SystemDS
Getting Started:
Install SystemDS
QuickStart
Guides
Federated Environment
Built-in Algorithms
Python end-to-end tutorial
API
SystemDSContext
Algorithms
Matrix
Frame
List
Scalar
Source
Internals API
Operation Node
Dag
Script
Converters
Helpers
SystemDS
Index
Index
_
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A
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B
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C
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D
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E
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F
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G
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H
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I
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K
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L
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M
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N
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O
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P
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R
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S
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T
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U
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V
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W
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X
_
__init__() (systemds.context.SystemDSContext method)
(systemds.operator.Frame method)
(systemds.operator.List method)
(systemds.operator.Matrix method)
(systemds.operator.OperationNode method)
(systemds.operator.Scalar method)
(systemds.operator.Source method)
A
abs() (systemds.operator.Matrix method)
(systemds.operator.Scalar method)
abstain() (in module systemds.operator.algorithm)
acos() (systemds.operator.Matrix method)
(systemds.operator.Scalar method)
add_code() (systemds.script_building.script.DMLScript method)
add_input_from_python() (systemds.script_building.script.DMLScript method)
als() (in module systemds.operator.algorithm)
alsCG() (in module systemds.operator.algorithm)
alsDS() (in module systemds.operator.algorithm)
alsPredict() (in module systemds.operator.algorithm)
alsTopkPredict() (in module systemds.operator.algorithm)
arima() (in module systemds.operator.algorithm)
array() (systemds.context.SystemDSContext method)
asin() (systemds.operator.Matrix method)
(systemds.operator.Scalar method)
atan() (systemds.operator.Matrix method)
(systemds.operator.Scalar method)
auc() (in module systemds.operator.algorithm)
autoencoder_2layer() (in module systemds.operator.algorithm)
B
bandit() (in module systemds.operator.algorithm)
bivar() (in module systemds.operator.algorithm)
build_code() (systemds.script_building.script.DMLScript method)
C
capture_stats() (systemds.context.SystemDSContext method)
capture_stats_context() (systemds.context.SystemDSContext method)
cbind() (systemds.operator.Frame method)
(systemds.operator.Matrix method)
cholesky() (systemds.operator.Matrix method)
clear_stats() (systemds.context.SystemDSContext method)
close() (systemds.context.SystemDSContext method)
code_line() (systemds.operator.Frame method)
(systemds.operator.List method)
(systemds.operator.Matrix method)
(systemds.operator.OperationNode method)
(systemds.operator.Scalar method)
(systemds.operator.Source method)
(systemds.script_building.dag.DAGNode method)
combine() (systemds.context.SystemDSContext method)
components() (in module systemds.operator.algorithm)
compute() (systemds.operator.Frame method)
(systemds.operator.List method)
(systemds.operator.Matrix method)
(systemds.operator.OperationNode method)
(systemds.operator.Scalar method)
(systemds.operator.Source method)
(systemds.script_building.dag.DAGNode method)
confusionMatrix() (in module systemds.operator.algorithm)
cor() (in module systemds.operator.algorithm)
cos() (systemds.operator.Matrix method)
(systemds.operator.Scalar method)
cosh() (systemds.operator.Matrix method)
(systemds.operator.Scalar method)
cox() (in module systemds.operator.algorithm)
create_params_string() (in module systemds.utils.helpers)
cspline() (in module systemds.operator.algorithm)
csplineCG() (in module systemds.operator.algorithm)
csplineDS() (in module systemds.operator.algorithm)
cvlm() (in module systemds.operator.algorithm)
D
DAGNode (class in systemds.script_building.dag)
dbscan() (in module systemds.operator.algorithm)
dbscanApply() (in module systemds.operator.algorithm)
decisionTree() (in module systemds.operator.algorithm)
decisionTreePredict() (in module systemds.operator.algorithm)
deepWalk() (in module systemds.operator.algorithm)
dict() (systemds.context.SystemDSContext method)
differenceStatistics() (in module systemds.operator.algorithm)
discoverFD() (in module systemds.operator.algorithm)
dist() (in module systemds.operator.algorithm)
DMLScript (class in systemds.script_building.script)
E
eigen() (systemds.operator.Matrix method)
exception_and_close() (systemds.context.SystemDSContext method)
execute() (systemds.script_building.script.DMLScript method)
execute_with_lineage() (systemds.script_building.script.DMLScript method)
executePipeline() (in module systemds.operator.algorithm)
F
f1Score() (in module systemds.operator.algorithm)
fdr() (in module systemds.operator.algorithm)
federated() (systemds.context.SystemDSContext method)
ffPredict() (in module systemds.operator.algorithm)
fft() (systemds.context.SystemDSContext method)
ffTrain() (in module systemds.operator.algorithm)
flattenQuantile() (in module systemds.operator.algorithm)
Frame (class in systemds.operator)
frame_block_to_pandas() (in module systemds.utils.converters)
frequencyEncode() (in module systemds.operator.algorithm)
frequencyEncodeApply() (in module systemds.operator.algorithm)
from_numpy() (systemds.context.SystemDSContext method)
from_pandas() (systemds.context.SystemDSContext method)
full() (systemds.context.SystemDSContext method)
G
garch() (in module systemds.operator.algorithm)
gaussianClassifier() (in module systemds.operator.algorithm)
get_lineage_trace() (systemds.operator.OperationNode method)
(systemds.script_building.dag.DAGNode method)
get_module_dir() (in module systemds.utils.helpers)
get_stats() (systemds.context.SystemDSContext method)
get_stderr() (systemds.context.SystemDSContext method)
get_stdout() (systemds.context.SystemDSContext method)
getAccuracy() (in module systemds.operator.algorithm)
glm() (in module systemds.operator.algorithm)
glmPredict() (in module systemds.operator.algorithm)
gmm() (in module systemds.operator.algorithm)
gmmPredict() (in module systemds.operator.algorithm)
gnmf() (in module systemds.operator.algorithm)
gridSearch() (in module systemds.operator.algorithm)
H
hospitalResidencyMatch() (in module systemds.operator.algorithm)
hyperband() (in module systemds.operator.algorithm)
I
ifft() (systemds.context.SystemDSContext method)
img_brightness() (in module systemds.operator.algorithm)
img_brightness_linearized() (in module systemds.operator.algorithm)
img_crop() (in module systemds.operator.algorithm)
img_crop_linearized() (in module systemds.operator.algorithm)
img_cutout() (in module systemds.operator.algorithm)
img_cutout_linearized() (in module systemds.operator.algorithm)
img_invert() (in module systemds.operator.algorithm)
img_invert_linearized() (in module systemds.operator.algorithm)
img_mirror() (in module systemds.operator.algorithm)
img_mirror_linearized() (in module systemds.operator.algorithm)
img_posterize() (in module systemds.operator.algorithm)
img_posterize_linearized() (in module systemds.operator.algorithm)
img_rotate() (in module systemds.operator.algorithm)
img_rotate_linearized() (in module systemds.operator.algorithm)
img_sample_pairing() (in module systemds.operator.algorithm)
img_sample_pairing_linearized() (in module systemds.operator.algorithm)
img_shear() (in module systemds.operator.algorithm)
img_shear_linearized() (in module systemds.operator.algorithm)
img_transform() (in module systemds.operator.algorithm)
img_transform_linearized() (in module systemds.operator.algorithm)
img_translate() (in module systemds.operator.algorithm)
img_translate_linearized() (in module systemds.operator.algorithm)
impurityMeasures() (in module systemds.operator.algorithm)
imputeByFD() (in module systemds.operator.algorithm)
imputeByFDApply() (in module systemds.operator.algorithm)
imputeByMean() (in module systemds.operator.algorithm)
imputeByMeanApply() (in module systemds.operator.algorithm)
imputeByMedian() (in module systemds.operator.algorithm)
imputeByMedianApply() (in module systemds.operator.algorithm)
imputeByMode() (in module systemds.operator.algorithm)
imputeByModeApply() (in module systemds.operator.algorithm)
incSliceLine() (in module systemds.operator.algorithm)
intersect() (in module systemds.operator.algorithm)
K
km() (in module systemds.operator.algorithm)
kmeans() (in module systemds.operator.algorithm)
kmeansPredict() (in module systemds.operator.algorithm)
knn() (in module systemds.operator.algorithm)
knnbf() (in module systemds.operator.algorithm)
knnGraph() (in module systemds.operator.algorithm)
L
l2svm() (in module systemds.operator.algorithm)
l2svmPredict() (in module systemds.operator.algorithm)
lasso() (in module systemds.operator.algorithm)
lenetPredict() (in module systemds.operator.algorithm)
lenetTrain() (in module systemds.operator.algorithm)
List (class in systemds.operator)
list() (systemds.context.SystemDSContext method)
lm() (in module systemds.operator.algorithm)
lmCG() (in module systemds.operator.algorithm)
lmDS() (in module systemds.operator.algorithm)
lmPredict() (in module systemds.operator.algorithm)
lmPredictStats() (in module systemds.operator.algorithm)
logSumExp() (in module systemds.operator.algorithm)
M
mae() (in module systemds.operator.algorithm)
mape() (in module systemds.operator.algorithm)
Matrix (class in systemds.operator)
matrix_block_to_numpy() (in module systemds.utils.converters)
matrixProfile() (in module systemds.operator.algorithm)
max() (systemds.operator.Matrix method)
mcc() (in module systemds.operator.algorithm)
mean() (systemds.operator.Matrix method)
mice() (in module systemds.operator.algorithm)
miceApply() (in module systemds.operator.algorithm)
min() (systemds.operator.Matrix method)
module
systemds.operator.algorithm
systemds.script_building.dag
systemds.script_building.script
systemds.utils.converters
systemds.utils.helpers
mse() (in module systemds.operator.algorithm)
msmape() (in module systemds.operator.algorithm)
msvm() (in module systemds.operator.algorithm)
msvmPredict() (in module systemds.operator.algorithm)
multiLogReg() (in module systemds.operator.algorithm)
multiLogRegPredict() (in module systemds.operator.algorithm)
N
na_locf() (in module systemds.operator.algorithm)
naiveBayes() (in module systemds.operator.algorithm)
naiveBayesPredict() (in module systemds.operator.algorithm)
normalize() (in module systemds.operator.algorithm)
normalizeApply() (in module systemds.operator.algorithm)
nrmse() (in module systemds.operator.algorithm)
numpy_to_matrix_block() (in module systemds.utils.converters)
O
OperationNode (class in systemds.operator)
order() (systemds.operator.Matrix method)
outlier() (in module systemds.operator.algorithm)
outlierByArima() (in module systemds.operator.algorithm)
outlierByIQR() (in module systemds.operator.algorithm)
outlierByIQRApply() (in module systemds.operator.algorithm)
outlierBySd() (in module systemds.operator.algorithm)
outlierBySdApply() (in module systemds.operator.algorithm)
OutputType (class in systemds.script_building.dag)
P
pageRank() (in module systemds.operator.algorithm)
pandas_to_frame_block() (in module systemds.utils.converters)
pass_python_data_to_prepared_script() (systemds.operator.Frame method)
(systemds.operator.List method)
(systemds.operator.Matrix method)
(systemds.operator.OperationNode method)
(systemds.operator.Scalar method)
(systemds.script_building.dag.DAGNode method)
pca() (in module systemds.operator.algorithm)
pcaInverse() (in module systemds.operator.algorithm)
pcaTransform() (in module systemds.operator.algorithm)
pnmf() (in module systemds.operator.algorithm)
ppca() (in module systemds.operator.algorithm)
print() (systemds.operator.OperationNode method)
psnr() (in module systemds.operator.algorithm)
R
raGroupby() (in module systemds.operator.algorithm)
raJoin() (in module systemds.operator.algorithm)
rand() (systemds.context.SystemDSContext method)
randomForest() (in module systemds.operator.algorithm)
randomForestPredict() (in module systemds.operator.algorithm)
raSelection() (in module systemds.operator.algorithm)
rbind() (systemds.operator.Frame method)
(systemds.operator.Matrix method)
read() (systemds.context.SystemDSContext method)
replace() (systemds.operator.Frame method)
(systemds.operator.Matrix method)
rev() (systemds.operator.Matrix method)
rmse() (in module systemds.operator.algorithm)
round() (systemds.operator.Matrix method)
S
Scalar (class in systemds.operator)
scalar() (systemds.context.SystemDSContext method)
scale() (in module systemds.operator.algorithm)
scaleApply() (in module systemds.operator.algorithm)
scaleMinMax() (in module systemds.operator.algorithm)
selectByVarThresh() (in module systemds.operator.algorithm)
seq() (systemds.context.SystemDSContext method)
setdiff() (in module systemds.operator.algorithm)
sherlock() (in module systemds.operator.algorithm)
sherlockPredict() (in module systemds.operator.algorithm)
shortestPath() (in module systemds.operator.algorithm)
sigmoid() (in module systemds.operator.algorithm)
sin() (systemds.operator.Matrix method)
(systemds.operator.Scalar method)
sinh() (systemds.operator.Matrix method)
(systemds.operator.Scalar method)
skewness() (in module systemds.operator.algorithm)
slicefinder() (in module systemds.operator.algorithm)
sliceLineDebug() (in module systemds.operator.algorithm)
smape() (in module systemds.operator.algorithm)
smote() (in module systemds.operator.algorithm)
softmax() (in module systemds.operator.algorithm)
Source (class in systemds.operator)
source() (systemds.context.SystemDSContext method)
split() (in module systemds.operator.algorithm)
splitBalanced() (in module systemds.operator.algorithm)
stableMarriage() (in module systemds.operator.algorithm)
statsNA() (in module systemds.operator.algorithm)
steplm() (in module systemds.operator.algorithm)
stratstats() (in module systemds.operator.algorithm)
sum() (systemds.operator.Matrix method)
svd() (systemds.operator.Matrix method)
symmetricDifference() (in module systemds.operator.algorithm)
systemds.operator.algorithm
module
systemds.script_building.dag
module
systemds.script_building.script
module
systemds.utils.converters
module
systemds.utils.helpers
module
SystemDSContext (class in systemds.context)
T
t() (systemds.operator.Matrix method)
take_stats() (systemds.context.SystemDSContext method)
tan() (systemds.operator.Matrix method)
(systemds.operator.Scalar method)
tanh() (systemds.operator.Matrix method)
(systemds.operator.Scalar method)
to_one_hot() (systemds.operator.Matrix method)
to_string() (systemds.operator.Frame method)
(systemds.operator.Matrix method)
(systemds.operator.Scalar method)
tomeklink() (in module systemds.operator.algorithm)
toOneHot() (in module systemds.operator.algorithm)
tSNE() (in module systemds.operator.algorithm)
U
underSampling() (in module systemds.operator.algorithm)
union() (in module systemds.operator.algorithm)
univar() (in module systemds.operator.algorithm)
V
var() (systemds.operator.Matrix method)
vectorToCsv() (in module systemds.operator.algorithm)
W
winsorize() (in module systemds.operator.algorithm)
winsorizeApply() (in module systemds.operator.algorithm)
WoE() (in module systemds.operator.algorithm)
WoEApply() (in module systemds.operator.algorithm)
write() (systemds.operator.OperationNode method)
X
xdummy1() (in module systemds.operator.algorithm)
xdummy2() (in module systemds.operator.algorithm)
xgboost() (in module systemds.operator.algorithm)
xgboostPredictClassification() (in module systemds.operator.algorithm)
xgboostPredictRegression() (in module systemds.operator.algorithm)