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Posted to commits@kylin.apache.org by li...@apache.org on 2016/11/22 10:40:09 UTC

[01/10] kylin git commit: KYLIN-2202 fix the conflict between KYLIN-1851 and KYLIN-2202. Remove some useless MR files.

Repository: kylin
Updated Branches:
  refs/heads/master 79cb59cfd -> 2b7fe6106


http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_str/data_4
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/resources/multi_file_str/data_4 b/engine-mr/src/test/resources/multi_file_str/data_4
new file mode 100644
index 0000000..7c0afd3
--- /dev/null
+++ b/engine-mr/src/test/resources/multi_file_str/data_4
@@ -0,0 +1,2041 @@
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http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/source-hive/src/main/java/org/apache/kylin/source/hive/HiveTable.java
----------------------------------------------------------------------
diff --git a/source-hive/src/main/java/org/apache/kylin/source/hive/HiveTable.java b/source-hive/src/main/java/org/apache/kylin/source/hive/HiveTable.java
index 97e9990..a63aae7 100644
--- a/source-hive/src/main/java/org/apache/kylin/source/hive/HiveTable.java
+++ b/source-hive/src/main/java/org/apache/kylin/source/hive/HiveTable.java
@@ -20,6 +20,7 @@ package org.apache.kylin.source.hive;
 
 import java.io.IOException;
 
+
 import org.apache.kylin.common.KylinConfig;
 import org.apache.kylin.common.util.Pair;
 import org.apache.kylin.engine.mr.DFSFileTable;
@@ -78,6 +79,8 @@ public class HiveTable implements ReadableTable {
         }
     }
 
+
+
     private String computeHDFSLocation() throws Exception {
 
         String override = KylinConfig.getInstanceFromEnv().getOverrideHiveTableLocation(hiveTable);

[07/10] kylin git commit: KYLIN-2202 fix the conflict between KYLIN-1851 and KYLIN-2202. Remove some useless MR files.

Posted by li...@apache.org.

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_double/data_3
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/resources/multi_file_double/data_3 b/engine-mr/src/test/resources/multi_file_double/data_3
new file mode 100644
index 0000000..816bd32
--- /dev/null
+++ b/engine-mr/src/test/resources/multi_file_double/data_3
@@ -0,0 +1,1947 @@
+0.52
+2.08
+4.16
+12.999999999999993
+15.079999999999991
+19.239999999999988
+23.399999999999984
+23.919999999999984
+26.519999999999982
+27.03999999999998
+28.07999999999998
+28.59999999999998
+29.63999999999998
+31.199999999999978
+34.839999999999996
+36.400000000000006
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http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_double/data_4
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/resources/multi_file_double/data_4 b/engine-mr/src/test/resources/multi_file_double/data_4
new file mode 100644
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+++ b/engine-mr/src/test/resources/multi_file_double/data_4
@@ -0,0 +1,1948 @@
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http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_empty_file/empty.txt
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diff --git a/engine-mr/src/test/resources/multi_file_empty_file/empty.txt b/engine-mr/src/test/resources/multi_file_empty_file/empty.txt
new file mode 100644
index 0000000..e69de29

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_empty_file/has_value.txt
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/resources/multi_file_empty_file/has_value.txt b/engine-mr/src/test/resources/multi_file_empty_file/has_value.txt
new file mode 100644
index 0000000..42217c6
--- /dev/null
+++ b/engine-mr/src/test/resources/multi_file_empty_file/has_value.txt
@@ -0,0 +1,2 @@
+123
+null
\ No newline at end of file

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_int/data_0
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diff --git a/engine-mr/src/test/resources/multi_file_int/data_0 b/engine-mr/src/test/resources/multi_file_int/data_0
new file mode 100644
index 0000000..b66face
--- /dev/null
+++ b/engine-mr/src/test/resources/multi_file_int/data_0
@@ -0,0 +1,1987 @@
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[08/10] kylin git commit: KYLIN-2202 fix the conflict between KYLIN-1851 and KYLIN-2202. Remove some useless MR files.

Posted by li...@apache.org.

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_double/data_1
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/resources/multi_file_double/data_1 b/engine-mr/src/test/resources/multi_file_double/data_1
new file mode 100644
index 0000000..f3c6d42
--- /dev/null
+++ b/engine-mr/src/test/resources/multi_file_double/data_1
@@ -0,0 +1,2093 @@
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http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_double/data_2
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/resources/multi_file_double/data_2 b/engine-mr/src/test/resources/multi_file_double/data_2
new file mode 100644
index 0000000..eb7a653
--- /dev/null
+++ b/engine-mr/src/test/resources/multi_file_double/data_2
@@ -0,0 +1,2006 @@
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[05/10] kylin git commit: KYLIN-2202 fix the conflict between KYLIN-1851 and KYLIN-2202. Remove some useless MR files.

Posted by li...@apache.org.

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_str/data_0
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/resources/multi_file_str/data_0 b/engine-mr/src/test/resources/multi_file_str/data_0
new file mode 100644
index 0000000..89dd2b3
--- /dev/null
+++ b/engine-mr/src/test/resources/multi_file_str/data_0
@@ -0,0 +1,2029 @@
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[04/10] kylin git commit: KYLIN-2202 fix the conflict between KYLIN-1851 and KYLIN-2202. Remove some useless MR files.

Posted by li...@apache.org.

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_str/data_1
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/resources/multi_file_str/data_1 b/engine-mr/src/test/resources/multi_file_str/data_1
new file mode 100644
index 0000000..ee43541
--- /dev/null
+++ b/engine-mr/src/test/resources/multi_file_str/data_1
@@ -0,0 +1,1990 @@
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[06/10] kylin git commit: KYLIN-2202 fix the conflict between KYLIN-1851 and KYLIN-2202. Remove some useless MR files.

Posted by li...@apache.org.

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_int/data_1
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/resources/multi_file_int/data_1 b/engine-mr/src/test/resources/multi_file_int/data_1
new file mode 100644
index 0000000..a728f10
--- /dev/null
+++ b/engine-mr/src/test/resources/multi_file_int/data_1
@@ -0,0 +1,1989 @@
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http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_int/data_2
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/resources/multi_file_int/data_2 b/engine-mr/src/test/resources/multi_file_int/data_2
new file mode 100644
index 0000000..bd4b8cf
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+++ b/engine-mr/src/test/resources/multi_file_int/data_2
@@ -0,0 +1,1998 @@
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http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_int/data_3
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/resources/multi_file_int/data_3 b/engine-mr/src/test/resources/multi_file_int/data_3
new file mode 100644
index 0000000..dadd29e
--- /dev/null
+++ b/engine-mr/src/test/resources/multi_file_int/data_3
@@ -0,0 +1,1996 @@
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http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_int/data_4
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/resources/multi_file_int/data_4 b/engine-mr/src/test/resources/multi_file_int/data_4
new file mode 100644
index 0000000..af8c8eb
--- /dev/null
+++ b/engine-mr/src/test/resources/multi_file_int/data_4
@@ -0,0 +1,2030 @@
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[10/10] kylin git commit: KYLIN-2202 fix the conflict between KYLIN-1851 and KYLIN-2202. Remove some useless MR files.

Posted by li...@apache.org.

KYLIN-2202 fix the conflict between KYLIN-1851 and KYLIN-2202. Remove some useless MR files.

Signed-off-by: Li Yang <li...@apache.org>


Project: http://git-wip-us.apache.org/repos/asf/kylin/repo
Commit: http://git-wip-us.apache.org/repos/asf/kylin/commit/2b7fe610
Tree: http://git-wip-us.apache.org/repos/asf/kylin/tree/2b7fe610
Diff: http://git-wip-us.apache.org/repos/asf/kylin/diff/2b7fe610

Branch: refs/heads/master
Commit: 2b7fe6106d5363d9993dfd7b7f27c49319ed7d44
Parents: 79cb59c
Author: xiefan46 <95...@qq.com>
Authored: Thu Nov 17 14:21:38 2016 +0800
Committer: Li Yang <li...@apache.org>
Committed: Tue Nov 22 18:39:35 2016 +0800

----------------------------------------------------------------------
 .../kylin/cube/AggregationGroupRuleTest.java    |    2 +-
 .../validation/rule/DictionaryRuleTest.java     |    1 +
 .../apache/kylin/dict/DictionaryGenerator.java  |    4 +-
 .../apache/kylin/dict/DictionaryManager.java    |    3 +
 .../dict/NumberDictionaryForestBuilder.java     |    5 +
 .../dict/TableColumnValueSortedEnumerator.java  |  154 ++
 .../kylin/dict/TrieDictionaryForestBuilder.java |    2 +-
 .../apache/kylin/dict/lookup/SnapshotTable.java |    2 -
 .../kylin/dict/TrieDictionaryForestTest.java    |    8 +-
 .../org/apache/kylin/source/ReadableTable.java  |   17 +-
 .../apache/kylin/engine/mr/DFSFileTable.java    |   36 +
 .../engine/mr/DFSSingleFileTableReader.java     |  218 ++
 .../kylin/engine/mr/JobBuilderSupport.java      |    4 +-
 .../apache/kylin/engine/mr/SortedColumn.java    |  100 +
 .../kylin/engine/mr/SortedColumnReader.java     |  136 ++
 .../engine/mr/steps/CreateDictionaryJob.java    |    5 +-
 .../mr/steps/FactDistinctColumnPartitioner.java |    5 +-
 .../mr/steps/FactDistinctColumnsCombiner.java   |    4 +-
 .../engine/mr/steps/FactDistinctColumnsJob.java |    2 +-
 .../mr/steps/FactDistinctColumnsMapperBase.java |    3 +-
 .../mr/steps/FactDistinctColumnsReducer.java    |    6 +-
 .../mr/steps/FactDistinctHiveColumnsMapper.java |   22 +-
 .../engine/mr/steps/SelfDefineSortableKey.java  |  128 ++
 .../apache/kylin/engine/mr/steps/TypeFlag.java  |   28 +
 .../mr/steps/UpdateCubeInfoAfterBuildStep.java  |    5 +-
 .../fdc2/FactDistinctColumnPartitioner2.java    |   47 -
 .../fdc2/FactDistinctColumnsCombiner2.java      |   45 -
 .../mr/steps/fdc2/FactDistinctColumnsJob2.java  |  148 --
 .../fdc2/FactDistinctColumnsMapperBase2.java    |  103 -
 .../steps/fdc2/FactDistinctColumnsReducer2.java |  254 ---
 .../fdc2/FactDistinctHiveColumnsMapper2.java    |  232 --
 .../mr/steps/fdc2/SelfDefineSortableKey.java    |  131 --
 .../kylin/engine/mr/steps/fdc2/TypeFlag.java    |   28 -
 .../kylin/engine/mr/SortedColumnReaderTest.java |  312 +++
 .../mr/steps/NumberDictionaryForestTest.java    |   17 +-
 .../mr/steps/SelfDefineSortableKeyTest.java     |    2 -
 .../src/test/resources/multi_file_double/data_0 | 2006 +++++++++++++++++
 .../src/test/resources/multi_file_double/data_1 | 2093 ++++++++++++++++++
 .../src/test/resources/multi_file_double/data_2 | 2006 +++++++++++++++++
 .../src/test/resources/multi_file_double/data_3 | 1947 ++++++++++++++++
 .../src/test/resources/multi_file_double/data_4 | 1948 ++++++++++++++++
 .../resources/multi_file_empty_file/empty.txt   |    0
 .../multi_file_empty_file/has_value.txt         |    2 +
 .../src/test/resources/multi_file_int/data_0    | 1987 +++++++++++++++++
 .../src/test/resources/multi_file_int/data_1    | 1989 +++++++++++++++++
 .../src/test/resources/multi_file_int/data_2    | 1998 +++++++++++++++++
 .../src/test/resources/multi_file_int/data_3    | 1996 +++++++++++++++++
 .../src/test/resources/multi_file_int/data_4    | 2030 +++++++++++++++++
 .../src/test/resources/multi_file_str/data_0    | 2029 +++++++++++++++++
 .../src/test/resources/multi_file_str/data_1    | 1990 +++++++++++++++++
 .../src/test/resources/multi_file_str/data_2    | 1992 +++++++++++++++++
 .../src/test/resources/multi_file_str/data_3    | 1948 ++++++++++++++++
 .../src/test/resources/multi_file_str/data_4    | 2041 +++++++++++++++++
 .../org/apache/kylin/source/hive/HiveTable.java |    3 +
 54 files changed, 31200 insertions(+), 1024 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/core-cube/src/test/java/org/apache/kylin/cube/AggregationGroupRuleTest.java
----------------------------------------------------------------------
diff --git a/core-cube/src/test/java/org/apache/kylin/cube/AggregationGroupRuleTest.java b/core-cube/src/test/java/org/apache/kylin/cube/AggregationGroupRuleTest.java
index 1c43093..1950b02 100644
--- a/core-cube/src/test/java/org/apache/kylin/cube/AggregationGroupRuleTest.java
+++ b/core-cube/src/test/java/org/apache/kylin/cube/AggregationGroupRuleTest.java
@@ -38,7 +38,7 @@ import org.junit.After;
 import org.junit.Before;
 import org.junit.Test;
 
-public class AggregationGroupRuleTest extends LocalFileMetadataTestCase{
+public class AggregationGroupRuleTest extends LocalFileMetadataTestCase {
     @Before
     public void setUp() throws Exception {
         this.createTestMetadata();

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/core-cube/src/test/java/org/apache/kylin/cube/model/validation/rule/DictionaryRuleTest.java
----------------------------------------------------------------------
diff --git a/core-cube/src/test/java/org/apache/kylin/cube/model/validation/rule/DictionaryRuleTest.java b/core-cube/src/test/java/org/apache/kylin/cube/model/validation/rule/DictionaryRuleTest.java
index 9b37507..8bd4c88 100644
--- a/core-cube/src/test/java/org/apache/kylin/cube/model/validation/rule/DictionaryRuleTest.java
+++ b/core-cube/src/test/java/org/apache/kylin/cube/model/validation/rule/DictionaryRuleTest.java
@@ -34,6 +34,7 @@ import org.apache.kylin.cube.model.validation.ValidateContext;
 import org.apache.kylin.dict.GlobalDictionaryBuilder;
 import org.junit.After;
 import org.junit.Before;
+import org.junit.Ignore;
 import org.junit.Test;
 
 /**

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/core-dictionary/src/main/java/org/apache/kylin/dict/DictionaryGenerator.java
----------------------------------------------------------------------
diff --git a/core-dictionary/src/main/java/org/apache/kylin/dict/DictionaryGenerator.java b/core-dictionary/src/main/java/org/apache/kylin/dict/DictionaryGenerator.java
index 38af4bc..20a57ba 100644
--- a/core-dictionary/src/main/java/org/apache/kylin/dict/DictionaryGenerator.java
+++ b/core-dictionary/src/main/java/org/apache/kylin/dict/DictionaryGenerator.java
@@ -153,7 +153,9 @@ public class DictionaryGenerator {
     private static class NumberDictBuilder implements IDictionaryBuilder {
         @Override
         public Dictionary<String> build(DictionaryInfo dictInfo, IDictionaryValueEnumerator valueEnumerator, int baseId, int nSamples, ArrayList<String> returnSamples) throws IOException {
-            NumberDictionaryForestBuilder builder = new NumberDictionaryForestBuilder(baseId);
+
+            int maxTrieSizeInMB = TrieDictionaryForestBuilder.getMaxTrieSizeInMB();
+            NumberDictionaryForestBuilder builder = new NumberDictionaryForestBuilder(baseId, maxTrieSizeInMB);
             String value;
             while (valueEnumerator.moveNext()) {
                 value = valueEnumerator.current();

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/core-dictionary/src/main/java/org/apache/kylin/dict/DictionaryManager.java
----------------------------------------------------------------------
diff --git a/core-dictionary/src/main/java/org/apache/kylin/dict/DictionaryManager.java b/core-dictionary/src/main/java/org/apache/kylin/dict/DictionaryManager.java
index db165ba..0608e6f 100644
--- a/core-dictionary/src/main/java/org/apache/kylin/dict/DictionaryManager.java
+++ b/core-dictionary/src/main/java/org/apache/kylin/dict/DictionaryManager.java
@@ -442,6 +442,9 @@ public class DictionaryManager {
 
         logger.info("DictionaryManager(" + System.identityHashCode(this) + ") loading DictionaryInfo(loadDictObj:" + loadDictObj + ") at " + resourcePath);
         DictionaryInfo info = store.getResource(resourcePath, DictionaryInfo.class, loadDictObj ? DictionaryInfoSerializer.FULL_SERIALIZER : DictionaryInfoSerializer.INFO_SERIALIZER);
+        //info.dictionaryObject.dump(System.out);
+        //        if (loadDictObj)
+        //            logger.debug("Loaded dictionary at " + resourcePath);
 
         return info;
     }

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/core-dictionary/src/main/java/org/apache/kylin/dict/NumberDictionaryForestBuilder.java
----------------------------------------------------------------------
diff --git a/core-dictionary/src/main/java/org/apache/kylin/dict/NumberDictionaryForestBuilder.java b/core-dictionary/src/main/java/org/apache/kylin/dict/NumberDictionaryForestBuilder.java
index 4bd6c0f..a68b18e 100644
--- a/core-dictionary/src/main/java/org/apache/kylin/dict/NumberDictionaryForestBuilder.java
+++ b/core-dictionary/src/main/java/org/apache/kylin/dict/NumberDictionaryForestBuilder.java
@@ -20,12 +20,16 @@ package org.apache.kylin.dict;
 
 import org.apache.kylin.common.util.Bytes;
 import org.apache.kylin.dict.NumberDictionary.NumberBytesCodec;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
 
 /**
  * Created by xiefan on 16-11-2.
  */
 public class NumberDictionaryForestBuilder extends TrieDictionaryForestBuilder<String> {
 
+    private static final Logger logger = LoggerFactory.getLogger(NumberDictionaryForestBuilder.class);
+
     public static class Number2BytesConverter implements BytesConverter<String> {
 
         static final int MAX_DIGITS_BEFORE_DECIMAL_POINT = NumberDictionary.MAX_DIGITS_BEFORE_DECIMAL_POINT;
@@ -59,6 +63,7 @@ public class NumberDictionaryForestBuilder extends TrieDictionaryForestBuilder<S
             codec.buf = backup;
             return Bytes.toString(backup, 0, len);
         }
+
     }
 
     public NumberDictionaryForestBuilder() {

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/core-dictionary/src/main/java/org/apache/kylin/dict/TableColumnValueSortedEnumerator.java
----------------------------------------------------------------------
diff --git a/core-dictionary/src/main/java/org/apache/kylin/dict/TableColumnValueSortedEnumerator.java b/core-dictionary/src/main/java/org/apache/kylin/dict/TableColumnValueSortedEnumerator.java
new file mode 100644
index 0000000..c57cc5e
--- /dev/null
+++ b/core-dictionary/src/main/java/org/apache/kylin/dict/TableColumnValueSortedEnumerator.java
@@ -0,0 +1,154 @@
+/*
+ * 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.kylin.dict;
+
+import java.io.IOException;
+import java.util.Arrays;
+import java.util.Collection;
+import java.util.Comparator;
+import java.util.PriorityQueue;
+
+import org.apache.kylin.source.ReadableTable;
+
+/**
+ * Created by xiefan46 on 11/14/16.
+ */
+public class TableColumnValueSortedEnumerator implements IDictionaryValueEnumerator {
+
+    private Collection<ReadableTable.TableReader> readers;
+
+    private int colIndex;
+
+    private String colValue;
+
+    private Comparator<String> comparator;
+
+    private PriorityQueue<ReaderBuffer> pq;
+
+    public TableColumnValueSortedEnumerator(Collection<ReadableTable.TableReader> readers, int colIndex, final Comparator<String> comparator) {
+        this.readers = readers;
+        this.colIndex = colIndex;
+        this.comparator = comparator;
+        pq = new PriorityQueue<ReaderBuffer>(11, new Comparator<ReaderBuffer>() {
+            @Override
+            public int compare(ReaderBuffer i, ReaderBuffer j) {
+                boolean isEmpty1 = i.empty();
+                boolean isEmpty2 = j.empty();
+                if (isEmpty1 && isEmpty2)
+                    return 0;
+                if (isEmpty1 && !isEmpty2)
+                    return 1;
+                if (!isEmpty1 && isEmpty2)
+                    return -1;
+                return comparator.compare(i.peek(), j.peek());
+            }
+        });
+        for (ReadableTable.TableReader reader : readers) {
+            if (reader != null) {
+                try {
+                    pq.add(new ReaderBuffer(reader));
+                } catch (IOException e) {
+                    e.printStackTrace();
+                }
+            }
+        }
+    }
+
+    @Override
+    public boolean moveNext() throws IOException {
+        while (pq.size() > 0) {
+            ReaderBuffer buffer = pq.poll();
+            String minEntry = buffer.pop();
+            this.colValue = minEntry;
+            if (buffer.empty()) {
+                pq.remove(buffer);
+            } else {
+                pq.add(buffer); // add it back
+            }
+            if (this.colValue == null) { //avoid the case of empty file
+                return false;
+            }
+            return true;
+        }
+        return false;
+    }
+
+
+    @Override
+    public void close() throws IOException {
+        for (ReadableTable.TableReader reader : readers) {
+            if (reader != null)
+                reader.close();
+        }
+    }
+
+    @Override
+    public String current() {
+        return colValue;
+    }
+
+    final class ReaderBuffer {
+        public ReaderBuffer(ReadableTable.TableReader reader) throws IOException {
+            this.reader = reader;
+            reload();
+        }
+
+        public void close() throws IOException {
+            if (this.reader != null)
+                reader.close();
+        }
+
+        public boolean empty() {
+            return (this.cache == null);
+        }
+
+        public String peek() {
+            return this.cache;
+        }
+
+        public String pop() throws IOException {
+            String result = this.cache;
+            reload();
+            return result;
+        }
+
+        private void reload() throws IOException {
+            if (reader.next()) {
+                String[] split = reader.getRow();
+                if (split.length == 1) {
+                    this.cache = split[0];
+                } else {
+                    // normal case
+                    if (split.length <= colIndex) {
+                        throw new ArrayIndexOutOfBoundsException("Column no. " + colIndex + " not found, line split is " + Arrays.asList(split));
+                    }
+                    this.cache = split[colIndex];
+                }
+
+            } else {
+                this.cache = null;
+            }
+        }
+
+        private String cache;
+
+        private ReadableTable.TableReader reader;
+
+    }
+}

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/core-dictionary/src/main/java/org/apache/kylin/dict/TrieDictionaryForestBuilder.java
----------------------------------------------------------------------
diff --git a/core-dictionary/src/main/java/org/apache/kylin/dict/TrieDictionaryForestBuilder.java b/core-dictionary/src/main/java/org/apache/kylin/dict/TrieDictionaryForestBuilder.java
index 238f4b8..6aeb2ec 100755
--- a/core-dictionary/src/main/java/org/apache/kylin/dict/TrieDictionaryForestBuilder.java
+++ b/core-dictionary/src/main/java/org/apache/kylin/dict/TrieDictionaryForestBuilder.java
@@ -78,9 +78,9 @@ public class TrieDictionaryForestBuilder<T> {
         addValue(valueBytes);
     }
 
+
     private void addValue(byte[] valueBytes) {
         ByteArray valueByteArray = new ByteArray(valueBytes);
-        
         if (previousValue != null && isOrdered) {
             int comp = previousValue.compareTo(valueByteArray);
             if (comp == 0) {

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/core-dictionary/src/main/java/org/apache/kylin/dict/lookup/SnapshotTable.java
----------------------------------------------------------------------
diff --git a/core-dictionary/src/main/java/org/apache/kylin/dict/lookup/SnapshotTable.java b/core-dictionary/src/main/java/org/apache/kylin/dict/lookup/SnapshotTable.java
index 34b326a..db1a170 100644
--- a/core-dictionary/src/main/java/org/apache/kylin/dict/lookup/SnapshotTable.java
+++ b/core-dictionary/src/main/java/org/apache/kylin/dict/lookup/SnapshotTable.java
@@ -51,7 +51,6 @@ import com.fasterxml.jackson.annotation.JsonProperty;
 @JsonAutoDetect(fieldVisibility = Visibility.NONE, getterVisibility = Visibility.NONE, isGetterVisibility = Visibility.NONE, setterVisibility = Visibility.NONE)
 public class SnapshotTable extends RootPersistentEntity implements ReadableTable {
 
-
     @JsonProperty("tableName")
     private String tableName;
     @JsonProperty("signature")
@@ -59,7 +58,6 @@ public class SnapshotTable extends RootPersistentEntity implements ReadableTable
     @JsonProperty("useDictionary")
     private boolean useDictionary;
 
-
     private ArrayList<int[]> rowIndices;
     private Dictionary<String> dict;
 

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/core-dictionary/src/test/java/org/apache/kylin/dict/TrieDictionaryForestTest.java
----------------------------------------------------------------------
diff --git a/core-dictionary/src/test/java/org/apache/kylin/dict/TrieDictionaryForestTest.java b/core-dictionary/src/test/java/org/apache/kylin/dict/TrieDictionaryForestTest.java
index acd6894..32a6ab5 100755
--- a/core-dictionary/src/test/java/org/apache/kylin/dict/TrieDictionaryForestTest.java
+++ b/core-dictionary/src/test/java/org/apache/kylin/dict/TrieDictionaryForestTest.java
@@ -457,7 +457,7 @@ public class TrieDictionaryForestTest {
     }
 
     @Test
-    public void testUnsortedData(){
+    public void testUnsortedData() {
         ArrayList<String> strs = new ArrayList<>();
         Iterator<String> it = new RandomStrings(10000).iterator();
         int totalSize = 0;
@@ -477,11 +477,11 @@ public class TrieDictionaryForestTest {
         //test maintain one trie
         TrieDictionaryForestBuilder<String> builder = new TrieDictionaryForestBuilder<String>(converter);
         builder.setMaxTrieTreeSize(maxTreeSize);
-        for(String str : strs){
+        for (String str : strs) {
             builder.addValue(str);
         }
         TrieDictionaryForest<String> dict = builder.build();
-        assertEquals(1,dict.getTrees().size());
+        assertEquals(1, dict.getTrees().size());
         //test throws Exception
         Collections.sort(strs);
         strs.add("f");
@@ -493,7 +493,7 @@ public class TrieDictionaryForestTest {
                 builder.addValue(str);
             dict = builder.build();
             fail("Input data no sorted and builder have multi trees. Should throw IllegalStateException");
-        }catch (IllegalStateException e){
+        } catch (IllegalStateException e) {
             //correct
         }
     }

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/core-metadata/src/main/java/org/apache/kylin/source/ReadableTable.java
----------------------------------------------------------------------
diff --git a/core-metadata/src/main/java/org/apache/kylin/source/ReadableTable.java b/core-metadata/src/main/java/org/apache/kylin/source/ReadableTable.java
index 0c40f6a..f127821 100644
--- a/core-metadata/src/main/java/org/apache/kylin/source/ReadableTable.java
+++ b/core-metadata/src/main/java/org/apache/kylin/source/ReadableTable.java
@@ -29,18 +29,27 @@ import com.fasterxml.jackson.annotation.JsonProperty;
  */
 public interface ReadableTable {
 
-    /** Returns a reader to read the table. */
+    /**
+     * Returns a reader to read the table.
+     */
     public TableReader getReader() throws IOException;
 
-    /** Used to detect table modifications mainly. Return null in case table does not exist. */
+    /**
+     * Used to detect table modifications mainly. Return null in case table does not exist.
+     */
     public TableSignature getSignature() throws IOException;
 
+
     public interface TableReader extends Closeable {
 
-        /** Move to the next row, return false if no more record. */
+        /**
+         * Move to the next row, return false if no more record.
+         */
         public boolean next() throws IOException;
 
-        /** Get the current row. */
+        /**
+         * Get the current row.
+         */
         public String[] getRow();
 
     }

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/DFSFileTable.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/DFSFileTable.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/DFSFileTable.java
index f2b34fc..2193eab 100644
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/DFSFileTable.java
+++ b/engine-mr/src/main/java/org/apache/kylin/engine/mr/DFSFileTable.java
@@ -18,10 +18,12 @@
 
 package org.apache.kylin.engine.mr;
 
+import java.io.EOFException;
 import java.io.FileNotFoundException;
 import java.io.IOException;
 import java.util.ArrayList;
 import java.util.Arrays;
+import java.util.Collection;
 
 import org.apache.hadoop.fs.FileStatus;
 import org.apache.hadoop.fs.FileSystem;
@@ -55,6 +57,7 @@ public class DFSFileTable implements ReadableTable {
     }
 
     @Override
+    @Deprecated
     public TableReader getReader() throws IOException {
         return new DFSFileTableReader(path, delim, nColumns);
     }
@@ -69,6 +72,29 @@ public class DFSFileTable implements ReadableTable {
         }
     }
 
+    public Collection<TableReader> getReaders() {
+        ArrayList<TableReader> readers = new ArrayList<>();
+        try {
+            String filePath = HadoopUtil.fixWindowsPath(path);
+            FileSystem fs = HadoopUtil.getFileSystem(filePath);
+            ArrayList<FileStatus> allFiles = new ArrayList<>();
+            FileStatus status = fs.getFileStatus(new Path(filePath));
+            if (status.isFile()) {
+                allFiles.add(status);
+            } else {
+                FileStatus[] listStatus = fs.listStatus(new Path(filePath));
+                allFiles.addAll(Arrays.asList(listStatus));
+            }
+            for (FileStatus f : allFiles) {
+                DFSSingleFileTableReader reader = new DFSSingleFileTableReader(f.getPath().toString(), delim, nColumns);
+                readers.add(reader);
+            }
+        }catch (IOException e){
+            e.printStackTrace();
+        }
+        return readers;
+    }
+
     @Override
     public String toString() {
         return path;
@@ -96,4 +122,14 @@ public class DFSFileTable implements ReadableTable {
 
         return Pair.newPair(size, lastModified);
     }
+
+    private boolean isExceptionSayingNotSeqFile(IOException e) {
+        if (e.getMessage() != null && e.getMessage().contains("not a SequenceFile"))
+            return true;
+
+        if (e instanceof EOFException) // in case the file is very very small
+            return true;
+
+        return false;
+    }
 }

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/DFSSingleFileTableReader.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/DFSSingleFileTableReader.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/DFSSingleFileTableReader.java
new file mode 100644
index 0000000..0a45188
--- /dev/null
+++ b/engine-mr/src/main/java/org/apache/kylin/engine/mr/DFSSingleFileTableReader.java
@@ -0,0 +1,218 @@
+/*
+ * 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.kylin.engine.mr;
+
+import java.io.BufferedReader;
+import java.io.Closeable;
+import java.io.EOFException;
+import java.io.IOException;
+import java.io.InputStreamReader;
+
+import org.apache.commons.lang.StringEscapeUtils;
+import org.apache.hadoop.conf.Configuration;
+import org.apache.hadoop.fs.FSDataInputStream;
+import org.apache.hadoop.fs.FileSystem;
+import org.apache.hadoop.fs.Path;
+import org.apache.hadoop.io.SequenceFile.Reader;
+import org.apache.hadoop.io.Text;
+import org.apache.hadoop.io.Writable;
+import org.apache.hadoop.util.ReflectionUtils;
+import org.apache.kylin.common.util.Bytes;
+import org.apache.kylin.common.util.StringSplitter;
+import org.apache.kylin.source.ReadableTable.TableReader;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/**
+ * Tables are typically CSV or SEQ file.
+ * 
+ * @author yangli9
+ */
+public class DFSSingleFileTableReader implements TableReader {
+
+    private static final Logger logger = LoggerFactory.getLogger(DFSSingleFileTableReader.class);
+    private static final char CSV_QUOTE = '"';
+    private static final String[] DETECT_DELIMS = new String[] { "\177", "|", "\t", "," };
+
+    private String filePath;
+    private String delim;
+    private RowReader reader;
+
+    private String curLine;
+    private String[] curColumns;
+    private int expectedColumnNumber = -1; // helps delimiter detection
+
+    public DFSSingleFileTableReader(String filePath, int expectedColumnNumber) throws IOException {
+        this(filePath, DFSFileTable.DELIM_AUTO, expectedColumnNumber);
+    }
+
+    public DFSSingleFileTableReader(String filePath, String delim, int expectedColumnNumber) throws IOException {
+        filePath = HadoopUtil.fixWindowsPath(filePath);
+        this.filePath = filePath;
+        this.delim = delim;
+        this.expectedColumnNumber = expectedColumnNumber;
+
+        FileSystem fs = HadoopUtil.getFileSystem(filePath);
+
+        try {
+            this.reader = new SeqRowReader(HadoopUtil.getCurrentConfiguration(), fs, filePath);
+
+        } catch (IOException e) {
+            if (isExceptionSayingNotSeqFile(e) == false)
+                throw e;
+
+            this.reader = new CsvRowReader(fs, filePath);
+        }
+    }
+
+    private boolean isExceptionSayingNotSeqFile(IOException e) {
+        if (e.getMessage() != null && e.getMessage().contains("not a SequenceFile"))
+            return true;
+
+        if (e instanceof EOFException) // in case the file is very very small
+            return true;
+
+        return false;
+    }
+
+    @Override
+    public boolean next() throws IOException {
+        curLine = reader.nextLine();
+        curColumns = null;
+        return curLine != null;
+    }
+
+    public String getLine() {
+        return curLine;
+    }
+
+    @Override
+    public String[] getRow() {
+        if (curColumns == null) {
+            if (DFSFileTable.DELIM_AUTO.equals(delim))
+                delim = autoDetectDelim(curLine);
+
+            if (delim == null)
+                curColumns = new String[] { curLine };
+            else
+                curColumns = split(curLine, delim);
+        }
+        return curColumns;
+    }
+
+    private String[] split(String line, String delim) {
+        // FIXME CVS line should be parsed considering escapes
+        String[] str = StringSplitter.split(line, delim);
+
+        // un-escape CSV
+        if (DFSFileTable.DELIM_COMMA.equals(delim)) {
+            for (int i = 0; i < str.length; i++) {
+                str[i] = unescapeCsv(str[i]);
+            }
+        }
+
+        return str;
+    }
+
+    private String unescapeCsv(String str) {
+        if (str == null || str.length() < 2)
+            return str;
+
+        str = StringEscapeUtils.unescapeCsv(str);
+
+        // unescapeCsv may not remove the outer most quotes
+        if (str.charAt(0) == CSV_QUOTE && str.charAt(str.length() - 1) == CSV_QUOTE)
+            str = str.substring(1, str.length() - 1);
+
+        return str;
+    }
+
+    @Override
+    public void close() throws IOException {
+        if (reader != null)
+            reader.close();
+    }
+
+    private String autoDetectDelim(String line) {
+        if (expectedColumnNumber > 0) {
+            for (String delim : DETECT_DELIMS) {
+                if (StringSplitter.split(line, delim).length == expectedColumnNumber) {
+                    logger.info("Auto detect delim to be '" + delim + "', split line to " + expectedColumnNumber + " columns -- " + line);
+                    return delim;
+                }
+            }
+        }
+
+        logger.info("Auto detect delim to be null, will take THE-WHOLE-LINE as a single value, for " + filePath);
+        return null;
+    }
+
+    // ============================================================================
+
+    private interface RowReader extends Closeable {
+        String nextLine() throws IOException; // return null on EOF
+    }
+
+    private class SeqRowReader implements RowReader {
+        Reader reader;
+        Writable key;
+        Text value;
+
+        SeqRowReader(Configuration hconf, FileSystem fs, String path) throws IOException {
+            reader = new Reader(hconf, Reader.file(new Path(path)));
+            key = (Writable) ReflectionUtils.newInstance(reader.getKeyClass(), hconf);
+            value = new Text();
+        }
+
+        @Override
+        public String nextLine() throws IOException {
+            boolean hasNext = reader.next(key, value);
+            if (hasNext)
+                return Bytes.toString(value.getBytes(), 0, value.getLength());
+            else
+                return null;
+        }
+
+        @Override
+        public void close() throws IOException {
+            reader.close();
+        }
+    }
+
+    private class CsvRowReader implements RowReader {
+        BufferedReader reader;
+
+        CsvRowReader(FileSystem fs, String path) throws IOException {
+            FSDataInputStream in = fs.open(new Path(path));
+            reader = new BufferedReader(new InputStreamReader(in, "UTF-8"));
+        }
+
+        @Override
+        public String nextLine() throws IOException {
+            return reader.readLine();
+        }
+
+        @Override
+        public void close() throws IOException {
+            reader.close();
+        }
+
+    }
+
+}

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/JobBuilderSupport.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/JobBuilderSupport.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/JobBuilderSupport.java
index 9bb867b..47eb9c3 100644
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/JobBuilderSupport.java
+++ b/engine-mr/src/main/java/org/apache/kylin/engine/mr/JobBuilderSupport.java
@@ -27,10 +27,10 @@ import org.apache.kylin.engine.mr.common.HadoopShellExecutable;
 import org.apache.kylin.engine.mr.common.MapReduceExecutable;
 import org.apache.kylin.engine.mr.steps.CreateDictionaryJob;
 import org.apache.kylin.engine.mr.steps.CubingExecutableUtil;
+import org.apache.kylin.engine.mr.steps.FactDistinctColumnsJob;
 import org.apache.kylin.engine.mr.steps.MergeDictionaryStep;
 import org.apache.kylin.engine.mr.steps.UpdateCubeInfoAfterBuildStep;
 import org.apache.kylin.engine.mr.steps.UpdateCubeInfoAfterMergeStep;
-import org.apache.kylin.engine.mr.steps.fdc2.FactDistinctColumnsJob2;
 import org.apache.kylin.job.constant.ExecutableConstants;
 import org.apache.kylin.job.engine.JobEngineConfig;
 
@@ -63,7 +63,7 @@ public class JobBuilderSupport {
     private MapReduceExecutable createFactDistinctColumnsStep(String jobId, boolean withStats) {
         MapReduceExecutable result = new MapReduceExecutable();
         result.setName(ExecutableConstants.STEP_NAME_FACT_DISTINCT_COLUMNS);
-        result.setMapReduceJobClass(FactDistinctColumnsJob2.class);
+        result.setMapReduceJobClass(FactDistinctColumnsJob.class);
         StringBuilder cmd = new StringBuilder();
         appendMapReduceParameters(cmd);
         appendExecCmdParameters(cmd, BatchConstants.ARG_CUBE_NAME, seg.getRealization().getName());

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/SortedColumn.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/SortedColumn.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/SortedColumn.java
new file mode 100644
index 0000000..46b13f4
--- /dev/null
+++ b/engine-mr/src/main/java/org/apache/kylin/engine/mr/SortedColumn.java
@@ -0,0 +1,100 @@
+/*
+ * 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.kylin.engine.mr;
+
+import org.apache.kylin.dict.ByteComparator;
+import org.apache.kylin.dict.StringBytesConverter;
+import org.apache.kylin.metadata.datatype.DataType;
+import org.apache.kylin.source.ReadableTable;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.io.IOException;
+import java.util.Comparator;
+
+/**
+ * Created by xiefan on 16-11-22.
+ *
+ * Read values from multi col files and ensure their order using a K-Way merge algorithm
+ *
+ * You need to ensure that values inside each file is sorted
+ */
+public class SortedColumn implements ReadableTable {
+
+    private DFSFileTable dfsFileTable;
+
+    private String path;
+
+    private DataType dataType;
+
+    private static final Logger logger = LoggerFactory.getLogger(SortedColumn.class);
+
+    public SortedColumn(String path, DataType dataType) {
+        this.dfsFileTable = new DFSFileTable(path, -1);
+        this.dataType = dataType;
+    }
+
+    @Override
+    public TableReader getReader() throws IOException {
+        final Comparator<String> comparator = getComparatorByType(dataType);
+        return new SortedColumnReader(dfsFileTable.getReaders(), comparator);
+    }
+
+    @Override
+    public TableSignature getSignature() throws IOException {
+        return dfsFileTable.getSignature();
+    }
+
+    private Comparator<String> getComparatorByType(DataType type) {
+        Comparator<String> comparator;
+        if (!type.isNumberFamily()) {
+            comparator = new ByteComparator<>(new StringBytesConverter());
+        } else if (type.isIntegerFamily()) {
+            comparator = new Comparator<String>() {
+                @Override
+                public int compare(String str1, String str2) {
+                    try {
+                        Long num1 = Long.parseLong(str1);
+                        Long num2 = Long.parseLong(str2);
+                        return num1.compareTo(num2);
+                    } catch (NumberFormatException e) {
+                        logger.error("NumberFormatException when parse integer family number.str1:" + str1 + " str2:" + str2);
+                        e.printStackTrace();
+                        return 0;
+                    }
+                }
+            };
+        } else {
+            comparator = new Comparator<String>() {
+                @Override
+                public int compare(String str1, String str2) {
+                    try {
+                        Double num1 = Double.parseDouble(str1);
+                        Double num2 = Double.parseDouble(str2);
+                        return num1.compareTo(num2);
+                    } catch (NumberFormatException e) {
+                        logger.error("NumberFormatException when parse doul family number.str1:" + str1 + " str2:" + str2);
+                        return 0;
+                    }
+                }
+            };
+        }
+        return comparator;
+    }
+
+}

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/SortedColumnReader.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/SortedColumnReader.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/SortedColumnReader.java
new file mode 100644
index 0000000..215198f
--- /dev/null
+++ b/engine-mr/src/main/java/org/apache/kylin/engine/mr/SortedColumnReader.java
@@ -0,0 +1,136 @@
+/*
+ * 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.kylin.engine.mr;
+
+import org.apache.kylin.source.ReadableTable;
+
+import java.io.IOException;
+import java.util.Collection;
+import java.util.Comparator;
+import java.util.PriorityQueue;
+
+/**
+ * Created by xiefan on 16-11-22.
+ */
+public class SortedColumnReader implements ReadableTable.TableReader {
+    private Collection<ReadableTable.TableReader> readers;
+
+    private Comparator<String> comparator;
+
+    private PriorityQueue<ReaderBuffer> pq;
+
+    private String[] row;
+
+    public SortedColumnReader(Collection<ReadableTable.TableReader> readers, final Comparator<String> comparator) {
+        this.readers = readers;
+        this.comparator = comparator;
+        pq = new PriorityQueue<ReaderBuffer>(11, new Comparator<ReaderBuffer>() {
+            @Override
+            public int compare(ReaderBuffer i, ReaderBuffer j) {
+                boolean isEmpty1 = i.empty();
+                boolean isEmpty2 = j.empty();
+                if (isEmpty1 && isEmpty2)
+                    return 0;
+                if (isEmpty1 && !isEmpty2)
+                    return 1;
+                if (!isEmpty1 && isEmpty2)
+                    return -1;
+                return comparator.compare(i.peek()[0], j.peek()[0]);
+            }
+        });
+        for (ReadableTable.TableReader reader : readers) {
+            if (reader != null) {
+                try {
+                    pq.add(new ReaderBuffer(reader));
+                } catch (IOException e) {
+                    e.printStackTrace();
+                }
+            }
+        }
+    }
+
+    @Override
+    public boolean next() throws IOException {
+        while (pq.size() > 0) {
+            ReaderBuffer buffer = pq.poll();
+            String[] minEntry = buffer.pop();
+            this.row = minEntry;
+            if (buffer.empty()) {
+                pq.remove(buffer);
+            } else {
+                pq.add(buffer); // add it back
+            }
+            if (this.row == null) { //avoid the case of empty file
+                return false;
+            }
+            return true;
+        }
+        return false;
+    }
+
+    @Override
+    public String[] getRow() {
+        return this.row;
+    }
+
+    @Override
+    public void close() throws IOException {
+        for (ReadableTable.TableReader reader : readers)
+            reader.close();
+    }
+
+    static class ReaderBuffer {
+        public ReaderBuffer(ReadableTable.TableReader reader) throws IOException {
+            this.reader = reader;
+            reload();
+        }
+
+        public void close() throws IOException {
+            if (this.reader != null)
+                reader.close();
+        }
+
+        public boolean empty() {
+            return (this.row == null);
+        }
+
+        public String[] peek() {
+            return this.row;
+        }
+
+        public String[] pop() throws IOException {
+            String[] result = this.row;
+            reload();
+            return result;
+        }
+
+        private void reload() throws IOException {
+            if (reader.next()) {
+                row = reader.getRow();
+            } else {
+                this.row = null;
+            }
+        }
+
+        private ReadableTable.TableReader reader;
+
+        private String[] row;
+
+    }
+
+}

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/CreateDictionaryJob.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/CreateDictionaryJob.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/CreateDictionaryJob.java
index 5db7c88..7447133 100644
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/CreateDictionaryJob.java
+++ b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/CreateDictionaryJob.java
@@ -23,7 +23,7 @@ import org.apache.hadoop.util.ToolRunner;
 import org.apache.kylin.common.KylinConfig;
 import org.apache.kylin.cube.cli.DictionaryGeneratorCLI;
 import org.apache.kylin.dict.DistinctColumnValuesProvider;
-import org.apache.kylin.engine.mr.DFSFileTable;
+import org.apache.kylin.engine.mr.SortedColumn;
 import org.apache.kylin.engine.mr.common.AbstractHadoopJob;
 import org.apache.kylin.metadata.model.TblColRef;
 import org.apache.kylin.source.ReadableTable;
@@ -54,7 +54,8 @@ public class CreateDictionaryJob extends AbstractHadoopJob {
         DictionaryGeneratorCLI.processSegment(config, cubeName, segmentID, new DistinctColumnValuesProvider() {
             @Override
             public ReadableTable getDistinctValuesFor(TblColRef col) {
-                return new DFSFileTable(factColumnsInputPath + "/" + col.getName(), -1);
+                //return new DFSFileTable(factColumnsInputPath + "/" + col.getName(), -1);
+                return new SortedColumn(factColumnsInputPath + "/" + col.getName(), col.getType());
             }
         });
 

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnPartitioner.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnPartitioner.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnPartitioner.java
index 1073a46..e8817a5 100644
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnPartitioner.java
+++ b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnPartitioner.java
@@ -24,10 +24,11 @@ import org.apache.kylin.common.util.BytesUtil;
 
 /**
  */
-public class FactDistinctColumnPartitioner extends Partitioner<Text, Text> {
+public class FactDistinctColumnPartitioner extends Partitioner<SelfDefineSortableKey, Text> {
 
     @Override
-    public int getPartition(Text key, Text value, int numReduceTasks) {
+    public int getPartition(SelfDefineSortableKey skey, Text value, int numReduceTasks) {
+        Text key = skey.getText();
         if (key.getBytes()[0] == FactDistinctHiveColumnsMapper.MARK_FOR_HLL) {
             // the last reducer is for merging hll
             return numReduceTasks - 1;

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsCombiner.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsCombiner.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsCombiner.java
index 2dda047..a367bc6 100644
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsCombiner.java
+++ b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsCombiner.java
@@ -26,7 +26,7 @@ import org.apache.kylin.engine.mr.KylinReducer;
 /**
  * @author yangli9
  */
-public class FactDistinctColumnsCombiner extends KylinReducer<Text, Text, Text, Text> {
+public class FactDistinctColumnsCombiner extends KylinReducer<SelfDefineSortableKey, Text, SelfDefineSortableKey, Text> {
 
     @Override
     protected void setup(Context context) throws IOException {
@@ -34,7 +34,7 @@ public class FactDistinctColumnsCombiner extends KylinReducer<Text, Text, Text,
     }
 
     @Override
-    public void doReduce(Text key, Iterable<Text> values, Context context) throws IOException, InterruptedException {
+    public void doReduce(SelfDefineSortableKey key, Iterable<Text> values, Context context) throws IOException, InterruptedException {
 
         // for hll, each key only has one output, no need to do local combine;
         // for normal col, values are empty text

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsJob.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsJob.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsJob.java
index 551ce33..863ab8f 100644
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsJob.java
+++ b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsJob.java
@@ -133,7 +133,7 @@ public class FactDistinctColumnsJob extends AbstractHadoopJob {
 
         job.setMapperClass(FactDistinctHiveColumnsMapper.class);
         job.setCombinerClass(FactDistinctColumnsCombiner.class);
-        job.setMapOutputKeyClass(Text.class);
+        job.setMapOutputKeyClass(SelfDefineSortableKey.class);
         job.setMapOutputValueClass(Text.class);
     }
 

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsMapperBase.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsMapperBase.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsMapperBase.java
index 284242d..74aebb0 100644
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsMapperBase.java
+++ b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsMapperBase.java
@@ -43,7 +43,7 @@ import org.apache.kylin.metadata.model.TblColRef;
 
 /**
  */
-abstract public class FactDistinctColumnsMapperBase<KEYIN, VALUEIN> extends KylinMapper<KEYIN, VALUEIN, Text, Text> {
+abstract public class FactDistinctColumnsMapperBase<KEYIN, VALUEIN> extends KylinMapper<KEYIN, VALUEIN, SelfDefineSortableKey, Text> {
 
     protected String cubeName;
     protected CubeInstance cube;
@@ -54,6 +54,7 @@ abstract public class FactDistinctColumnsMapperBase<KEYIN, VALUEIN> extends Kyli
     protected IMRTableInputFormat flatTableInputFormat;
 
     protected Text outputKey = new Text();
+    protected SelfDefineSortableKey sortableKey = new SelfDefineSortableKey();
     protected Text outputValue = new Text();
     protected int errorRecordCounter = 0;
 

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsReducer.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsReducer.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsReducer.java
index 9bbb151..9722b9c 100644
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsReducer.java
+++ b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctColumnsReducer.java
@@ -53,7 +53,7 @@ import com.google.common.collect.Maps;
 
 /**
  */
-public class FactDistinctColumnsReducer extends KylinReducer<Text, Text, NullWritable, Text> {
+public class FactDistinctColumnsReducer extends KylinReducer<SelfDefineSortableKey, Text, NullWritable, Text> {
 
     private List<TblColRef> columnList;
     private String statisticsOutput = null;
@@ -130,8 +130,8 @@ public class FactDistinctColumnsReducer extends KylinReducer<Text, Text, NullWri
     }
 
     @Override
-    public void doReduce(Text key, Iterable<Text> values, Context context) throws IOException, InterruptedException {
-
+    public void doReduce(SelfDefineSortableKey skey, Iterable<Text> values, Context context) throws IOException, InterruptedException {
+        Text key = skey.getText();
         if (isStatistics == true) {
             // for hll
             long cuboidId = Bytes.toLong(key.getBytes(), 1, Bytes.SIZEOF_LONG);

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctHiveColumnsMapper.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctHiveColumnsMapper.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctHiveColumnsMapper.java
index c3a3f9b..7776172 100644
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctHiveColumnsMapper.java
+++ b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/FactDistinctHiveColumnsMapper.java
@@ -35,6 +35,7 @@ import com.google.common.collect.Lists;
 import com.google.common.hash.HashFunction;
 import com.google.common.hash.Hasher;
 import com.google.common.hash.Hashing;
+import org.apache.kylin.metadata.datatype.DataType;
 import org.apache.kylin.metadata.model.TblColRef;
 
 /**
@@ -150,11 +151,20 @@ public class FactDistinctHiveColumnsMapper<KEYIN> extends FactDistinctColumnsMap
                     //for the uhc
                     reducerIndex = columnIndexToReducerBeginId.get(i) + (fieldValue.hashCode() & 0x7fffffff) % uhcReducerCount;
                 }
-
                 keyBuffer.put(Bytes.toBytes(reducerIndex)[3]);
                 keyBuffer.put(Bytes.toBytes(fieldValue));
                 outputKey.set(keyBuffer.array(), offset, keyBuffer.position() - offset);
-                context.write(outputKey, EMPTY_TEXT);
+                sortableKey.setText(outputKey);
+                //judge type
+                DataType type = factDictCols.get(i).getType();
+                if (!type.isNumberFamily()) {
+                    sortableKey.setTypeId((byte) TypeFlag.NONE_NUMERIC_TYPE.ordinal());
+                } else if (type.isIntegerFamily()) {
+                    sortableKey.setTypeId((byte) TypeFlag.INTEGER_FAMILY_TYPE.ordinal());
+                } else {
+                    sortableKey.setTypeId((byte) TypeFlag.DOUBLE_FAMILY_TYPE.ordinal());
+                }
+                context.write(sortableKey, EMPTY_TEXT);
             }
         } catch (Exception ex) {
             handleErrorRecord(row, ex);
@@ -172,7 +182,9 @@ public class FactDistinctHiveColumnsMapper<KEYIN> extends FactDistinctColumnsMap
                     keyBuffer.put(MARK_FOR_PARTITION_COL);
                     keyBuffer.put(Bytes.toBytes(fieldValue));
                     outputKey.set(keyBuffer.array(), offset, keyBuffer.position() - offset);
-                    context.write(outputKey, EMPTY_TEXT);
+                    sortableKey.setText(outputKey);
+                    sortableKey.setTypeId((byte) 0);
+                    context.write(sortableKey, EMPTY_TEXT);
                 }
             }
         }
@@ -221,7 +233,9 @@ public class FactDistinctHiveColumnsMapper<KEYIN> extends FactDistinctColumnsMap
                 hllBuf.clear();
                 hll.writeRegisters(hllBuf);
                 outputValue.set(hllBuf.array(), 0, hllBuf.position());
-                context.write(outputKey, outputValue);
+                sortableKey.setText(outputKey);
+                sortableKey.setTypeId((byte) 0);
+                context.write(sortableKey, outputValue);
             }
         }
     }

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/SelfDefineSortableKey.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/SelfDefineSortableKey.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/SelfDefineSortableKey.java
new file mode 100644
index 0000000..4ca3a90
--- /dev/null
+++ b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/SelfDefineSortableKey.java
@@ -0,0 +1,128 @@
+/*
+ * 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.kylin.engine.mr.steps;
+
+
+import org.apache.hadoop.io.Text;
+import org.apache.hadoop.io.WritableComparable;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.io.DataInput;
+import java.io.DataOutput;
+import java.io.IOException;
+
+
+/**
+ * Created by xiefan on 16-11-1.
+ */
+public class SelfDefineSortableKey implements WritableComparable<SelfDefineSortableKey> {
+
+    private byte typeId; //non-numeric(0000 0000) int(0000 0001) other numberic(0000 0010)
+
+    private Text text;
+
+    private static final Logger logger = LoggerFactory.getLogger(SelfDefineSortableKey.class);
+
+    public SelfDefineSortableKey() {
+    }
+
+    public SelfDefineSortableKey(byte typeId, Text text) {
+        this.typeId = typeId;
+        this.text = text;
+    }
+
+    @Override
+    public int compareTo(SelfDefineSortableKey o) {
+        if (!o.isNumberFamily()) {
+            return this.text.compareTo(o.text);
+        } else {
+            byte[] data1 = this.text.getBytes();
+            byte[] data2 = o.text.getBytes();
+            String str1 = new String(data1, 1, data1.length - 1);
+            String str2 = new String(data2, 1, data2.length - 1);
+            if (str1 == null || str1.equals("") || str2 == null || str2.equals("")) {
+                //should not achieve here
+                logger.error("none numeric value!");
+                return 0;
+            }
+            if (o.isIntegerFamily()) {  //integer type
+                try {
+                    Long num1 = Long.parseLong(str1);
+                    Long num2 = Long.parseLong(str2);
+                    return num1.compareTo(num2);
+                } catch (NumberFormatException e) {
+                    logger.error("NumberFormatException when parse integer family number.str1:" + str1 + " str2:" + str2);
+                    e.printStackTrace();
+                    return 0;
+                }
+            } else {  //other numeric type
+                try {
+                    Double num1 = Double.parseDouble(str1);
+                    Double num2 = Double.parseDouble(str2);
+                    return num1.compareTo(num2);
+                } catch (NumberFormatException e) {
+                    logger.error("NumberFormatException when parse doul family number.str1:" + str1 + " str2:" + str2);
+                    return 0;
+                }
+            }
+        }
+    }
+
+    @Override
+    public void write(DataOutput dataOutput) throws IOException {
+        dataOutput.writeByte(typeId);
+        text.write(dataOutput);
+    }
+
+    @Override
+    public void readFields(DataInput dataInput) throws IOException {
+        this.typeId = dataInput.readByte();
+        this.text = new Text();
+        text.readFields(dataInput);
+    }
+
+    public short getTypeId() {
+        return typeId;
+    }
+
+    public Text getText() {
+        return text;
+    }
+
+    public boolean isNumberFamily() {
+        if (typeId == TypeFlag.NONE_NUMERIC_TYPE.ordinal()) return false;
+        return true;
+    }
+
+    public boolean isIntegerFamily() {
+        return (typeId == TypeFlag.INTEGER_FAMILY_TYPE.ordinal());
+    }
+
+    public boolean isOtherNumericFamily() {
+        return (typeId == TypeFlag.DOUBLE_FAMILY_TYPE.ordinal());
+    }
+
+    public void setTypeId(byte typeId) {
+        this.typeId = typeId;
+    }
+
+    public void setText(Text text) {
+        this.text = text;
+    }
+}

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/TypeFlag.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/TypeFlag.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/TypeFlag.java
new file mode 100644
index 0000000..3279106
--- /dev/null
+++ b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/TypeFlag.java
@@ -0,0 +1,28 @@
+/*
+ * 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.kylin.engine.mr.steps;
+
+/**
+ * Created by xiefan on 16-11-2.
+ */
+public enum TypeFlag {
+    NONE_NUMERIC_TYPE,
+    INTEGER_FAMILY_TYPE,
+    DOUBLE_FAMILY_TYPE
+}

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/UpdateCubeInfoAfterBuildStep.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/UpdateCubeInfoAfterBuildStep.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/UpdateCubeInfoAfterBuildStep.java
index 4d71f5d..6e18f9b 100644
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/UpdateCubeInfoAfterBuildStep.java
+++ b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/UpdateCubeInfoAfterBuildStep.java
@@ -29,7 +29,7 @@ import org.apache.kylin.cube.CubeInstance;
 import org.apache.kylin.cube.CubeManager;
 import org.apache.kylin.cube.CubeSegment;
 import org.apache.kylin.engine.mr.CubingJob;
-import org.apache.kylin.engine.mr.DFSFileTable;
+import org.apache.kylin.engine.mr.SortedColumn;
 import org.apache.kylin.engine.mr.common.BatchConstants;
 import org.apache.kylin.job.exception.ExecuteException;
 import org.apache.kylin.job.execution.AbstractExecutable;
@@ -100,7 +100,8 @@ public class UpdateCubeInfoAfterBuildStep extends AbstractExecutable {
         }
 
         final String factDistinctPath = this.getParams().get(BatchConstants.CFG_OUTPUT_PATH);
-        final ReadableTable readableTable = new DFSFileTable(factDistinctPath + "/" + partitionCol.getName(), -1);
+        //final ReadableTable readableTable = new DFSFileTable(factDistinctPath + "/" + partitionCol.getName(), -1);
+        final ReadableTable readableTable = new SortedColumn(factDistinctPath + "/" + partitionCol.getName(), partitionCol.getType());
         final ReadableTable.TableReader tableReader = readableTable.getReader();
         long minValue = Long.MAX_VALUE, maxValue = Long.MIN_VALUE;
         try {

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnPartitioner2.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnPartitioner2.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnPartitioner2.java
deleted file mode 100644
index dfc6b2c..0000000
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnPartitioner2.java
+++ /dev/null
@@ -1,47 +0,0 @@
-/*
- * 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.kylin.engine.mr.steps.fdc2;
-
-import org.apache.hadoop.conf.Configuration;
-import org.apache.hadoop.io.Text;
-import org.apache.hadoop.mapreduce.Partitioner;
-import org.apache.kylin.common.util.BytesUtil;
-
-/**
- */
-public class FactDistinctColumnPartitioner2 extends Partitioner<SelfDefineSortableKey, Text> {
-    private Configuration conf;
-
-    @Override
-    public int getPartition(SelfDefineSortableKey key, Text value, int numReduceTasks) {
-
-        if (key.getText().getBytes()[0] == FactDistinctHiveColumnsMapper2.MARK_FOR_HLL) {
-            // the last reducer is for merging hll
-            return numReduceTasks - 1;
-        } else if (key.getText().getBytes()[0] == FactDistinctHiveColumnsMapper2.MARK_FOR_PARTITION_COL) {
-            // the last reducer is for merging hll
-            return numReduceTasks - 2;
-        } else {
-            int colIndex = BytesUtil.readUnsigned(key.getText().getBytes(), 0, 1);
-            return colIndex;
-        }
-
-    }
-
-}

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsCombiner2.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsCombiner2.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsCombiner2.java
deleted file mode 100644
index 289edd0..0000000
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsCombiner2.java
+++ /dev/null
@@ -1,45 +0,0 @@
-/*
- * 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.kylin.engine.mr.steps.fdc2;
-
-import org.apache.hadoop.io.Text;
-import org.apache.kylin.engine.mr.KylinReducer;
-
-import java.io.IOException;
-
-/**
- * @author yangli9
- */
-public class FactDistinctColumnsCombiner2 extends KylinReducer<SelfDefineSortableKey, Text, SelfDefineSortableKey, Text> {
-
-    @Override
-    protected void setup(Context context) throws IOException {
-        super.bindCurrentConfiguration(context.getConfiguration());
-    }
-
-    @Override
-    public void doReduce(SelfDefineSortableKey key, Iterable<Text> values, Context context) throws IOException, InterruptedException {
-
-
-        // for hll, each key only has one output, no need to do local combine;
-        // for normal col, values are empty text
-        context.write(key, values.iterator().next());
-    }
-
-}

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsJob2.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsJob2.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsJob2.java
deleted file mode 100644
index 2e84f45..0000000
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsJob2.java
+++ /dev/null
@@ -1,148 +0,0 @@
-/*
- * 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.kylin.engine.mr.steps.fdc2;
-
-import org.apache.commons.cli.Options;
-import org.apache.hadoop.fs.Path;
-import org.apache.hadoop.io.NullWritable;
-import org.apache.hadoop.io.Text;
-import org.apache.hadoop.mapreduce.Job;
-import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
-import org.apache.hadoop.mapreduce.lib.output.SequenceFileOutputFormat;
-import org.apache.hadoop.util.ToolRunner;
-import org.apache.kylin.common.KylinConfig;
-import org.apache.kylin.cube.CubeInstance;
-import org.apache.kylin.cube.CubeManager;
-import org.apache.kylin.cube.CubeSegment;
-import org.apache.kylin.engine.mr.IMRInput.IMRTableInputFormat;
-import org.apache.kylin.engine.mr.MRUtil;
-import org.apache.kylin.engine.mr.common.AbstractHadoopJob;
-import org.apache.kylin.engine.mr.common.BatchConstants;
-import org.apache.kylin.metadata.model.TblColRef;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-
-import java.io.IOException;
-import java.util.List;
-
-/**
- */
-public class FactDistinctColumnsJob2 extends AbstractHadoopJob {
-    protected static final Logger logger = LoggerFactory.getLogger(FactDistinctColumnsJob2.class);
-
-    @Override
-    public int run(String[] args) throws Exception {
-        Options options = new Options();
-
-        try {
-            options.addOption(OPTION_JOB_NAME);
-            options.addOption(OPTION_CUBE_NAME);
-            options.addOption(OPTION_CUBING_JOB_ID);
-            options.addOption(OPTION_OUTPUT_PATH);
-            options.addOption(OPTION_SEGMENT_ID);
-            options.addOption(OPTION_STATISTICS_ENABLED);
-            options.addOption(OPTION_STATISTICS_OUTPUT);
-            options.addOption(OPTION_STATISTICS_SAMPLING_PERCENT);
-            parseOptions(options, args);
-
-            job = Job.getInstance(getConf(), getOptionValue(OPTION_JOB_NAME));
-            String job_id = getOptionValue(OPTION_CUBING_JOB_ID);
-            job.getConfiguration().set(BatchConstants.ARG_CUBING_JOB_ID, job_id);
-            String cubeName = getOptionValue(OPTION_CUBE_NAME);
-            Path output = new Path(getOptionValue(OPTION_OUTPUT_PATH));
-
-            String segmentID = getOptionValue(OPTION_SEGMENT_ID);
-            String statistics_enabled = getOptionValue(OPTION_STATISTICS_ENABLED);
-            String statistics_output = getOptionValue(OPTION_STATISTICS_OUTPUT);
-            String statistics_sampling_percent = getOptionValue(OPTION_STATISTICS_SAMPLING_PERCENT);
-
-            // ----------------------------------------------------------------------------
-            // add metadata to distributed cache
-            CubeManager cubeMgr = CubeManager.getInstance(KylinConfig.getInstanceFromEnv());
-            CubeInstance cube = cubeMgr.getCube(cubeName);
-            List<TblColRef> columnsNeedDict = cubeMgr.getAllDictColumnsOnFact(cube.getDescriptor());
-
-            job.getConfiguration().set(BatchConstants.CFG_CUBE_NAME, cubeName);
-            job.getConfiguration().set(BatchConstants.CFG_CUBE_SEGMENT_ID, segmentID);
-            job.getConfiguration().set(BatchConstants.CFG_STATISTICS_ENABLED, statistics_enabled);
-            job.getConfiguration().set(BatchConstants.CFG_STATISTICS_OUTPUT, statistics_output);
-            job.getConfiguration().set(BatchConstants.CFG_STATISTICS_SAMPLING_PERCENT, statistics_sampling_percent);
-            logger.info("Starting: " + job.getJobName());
-            logger.info("using FactDistinctColumnsJob2");
-
-            setJobClasspath(job, cube.getConfig());
-
-            CubeSegment segment = cube.getSegmentById(segmentID);
-            if (segment == null) {
-                logger.error("Failed to find {} in cube {}", segmentID, cube);
-                System.out.println("Failed to find {} in cube {} " + segmentID + "," + cube);
-                for (CubeSegment s : cube.getSegments()) {
-                    logger.error(s.getName() + " with status " + s.getStatus());
-                    System.out.println(s.getName() + " with status " + s.getStatus());
-                }
-                throw new IllegalStateException();
-            } else {
-                logger.info("Found segment: " + segment);
-                System.out.println("Found segment " + segment);
-            }
-            setupMapper(cube.getSegmentById(segmentID));
-            setupReducer(output, "true".equalsIgnoreCase(statistics_enabled) ? columnsNeedDict.size() + 2 : columnsNeedDict.size());
-
-            attachKylinPropsAndMetadata(cube, job.getConfiguration());
-
-            return waitForCompletion(job);
-
-        } finally {
-            if (job != null)
-                cleanupTempConfFile(job.getConfiguration());
-        }
-
-    }
-
-    private void setupMapper(CubeSegment cubeSeg) throws IOException {
-        IMRTableInputFormat flatTableInputFormat = MRUtil.getBatchCubingInputSide(cubeSeg).getFlatTableInputFormat();
-        flatTableInputFormat.configureJob(job);
-
-        job.setMapperClass(FactDistinctHiveColumnsMapper2.class);
-        job.setCombinerClass(FactDistinctColumnsCombiner2.class);
-        job.setMapOutputKeyClass(SelfDefineSortableKey.class);
-        job.setMapOutputValueClass(Text.class);
-    }
-
-    private void setupReducer(Path output, int numberOfReducers) throws IOException {
-        job.setReducerClass(FactDistinctColumnsReducer2.class);
-        job.setOutputFormatClass(SequenceFileOutputFormat.class);
-        job.setOutputKeyClass(NullWritable.class);
-        job.setOutputValueClass(Text.class);
-        job.setPartitionerClass(FactDistinctColumnPartitioner2.class);
-        job.setNumReduceTasks(numberOfReducers);
-
-        FileOutputFormat.setOutputPath(job, output);
-        job.getConfiguration().set(BatchConstants.CFG_OUTPUT_PATH, output.toString());
-
-        deletePath(job.getConfiguration(), output);
-    }
-
-    public static void main(String[] args) throws Exception {
-        FactDistinctColumnsJob2 job = new FactDistinctColumnsJob2();
-        int exitCode = ToolRunner.run(job, args);
-        System.exit(exitCode);
-    }
-
-}

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsMapperBase2.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsMapperBase2.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsMapperBase2.java
deleted file mode 100644
index 037afeb..0000000
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsMapperBase2.java
+++ /dev/null
@@ -1,103 +0,0 @@
-/*
- * 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.kylin.engine.mr.steps.fdc2;
-
-import org.apache.hadoop.conf.Configuration;
-import org.apache.hadoop.io.Text;
-import org.apache.kylin.common.KylinConfig;
-import org.apache.kylin.cube.CubeInstance;
-import org.apache.kylin.cube.CubeManager;
-import org.apache.kylin.cube.CubeSegment;
-import org.apache.kylin.cube.cuboid.Cuboid;
-import org.apache.kylin.cube.model.CubeDesc;
-import org.apache.kylin.cube.model.CubeJoinedFlatTableEnrich;
-import org.apache.kylin.engine.EngineFactory;
-import org.apache.kylin.engine.mr.IMRInput.IMRTableInputFormat;
-import org.apache.kylin.engine.mr.KylinMapper;
-import org.apache.kylin.engine.mr.MRUtil;
-import org.apache.kylin.engine.mr.common.AbstractHadoopJob;
-import org.apache.kylin.engine.mr.common.BatchConstants;
-import org.apache.kylin.metadata.model.TblColRef;
-
-import java.io.IOException;
-import java.util.Arrays;
-import java.util.List;
-
-/**
- */
-
-abstract public class FactDistinctColumnsMapperBase2<KEYIN, VALUEIN> extends KylinMapper<KEYIN, VALUEIN, SelfDefineSortableKey, Text> {
-
-    protected String cubeName;
-    protected CubeInstance cube;
-    protected CubeSegment cubeSeg;
-    protected CubeDesc cubeDesc;
-    protected long baseCuboidId;
-    protected List<TblColRef> factDictCols;
-    protected IMRTableInputFormat flatTableInputFormat;
-
-    protected Text outputKey = new Text();
-    protected SelfDefineSortableKey sortableKey = new SelfDefineSortableKey();
-    protected Text outputValue = new Text();
-    protected int errorRecordCounter = 0;
-
-    protected CubeJoinedFlatTableEnrich intermediateTableDesc;
-    protected int[] dictionaryColumnIndex;
-
-    @Override
-    protected void setup(Context context) throws IOException {
-        Configuration conf = context.getConfiguration();
-        bindCurrentConfiguration(conf);
-        KylinConfig config = AbstractHadoopJob.loadKylinPropsAndMetadata();
-
-        cubeName = conf.get(BatchConstants.CFG_CUBE_NAME);
-        cube = CubeManager.getInstance(config).getCube(cubeName);
-        cubeSeg = cube.getSegmentById(conf.get(BatchConstants.CFG_CUBE_SEGMENT_ID));
-        cubeDesc = cube.getDescriptor();
-        baseCuboidId = Cuboid.getBaseCuboidId(cubeDesc);
-        factDictCols = CubeManager.getInstance(config).getAllDictColumnsOnFact(cubeDesc);
-
-        flatTableInputFormat = MRUtil.getBatchCubingInputSide(cubeSeg).getFlatTableInputFormat();
-
-        intermediateTableDesc = new CubeJoinedFlatTableEnrich(EngineFactory.getJoinedFlatTableDesc(cubeSeg),  cubeDesc);
-        dictionaryColumnIndex = new int[factDictCols.size()];
-        for (int i = 0; i < factDictCols.size(); i++) {
-            TblColRef colRef = factDictCols.get(i);
-            int columnIndexOnFlatTbl = intermediateTableDesc.getColumnIndex(colRef);
-            dictionaryColumnIndex[i] = columnIndexOnFlatTbl;
-        }
-
-    }
-
-    protected void handleErrorRecord(String[] record, Exception ex) throws IOException {
-
-        System.err.println("Insane record: " + Arrays.toString(record));
-        ex.printStackTrace(System.err);
-
-        errorRecordCounter++;
-        if (errorRecordCounter > BatchConstants.ERROR_RECORD_LOG_THRESHOLD) {
-            if (ex instanceof IOException)
-                throw (IOException) ex;
-            else if (ex instanceof RuntimeException)
-                throw (RuntimeException) ex;
-            else
-                throw new RuntimeException("", ex);
-        }
-    }
-}

[02/10] kylin git commit: KYLIN-2202 fix the conflict between KYLIN-1851 and KYLIN-2202. Remove some useless MR files.

Posted by li...@apache.org.

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_str/data_3
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/resources/multi_file_str/data_3 b/engine-mr/src/test/resources/multi_file_str/data_3
new file mode 100644
index 0000000..f8195c6
--- /dev/null
+++ b/engine-mr/src/test/resources/multi_file_str/data_3
@@ -0,0 +1,1948 @@
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[09/10] kylin git commit: KYLIN-2202 fix the conflict between KYLIN-1851 and KYLIN-2202. Remove some useless MR files.

Posted by li...@apache.org.

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsReducer2.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsReducer2.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsReducer2.java
deleted file mode 100644
index b5aeef6..0000000
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctColumnsReducer2.java
+++ /dev/null
@@ -1,254 +0,0 @@
-/*
- * 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.kylin.engine.mr.steps.fdc2;
-
-import com.google.common.collect.Lists;
-import com.google.common.collect.Maps;
-import org.apache.commons.io.IOUtils;
-import org.apache.hadoop.conf.Configuration;
-import org.apache.hadoop.fs.FSDataOutputStream;
-import org.apache.hadoop.fs.FileSystem;
-import org.apache.hadoop.fs.Path;
-import org.apache.hadoop.io.NullWritable;
-import org.apache.hadoop.io.Text;
-import org.apache.kylin.common.KylinConfig;
-import org.apache.kylin.common.util.ByteArray;
-import org.apache.kylin.common.util.Bytes;
-import org.apache.kylin.cube.CubeInstance;
-import org.apache.kylin.cube.CubeManager;
-import org.apache.kylin.cube.model.CubeDesc;
-import org.apache.kylin.engine.mr.KylinReducer;
-import org.apache.kylin.engine.mr.common.AbstractHadoopJob;
-import org.apache.kylin.engine.mr.common.BatchConstants;
-import org.apache.kylin.engine.mr.common.CubeStatsWriter;
-import org.apache.kylin.measure.hllc.HyperLogLogPlusCounter;
-import org.apache.kylin.metadata.model.TblColRef;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-
-import java.io.IOException;
-import java.nio.ByteBuffer;
-import java.util.Collection;
-import java.util.Collections;
-import java.util.List;
-import java.util.Map;
-
-/**
- */
-public class FactDistinctColumnsReducer2 extends KylinReducer<SelfDefineSortableKey, Text, NullWritable, Text> {
-
-    private List<TblColRef> columnList;
-    private String statisticsOutput = null;
-    private List<Long> baseCuboidRowCountInMappers;
-    protected Map<Long, HyperLogLogPlusCounter> cuboidHLLMap = null;
-    protected long baseCuboidId;
-    protected CubeDesc cubeDesc;
-    private long totalRowsBeforeMerge = 0;
-    private int samplingPercentage;
-    private List<ByteArray> colValues;
-    private TblColRef col = null;
-    private boolean isStatistics = false;
-    private boolean isPartitionCol = false;
-    private KylinConfig cubeConfig;
-    protected static final Logger logger = LoggerFactory.getLogger(FactDistinctColumnsReducer2.class);
-
-    @Override
-    protected void setup(Context context) throws IOException {
-        super.bindCurrentConfiguration(context.getConfiguration());
-
-        Configuration conf = context.getConfiguration();
-        KylinConfig config = AbstractHadoopJob.loadKylinPropsAndMetadata();
-        String cubeName = conf.get(BatchConstants.CFG_CUBE_NAME);
-        CubeInstance cube = CubeManager.getInstance(config).getCube(cubeName);
-        cubeConfig = cube.getConfig();
-        cubeDesc = cube.getDescriptor();
-        columnList = CubeManager.getInstance(config).getAllDictColumnsOnFact(cubeDesc);
-
-        boolean collectStatistics = Boolean.parseBoolean(conf.get(BatchConstants.CFG_STATISTICS_ENABLED));
-        int numberOfTasks = context.getNumReduceTasks();
-        int taskId = context.getTaskAttemptID().getTaskID().getId();
-
-        if (collectStatistics && (taskId == numberOfTasks - 1)) {
-            // hll
-            isStatistics = true;
-            statisticsOutput = conf.get(BatchConstants.CFG_STATISTICS_OUTPUT);
-            baseCuboidRowCountInMappers = Lists.newArrayList();
-            cuboidHLLMap = Maps.newHashMap();
-            samplingPercentage = Integer.parseInt(context.getConfiguration().get(BatchConstants.CFG_STATISTICS_SAMPLING_PERCENT));
-        } else if (collectStatistics && (taskId == numberOfTasks - 2)) {
-            // partition col
-            isStatistics = false;
-            isPartitionCol = true;
-            col = cubeDesc.getModel().getPartitionDesc().getPartitionDateColumnRef();
-            colValues = Lists.newLinkedList();
-        } else {
-            // col
-            isStatistics = false;
-            isPartitionCol = false;
-            col = columnList.get(taskId);
-            colValues = Lists.newLinkedList();
-        }
-    }
-
-    @Override
-    protected void doReduce(SelfDefineSortableKey skey, Iterable<Text> values, Context context) throws IOException, InterruptedException {
-        Text key = skey.getText();
-        if (isStatistics == true) {
-            // for hll
-            long cuboidId = Bytes.toLong(key.getBytes(), 1, Bytes.SIZEOF_LONG);
-            for (Text value : values) {
-                HyperLogLogPlusCounter hll = new HyperLogLogPlusCounter(cubeConfig.getCubeStatsHLLPrecision());
-                ByteBuffer bf = ByteBuffer.wrap(value.getBytes(), 0, value.getLength());
-                hll.readRegisters(bf);
-
-                totalRowsBeforeMerge += hll.getCountEstimate();
-
-                if (cuboidId == baseCuboidId) {
-                    baseCuboidRowCountInMappers.add(hll.getCountEstimate());
-                }
-
-                if (cuboidHLLMap.get(cuboidId) != null) {
-                    cuboidHLLMap.get(cuboidId).merge(hll);
-                } else {
-                    cuboidHLLMap.put(cuboidId, hll);
-                }
-            }
-        } else if (isPartitionCol == true) {
-            // for partition col min/max value
-            ByteArray value = new ByteArray(Bytes.copy(key.getBytes(), 1, key.getLength() - 1));
-            if (colValues.size() > 1) {
-                colValues.set(1, value);
-            } else {
-                colValues.add(value);
-            }
-        } else {
-            colValues.add(new ByteArray(Bytes.copy(key.getBytes(), 1, key.getLength() - 1)));
-            if (colValues.size() == 1000000) { //spill every 1 million
-                logger.info("spill values to disk...");
-                outputDistinctValues(col, colValues, context);
-                colValues.clear();
-            }
-        }
-    }
-
-    private void outputDistinctValues(TblColRef col, Collection<ByteArray> values, Context context) throws IOException {
-        final Configuration conf = context.getConfiguration();
-        final FileSystem fs = FileSystem.get(conf);
-        final String outputPath = conf.get(BatchConstants.CFG_OUTPUT_PATH);
-        final Path outputFile = new Path(outputPath, col.getName());
-
-        FSDataOutputStream out = null;
-        try {
-            if (fs.exists(outputFile)) {
-                out = fs.append(outputFile);
-                logger.info("append file " + outputFile);
-            } else {
-                out = fs.create(outputFile);
-                logger.info("create file " + outputFile);
-            }
-
-            for (ByteArray value : values) {
-                out.write(value.array(), value.offset(), value.length());
-                out.write('\n');
-            }
-        } finally {
-            IOUtils.closeQuietly(out);
-        }
-    }
-
-    @Override
-    protected void doCleanup(Context context) throws IOException, InterruptedException {
-
-        if (isStatistics == false) {
-            if (colValues.size() > 0) {
-                outputDistinctValues(col, colValues, context);
-                colValues.clear();
-            }
-        } else {
-            //output the hll info;
-            long grandTotal = 0;
-            for (HyperLogLogPlusCounter hll : cuboidHLLMap.values()) {
-                grandTotal += hll.getCountEstimate();
-            }
-            double mapperOverlapRatio = grandTotal == 0 ? 0 : (double) totalRowsBeforeMerge / grandTotal;
-            
-            int mapperNumber = baseCuboidRowCountInMappers.size();
-
-            writeMapperAndCuboidStatistics(context); // for human check
-            CubeStatsWriter.writeCuboidStatistics(context.getConfiguration(), new Path(statisticsOutput), //
-                    cuboidHLLMap, samplingPercentage, mapperNumber, mapperOverlapRatio);
-        }
-    }
-
-    private void writeMapperAndCuboidStatistics(Context context) throws IOException {
-        Configuration conf = context.getConfiguration();
-        FileSystem fs = FileSystem.get(conf);
-        FSDataOutputStream out = fs.create(new Path(statisticsOutput, BatchConstants.CFG_STATISTICS_CUBE_ESTIMATION_FILENAME));
-
-        try {
-            String msg;
-
-            List<Long> allCuboids = Lists.newArrayList();
-            allCuboids.addAll(cuboidHLLMap.keySet());
-            Collections.sort(allCuboids);
-
-            msg = "Total cuboid number: \t" + allCuboids.size();
-            writeLine(out, msg);
-            msg = "Samping percentage: \t" + samplingPercentage;
-            writeLine(out, msg);
-
-            writeLine(out, "The following statistics are collected based on sampling data.");
-            writeLine(out, "Number of Mappers: " + baseCuboidRowCountInMappers.size());
-            for (int i = 0; i < baseCuboidRowCountInMappers.size(); i++) {
-                if (baseCuboidRowCountInMappers.get(i) > 0) {
-                    msg = "Base Cuboid in Mapper " + i + " row count: \t " + baseCuboidRowCountInMappers.get(i);
-                    writeLine(out, msg);
-                }
-            }
-
-            long grantTotal = 0;
-            for (long i : allCuboids) {
-                grantTotal += cuboidHLLMap.get(i).getCountEstimate();
-                msg = "Cuboid " + i + " row count is: \t " + cuboidHLLMap.get(i).getCountEstimate();
-                writeLine(out, msg);
-            }
-
-            msg = "Sum of all the cube segments (before merge) is: \t " + totalRowsBeforeMerge;
-            writeLine(out, msg);
-
-            msg = "After merge, the cube has row count: \t " + grantTotal;
-            writeLine(out, msg);
-
-            if (grantTotal > 0) {
-                msg = "The mapper overlap ratio is: \t" + totalRowsBeforeMerge / grantTotal;
-                writeLine(out, msg);
-            }
-
-        } finally {
-            IOUtils.closeQuietly(out);
-        }
-    }
-
-    private void writeLine(FSDataOutputStream out, String msg) throws IOException {
-        out.write(msg.getBytes());
-        out.write('\n');
-
-    }
-
-}

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctHiveColumnsMapper2.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctHiveColumnsMapper2.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctHiveColumnsMapper2.java
deleted file mode 100644
index bdf631d..0000000
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/FactDistinctHiveColumnsMapper2.java
+++ /dev/null
@@ -1,232 +0,0 @@
-/*
- * 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.kylin.engine.mr.steps.fdc2;
-
-import com.google.common.collect.Lists;
-import com.google.common.hash.HashFunction;
-import com.google.common.hash.Hasher;
-import com.google.common.hash.Hashing;
-import org.apache.hadoop.io.Text;
-import org.apache.kylin.common.util.ByteArray;
-import org.apache.kylin.common.util.Bytes;
-import org.apache.kylin.cube.cuboid.CuboidScheduler;
-import org.apache.kylin.engine.mr.common.BatchConstants;
-import org.apache.kylin.measure.BufferedMeasureCodec;
-import org.apache.kylin.measure.hllc.HyperLogLogPlusCounter;
-import org.apache.kylin.metadata.datatype.DataType;
-import org.apache.kylin.metadata.model.TblColRef;
-
-import java.io.IOException;
-import java.nio.ByteBuffer;
-import java.util.Collection;
-import java.util.List;
-
-/**
- */
-public class FactDistinctHiveColumnsMapper2<KEYIN> extends FactDistinctColumnsMapperBase2<KEYIN, Object> {
-
-    protected boolean collectStatistics = false;
-    protected CuboidScheduler cuboidScheduler = null;
-    protected int nRowKey;
-    private Integer[][] allCuboidsBitSet = null;
-    private HyperLogLogPlusCounter[] allCuboidsHLL = null;
-    private Long[] cuboidIds;
-    private HashFunction hf = null;
-    private int rowCount = 0;
-    private int samplingPercentage;
-    private ByteArray[] row_hashcodes = null;
-    private ByteBuffer keyBuffer;
-    private static final Text EMPTY_TEXT = new Text();
-    public static final byte MARK_FOR_PARTITION_COL = (byte) 0xFE;
-    public static final byte MARK_FOR_HLL = (byte) 0xFF;
-
-    private int partitionColumnIndex = -1;
-    private boolean needFetchPartitionCol = true;
-
-    @Override
-    protected void setup(Context context) throws IOException {
-        super.setup(context);
-        keyBuffer = ByteBuffer.allocate(4096);
-        collectStatistics = Boolean.parseBoolean(context.getConfiguration().get(BatchConstants.CFG_STATISTICS_ENABLED));
-        if (collectStatistics) {
-            samplingPercentage = Integer.parseInt(context.getConfiguration().get(BatchConstants.CFG_STATISTICS_SAMPLING_PERCENT));
-            cuboidScheduler = new CuboidScheduler(cubeDesc);
-            nRowKey = cubeDesc.getRowkey().getRowKeyColumns().length;
-
-            List<Long> cuboidIdList = Lists.newArrayList();
-            List<Integer[]> allCuboidsBitSetList = Lists.newArrayList();
-            addCuboidBitSet(baseCuboidId, allCuboidsBitSetList, cuboidIdList);
-
-            allCuboidsBitSet = allCuboidsBitSetList.toArray(new Integer[cuboidIdList.size()][]);
-            cuboidIds = cuboidIdList.toArray(new Long[cuboidIdList.size()]);
-
-            allCuboidsHLL = new HyperLogLogPlusCounter[cuboidIds.length];
-            for (int i = 0; i < cuboidIds.length; i++) {
-                allCuboidsHLL[i] = new HyperLogLogPlusCounter(cubeDesc.getConfig().getCubeStatsHLLPrecision());
-            }
-
-            hf = Hashing.murmur3_32();
-            row_hashcodes = new ByteArray[nRowKey];
-            for (int i = 0; i < nRowKey; i++) {
-                row_hashcodes[i] = new ByteArray();
-            }
-
-            TblColRef partitionColRef = cubeDesc.getModel().getPartitionDesc().getPartitionDateColumnRef();
-            if (partitionColRef != null) {
-                partitionColumnIndex = intermediateTableDesc.getColumnIndex(partitionColRef);
-            }
-
-            // check whether need fetch the partition col values
-            if (partitionColumnIndex < 0) {
-                // if partition col not on cube, no need
-                needFetchPartitionCol = false;
-            } else {
-                for (int x : dictionaryColumnIndex) {
-                    if (x == partitionColumnIndex) {
-                        // if partition col already build dict, no need
-                        needFetchPartitionCol = false;
-                        break;
-                    }
-                }
-            }
-
-        }
-    }
-
-    private void addCuboidBitSet(long cuboidId, List<Integer[]> allCuboidsBitSet, List<Long> allCuboids) {
-        allCuboids.add(cuboidId);
-        Integer[] indice = new Integer[Long.bitCount(cuboidId)];
-
-        long mask = Long.highestOneBit(baseCuboidId);
-        int position = 0;
-        for (int i = 0; i < nRowKey; i++) {
-            if ((mask & cuboidId) > 0) {
-                indice[position] = i;
-                position++;
-            }
-            mask = mask >> 1;
-        }
-
-        allCuboidsBitSet.add(indice);
-        Collection<Long> children = cuboidScheduler.getSpanningCuboid(cuboidId);
-        for (Long childId : children) {
-            addCuboidBitSet(childId, allCuboidsBitSet, allCuboids);
-        }
-    }
-
-    @Override
-    public void doMap(KEYIN key, Object record, Context context) throws IOException, InterruptedException {
-        String[] row = flatTableInputFormat.parseMapperInput(record);
-
-        keyBuffer.clear();
-        try {
-            for (int i = 0; i < factDictCols.size(); i++) {
-                String fieldValue = row[dictionaryColumnIndex[i]];
-                if (fieldValue == null)
-                    continue;
-                int offset = keyBuffer.position();
-                keyBuffer.put(Bytes.toBytes(i)[3]); // one byte is enough
-                keyBuffer.put(Bytes.toBytes(fieldValue));
-                outputKey.set(keyBuffer.array(), offset, keyBuffer.position() - offset);
-                sortableKey.setText(outputKey);
-                //judge type
-                DataType type = factDictCols.get(i).getType();
-                if (!type.isNumberFamily()) {
-                    sortableKey.setTypeId((byte) TypeFlag.NONE_NUMERIC_TYPE.ordinal());
-                } else if (type.isIntegerFamily()) {
-                    sortableKey.setTypeId((byte) TypeFlag.INTEGER_FAMILY_TYPE.ordinal());
-                } else {
-                    sortableKey.setTypeId((byte) TypeFlag.DOUBLE_FAMILY_TYPE.ordinal());
-                }
-                context.write(sortableKey, EMPTY_TEXT);
-            }
-        } catch (Exception ex) {
-            handleErrorRecord(row, ex);
-        }
-
-        if (collectStatistics) {
-            if (rowCount < samplingPercentage) {
-                putRowKeyToHLL(row);
-            }
-
-            if (needFetchPartitionCol == true) {
-                String fieldValue = row[partitionColumnIndex];
-                if (fieldValue != null) {
-                    int offset = keyBuffer.position();
-                    keyBuffer.put(MARK_FOR_PARTITION_COL);
-                    keyBuffer.put(Bytes.toBytes(fieldValue));
-                    outputKey.set(keyBuffer.array(), offset, keyBuffer.position() - offset);
-                    sortableKey.setText(outputKey);
-                    sortableKey.setTypeId((byte) 0);
-                    context.write(sortableKey, EMPTY_TEXT);
-                }
-            }
-        }
-
-        if (rowCount++ == 100)
-            rowCount = 0;
-    }
-
-    private void putRowKeyToHLL(String[] row) {
-
-        //generate hash for each row key column
-        for (int i = 0; i < nRowKey; i++) {
-            Hasher hc = hf.newHasher();
-            String colValue = row[intermediateTableDesc.getRowKeyColumnIndexes()[i]];
-            if (colValue != null) {
-                row_hashcodes[i].set(hc.putString(colValue).hash().asBytes());
-            } else {
-                row_hashcodes[i].set(hc.putInt(0).hash().asBytes());
-            }
-        }
-
-        // user the row key column hash to get a consolidated hash for each cuboid
-        for (int i = 0, n = allCuboidsBitSet.length; i < n; i++) {
-            Hasher hc = hf.newHasher();
-            for (int position = 0; position < allCuboidsBitSet[i].length; position++) {
-                hc.putBytes(row_hashcodes[allCuboidsBitSet[i][position]].array());
-            }
-
-            allCuboidsHLL[i].add(hc.hash().asBytes());
-        }
-    }
-
-    @Override
-    protected void doCleanup(Context context) throws IOException, InterruptedException {
-        if (collectStatistics) {
-            ByteBuffer hllBuf = ByteBuffer.allocate(BufferedMeasureCodec.DEFAULT_BUFFER_SIZE);
-            // output each cuboid's hll to reducer, key is 0 - cuboidId
-            HyperLogLogPlusCounter hll;
-            for (int i = 0; i < cuboidIds.length; i++) {
-                hll = allCuboidsHLL[i];
-
-                keyBuffer.clear();
-                keyBuffer.put(MARK_FOR_HLL); // one byte
-                keyBuffer.putLong(cuboidIds[i]);
-                outputKey.set(keyBuffer.array(), 0, keyBuffer.position());
-                sortableKey.setText(outputKey);
-                sortableKey.setTypeId((byte) 0);
-                hllBuf.clear();
-                hll.writeRegisters(hllBuf);
-                outputValue.set(hllBuf.array(), 0, hllBuf.position());
-                context.write(sortableKey, outputValue);
-            }
-        }
-    }
-}

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/SelfDefineSortableKey.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/SelfDefineSortableKey.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/SelfDefineSortableKey.java
deleted file mode 100644
index a3351fa..0000000
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/SelfDefineSortableKey.java
+++ /dev/null
@@ -1,131 +0,0 @@
-/*
- * 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.kylin.engine.mr.steps.fdc2;
-
-
-import org.apache.hadoop.io.Text;
-import org.apache.hadoop.io.WritableComparable;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-
-import java.io.DataInput;
-import java.io.DataOutput;
-import java.io.IOException;
-
-
-/**
- * Created by xiefan on 16-11-1.
- */
-public class SelfDefineSortableKey implements WritableComparable<SelfDefineSortableKey> {
-
-    private byte typeId; //non-numeric(0000 0000) int(0000 0001) other numberic(0000 0010)
-
-    private Text text;
-
-    private static final Logger logger = LoggerFactory.getLogger(SelfDefineSortableKey.class);
-
-    public SelfDefineSortableKey() {
-    }
-
-    public SelfDefineSortableKey(byte typeId, Text text) {
-        this.typeId = typeId;
-        this.text = text;
-    }
-
-    @Override
-    public int compareTo(SelfDefineSortableKey o) {
-        if (!o.isNumberFamily()) {
-            return this.text.compareTo(o.text);
-        } else {
-            byte[] data1 = this.text.getBytes();
-            byte[] data2 = o.text.getBytes();
-            String str1 = new String(data1, 1, data1.length - 1);
-            String str2 = new String(data2, 1, data2.length - 1);
-            if (str1 == null || str1.equals("") || str2 == null || str2.equals("")) {
-                //should not achieve here
-                logger.error("none numeric value!");
-                return 0;
-            }
-            if (o.isIntegerFamily()) {  //integer type
-                try {
-                    Long num1 = Long.parseLong(str1);
-                    Long num2 = Long.parseLong(str2);
-                    return num1.compareTo(num2);
-                } catch (NumberFormatException e) {
-                    System.out.println("NumberFormatException when parse integer family number.str1:" + str1 + " str2:" + str2);
-                    logger.error("NumberFormatException when parse integer family number.str1:" + str1 + " str2:" + str2);
-                    e.printStackTrace();
-                    return 0;
-                }
-            } else {  //other numeric type
-                try {
-                    Double num1 = Double.parseDouble(str1);
-                    Double num2 = Double.parseDouble(str2);
-                    return num1.compareTo(num2);
-                } catch (NumberFormatException e) {
-                    System.out.println("NumberFormatException when parse double family number.str1:" + str1 + " str2:" + str2);
-                    logger.error("NumberFormatException when parse doul family number.str1:" + str1 + " str2:" + str2);
-                    //e.printStackTrace();
-                    return 0;
-                }
-            }
-        }
-    }
-
-    @Override
-    public void write(DataOutput dataOutput) throws IOException {
-        dataOutput.writeByte(typeId);
-        text.write(dataOutput);
-    }
-
-    @Override
-    public void readFields(DataInput dataInput) throws IOException {
-        this.typeId = dataInput.readByte();
-        this.text = new Text();
-        text.readFields(dataInput);
-    }
-
-    public short getTypeId() {
-        return typeId;
-    }
-
-    public Text getText() {
-        return text;
-    }
-
-    public boolean isNumberFamily() {
-        if (typeId == TypeFlag.NONE_NUMERIC_TYPE.ordinal()) return false;
-        return true;
-    }
-
-    public boolean isIntegerFamily() {
-        return (typeId == TypeFlag.INTEGER_FAMILY_TYPE.ordinal());
-    }
-
-    public boolean isOtherNumericFamily() {
-        return (typeId == TypeFlag.DOUBLE_FAMILY_TYPE.ordinal());
-    }
-
-    public void setTypeId(byte typeId) {
-        this.typeId = typeId;
-    }
-
-    public void setText(Text text) {
-        this.text = text;
-    }
-}

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/TypeFlag.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/TypeFlag.java b/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/TypeFlag.java
deleted file mode 100644
index c69acfd..0000000
--- a/engine-mr/src/main/java/org/apache/kylin/engine/mr/steps/fdc2/TypeFlag.java
+++ /dev/null
@@ -1,28 +0,0 @@
-/*
- * 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.kylin.engine.mr.steps.fdc2;
-
-/**
- * Created by xiefan on 16-11-2.
- */
-public enum TypeFlag {
-    NONE_NUMERIC_TYPE,
-    INTEGER_FAMILY_TYPE,
-    DOUBLE_FAMILY_TYPE
-}

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/java/org/apache/kylin/engine/mr/SortedColumnReaderTest.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/java/org/apache/kylin/engine/mr/SortedColumnReaderTest.java b/engine-mr/src/test/java/org/apache/kylin/engine/mr/SortedColumnReaderTest.java
new file mode 100644
index 0000000..2f2170c
--- /dev/null
+++ b/engine-mr/src/test/java/org/apache/kylin/engine/mr/SortedColumnReaderTest.java
@@ -0,0 +1,312 @@
+/*
+ * 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.kylin.engine.mr;
+
+import org.apache.kylin.dict.ByteComparator;
+import org.apache.kylin.dict.BytesConverter;
+import org.apache.kylin.dict.DictionaryManager;
+import org.apache.kylin.dict.IDictionaryValueEnumerator;
+import org.apache.kylin.dict.StringBytesConverter;
+import org.apache.kylin.dict.TableColumnValueEnumerator;
+import org.apache.kylin.metadata.datatype.DataType;
+import org.apache.kylin.source.ReadableTable;
+import org.junit.Ignore;
+import org.junit.Test;
+import org.omg.Messaging.SYNC_WITH_TRANSPORT;
+
+import java.io.BufferedReader;
+import java.io.BufferedWriter;
+import java.io.File;
+import java.io.FileOutputStream;
+import java.io.FileReader;
+import java.io.FileWriter;
+import java.util.ArrayList;
+import java.util.Collection;
+import java.util.Collections;
+import java.util.Comparator;
+import java.util.Random;
+import java.util.UUID;
+import static org.junit.Assert.*;
+import static org.junit.Assert.assertEquals;
+
+/**
+ * Created by xiefan on 16-11-14.
+ */
+public class SortedColumnReaderTest {
+
+    @Test
+    public void testReadStringMultiFile() throws Exception{
+        String dirPath = "src/test/resources/multi_file_str";
+        StringBytesConverter converter = new StringBytesConverter();
+        ArrayList<String> correctAnswer = readAllFiles(dirPath);
+        Collections.sort(correctAnswer, new ByteComparator<String>(new StringBytesConverter()));
+        SortedColumn column = new SortedColumn(dirPath + "/",DataType.getType("varchar"));
+        IDictionaryValueEnumerator e = new TableColumnValueEnumerator(column.getReader(),-1);
+        ArrayList<String> output = new ArrayList<>();
+        while(e.moveNext()){
+            output.add(new String(e.current()));
+        }
+        System.out.println(correctAnswer.size());
+        assertTrue(correctAnswer.size() == output.size());
+        for(int i=0;i<correctAnswer.size();i++){
+            assertEquals(correctAnswer.get(i),output.get(i));
+        }
+    }
+
+
+    @Ignore
+    @Test
+    public void createStringTestFiles() throws Exception{
+        String dirPath = "src/test/resources/multi_file_str";
+        String prefix = "src/test/resources/multi_file_str/data_";
+        ArrayList<String> data = new ArrayList<>();
+        int num = 10000;
+        for(int i=0;i<num;i++){
+            UUID uuid = UUID.randomUUID();
+            data.add(uuid.toString());
+        }
+        Collections.sort(data,new ByteComparator<String>(new StringBytesConverter()));
+        Random rand = new Random(System.currentTimeMillis());
+        ArrayList<File> allFiles = new ArrayList<>();
+        int fileNum = 5;
+        for(int i=0;i<fileNum;i++){
+            File f = new File(prefix + i);
+            if(!f.exists())
+                f.createNewFile();
+            allFiles.add(f);
+        }
+        ArrayList<BufferedWriter> bws = new ArrayList<>();
+        for(File f : allFiles){
+            bws.add(new BufferedWriter(new FileWriter(f)));
+        }
+        System.out.println(data.size());
+        for(String str : data){
+            int fileId = rand.nextInt(fileNum);
+            BufferedWriter bw = bws.get(fileId);
+            bw.write(str);
+            bw.newLine();
+        }
+        for(BufferedWriter bw : bws)
+        {
+            bw.flush();
+            bw.close();
+        }
+        File dir = new File(dirPath);
+        File[] files = dir.listFiles();
+        for(File file : files){
+            System.out.println("file:"+file.getAbsolutePath()+" size:"+file.length());
+        }
+    }
+
+    @Test
+    public void testReadIntegerMultiFiles() throws Exception{
+        String dirPath = "src/test/resources/multi_file_int";
+        ArrayList<String> correctAnswer = readAllFiles(dirPath);
+        Collections.sort(correctAnswer, new Comparator<String>() {
+            @Override
+            public int compare(String o1, String o2) {
+                try{
+                    Long l1 = Long.parseLong(o1);
+                    Long l2 = Long.parseLong(o2);
+                    return l1.compareTo(l2);
+                }catch (NumberFormatException e){
+                    e.printStackTrace();
+                    return 0;
+                }
+            }
+        });
+        SortedColumn column = new SortedColumn(dirPath + "/",DataType.getType("long"));
+        IDictionaryValueEnumerator e = new TableColumnValueEnumerator(column.getReader(),-1);
+        ArrayList<String> output = new ArrayList<>();
+        while(e.moveNext()){
+            System.out.println(new String(e.current()));
+            output.add(new String(e.current()));
+        }
+        System.out.println(correctAnswer.size());
+        assertTrue(correctAnswer.size() == output.size());
+        for(int i=0;i<correctAnswer.size();i++){
+            assertEquals(correctAnswer.get(i),output.get(i));
+        }
+    }
+
+    @Test
+    public void testEmptyDir() throws Exception{
+        String dirPath = "src/test/resources/empty_dir";
+        SortedColumn column = new SortedColumn(dirPath + "/",DataType.getType("varchar"));
+        IDictionaryValueEnumerator e = new TableColumnValueEnumerator(column.getReader(),-1);
+        ArrayList<String> output = new ArrayList<>();
+        while(e.moveNext()){
+            System.out.println(new String(e.current()));
+            output.add(new String(e.current()));
+        }
+        System.out.println(output.size());
+    }
+
+    @Test
+    public void testEmptyFile() throws Exception{
+        String dirPath = "src/test/resources/multi_file_empty_file";
+        ArrayList<String> correctAnswer = readAllFiles(dirPath);
+        final BytesConverter<String> converter = new StringBytesConverter();
+        Collections.sort(correctAnswer, new ByteComparator<String>(new StringBytesConverter()));
+        System.out.println("correct answer:"+correctAnswer);
+        SortedColumn column = new SortedColumn(dirPath + "/",DataType.getType("varchar"));
+        IDictionaryValueEnumerator e = new TableColumnValueEnumerator(column.getReader(),-1);
+        ArrayList<String> output = new ArrayList<>();
+        while(e.moveNext()){
+            output.add(new String(e.current()));
+        }
+        System.out.println(correctAnswer.size());
+        assertTrue(correctAnswer.size() == output.size());
+        for(int i=0;i<correctAnswer.size();i++){
+            assertEquals(correctAnswer.get(i),output.get(i));
+        }
+    }
+
+
+    @Ignore
+    @Test
+    public void createIntegerTestFiles() throws Exception{
+        String dirPath = "src/test/resources/multi_file_int";
+        String prefix = "src/test/resources/multi_file_int/data_";
+        Random rand = new Random(System.currentTimeMillis());
+        ArrayList<String> data = new ArrayList<>();
+        int num = 10000;
+        for(int i=0;i<num;i++){
+            data.add(i+"");
+        }
+        ArrayList<File> allFiles = new ArrayList<>();
+        int fileNum = 5;
+        for(int i=0;i<fileNum;i++){
+            File f = new File(prefix + i);
+            if(!f.exists())
+                f.createNewFile();
+            allFiles.add(f);
+        }
+        ArrayList<BufferedWriter> bws = new ArrayList<>();
+        for(File f : allFiles){
+            bws.add(new BufferedWriter(new FileWriter(f)));
+        }
+        System.out.println(data.size());
+        for(String str : data){
+            int fileId = rand.nextInt(fileNum);
+            BufferedWriter bw = bws.get(fileId);
+            bw.write(str);
+            bw.newLine();
+        }
+        for(BufferedWriter bw : bws)
+        {
+            bw.flush();
+            bw.close();
+        }
+        File dir = new File(dirPath);
+        File[] files = dir.listFiles();
+        for(File file : files){
+            System.out.println("file:"+file.getAbsolutePath()+" size:"+file.length());
+        }
+    }
+
+    @Test
+    public void testReadDoubleMultiFiles() throws Exception{
+        String dirPath = "src/test/resources/multi_file_double";
+        ArrayList<String> correctAnswer = readAllFiles(dirPath);
+        Collections.sort(correctAnswer, new Comparator<String>() {
+            @Override
+            public int compare(String o1, String o2) {
+                try{
+                    Double d1 = Double.parseDouble(o1);
+                    Double d2 = Double.parseDouble(o2);
+                    return d1.compareTo(d2);
+                }catch (NumberFormatException e){
+                    e.printStackTrace();
+                    return 0;
+                }
+            }
+        });
+        SortedColumn column = new SortedColumn(dirPath + "/",DataType.getType("double"));
+        IDictionaryValueEnumerator e = new TableColumnValueEnumerator(column.getReader(),-1);
+        ArrayList<String> output = new ArrayList<>();
+        while(e.moveNext()){
+            System.out.println(new String(e.current()));
+            output.add(new String(e.current()));
+        }
+        System.out.println(correctAnswer.size());
+        assertTrue(correctAnswer.size() == output.size());
+        for(int i=0;i<correctAnswer.size();i++){
+            assertEquals(correctAnswer.get(i),output.get(i));
+        }
+    }
+
+
+    @Ignore
+    @Test
+    public void createDoubleTestFiles() throws Exception{
+        String dirPath = "src/test/resources/multi_file_double";
+        String prefix = "src/test/resources/multi_file_double/data_";
+        Random rand = new Random(System.currentTimeMillis());
+        ArrayList<String> data = new ArrayList<>();
+        int num = 10000;
+        double k = 0.0;
+        for(int i=0;i<num;i++){
+            data.add(k+"");
+            k+=0.52;
+        }
+        ArrayList<File> allFiles = new ArrayList<>();
+        int fileNum = 5;
+        for(int i=0;i<fileNum;i++){
+            File f = new File(prefix + i);
+            if(!f.exists())
+                f.createNewFile();
+            allFiles.add(f);
+        }
+        ArrayList<BufferedWriter> bws = new ArrayList<>();
+        for(File f : allFiles){
+            bws.add(new BufferedWriter(new FileWriter(f)));
+        }
+        System.out.println(data.size());
+        for(String str : data){
+            int fileId = rand.nextInt(fileNum);
+            BufferedWriter bw = bws.get(fileId);
+            bw.write(str);
+            bw.newLine();
+        }
+        for(BufferedWriter bw : bws)
+        {
+            bw.flush();
+            bw.close();
+        }
+        File dir = new File(dirPath);
+        File[] files = dir.listFiles();
+        for(File file : files){
+            System.out.println("file:"+file.getAbsolutePath()+" size:"+file.length());
+        }
+    }
+
+    private ArrayList<String> readAllFiles(String dirPath) throws Exception{
+        ArrayList<String> result = new ArrayList<>();
+        File dir = new File(dirPath);
+        for(File f : dir.listFiles()){
+            BufferedReader br = new BufferedReader(new FileReader(f));
+            String str = br.readLine();
+            while(str != null){
+                result.add(str);
+                str = br.readLine();
+            }
+        }
+        return result;
+    }
+}

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/java/org/apache/kylin/engine/mr/steps/NumberDictionaryForestTest.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/java/org/apache/kylin/engine/mr/steps/NumberDictionaryForestTest.java b/engine-mr/src/test/java/org/apache/kylin/engine/mr/steps/NumberDictionaryForestTest.java
index 47b10e8..677e386 100644
--- a/engine-mr/src/test/java/org/apache/kylin/engine/mr/steps/NumberDictionaryForestTest.java
+++ b/engine-mr/src/test/java/org/apache/kylin/engine/mr/steps/NumberDictionaryForestTest.java
@@ -23,8 +23,7 @@ import org.apache.kylin.dict.NumberDictionaryBuilder;
 import org.apache.kylin.dict.NumberDictionaryForestBuilder;
 import org.apache.kylin.dict.StringBytesConverter;
 import org.apache.kylin.dict.TrieDictionaryForest;
-import org.apache.kylin.engine.mr.steps.fdc2.SelfDefineSortableKey;
-import org.apache.kylin.engine.mr.steps.fdc2.TypeFlag;
+import org.junit.Ignore;
 import org.junit.Test;
 
 /**
@@ -91,6 +90,7 @@ public class NumberDictionaryForestTest {
         }
     }
 
+
     @Test
     public void testVerySmallDouble() {
         List<String> testData = new ArrayList<>();
@@ -151,6 +151,19 @@ public class NumberDictionaryForestTest {
         }
     }
 
+    @Ignore
+    @Test
+    public void testDecimalsWithBeginZero(){
+        List<String> testData = new ArrayList<>();
+        testData.add("000000000000000000000000000.4868");
+        testData.add("00000000000000000000000000000000000000");
+        NumberDictionaryForestBuilder b = new NumberDictionaryForestBuilder();
+        for (String str : testData)
+            b.addValue(str);
+        TrieDictionaryForest<String> dict = b.build();
+        dict.dump(System.out);
+    }
+
     private static TrieDictionaryForest<String> testSerialize(TrieDictionaryForest<String> dict) {
         try {
             ByteArrayOutputStream bout = new ByteArrayOutputStream();

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/java/org/apache/kylin/engine/mr/steps/SelfDefineSortableKeyTest.java
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/java/org/apache/kylin/engine/mr/steps/SelfDefineSortableKeyTest.java b/engine-mr/src/test/java/org/apache/kylin/engine/mr/steps/SelfDefineSortableKeyTest.java
index 81aa836..b03514c 100644
--- a/engine-mr/src/test/java/org/apache/kylin/engine/mr/steps/SelfDefineSortableKeyTest.java
+++ b/engine-mr/src/test/java/org/apache/kylin/engine/mr/steps/SelfDefineSortableKeyTest.java
@@ -12,8 +12,6 @@ import java.util.UUID;
 
 import org.apache.hadoop.io.Text;
 import org.apache.kylin.common.util.Bytes;
-import org.apache.kylin.engine.mr.steps.fdc2.SelfDefineSortableKey;
-import org.apache.kylin.engine.mr.steps.fdc2.TypeFlag;
 import org.junit.Test;
 
 /**

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_double/data_0
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/resources/multi_file_double/data_0 b/engine-mr/src/test/resources/multi_file_double/data_0
new file mode 100644
index 0000000..e3da559
--- /dev/null
+++ b/engine-mr/src/test/resources/multi_file_double/data_0
@@ -0,0 +1,2006 @@
+0.0
+2.6
+3.12
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[03/10] kylin git commit: KYLIN-2202 fix the conflict between KYLIN-1851 and KYLIN-2202. Remove some useless MR files.

Posted by li...@apache.org.

http://git-wip-us.apache.org/repos/asf/kylin/blob/2b7fe610/engine-mr/src/test/resources/multi_file_str/data_2
----------------------------------------------------------------------
diff --git a/engine-mr/src/test/resources/multi_file_str/data_2 b/engine-mr/src/test/resources/multi_file_str/data_2
new file mode 100644
index 0000000..affa581
--- /dev/null
+++ b/engine-mr/src/test/resources/multi_file_str/data_2
@@ -0,0 +1,1992 @@
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