml/util/datasets/cleared_machines.csv | 209 ---
.../ml/util/datasets/glass_identification.csv | 116 --
.../ignite/examples/ml/util/datasets/iris.txt | 150 --
.../examples/ml/util/datasets/mortalitydata.csv | 53 -
.../ml/util/datasets/t10k-images-idx3-ubyte | Bin 7840016 -> 0 bytes
.../ml/util/datasets/t10k-labels-idx1-ubyte | Bin 10008 -> 0 bytes
.../examples/ml/util/datasets/titanic.csv | 1310 ------------------
.../ml/util/datasets/titanic_10_rows.csv | 11 -
.../ml/util/datasets/two_classed_iris.csv | 100 --
.../ignite/examples/ml/util/datasets/wine.txt | 178 ---
examples/src/main/resources/datasets/README.md | 2 +
.../datasets/boston_housing_dataset.txt | 505 +++++++
.../resources/datasets/cleared_machines.csv | 209 +++
.../resources/datasets/glass_identification.csv | 116 ++
examples/src/main/resources/datasets/iris.txt | 150 ++
.../main/resources/datasets/mortalitydata.csv | 53 +
.../resources/datasets/t10k-images-idx3-ubyte | Bin 0 -> 9876027 bytes
.../resources/datasets/t10k-labels-idx1-ubyte | Bin 0 -> 10008 bytes
.../src/main/resources/datasets/titanic.csv | 1310 ++++++++++++++++++
.../main/resources/datasets/titanic_10_rows.csv | 11 +
.../resources/datasets/two_classed_iris.csv | 100 ++
examples/src/main/resources/datasets/wine.txt | 178 +++
parent/pom.xml | 1 -
30 files changed, 2676 insertions(+), 2668 deletions(-)
----------------------------------------------------------------------
http://git-wip-us.apache.org/repos/asf/ignite/blob/1dea0a42/examples/src/main/java/org/apache/ignite/examples/ml/inference/TensorFlowDistributedInferenceExample.java
----------------------------------------------------------------------
diff --git a/examples/src/main/java/org/apache/ignite/examples/ml/inference/TensorFlowDistributedInferenceExample.java b/examples/src/main/java/org/apache/ignite/examples/ml/inference/TensorFlowDistributedInferenceExample.java
index cc22df3..ec8cac6 100644
--- a/examples/src/main/java/org/apache/ignite/examples/ml/inference/TensorFlowDistributedInferenceExample.java
+++ b/examples/src/main/java/org/apache/ignite/examples/ml/inference/TensorFlowDistributedInferenceExample.java
@@ -22,6 +22,7 @@ import java.io.IOException;
import java.util.ArrayList;
import java.util.Collections;
import java.util.List;
+import java.util.Objects;
import java.util.Random;
import java.util.concurrent.ExecutionException;
import java.util.concurrent.Future;
@@ -46,10 +47,10 @@ public class TensorFlowDistributedInferenceExample {
private static final String MODEL_PATH = "examples/src/main/resources/ml/mnist_tf_model";
/** Path to the MNIST images data. */
- private static final String MNIST_IMG_PATH = "org/apache/ignite/examples/ml/util/datasets/t10k-images-idx3-ubyte";
+ private static final String MNIST_IMG_PATH = "examples/src/main/resources/datasets/t10k-images-idx3-ubyte";
/** Path to the MNIST labels data. */
- private static final String MNIST_LBL_PATH = "org/apache/ignite/examples/ml/util/datasets/t10k-labels-idx1-ubyte";
+ private static final String MNIST_LBL_PATH = "examples/src/main/resources/datasets/t10k-labels-idx1-ubyte";
/** Run example. */
public static void main(String[] args) throws IOException, ExecutionException, InterruptedException {
@@ -69,13 +70,12 @@ public class TensorFlowDistributedInferenceExample {
return Tensor.create(reshaped);
})
- .withOutput(Collections.singletonList("ArgMax"), collectedTensors -> {
- return collectedTensors.get("ArgMax").copyTo(new long[1])[0];
- });
+ .withOutput(Collections.singletonList("ArgMax"), collectedTensors -> collectedTensors.get("ArgMax")
+ .copyTo(new long[1])[0]);
- List<MnistUtils.MnistLabeledImage> images = MnistUtils.mnistAsListFromResource(
- MNIST_IMG_PATH,
- MNIST_LBL_PATH,
+ List<MnistUtils.MnistLabeledImage> images = MnistUtils.mnistAsList(
+ Objects.requireNonNull(IgniteUtils.resolveIgnitePath(MNIST_IMG_PATH)).getPath(),
+ Objects.requireNonNull(IgniteUtils.resolveIgnitePath(MNIST_LBL_PATH)).getPath(),
new Random(0),
10000
);
http://git-wip-us.apache.org/repos/asf/ignite/blob/1dea0a42/examples/src/main/java/org/apache/ignite/examples/ml/inference/TensorFlowLocalInferenceExample.java
----------------------------------------------------------------------
diff --git a/examples/src/main/java/org/apache/ignite/examples/ml/inference/TensorFlowLocalInferenceExample.java b/examples/src/main/java/org/apache/ignite/examples/ml/inference/TensorFlowLocalInferenceExample.java
index fc25c7e..0e79856 100644
--- a/examples/src/main/java/org/apache/ignite/examples/ml/inference/TensorFlowLocalInferenceExample.java
+++ b/examples/src/main/java/org/apache/ignite/examples/ml/inference/TensorFlowLocalInferenceExample.java
@@ -21,6 +21,7 @@ import java.io.File;
import java.io.IOException;
import java.util.Collections;
import java.util.List;
+import java.util.Objects;
import java.util.Random;
import org.apache.ignite.internal.util.IgniteUtils;
import org.apache.ignite.ml.inference.InfModel;
@@ -40,10 +41,10 @@ public class TensorFlowLocalInferenceExample {
private static final String MODEL_PATH = "examples/src/main/resources/ml/mnist_tf_model";
/** Path to the MNIST images data. */
- private static final String MNIST_IMG_PATH = "org/apache/ignite/examples/ml/util/datasets/t10k-images-idx3-ubyte";
+ private static final String MNIST_IMG_PATH = "examples/src/main/resources/datasets/t10k-images-idx3-ubyte";
/** Path to the MNIST labels data. */
- private static final String MNIST_LBL_PATH = "org/apache/ignite/examples/ml/util/datasets/t10k-labels-idx1-ubyte";
+ private static final String MNIST_LBL_PATH = "examples/src/main/resources/datasets/t10k-labels-idx1-ubyte";
/** Run example. */
public static void main(String[] args) throws IOException {
@@ -60,13 +61,12 @@ public class TensorFlowLocalInferenceExample {
reshaped[0][i / 28][i % 28] = (float)doubles[i];
return Tensor.create(reshaped);
})
- .withOutput(Collections.singletonList("ArgMax"), collectedTensors -> {
- return collectedTensors.get("ArgMax").copyTo(new long[1])[0];
- });
+ .withOutput(Collections.singletonList("ArgMax"), collectedTensors -> collectedTensors.get("ArgMax")
+ .copyTo(new long[1])[0]);
- List<MnistUtils.MnistLabeledImage> images = MnistUtils.mnistAsListFromResource(
- MNIST_IMG_PATH,
- MNIST_LBL_PATH,
+ List<MnistUtils.MnistLabeledImage> images = MnistUtils.mnistAsList(
+ Objects.requireNonNull(IgniteUtils.resolveIgnitePath(MNIST_IMG_PATH)).getPath(),
+ Objects.requireNonNull(IgniteUtils.resolveIgnitePath(MNIST_LBL_PATH)).getPath(),
new Random(0),
10000
);
http://git-wip-us.apache.org/repos/asf/ignite/blob/1dea0a42/examples/src/main/java/org/apache/ignite/examples/ml/inference/TensorFlowThreadedInferenceExample.java
----------------------------------------------------------------------
diff --git a/examples/src/main/java/org/apache/ignite/examples/ml/inference/TensorFlowThreadedInferenceExample.java b/examples/src/main/java/org/apache/ignite/examples/ml/inference/TensorFlowThreadedInferenceExample.java
index d756016..002e5ae 100644
--- a/examples/src/main/java/org/apache/ignite/examples/ml/inference/TensorFlowThreadedInferenceExample.java
+++ b/examples/src/main/java/org/apache/ignite/examples/ml/inference/TensorFlowThreadedInferenceExample.java
@@ -22,6 +22,7 @@ import java.io.IOException;
import java.util.ArrayList;
import java.util.Collections;
import java.util.List;
+import java.util.Objects;
import java.util.Random;
import java.util.concurrent.ExecutionException;
import java.util.concurrent.Future;
@@ -44,10 +45,10 @@ public class TensorFlowThreadedInferenceExample {
private static final String MODEL_PATH = "examples/src/main/resources/ml/mnist_tf_model";
/** Path to the MNIST images data. */
- private static final String MNIST_IMG_PATH = "org/apache/ignite/examples/ml/util/datasets/t10k-images-idx3-ubyte";
+ private static final String MNIST_IMG_PATH = "examples/src/main/resources/datasets/t10k-images-idx3-ubyte";
/** Path to the MNIST labels data. */
- private static final String MNIST_LBL_PATH = "org/apache/ignite/examples/ml/util/datasets/t10k-labels-idx1-ubyte";
+ private static final String MNIST_LBL_PATH = "examples/src/main/resources/datasets/t10k-labels-idx1-ubyte";
/** Run example. */
public static void main(String[] args) throws IOException, ExecutionException, InterruptedException {
@@ -66,13 +67,12 @@ public class TensorFlowThreadedInferenceExample {
return Tensor.create(reshaped);
})
- .withOutput(Collections.singletonList("ArgMax"), collectedTensors -> {
- return collectedTensors.get("ArgMax").copyTo(new long[1])[0];
- });
+ .withOutput(Collections.singletonList("ArgMax"), collectedTensors -> collectedTensors.get("ArgMax")
+ .copyTo(new long[1])[0]);
- List<MnistUtils.MnistLabeledImage> images = MnistUtils.mnistAsListFromResource(
- MNIST_IMG_PATH,
- MNIST_LBL_PATH,
+ List<MnistUtils.MnistLabeledImage> images = MnistUtils.mnistAsList(
+ Objects.requireNonNull(IgniteUtils.resolveIgnitePath(MNIST_IMG_PATH)).getPath(),
+ Objects.requireNonNull(IgniteUtils.resolveIgnitePath(MNIST_LBL_PATH)).getPath(),
new Random(0),
10000
);
http://git-wip-us.apache.org/repos/asf/ignite/blob/1dea0a42/examples/src/main/java/org/apache/ignite/examples/ml/util/MLSandboxDatasets.java
----------------------------------------------------------------------
diff --git a/examples/src/main/java/org/apache/ignite/examples/ml/util/MLSandboxDatasets.java b/examples/src/main/java/org/apache/ignite/examples/ml/util/MLSandboxDatasets.java
index 800a92f..b7380e0 100644
--- a/examples/src/main/java/org/apache/ignite/examples/ml/util/MLSandboxDatasets.java
+++ b/examples/src/main/java/org/apache/ignite/examples/ml/util/MLSandboxDatasets.java
@@ -22,35 +22,35 @@ package org.apache.ignite.examples.ml.util;
*/
public enum MLSandboxDatasets {
/** The full Iris dataset from Machine Learning Repository. */
- IRIS("datasets/iris.txt", false, "\t"),
+ IRIS("examples/src/main/resources/datasets/iris.txt", false, "\t"),
/** The Titanic dataset from Kaggle competition. */
- TITANIC("datasets/titanic.csv", true, ";"),
+ TITANIC("examples/src/main/resources/datasets/titanic.csv", true, ";"),
/** The 1st and 2nd classes from the Iris dataset. */
- TWO_CLASSED_IRIS("datasets/two_classed_iris.csv", false, "\t"),
+ TWO_CLASSED_IRIS("examples/src/main/resources/datasets/two_classed_iris.csv", false, "\t"),
/** The dataset is about different computers' properties based on https://archive.ics.uci.edu/ml/datasets/Computer+Hardware. */
- CLEARED_MACHINES("datasets/cleared_machines.csv", false, ";"),
+ CLEARED_MACHINES("examples/src/main/resources/datasets/cleared_machines.csv", false, ";"),
/**
* The health data is related to death rate based on; doctor availability, hospital availability,
* annual per capita income, and population density people per square mile.
*/
- MORTALITY_DATA("datasets/mortalitydata.csv", false, ";"),
+ MORTALITY_DATA("examples/src/main/resources/datasets/mortalitydata.csv", false, ";"),
/**
* The preprocessed Glass dataset from the Machine Learning Repository https://archive.ics.uci.edu/ml/datasets/Glass+Identification
* There are 3 classes with labels: 1 {building_windows_float_processed}, 3 {vehicle_windows_float_processed}, 7 {headlamps}.
* Feature names: 'Na-Sodium', 'Mg-Magnesium', 'Al-Aluminum', 'Ba-Barium', 'Fe-Iron'.
*/
- GLASS_IDENTIFICATION("datasets/glass_identification.csv", false, ";"),
+ GLASS_IDENTIFICATION("examples/src/main/resources/datasets/glass_identification.csv", false, ";"),
/** The Wine recognition data. Could be found <a href="https://archive.ics.uci.edu/ml/machine-learning-databases/wine/">here</a>. */
- WINE_RECOGNITION("datasets/wine.txt", false, ","),
+ WINE_RECOGNITION("examples/src/main/resources/datasets/wine.txt", false, ","),
/** The Boston house-prices dataset. Could be found <a href="https://archive.ics.uci.edu/ml/machine-learning-databases/housing/">here</a>. */
- BOSTON_HOUSE_PRICES("datasets/boston_housing_dataset.txt", false, ",");
+ BOSTON_HOUSE_PRICES("examples/src/main/resources/datasets/boston_housing_dataset.txt", false, ",");
/** Filename. */
private final String filename;
http://git-wip-us.apache.org/repos/asf/ignite/blob/1dea0a42/examples/src/main/java/org/apache/ignite/examples/ml/util/SandboxMLCache.java
----------------------------------------------------------------------
diff --git a/examples/src/main/java/org/apache/ignite/examples/ml/util/SandboxMLCache.java b/examples/src/main/java/org/apache/ignite/examples/ml/util/SandboxMLCache.java
index fa1235b..a8431de 100644
--- a/examples/src/main/java/org/apache/ignite/examples/ml/util/SandboxMLCache.java
+++ b/examples/src/main/java/org/apache/ignite/examples/ml/util/SandboxMLCache.java
@@ -17,6 +17,7 @@
package org.apache.ignite.examples.ml.util;
+import java.io.File;
import java.io.FileNotFoundException;
import java.nio.file.Paths;
import java.text.NumberFormat;
@@ -28,6 +29,7 @@ import org.apache.ignite.Ignite;
import org.apache.ignite.IgniteCache;
import org.apache.ignite.cache.affinity.rendezvous.RendezvousAffinityFunction;
import org.apache.ignite.configuration.CacheConfiguration;
+import org.apache.ignite.internal.util.IgniteUtils;
import org.apache.ignite.ml.math.exceptions.knn.FileParsingException;
import org.apache.ignite.ml.math.primitives.vector.Vector;
import org.apache.ignite.ml.math.primitives.vector.VectorUtils;
@@ -94,7 +96,14 @@ public class SandboxMLCache {
IgniteCache<Integer, Vector> cache = getCache();
- Scanner scanner = new Scanner(SandboxMLCache.class.getResourceAsStream(dataset.getFileName()));
+ String fileName = dataset.getFileName();
+
+ File file = IgniteUtils.resolveIgnitePath(fileName);
+
+ if (file == null)
+ throw new FileNotFoundException(fileName);
+
+ Scanner scanner = new Scanner(file);
int cnt = 0;
while (scanner.hasNextLine()) {
http://git-wip-us.apache.org/repos/asf/ignite/blob/1dea0a42/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/README.md
----------------------------------------------------------------------
diff --git a/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/README.md b/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/README.md
deleted file mode 100644
index 2f9c5ec..0000000
--- a/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/README.md
+++ /dev/null
@@ -1,2 +0,0 @@
-iris.txt and cleared_machines are from Lichman, M. (2013). UCI Machine Learning Repository [http://archive.ics.uci.edu/ml]. Irvine, CA: University of California, School of Information and Computer Science.
-Read more about machine dataset http://archive.ics.uci.edu/ml/machine-learning-databases/cpu-performance/machine.names
\ No newline at end of file
http://git-wip-us.apache.org/repos/asf/ignite/blob/1dea0a42/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/boston_housing_dataset.txt
----------------------------------------------------------------------
diff --git a/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/boston_housing_dataset.txt b/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/boston_housing_dataset.txt
deleted file mode 100644
index 654a340..0000000
--- a/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/boston_housing_dataset.txt
+++ /dev/null
@@ -1,505 +0,0 @@
-0.02731,0.00,7.070,0,0.4690,6.4210,78.90,4.9671,2,242.0,17.80,396.90,9.14,21.60
-0.02729,0.00,7.070,0,0.4690,7.1850,61.10,4.9671,2,242.0,17.80,392.83,4.03,34.70
-0.03237,0.00,2.180,0,0.4580,6.9980,45.80,6.0622,3,222.0,18.70,394.63,2.94,33.40
-0.06905,0.00,2.180,0,0.4580,7.1470,54.20,6.0622,3,222.0,18.70,396.90,5.33,36.20
-0.02985,0.00,2.180,0,0.4580,6.4300,58.70,6.0622,3,222.0,18.70,394.12,5.21,28.70
-0.08829,12.50,7.870,0,0.5240,6.0120,66.60,5.5605,5,311.0,15.20,395.60,12.43,22.90
-0.14455,12.50,7.870,0,0.5240,6.1720,96.10,5.9505,5,311.0,15.20,396.90,19.15,27.10
-0.21124,12.50,7.870,0,0.5240,5.6310,100.00,6.0821,5,311.0,15.20,386.63,29.93,16.50
-0.17004,12.50,7.870,0,0.5240,6.0040,85.90,6.5921,5,311.0,15.20,386.71,17.10,18.90
-0.22489,12.50,7.870,0,0.5240,6.3770,94.30,6.3467,5,311.0,15.20,392.52,20.45,15.00
-0.11747,12.50,7.870,0,0.5240,6.0090,82.90,6.2267,5,311.0,15.20,396.90,13.27,18.90
-0.09378,12.50,7.870,0,0.5240,5.8890,39.00,5.4509,5,311.0,15.20,390.50,15.71,21.70
-0.62976,0.00,8.140,0,0.5380,5.9490,61.80,4.7075,4,307.0,21.00,396.90,8.26,20.40
-0.63796,0.00,8.140,0,0.5380,6.0960,84.50,4.4619,4,307.0,21.00,380.02,10.26,18.20
-0.62739,0.00,8.140,0,0.5380,5.8340,56.50,4.4986,4,307.0,21.00,395.62,8.47,19.90
-1.05393,0.00,8.140,0,0.5380,5.9350,29.30,4.4986,4,307.0,21.00,386.85,6.58,23.10
-0.78420,0.00,8.140,0,0.5380,5.9900,81.70,4.2579,4,307.0,21.00,386.75,14.67,17.50
-0.80271,0.00,8.140,0,0.5380,5.4560,36.60,3.7965,4,307.0,21.00,288.99,11.69,20.20
-0.72580,0.00,8.140,0,0.5380,5.7270,69.50,3.7965,4,307.0,21.00,390.95,11.28,18.20
-1.25179,0.00,8.140,0,0.5380,5.5700,98.10,3.7979,4,307.0,21.00,376.57,21.02,13.60
-0.85204,0.00,8.140,0,0.5380,5.9650,89.20,4.0123,4,307.0,21.00,392.53,13.83,19.60
-1.23247,0.00,8.140,0,0.5380,6.1420,91.70,3.9769,4,307.0,21.00,396.90,18.72,15.20
-0.98843,0.00,8.140,0,0.5380,5.8130,100.00,4.0952,4,307.0,21.00,394.54,19.88,14.50
-0.75026,0.00,8.140,0,0.5380,5.9240,94.10,4.3996,4,307.0,21.00,394.33,16.30,15.60
-0.84054,0.00,8.140,0,0.5380,5.5990,85.70,4.4546,4,307.0,21.00,303.42,16.51,13.90
-0.67191,0.00,8.140,0,0.5380,5.8130,90.30,4.6820,4,307.0,21.00,376.88,14.81,16.60
-0.95577,0.00,8.140,0,0.5380,6.0470,88.80,4.4534,4,307.0,21.00,306.38,17.28,14.80
-0.77299,0.00,8.140,0,0.5380,6.4950,94.40,4.4547,4,307.0,21.00,387.94,12.80,18.40
-1.00245,0.00,8.140,0,0.5380,6.6740,87.30,4.2390,4,307.0,21.00,380.23,11.98,21.00
-1.13081,0.00,8.140,0,0.5380,5.7130,94.10,4.2330,4,307.0,21.00,360.17,22.60,12.70
-1.35472,0.00,8.140,0,0.5380,6.0720,100.00,4.1750,4,307.0,21.00,376.73,13.04,14.50
-1.38799,0.00,8.140,0,0.5380,5.9500,82.00,3.9900,4,307.0,21.00,232.60,27.71,13.20
-1.15172,0.00,8.140,0,0.5380,5.7010,95.00,3.7872,4,307.0,21.00,358.77,18.35,13.10
-1.61282,0.00,8.140,0,0.5380,6.0960,96.90,3.7598,4,307.0,21.00,248.31,20.34,13.50
-0.06417,0.00,5.960,0,0.4990,5.9330,68.20,3.3603,5,279.0,19.20,396.90,9.68,18.90
-0.09744,0.00,5.960,0,0.4990,5.8410,61.40,3.3779,5,279.0,19.20,377.56,11.41,20.00
-0.08014,0.00,5.960,0,0.4990,5.8500,41.50,3.9342,5,279.0,19.20,396.90,8.77,21.00
-0.17505,0.00,5.960,0,0.4990,5.9660,30.20,3.8473,5,279.0,19.20,393.43,10.13,24.70
-0.02763,75.00,2.950,0,0.4280,6.5950,21.80,5.4011,3,252.0,18.30,395.63,4.32,30.80
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http://git-wip-us.apache.org/repos/asf/ignite/blob/1dea0a42/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/cleared_machines.csv
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diff --git a/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/cleared_machines.csv b/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/cleared_machines.csv
deleted file mode 100644
index e22aac8..0000000
--- a/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/cleared_machines.csv
+++ /dev/null
@@ -1,209 +0,0 @@
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http://git-wip-us.apache.org/repos/asf/ignite/blob/1dea0a42/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/glass_identification.csv
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diff --git a/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/glass_identification.csv b/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/glass_identification.csv
deleted file mode 100644
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--- a/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/glass_identification.csv
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-1; 1.52152; 3.58; 0.90; 0.00; 0.16
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-3; 1.51646; 3.40; 1.26; 0.00; 0.00
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-3; 1.51776; 3.41; 1.52; 0.00; 0.00
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-3; 1.51934; 3.54; 0.75; 0.15; 0.24
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-7; 1.52247; 2.20; 2.06; 0.00; 0.00
-7; 1.52365; 1.83; 1.31; 1.68; 0.00
-7; 1.51613; 1.78; 1.79; 0.76; 0.00
-7; 1.51602; 0.00; 2.38; 0.64; 0.09
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-7; 1.51732; 0.00; 1.80; 1.55; 0.00
-7; 1.51645; 0.00; 1.87; 1.38; 0.00
-7; 1.51831; 0.00; 1.82; 2.88; 0.00
-7; 1.51640; 0.00; 2.74; 0.54; 0.00
-7; 1.51623; 0.00; 2.88; 1.06; 0.00
-7; 1.51685; 0.00; 1.99; 1.59; 0.00
-7; 1.52065; 0.00; 2.02; 1.64; 0.00
-7; 1.51651; 0.00; 1.94; 1.57; 0.00
-7; 1.51711; 0.00; 2.08; 1.67; 0.00
http://git-wip-us.apache.org/repos/asf/ignite/blob/1dea0a42/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/iris.txt
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diff --git a/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/iris.txt b/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/iris.txt
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-3.0 5.8 2.7 5.1 1.9
-3.0 6.8 3.2 5.9 2.3
-3.0 6.7 3.3 5.7 2.5
-3.0 6.7 3.0 5.2 2.3
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-3.0 6.5 3.0 5.2 2.0
-3.0 6.2 3.4 5.4 2.3
-3.0 5.9 3.0 5.1 1.8
http://git-wip-us.apache.org/repos/asf/ignite/blob/1dea0a42/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/mortalitydata.csv
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diff --git a/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/mortalitydata.csv b/examples/src/main/java/org/apache/ignite/examples/ml/util/datasets/mortalitydata.csv
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-8; 78; 284; 9.100000381; 109
-9.300000191; 68; 433; 8.699999809; 144
-7.5; 70; 739; 7.199999809; 113
-8.899999619; 96; 1792; 8.899999619; 97
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-8.800000191; 168; 636; 9.100000381; 162
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-7.300000191; 125; 969; 10.5; 162
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-11.30000019; 121; 728; 8.199999809; 86
-12.80000019; 68; 383; 7.400000095; 57
-10; 112; 316; 10.39999962; 57
-6.699999809; 109; 388; 8.899999619; 94
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