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Posted to commits@systemds.apache.org by ss...@apache.org on 2020/07/09 15:01:32 UTC
[systemds] branch master updated: [SYSTEMDS-611] Cleaning Pipelines
version 1
This is an automated email from the ASF dual-hosted git repository.
ssiddiqi pushed a commit to branch master
in repository https://gitbox.apache.org/repos/asf/systemds.git
The following commit(s) were added to refs/heads/master by this push:
new 51c8835 [SYSTEMDS-611] Cleaning Pipelines version 1
51c8835 is described below
commit 51c88355daccc6da0d070833e7c273deb00d1e2b
Author: Shafaq Siddiqi <sh...@tugraz.at>
AuthorDate: Thu Jul 9 16:56:51 2020 +0200
[SYSTEMDS-611] Cleaning Pipelines version 1
---
dev/Tasks.txt | 9 +-
.../builtin/{winsorize.dml => executePipeline.dml} | 36 +-
scripts/builtin/outlierByIQR.dml | 7 +-
scripts/builtin/outlierBySd.dml | 6 +-
scripts/builtin/winsorize.dml | 2 +-
scripts/staging/pipelines/airbnb.csv | 33146 +++++++++++++++++++
scripts/staging/pipelines/enumerator.dml | 374 +
scripts/staging/pipelines/logical.csv | 4 +
scripts/staging/pipelines/mviPrimitives.csv | 2 +
scripts/staging/pipelines/outlierPrimitives.csv | 2 +
scripts/staging/pipelines/properties.csv | 2 +
.../java/org/apache/sysds/common/Builtins.java | 1 +
.../functions/pipelines/BuiltinEnumeratorTest.java | 69 +
.../scripts/functions/builtin/multipleBuiltins.dml | 2 +-
.../scripts/functions/builtin/outlier_by_IQR.dml | 1 +
src/test/scripts/functions/builtin/winsorize.dml | 2 +-
16 files changed, 33640 insertions(+), 25 deletions(-)
diff --git a/dev/Tasks.txt b/dev/Tasks.txt
index f490390..9f9bbec 100644
--- a/dev/Tasks.txt
+++ b/dev/Tasks.txt
@@ -357,7 +357,8 @@ Others:
* Break append instruction to cbind and rbind
SYSTEMDS-510 IO formats
- * 511 Add protobuf support to write and read FrameBlocks to HDFS OK
-
-SYSTEMDS-520 Lineage Tracing, Reuse and Integration III
- * 521 New lineage option exposing cache policies OK
\ No newline at end of file
+ * 511 Add protobuf support to write and read FrameBlocks to HDFS OKSYSTEMDS-520 Lineage Tracing, Reuse and Integration III
+ * 521 New lineage option exposing cache policies OK
+
+SYSTEMDS-610 Cleaning Pipelines
+ * 611 Initial Brute force execution OK
\ No newline at end of file
diff --git a/scripts/builtin/winsorize.dml b/scripts/builtin/executePipeline.dml
similarity index 60%
copy from scripts/builtin/winsorize.dml
copy to scripts/builtin/executePipeline.dml
index 62e2d53..9ef42ff 100644
--- a/scripts/builtin/winsorize.dml
+++ b/scripts/builtin/executePipeline.dml
@@ -19,19 +19,29 @@
#
#-------------------------------------------------------------
-m_winsorize = function(Matrix[Double] X) return (Matrix[Double] Y) {
- Y = matrix(0, nrow(X), ncol(X))
- parfor(i in 1:ncol(X))
- Y[,i] = fixOutliersWinsorize(X[,i])
-}
+s_executePipeline = function(Frame[String] pipeline, Matrix[Double] X, List[Unknown] hyperParameters, Boolean verbose)
+return (Matrix[Double] X)
+{
+ for(i in 1: ncol(pipeline)) {
+ hp = matrixToList(X, as.matrix(hyperParameters[i]))
+ X = eval(as.scalar(pipeline[1,i]), hp)
+ }
-fixOutliersWinsorize = function(Matrix[Double] X) return (Matrix[Double] Y)
+}
+
+
+# This function will convert the matrix row-vector into list
+matrixToList = function(Matrix[Double] X, Matrix[Double] p)
+return (List[Unknown] l)
{
- # compute quantiles for lower and upper probs
- q = quantile(X, matrix("0.05 0.95", rows=2, cols=1));
- ql = as.scalar(q[1,1]);
- qu = as.scalar(q[2,1]);
- # replace values outside [ql,qu] w/ ql and qu respectively
- Y = ifelse(X < ql, ql, X);
- Y = ifelse(Y > qu, qu, Y);
+ l = list()
+ l = append(l, X)
+ if(sum(p) != -1)
+ {
+ for(i in 1:ncol(p))
+ l = append(l, as.scalar(p[1,i]))
+ }
+ l = append(l, FALSE) #verbose parameter value
}
+
+
diff --git a/scripts/builtin/outlierByIQR.dml b/scripts/builtin/outlierByIQR.dml
index a31c6e6..f938fa3 100644
--- a/scripts/builtin/outlierByIQR.dml
+++ b/scripts/builtin/outlierByIQR.dml
@@ -56,12 +56,13 @@ m_outlierByIQR = function(Matrix[Double] X, Double k =1.5, Integer repairMethod
upperBound = (Q3 + (k * IQR));
lowerBound = (Q1 - (k * IQR));
outlierFilter = X < lowerBound | X > upperBound
-
if(sum(outlierFilter) > 1 & sumNext != 0 & sumPrevious != sumNext ) {
#TODO: see outlierBySd why are sumPrevious and sumNext necessary
- sumPrevious = sum(X * !is.nan(X))
+ temp = replace(target=X, pattern = NaN, replacement = 0)
+ sumPrevious = sum(temp)
X = fix_outliers_iqr(X, outlierFilter, repairMethod)
- sumNext = sum(X * !is.nan(X))
+ temp = replace(target=X, pattern = NaN, replacement = 0)
+ sumNext = sum(temp)
}
else
max_iterations = -1
diff --git a/scripts/builtin/outlierBySd.dml b/scripts/builtin/outlierBySd.dml
index 6b1f672..d4dc5ef 100644
--- a/scripts/builtin/outlierBySd.dml
+++ b/scripts/builtin/outlierBySd.dml
@@ -63,9 +63,11 @@ m_outlierBySd = function(Matrix[Double] X, Double k = 3, Integer repairMethod =
if(sum(outlierFilter) > 1 & sumNext != 0 & sumPrevious != sumNext) {
#TODO why is the check with sumPrevious and sumNext necessary
- sumPrevious = sum(X * !is.nan(X))
+ temp = replace(target=X, pattern = NaN, replacement = 0)
+ sumPrevious = sum(temp)
X = fix_outliers_sd(X, outlierFilter, repairMethod)
- sumNext = sum(X * !is.nan(X))
+ temp = replace(target=X, pattern = NaN, replacement = 0)
+ sumNext = sum(temp)
}
else
max_iterations = - 1;
diff --git a/scripts/builtin/winsorize.dml b/scripts/builtin/winsorize.dml
index 62e2d53..5e7eb61 100644
--- a/scripts/builtin/winsorize.dml
+++ b/scripts/builtin/winsorize.dml
@@ -19,7 +19,7 @@
#
#-------------------------------------------------------------
-m_winsorize = function(Matrix[Double] X) return (Matrix[Double] Y) {
+m_winsorize = function(Matrix[Double] X, Boolean verbose) return (Matrix[Double] Y) {
Y = matrix(0, nrow(X), ncol(X))
parfor(i in 1:ncol(X))
Y[,i] = fixOutliersWinsorize(X[,i])
diff --git a/scripts/staging/pipelines/airbnb.csv b/scripts/staging/pipelines/airbnb.csv
new file mode 100644
index 0000000..4ae41a5
--- /dev/null
+++ b/scripts/staging/pipelines/airbnb.csv
@@ -0,0 +1,33146 @@
+Rating,Bathrooms,Bedrooms,Beds,NumGuests,NumReviews,Price,latitude,longitude,zipcode,pop2016,pop2010,pop2000,cost_living_index (US avg. = 100),land_area (sq.mi.),water_area (sq.mi.),pop_density (people per mile),number of males,number of females,prop taxes paid 2016,median taxes (with mortgage,median taxes (no mortgage),median house value,median houshold income,median monthly owner costs (with mortgage),median monthly owner costs (no mortgage),median gross rent,median asking price for va [...]
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