Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/35
@maropu test is failing for v2.1.
```
Saving to
outputFile=/home/travis/build/apache/incubator-hivemall/spark/spark-common/target/scalastyle-output.xml
Processed 3 file(s
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/35
BTW, you can close https://github.com/apache/incubator-hivemall/pull/23 as
well.
`Close #35, #23: `
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/37
Benchmark on more large dataset would be helpful (not to be included the
unit test though).
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/36
Fixed in
https://github.com/apache/incubator-hivemall/commit/fdb4dd86965f8b79f6dc257a783e683c93fadc43
It's required for gitbook menu
http://hivemall.incubator.apache.org/userguide
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/41
@amaya382 @Lewuathe Could you confirm that the updated `bin/spark-shell`
properly works if your spare time?
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/42
BTW, documentation about sst/changefinder on dataframe would be helpful.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/42
@maropu LGTM. Could you merge and close this one?
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/41
@maropu BTW, better to update `incubator-hivemall-site` once this PR is
merged.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/37
@maropu LGTM. Please merge this PR and close the ticket as fixed.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/22
@wangyum @maropu Thanks. Merged with some modifications. Configuration for
spark-1.6 should also be changed.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/24
LGTM. Could you update ASF master as follows:
```
git checkout master
git checkout -b CheckCompiler
git pull https://github.com/maropu/incubator-hivemall.git
hotfix
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/31
LGTM. Please merge and close this PR.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/30
@maropu Could you add [SPARK] after [HIVEMALL-37] in the title?
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/33
output `top1Df` should be explained in the description.
BTW, I personally prefer `top_k_join` instead of `join_top_k`.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/25
@maropu LGTM. Please merge this PR.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/26
@maropu LGTM. Please merge this PR and close JIRA issue as fixed.
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Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/14#discussion_r97726633
--- Diff: core/src/main/java/hivemall/optimizer/Optimizer.java ---
@@ -0,0 +1,246 @@
+/*
+ * Hivemall: Hive scalable Machine Learning Library
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/14#discussion_r97936571
--- Diff: core/src/main/java/hivemall/optimizer/Optimizer.java ---
@@ -0,0 +1,246 @@
+/*
+ * Hivemall: Hive scalable Machine Learning Library
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/14#discussion_r97724411
--- Diff: core/src/main/java/hivemall/classifier/GeneralClassifierUDTF.java
---
@@ -0,0 +1,122 @@
+/*
+ * Licensed to the Apache Software
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/14#discussion_r97716028
--- Diff: core/src/main/java/hivemall/model/NewDenseModel.java ---
@@ -0,0 +1,293 @@
+/*
+ * Hivemall: Hive scalable Machine Learning Library
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/14#discussion_r97722648
--- Diff: core/src/main/java/hivemall/optimizer/EtaEstimator.java ---
@@ -157,4 +158,34 @@ public static EtaEstimator get(@Nullable CommandLine
cl
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/14#discussion_r97715666
--- Diff: core/src/main/java/hivemall/classifier/GeneralClassifierUDTF.java
---
@@ -0,0 +1,122 @@
+/*
+ * Hivemall: Hive scalable Machine
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/14#discussion_r97716142
--- Diff: core/src/main/java/hivemall/model/NewDenseModel.java ---
@@ -0,0 +1,293 @@
+/*
+ * Hivemall: Hive scalable Machine Learning Library
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/14#discussion_r97937226
--- Diff: core/src/main/java/hivemall/optimizer/Regularization.java ---
@@ -0,0 +1,99 @@
+/*
+ * Hivemall: Hive scalable Machine Learning
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/14#discussion_r97715621
--- Diff:
core/src/main/java/hivemall/model/NewSpaceEfficientDenseModel.java ---
@@ -0,0 +1,317 @@
+/*
+ * Hivemall: Hive scalable Machine
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/14
LossFunction should be selectable, not fixed.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/27
@maropu LGTM. Please merge this PR and close the JIRA ticket.
BTW, `HiveUdfWithFeatureSuite` causes OOM again.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/28
@maropu LGTM. Please merge it.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/29
@maropu LGTM. Please merge and close this PR.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/46
Oops.. the latter one is expected.
```sql
select rescale(4.2,1.0,3.0),rescale(-0.3, 1.0, 3.0);
> 3.0 1.0
select rescale(4.2,1.0,3.0),rescale(-0.3, 1.0,
GitHub user myui opened a pull request:
https://github.com/apache/incubator-hivemall/pull/46
[HIVEMALL-72] Fix rescale UDF behavior to return range [0.0,1.0]
## What changes were proposed in this pull request?
Fix rescale UDF behavior to return range `[0.0,1.0
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/45
@wangyum Thanks. Merged with some modifications.
```sql
select rescale(v,min,max) from (
select cast(1.2 as float) as v, 1.0 as min, 10.0 as max
union all
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/46
@wangyum Are you agree with the following new behavior of
[rescale(value,min,max)](https://en.wikipedia.org/wiki/Feature_scaling#Rescaling)?
```
-- new
select rescale
GitHub user myui opened a pull request:
https://github.com/apache/incubator-hivemall/pull/47
[HIVEMALL-73] Reduce memory usages of each_top_k
## What changes were proposed in this pull request?
Reduce memory usage of each_top_k
## What type of PR
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/50
@takuti LGTM. Thanks!
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GitHub user myui opened a pull request:
https://github.com/apache/incubator-hivemall/pull/51
[WIP][HIVEMALL-75] Support Sparse Vector Format as the input of RandomForest
## What changes were proposed in this pull request?
Supported sparse vector as the input of RandomForest
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/49
@maropu Thanks. LGTM. Merged w/ modifications.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/48
Merged because this PR is a blocker for
https://issues.apache.org/jira/browse/HIVEMALL-75
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/49
Update the project site
http://hivemall.incubator.apache.org/userguide/spark/binaryclass/
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/49
@maropu you need to update `SUMMARY.md` as well for `bin/build_site.sh`.
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Github user myui closed the pull request at:
https://github.com/apache/incubator-hivemall/pull/47
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GitHub user myui opened a pull request:
https://github.com/apache/incubator-hivemall/pull/48
[WIP][HIVEMALL-77]
## What changes were proposed in this pull request?
Support CSRMatrix and DenseMatrix in hivemall.matrix package.
## What type of PR
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/41
@maropu Could you update `incubator-hivemall-site`? This feature should be
documented.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/44
@maropu You can use Reflections.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/41
@amaya382 Have you confirmed?
@maropu please merge this PR if he say fine.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/44
@wangyum Merged. Thank you for your contribution!
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/47
Oops. This PR contains a bug. Reverse order to `_queue.poll()` is required
for the output.
```
for (int i = queueSize - 1; i >= 0; i--) {
TupleWithKey tuple = tuple
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/47
hmm... hard to cope w/ this issue. Any good idea? @maropu
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/47
@maropu I found that `each_top_k` behavior on Spark is little bit
difference one from Hive for the ranking scheme in
https://github.com/apache/incubator-hivemall/blob/master/core/src
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/20
@wangyum Thank you for the contribution.
@maropu Could you review this one?
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Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/52#discussion_r103388346
--- Diff: core/src/main/java/hivemall/evaluation/AUCUDAF.java ---
@@ -49,35 +50,251 @@
@SuppressWarnings("deprecation")
@D
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/52#discussion_r103387903
--- Diff: core/src/main/java/hivemall/evaluation/AUCUDAF.java ---
@@ -49,35 +50,251 @@
@SuppressWarnings("deprecation")
@D
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/52#discussion_r103386937
--- Diff: core/src/test/java/hivemall/evaluation/AUCUDAFTest.java ---
@@ -0,0 +1,218 @@
+/*
+ * Licensed to the Apache Software Foundation
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/52#discussion_r103402140
--- Diff: core/src/main/java/hivemall/evaluation/AUCUDAF.java ---
@@ -49,35 +51,264 @@
@SuppressWarnings("deprecation")
@D
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/52#discussion_r103403546
--- Diff: docs/gitbook/eval/auc.md ---
@@ -0,0 +1,102 @@
+
+
+
+
+# Area Under the ROC Curve
+
+[ROC
curve](https
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/52#discussion_r103402767
--- Diff: docs/gitbook/eval/auc.md ---
@@ -0,0 +1,102 @@
+
+
+
+
+# Area Under the ROC Curve
+
+[ROC
curve](https
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/56
LGTM ð
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/53
LGTM ð Thank you for the contribution!
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/42
@maropu sure. Merged! Thanks.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/54
@maropu Merged. Thanks!
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/65
Thanks. Merged into master.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/64
LGTM. Merged. Thanks!
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Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r109558479
--- Diff: core/src/main/java/hivemall/lda/OnlineLDAModel.java ---
@@ -0,0 +1,497 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r109558215
--- Diff: core/src/main/java/hivemall/lda/OnlineLDAModel.java ---
@@ -0,0 +1,497 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r109558520
--- Diff: core/src/main/java/hivemall/lda/OnlineLDAUDTF.java ---
@@ -0,0 +1,112 @@
+package hivemall.lda;
+
+import
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r109558404
--- Diff: core/src/main/java/hivemall/lda/OnlineLDAModel.java ---
@@ -0,0 +1,497 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r109578438
--- Diff: core/src/main/java/hivemall/lda/OnlineLDAModel.java ---
@@ -0,0 +1,464 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r109577680
--- Diff: core/src/main/java/hivemall/lda/OnlineLDAModel.java ---
@@ -0,0 +1,464 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r109580335
--- Diff: core/src/main/java/hivemall/lda/OnlineLDAModel.java ---
@@ -0,0 +1,464 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r109580061
--- Diff: core/src/main/java/hivemall/lda/OnlineLDAModel.java ---
@@ -0,0 +1,464 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r109578284
--- Diff: core/src/main/java/hivemall/lda/OnlineLDAModel.java ---
@@ -0,0 +1,464 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r109578413
--- Diff: core/src/main/java/hivemall/lda/OnlineLDAModel.java ---
@@ -0,0 +1,464 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r109577460
--- Diff: core/src/main/java/hivemall/lda/OnlineLDAModel.java ---
@@ -0,0 +1,464 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r109577240
--- Diff: core/src/main/java/hivemall/lda/OnlineLDAModel.java ---
@@ -0,0 +1,464 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/66
@takuti If you are going to create predict UDAF, better to rename to `lda`
to `train_lda`.
Prediction expected to have feature vector as input and a predicted topic
(& a poste
GitHub user myui opened a pull request:
https://github.com/apache/incubator-hivemall/pull/70
[WIP][HIVEMALL-75-2] Update RandomForest usage
## What changes were proposed in this pull request?
Add `tree_export` UDF and update RandomForest tutorial
## What type of PR
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/68
Thanks! I'll look into it.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/63
@takuti terminatePartial/merge OIs are invalid ones.
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Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/63#discussion_r110554001
--- Diff: core/src/main/java/hivemall/evaluation/AUCUDAF.java ---
@@ -188,13 +234,19 @@ public void iterate(AggregationBuffer agg, Object
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/63#discussion_r110553905
--- Diff: core/src/main/java/hivemall/evaluation/AUCUDAF.java ---
@@ -35,7 +39,9 @@
import
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/63#discussion_r110553873
--- Diff: core/src/main/java/hivemall/evaluation/AUCUDAF.java ---
@@ -204,21 +256,53 @@ public void merge(AggregationBuffer agg, Object
partial
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/63#discussion_r110553945
--- Diff: core/src/main/java/hivemall/evaluation/AUCUDAF.java ---
@@ -204,21 +256,53 @@ public void merge(AggregationBuffer agg, Object
partial
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/51
Merged. Documentation and model conversion pull requests follows in
[HIVEMALL-75-2]
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/67
@maropu Thanks! Merged.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/66
@takuti Could you change package from `hivemall.clustering` to
`hivemall.topicmodel`?
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/63
@takuti LGTM. Merged to small modifications. Thanks!
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Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r111727992
--- Diff: core/src/main/java/hivemall/topicmodel/OnlineLDAModel.java ---
@@ -350,66 +348,80 @@ private float computeApproxBoundForMiniBatch
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r111728040
--- Diff: core/src/main/java/hivemall/topicmodel/OnlineLDAModel.java ---
@@ -350,66 +348,80 @@ private float computeApproxBoundForMiniBatch
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r111728528
--- Diff: core/src/main/java/hivemall/topicmodel/OnlineLDAModel.java ---
@@ -350,66 +348,80 @@ private float computeApproxBoundForMiniBatch
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r111728398
--- Diff: core/src/main/java/hivemall/topicmodel/OnlineLDAModel.java ---
@@ -350,66 +348,80 @@ private float computeApproxBoundForMiniBatch
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/71#discussion_r112696086
--- Diff: core/src/main/java/hivemall/topicmodel/IncrementalPLSAModel.java
---
@@ -0,0 +1,300 @@
+/*
+ * Licensed to the Apache Software
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/71#discussion_r112697171
--- Diff: core/src/main/java/hivemall/topicmodel/IncrementalPLSAModel.java
---
@@ -0,0 +1,300 @@
+/*
+ * Licensed to the Apache Software
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/68#discussion_r111326492
--- Diff: docs/gitbook/docker/getting_started.md ---
@@ -0,0 +1,42 @@
+
+
+# Getting Started
+
+## How to run
+1. Install
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/68#discussion_r111327964
--- Diff: .dockerignore ---
@@ -0,0 +1,6 @@
+.dockerignore
+Dockerfile
+docker-compose.yml
--- End diff --
Top-level files
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r111548963
--- Diff: core/src/main/java/hivemall/topicmodel/LDAUDTF.java ---
@@ -0,0 +1,553 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/66#discussion_r111549092
--- Diff: core/src/main/java/hivemall/topicmodel/LDAUDTF.java ---
@@ -0,0 +1,553 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF
Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/66
@takuti Merged w/ some refactoring. Great work! Thanks.
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Github user myui commented on the issue:
https://github.com/apache/incubator-hivemall/pull/68
@amaya382 Thanks. I'll try this PR in this week.
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Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/71#discussion_r112865163
--- Diff: core/src/main/java/hivemall/utils/math/MathUtils.java ---
@@ -401,4 +401,13 @@ public static double logsumexp(@Nonnull final double[]
arr
Github user myui commented on a diff in the pull request:
https://github.com/apache/incubator-hivemall/pull/61#discussion_r105071319
--- Diff:
spark/spark-2.1/src/main/scala/org/apache/spark/sql/hive/HivemallOps.scala ---
@@ -805,6 +805,47 @@ final class HivemallOps(df: DataFrame
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