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49,738
18.07.2018 18:23:51
25,200
c89d3be80c13d47c2545840ce5b33e7debec60a5
Fix codegen binary outer operation handling So far we generated invalid codegen plans for binary outer vector operations leading to incorrect results. This patch effectively disables such outer vector operations (which anyway have dedicated physical operators that change their asymptotic behavior) in all codegen templates. Furthermore, this also includes related tests.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/AggUnaryOp.java", "new_path": "src/main/java/org/apache/sysml/hops/AggUnaryOp.java", "diff": "@@ -555,7 +555,7 @@ public class AggUnaryOp extends MultiThreadedHop\nboolean ret = false;\nHop input = getInput().get(0);\n- if( ...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2454] Fix codegen binary outer operation handling So far we generated invalid codegen plans for binary outer vector operations leading to incorrect results. This patch effectively disables such outer vector operations (which anyway have dedicated physical operators that change their asymptotic behavior) in all codegen templates. Furthermore, this also includes related tests.
49,698
18.07.2018 18:47:49
25,200
1049f5e56070b648d2f1fa54f1af658206f0114e
[MINOR] Remove unused argument from fm.init dml function Closes
[ { "change_type": "MODIFY", "old_path": "scripts/nn/layers/fm.dml", "new_path": "scripts/nn/layers/fm.dml", "diff": "@@ -109,7 +109,7 @@ backward = function(matrix[double] dout, matrix[double] X, matrix[double] w0, ma\n# dV = mean(dout) * (t(X) %*% X %*%V) - g_V2\n}\n-init = function(int n, int d, in...
Java
Apache License 2.0
apache/systemds
[MINOR] Remove unused argument from fm.init dml function Closes #804.
49,727
18.07.2018 22:16:34
25,200
bca1f1c758b076ceb39febe3c4a6f8757655005d
Fix paramserv model list cleanup for partial updates Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/controlprogram/paramserv/LocalPSWorker.java", "new_path": "src/main/java/org/apache/sysml/runtime/controlprogram/paramserv/LocalPSWorker.java", "diff": "@@ -85,7 +85,7 @@ public class LocalPSWorker extends PSWorker implem...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2446] Fix paramserv model list cleanup for partial updates Closes #802.
49,738
21.07.2018 01:18:16
25,200
44a1a67df134ccc6194ade35f51fe9736717434c
New estimation util for analyzing self-product NNZs This patch adds a new estimation utility for analyzing the exact output number of non-zeros of self matrix products without the need to materialize the output matrix.
[ { "change_type": "ADD", "old_path": null, "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimationUtils.java", "diff": "+/*\n+ * Licensed to the Apache Software Foundation (ASF) under one\n+ * or more contributor license agreements. See the NOTICE file\n+ * distributed with this work for ad...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2461] New estimation util for analyzing self-product NNZs This patch adds a new estimation utility for analyzing the exact output number of non-zeros of self matrix products without the need to materialize the output matrix.
49,738
21.07.2018 16:13:38
25,200
dac22aae7d244dd608911fc7760408a2ecbf5a4a
Fix integer overflows in MNC sparsity estimator This patch fixes int overflows when using the MNC sparsity estimator over matrices with large dimensions whose product exceed max int.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "diff": "@@ -100,7 +100,7 @@ public class EstimatorMatrixHistogram extends SparsityEstimator\n//not...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2296] Fix integer overflows in MNC sparsity estimator This patch fixes int overflows when using the MNC sparsity estimator over matrices with large dimensions whose product exceed max int.
49,738
24.07.2018 18:32:50
25,200
99b1c2e252f935bbce5f53574d3e245221da3e68
Codegen support for maxpool/avgpool DNN operations This patch adds code generation support for maxpool and avgpool DNN operations to the codegen row-template. This way often entire joins of conv/maxpool/relu can be executed as fused operators without parallelization barriers per operator.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/DnnOp.java", "new_path": "src/main/java/org/apache/sysml/hops/DnnOp.java", "diff": "@@ -217,6 +217,12 @@ public class DnnOp extends MultiThreadedHop\nisEqualAndKnown(param1.H, param2.H) && isEqualAndKnown(param1.W, param2.W)...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2109] Codegen support for maxpool/avgpool DNN operations This patch adds code generation support for maxpool and avgpool DNN operations to the codegen row-template. This way often entire joins of conv/maxpool/relu can be executed as fused operators without parallelization barriers per operator.
49,738
24.07.2018 23:08:58
25,200
fb675b82cfce6912cccbee1875d5df259c44f9ed
[HOTFIX] Fix maxpool/avgpool refactoring (start offsets and init)
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/matrix/data/LibMatrixDNNPooling.java", "new_path": "src/main/java/org/apache/sysml/runtime/matrix/data/LibMatrixDNNPooling.java", "diff": "@@ -117,7 +117,7 @@ public class LibMatrixDNNPooling {\nArrays.fill(out, rl*CPQ, r...
Java
Apache License 2.0
apache/systemds
[HOTFIX] Fix maxpool/avgpool refactoring (start offsets and init)
49,738
25.07.2018 18:03:57
25,200
db9da28551bd85f234c196ac8fd7ea25cccc8543
Fix paramserv tests (incorrect named argument usage) With the recently added support for named function arguments various places in SystemML check the validity of used named arguments. This makes the existing paramserv tests fail because they use incorrect name bindings that have been ignored so far.
[ { "change_type": "MODIFY", "old_path": "src/test/scripts/functions/paramserv/mnist_lenet_paramserv.dml", "new_path": "src/test/scripts/functions/paramserv/mnist_lenet_paramserv.dml", "diff": "@@ -157,14 +157,12 @@ gradients = function(matrix[double] features,\n[outc1, Houtc1, Woutc1] = conv2d::forwa...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2463] Fix paramserv tests (incorrect named argument usage) With the recently added support for named function arguments various places in SystemML check the validity of used named arguments. This makes the existing paramserv tests fail because they use incorrect name bindings that have been ignored so far.
49,738
25.07.2018 19:14:34
25,200
07e65189ef8a2b9d15f17ae7f502bfd2d7588933
Fix IPA robustness for permuted named function args This patch fixes incorrect size propagation issues when using the recently introduced named function arguments. Specifically, we properly propagate statistics according to the given input-name binding.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/ipa/InterProceduralAnalysis.java", "new_path": "src/main/java/org/apache/sysml/hops/ipa/InterProceduralAnalysis.java", "diff": "@@ -520,14 +520,16 @@ public class InterProceduralAnalysis\nprivate static void populateLocalVar...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2467] Fix IPA robustness for permuted named function args This patch fixes incorrect size propagation issues when using the recently introduced named function arguments. Specifically, we properly propagate statistics according to the given input-name binding.
49,760
25.07.2018 20:38:55
25,200
eb182010ba69a645b11f9a8bc18f2722dc7e64d6
Improved MNC sketch propagation (probabilistic rounding) Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "diff": "package org.apache.sysml.hops.estim;\nimport java.util.Arrays;\n+import java.util.Random;\...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2468] Improved MNC sketch propagation (probabilistic rounding) Closes #807
49,738
27.07.2018 17:18:58
25,200
dfa27ba22e3e64a253012f7f77eb918be5e0ef1a
[MINOR] Fix paramserv accumulator handling (uninitialized stats)
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/controlprogram/paramserv/spark/SparkPSWorker.java", "new_path": "src/main/java/org/apache/sysml/runtime/controlprogram/paramserv/spark/SparkPSWorker.java", "diff": "@@ -26,7 +26,6 @@ import java.util.Map;\nimport org.apac...
Java
Apache License 2.0
apache/systemds
[MINOR] Fix paramserv accumulator handling (uninitialized stats)
49,727
28.07.2018 20:26:53
25,200
b586d16913196276d5bbd0c0828389aed7e4d9e3
Performance distributed paramserv (partition/serialize) Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/controlprogram/paramserv/LocalPSWorker.java", "new_path": "src/main/java/org/apache/sysml/runtime/controlprogram/paramserv/LocalPSWorker.java", "diff": "@@ -191,8 +191,8 @@ public class LocalPSWorker extends PSWorker impl...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2469] Performance distributed paramserv (partition/serialize) Closes #809.
49,738
30.07.2018 14:34:49
25,200
50ddddb90b28c6e28e97195dded9696edcdc3b45
Fix distributed spark cumsumprod (aggregate 1st pass) This patch fixes result correctness issues of distributed spark operations of the new cumulative aggregate cumsumprod. In detail, we now use cumsumprod(AB)[n] instead of sum(AB) as aggregation function during the forward pass of the generic two-pass algorithm.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/instructions/spark/CumulativeAggregateSPInstruction.java", "new_path": "src/main/java/org/apache/sysml/runtime/instructions/spark/CumulativeAggregateSPInstruction.java", "diff": "@@ -27,6 +27,7 @@ import scala.Tuple2;\nim...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2470] Fix distributed spark cumsumprod (aggregate 1st pass) This patch fixes result correctness issues of distributed spark operations of the new cumulative aggregate cumsumprod. In detail, we now use cumsumprod(AB)[n] instead of sum(AB) as aggregation function during the forward pass of the generic two-pass algorithm.
49,738
30.07.2018 18:55:13
25,200
827d73bd58087f2c774697bb6114ccf23d768bb1
Fix robustness IPA wrt updates of function call graph
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/ipa/FunctionCallGraph.java", "new_path": "src/main/java/org/apache/sysml/hops/ipa/FunctionCallGraph.java", "diff": "@@ -179,7 +179,9 @@ public class FunctionCallGraph\n* @param sb source statement block\n*/\npublic void remo...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2473] Fix robustness IPA wrt updates of function call graph
49,738
30.07.2018 21:58:37
25,200
f2c0d13e2d785ae9143f38cc59b06f14b7dd4fc8
Fix matrix/frame left indexing into list data types This patch fixes the missing left indexing support for frames and matrices into lists. Furthermore, this also includes a robustness fix for inferring the output data type of builtin functions when the target is a list left indexing (which propagated incorrectly to the source).
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/lops/PartialAggregate.java", "new_path": "src/main/java/org/apache/sysml/lops/PartialAggregate.java", "diff": "@@ -377,6 +377,14 @@ public class PartialAggregate extends Lop\n}\n}\n+ case SumProduct: {\n+ switch( dir ) {\n+ case ...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2475] Fix matrix/frame left indexing into list data types This patch fixes the missing left indexing support for frames and matrices into lists. Furthermore, this also includes a robustness fix for inferring the output data type of builtin functions when the target is a list left indexing (which propagated incorrectly to the source).
49,738
30.07.2018 22:06:49
25,200
430c04d5988cb542b2037938b239f9d69706d7c5
Support for list result variables in parfor This patch introduces support for list data types as parfor result variables. In detail, this includes (1) a generalized parfor dependency analysis for lists, (2) a hardened parfor optimizer for list data types, and (3) a dedicated result merge procedure for lists.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/parser/ParForStatementBlock.java", "new_path": "src/main/java/org/apache/sysml/parser/ParForStatementBlock.java", "diff": "@@ -686,10 +686,10 @@ public class ParForStatementBlock extends ForStatementBlock\nfor(DataIdentifier writ...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2474] Support for list result variables in parfor This patch introduces support for list data types as parfor result variables. In detail, this includes (1) a generalized parfor dependency analysis for lists, (2) a hardened parfor optimizer for list data types, and (3) a dedicated result merge procedure for lists.
49,760
31.07.2018 21:25:18
25,200
5dee6c7edd8b43e14ce1ee280863df5011a989cf
Extended MNC sketch propagation (track full diags) Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "diff": "@@ -149,11 +149,13 @@ public class EstimatorMatrixHistogram extends SparsityEstimator\npri...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2468] Extended MNC sketch propagation (track full diags) Closes #810.
49,738
31.07.2018 22:32:53
25,200
4916d454ba370f76abacf3c6bdd6e2c526917fd9
Extended literal replacement for scalar list lookups This patch extends the literal replacement rewrites during dynamic recompilation to also handle scalar list lookups (scalar cast over list lookup) which is important for hyper parameters that affect sizes of subsequent operations.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/recompile/LiteralReplacement.java", "new_path": "src/main/java/org/apache/sysml/hops/recompile/LiteralReplacement.java", "diff": "@@ -36,7 +36,6 @@ import org.apache.sysml.hops.Hop.OpOp1;\nimport org.apache.sysml.hops.rewrit...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2476] Extended literal replacement for scalar list lookups This patch extends the literal replacement rewrites during dynamic recompilation to also handle scalar list lookups (scalar cast over list lookup) which is important for hyper parameters that affect sizes of subsequent operations.
49,760
01.08.2018 18:45:50
25,200
31610e36db121bcfa289210fdff900682a6b96ec
Extended MNC estimator for other operations, part 1 Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBasicAvg.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBasicAvg.java", "diff": "package org.apache.sysml.hops.estim;\n+import org.apache.commons.lang.NotImplementedException;\nimport o...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2479] Extended MNC estimator for other operations, part 1 Closes #811.
49,738
01.08.2018 22:21:57
25,200
51154f17b316df932dd147d86b740edc4358914d
[MINOR] Fix integer overflow in MNC sparsity estimator (other ops)
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "diff": "@@ -94,7 +94,7 @@ public class EstimatorMatrixHistogram extends SparsityEstimator\n}\npriv...
Java
Apache License 2.0
apache/systemds
[MINOR] Fix integer overflow in MNC sparsity estimator (other ops)
49,738
02.08.2018 00:03:42
25,200
aed66df1360f5a74833bd64d457e26050b35164b
Rework cleanup of lists and matrices/frames in lists This patch contains a major rework of the cleanup of lists as well as any cacheable data (i.e., matrices and frames) in list objects. Specifically, we now ensure full consistent to the behavior without lists, which prevents missing cleanups and thus unnecessary evictions.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/controlprogram/LocalVariableMap.java", "new_path": "src/main/java/org/apache/sysml/runtime/controlprogram/LocalVariableMap.java", "diff": "@@ -31,6 +31,7 @@ import org.apache.sysml.runtime.controlprogram.caching.Cacheable...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2481] Rework cleanup of lists and matrices/frames in lists This patch contains a major rework of the cleanup of lists as well as any cacheable data (i.e., matrices and frames) in list objects. Specifically, we now ensure full consistent to the behavior without lists, which prevents missing cleanups and thus unnecessary evictions.
49,736
02.08.2018 16:20:08
25,200
180c4f281153e80fad6340d8bf0d31454d0cb0a0
Added support for sysml.gpu.memory.util.factor property
[ { "change_type": "MODIFY", "old_path": "conf/SystemML-config.xml.template", "new_path": "conf/SystemML-config.xml.template", "diff": "<!-- the floating point precision. supported values are double, single -->\n<sysml.floating.point.precision>double</sysml.floating.point.precision>\n- <!-- the evicti...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Added support for sysml.gpu.memory.util.factor property
49,738
02.08.2018 19:45:37
25,200
b3b50c0047b95143719411b3937d9f5ab42c7397
Fix codegen register allocation special cases This patch fixes special cases of codegen register allocation which (1) computed an incorrect initial count due to missing suport for Nary operations, and (2) incorrectly reported valid configurations for probes of count 1 and 0 because the sequence generator does not support these small cycles.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/codegen/template/TemplateUtils.java", "new_path": "src/main/java/org/apache/sysml/hops/codegen/template/TemplateUtils.java", "diff": "@@ -47,6 +47,7 @@ import org.apache.sysml.hops.codegen.cplan.CNode;\nimport org.apache.sys...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2480] Fix codegen register allocation special cases This patch fixes special cases of codegen register allocation which (1) computed an incorrect initial count due to missing suport for Nary operations, and (2) incorrectly reported valid configurations for probes of count 1 and 0 because the sequence generator does not support these small cycles.
49,738
02.08.2018 22:16:23
25,200
fce9d978d00bf5d42d6be9a475dee346e1844e00
Codegen support for im2col/conv2d DNN operations This patch adds codegen support in row templates for DNN conv2d operations. Specially, we generated row-wise im2col and conv2d-mm operations, which allows for CSE of im2col if multiple conv2d operations are fused into the same row-wise operator.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/DnnOp.java", "new_path": "src/main/java/org/apache/sysml/hops/DnnOp.java", "diff": "@@ -601,15 +601,13 @@ public class DnnOp extends MultiThreadedHop\n|| op == OpOpDnn.CONV2D\n|| op == OpOpDnn.CONV2D_BACKWARD_FILTER\n|| op =...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2067] Codegen support for im2col/conv2d DNN operations This patch adds codegen support in row templates for DNN conv2d operations. Specially, we generated row-wise im2col and conv2d-mm operations, which allows for CSE of im2col if multiple conv2d operations are fused into the same row-wise operator.
49,738
02.08.2018 22:53:30
25,200
8fbeca142c1fbb8f2786a1097fb9840be5ca8005
[MINOR] Performance / cleanup conv2d R test script (vectorized biasadd)
[ { "change_type": "MODIFY", "old_path": "src/test/scripts/functions/tensor/Conv2DTest.R", "new_path": "src/test/scripts/functions/tensor/Conv2DTest.R", "diff": "@@ -105,19 +105,14 @@ conv2d <- function(X, W, C, Hin, Win, Hf, Wf, strideh, stridew, padh, padw) {\nout\n}\n-output = conv2d(x, w, numChann...
Java
Apache License 2.0
apache/systemds
[MINOR] Performance / cleanup conv2d R test script (vectorized biasadd)
49,738
03.08.2018 12:36:30
25,200
93ebb3822034af2c4e29b66238f18df852ad05a3
Fix text-binary reblock for matrices w/ zero rows/cols This patch fixes a special case for distributed textcell or matrix market to binary block reblocks of matrices with zero rows or columns, which so far led to an invalid allocated buffer size of zero.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/matrix/mapred/ReblockBuffer.java", "new_path": "src/main/java/org/apache/sysml/runtime/matrix/mapred/ReblockBuffer.java", "diff": "@@ -42,29 +42,21 @@ import org.apache.sysml.runtime.util.UtilFunctions;\npublic class Rebl...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2483] Fix text-binary reblock for matrices w/ zero rows/cols This patch fixes a special case for distributed textcell or matrix market to binary block reblocks of matrices with zero rows or columns, which so far led to an invalid allocated buffer size of zero.
49,738
03.08.2018 13:41:51
25,200
5d675151e38b161abfeccfdcd042e655e5ed1a4f
Fix codegen support for vector axpy in row templates This patch fixes a very specific case of vector axpy in row templates. So far we mistakenly compiled scalar axpy operations for both axpy inputs with 1 or 2 columns although these scalar operations only apply to column vectors.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/codegen/template/TemplateRow.java", "new_path": "src/main/java/org/apache/sysml/hops/codegen/template/TemplateRow.java", "diff": "@@ -464,11 +464,11 @@ public class TemplateRow extends TemplateBase\nCNode cdata2 = tmp.get(ho...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2484] Fix codegen support for vector axpy in row templates This patch fixes a very specific case of vector axpy in row templates. So far we mistakenly compiled scalar axpy operations for both axpy inputs with 1 or 2 columns although these scalar operations only apply to column vectors.
49,738
03.08.2018 14:39:15
25,200
c1917d84fc2691e9e1b6da983b9a9f950844a285
Fix parfor optimizer robustness for non-existing vars This patch fixes the robustness of the parfor optimizer to correctly handling non-existing parent variables. The non-guaranteed existence of these variables is due to their conditional creation.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/controlprogram/parfor/opt/OptimizerRuleBased.java", "new_path": "src/main/java/org/apache/sysml/runtime/controlprogram/parfor/opt/OptimizerRuleBased.java", "diff": "@@ -418,6 +418,7 @@ public class OptimizerRuleBased exte...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2485] Fix parfor optimizer robustness for non-existing vars This patch fixes the robustness of the parfor optimizer to correctly handling non-existing parent variables. The non-guaranteed existence of these variables is due to their conditional creation.
49,738
03.08.2018 15:41:34
25,200
c98e815811f49df36c510446802b7c60681f3786
Fix build/estimate of layered graph sparsity estimator This patch fixes the build of the layered graph from dense matrix blocks as well as issues with sparse layered graphs where certain rows/columns are not represented at all.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorLayeredGraph.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorLayeredGraph.java", "diff": "@@ -123,7 +123,7 @@ public class EstimatorLayeredGraph extends SparsityEstimator {\nfor (int i=0...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2291] Fix build/estimate of layered graph sparsity estimator This patch fixes the build of the layered graph from dense matrix blocks as well as issues with sparse layered graphs where certain rows/columns are not represented at all.
49,760
03.08.2018 17:41:22
25,200
f74f5ad4bf27606a5cb5e27a16eceb65c0bd5f62
Extended AVG estimator for other operations Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBasicAvg.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBasicAvg.java", "diff": "@@ -27,8 +27,7 @@ import org.apache.sysml.runtime.matrix.data.MatrixBlock;\n* Basic average case estimat...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2479] Extended AVG estimator for other operations Closes #813.
49,760
03.08.2018 18:46:49
25,200
e11ae6af3c09678a5ab0241407e552bdfaa897c0
Improved MNC estimator for element-wise multiply Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "diff": "@@ -31,11 +31,13 @@ import org.apache.sysml.runtime.matrix.data.MatrixBlock;\nimport org.a...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2479] Improved MNC estimator for element-wise multiply Closes #815.
49,727
05.08.2018 14:37:59
25,200
fb90e3bff41e9c0d58a80867243641faec437c09
Language documentation for paramserv builtin function Closes
[ { "change_type": "MODIFY", "old_path": "docs/dml-language-reference.md", "new_path": "docs/dml-language-reference.md", "diff": "@@ -53,6 +53,7 @@ limitations under the License.\n* [Read/Write Built-In Functions](dml-language-reference.html#readwrite-built-in-functions)\n* [Data Pre-Processing Built-...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2090] Language documentation for paramserv builtin function Closes #816.
49,738
05.08.2018 17:45:44
25,200
19b310c6b526f45789b242050c2f643a2e3ccf47
[MINOR] Fix warnings GPU backend (unused imports and constructors)
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/api/mlcontext/ScriptExecutor.java", "new_path": "src/main/java/org/apache/sysml/api/mlcontext/ScriptExecutor.java", "diff": "@@ -27,7 +27,6 @@ import java.util.Set;\nimport org.apache.commons.lang3.StringUtils;\nimport org.apache...
Java
Apache License 2.0
apache/systemds
[MINOR] Fix warnings GPU backend (unused imports and constructors)
49,727
05.08.2018 14:36:09
-7,200
78e9d836ea16296fcf3bbd647b60638ce2bc24c3
Cleanup paramserv language API, incl defaults Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/parser/ParameterizedBuiltinFunctionExpression.java", "new_path": "src/main/java/org/apache/sysml/parser/ParameterizedBuiltinFunctionExpression.java", "diff": "@@ -330,12 +330,12 @@ public class ParameterizedBuiltinFunctionExpress...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2299] Cleanup paramserv language API, incl defaults Closes #817.
49,736
06.08.2018 09:40:08
25,200
a11933002bfa8ba4d3e50b16f69c60bb36a270f6
Refactored the shadow buffer and added documentation for newly added features Refactored the shadow buffer logic from GPUObject to ShadowBuffer class for maintenance. Added an additional timer to measure shadow buffer time. Updated the gpu documentation
[ { "change_type": "MODIFY", "old_path": "conf/SystemML-config.xml.template", "new_path": "conf/SystemML-config.xml.template", "diff": "<sysml.floating.point.precision>double</sysml.floating.point.precision>\n<!-- the eviction policy for the GPU bufferpool. Supported values are lru, mru, lfu, min_evic...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Refactored the shadow buffer and added documentation for newly added features - Refactored the shadow buffer logic from GPUObject to ShadowBuffer class for maintenance. - Added an additional timer to measure shadow buffer time. - Updated the gpu documentation
49,760
06.08.2018 16:05:26
25,200
bc7b4961a20c47c8064bc9ce7d30ba071b44a748
Finalized AVG and WC sparsity estimators, API cleanups Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/OptimizerUtils.java", "new_path": "src/main/java/org/apache/sysml/hops/OptimizerUtils.java", "diff": "@@ -970,6 +970,10 @@ public class OptimizerUtils\n// Sparsity Estimates //\n////////////////////////\n+ public static long...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2479] Finalized AVG and WC sparsity estimators, API cleanups Closes #818.
49,760
07.08.2018 20:44:09
25,200
e0187028e43b5fbe884e795e2d0742280634ffa7
Extended MNC sparsity estimator for other operations Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "diff": "package org.apache.sysml.hops.estim;\n-import java.util.Arrays;\nimport java.util.Random;\...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2479] Extended MNC sparsity estimator for other operations Closes #820.
49,738
07.08.2018 17:42:29
25,200
1d13c8bbce6980f3244d3a624bfe380df10f0af0
[MINOR] Improved error reporting of dev sparse row validation
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/matrix/data/MatrixBlock.java", "new_path": "src/main/java/org/apache/sysml/runtime/matrix/data/MatrixBlock.java", "diff": "@@ -1231,16 +1231,23 @@ public class MatrixBlock extends MatrixValue implements CacheBlock, Extern...
Java
Apache License 2.0
apache/systemds
[MINOR] Improved error reporting of dev sparse row validation
49,760
07.08.2018 22:24:59
25,200
f35cb6005b81d0360defd30fe154afbe2190b734
Rework DensityMap sparsity estimator and mult/plus ops Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorDensityMap.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorDensityMap.java", "diff": "@@ -59,43 +59,217 @@ public class EstimatorDensityMap extends SparsityEstimator\nestim(root.getLeft(...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2479] Rework DensityMap sparsity estimator and mult/plus ops Closes #821.
49,736
08.08.2018 13:34:18
25,200
7fb38b9b08155b2466e9711ec87a3a3a26256c32
Turn off batchnorm rewrite for mode="train"
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/rewrite/RewriteGPUSpecificOps.java", "new_path": "src/main/java/org/apache/sysml/hops/rewrite/RewriteGPUSpecificOps.java", "diff": "@@ -120,7 +120,7 @@ public class RewriteGPUSpecificOps extends HopRewriteRule {\nrule_GPUKer...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Turn off batchnorm rewrite for mode="train"
49,760
08.08.2018 23:13:19
25,200
b7f569bd001c0799430857e4d00af69da93c691d
Fix MNC estimator (nnz, op, plus), incl various tests Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorDensityMap.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorDensityMap.java", "diff": "@@ -83,7 +83,7 @@ public class EstimatorDensityMap extends SparsityEstimator\nDensityMap m1Map = new...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2479] Fix MNC estimator (nnz, op, plus), incl various tests Closes #823.
49,736
09.08.2018 09:45:42
25,200
5ca8706e98ba8de7418a24405d9d3bb600dfe468
Added rshape operator for the GPU backend This leads to 1.2x speedup for ResNet200 with batch size of 32 by reducing the number of host-to-device transfers. Also, added GPU tests for this operator.
[ { "change_type": "MODIFY", "old_path": "src/main/cpp/kernels/SystemML.cu", "new_path": "src/main/cpp/kernels/SystemML.cu", "diff": "@@ -2247,3 +2247,35 @@ extern \"C\" __global__ void prepare_lstm_dinput_f(float* smlInput, float* cudnnIn\nprepare_lstm_dinput(smlInput, cudnnInput, N, D, TD, size);\n}...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Added rshape operator for the GPU backend - This leads to 1.2x speedup for ResNet200 with batch size of 32 by reducing the number of host-to-device transfers. - Also, added GPU tests for this operator.
49,736
09.08.2018 21:00:21
25,200
04bc667f3650d57c0bc9de20e46e7624205cc1e6
Added SGD Nesterov update operator via rewrite for the GPU backend This leads to 10-15% speedup for ResNet200 with batch size of 32. Also, added GPU tests for this operator.
[ { "change_type": "MODIFY", "old_path": "src/main/cpp/kernels/SystemML.cu", "new_path": "src/main/cpp/kernels/SystemML.cu", "diff": "@@ -2248,12 +2248,6 @@ extern \"C\" __global__ void prepare_lstm_dinput_f(float* smlInput, float* cudnnIn\n}\n-/**\n- * Do an log over all the elements of a matrix\n- *...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Added SGD Nesterov update operator via rewrite for the GPU backend - This leads to 10-15% speedup for ResNet200 with batch size of 32. - Also, added GPU tests for this operator.
49,760
09.08.2018 19:12:28
25,200
ff4dbb3ee893b2609fa8111717d71f1bbfd46fa2
Extended bitset estimator for rbind, various cleanups Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBasicAvg.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBasicAvg.java", "diff": "@@ -70,24 +70,13 @@ public class EstimatorBasicAvg extends SparsityEstimator\nOptimizerUtils.getNnz(mc1....
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2479] Extended bitset estimator for rbind, various cleanups Closes #824.
49,760
14.08.2018 23:19:11
25,200
f296f8f51e990ad6c2c3db9f9e5b2fc8e8108611
Extended sampling-based sparsity estimator, misc fixes Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBitsetMM.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBitsetMM.java", "diff": "@@ -50,7 +50,7 @@ public class EstimatorBitsetMM extends SparsityEstimator\nif (!root.getLeft().isLeaf()...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2479] Extended sampling-based sparsity estimator, misc fixes Closes #828.
49,736
16.08.2018 09:56:42
25,200
64110f31dcd4eb8b6d56e8d462858a58c2016544
[MINOR] Fixed failing GPU tests and updated the documentation.
[ { "change_type": "MODIFY", "old_path": "docs/dml-language-reference.md", "new_path": "docs/dml-language-reference.md", "diff": "@@ -1525,6 +1525,8 @@ Hence, the images are internally represented as a matrix with dimension (N, C *\n| batch_norm2d | input | [batch_size X num_channels* height_image* wi...
Java
Apache License 2.0
apache/systemds
[MINOR] Fixed failing GPU tests and updated the documentation.
49,738
16.08.2018 19:02:33
25,200
709a5c5b44b62abb506d27571dd61a9ef8251298
[MINOR] Fix missing license header in distributed paramserv tests
[ { "change_type": "MODIFY", "old_path": "src/test/java/org/apache/sysml/test/integration/functions/paramserv/ParamservSparkNNTest.java", "new_path": "src/test/java/org/apache/sysml/test/integration/functions/paramserv/ParamservSparkNNTest.java", "diff": "+/*\n+ * Licensed to the Apache Software Found...
Java
Apache License 2.0
apache/systemds
[MINOR] Fix missing license header in distributed paramserv tests
49,719
16.08.2018 22:58:13
25,200
a1a05e29f6ee78f3c33fea355f62c78ce21766ee
[maven-release-plugin] prepare release v1.2.0-rc1
[ { "change_type": "MODIFY", "old_path": "pom.xml", "new_path": "pom.xml", "diff": "* specific language governing permissions and limitations\n* under the License.\n-->\n-<project xmlns=\"http://maven.apache.org/POM/4.0.0\" xmlns:xsi=\"http://www.w3.org/2001/XMLSchema-instance\"\n- xsi:schemaLocation=...
Java
Apache License 2.0
apache/systemds
[maven-release-plugin] prepare release v1.2.0-rc1
49,736
29.08.2018 19:40:19
25,200
81419ae6a0abcc13e2e84307b7af38732c1892cd
[MINOR] Support the list datatype in external UDF Also added RemoveDuplicates to show the usage.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/udf/ExternalFunctionInvocationInstruction.java", "new_path": "src/main/java/org/apache/sysml/udf/ExternalFunctionInvocationInstruction.java", "diff": "@@ -33,6 +33,7 @@ import org.apache.sysml.runtime.instructions.cp.BooleanObjec...
Java
Apache License 2.0
apache/systemds
[MINOR] Support the list datatype in external UDF - Also added RemoveDuplicates to show the usage.
49,736
30.08.2018 15:59:37
25,200
ab251f6ee42fe44eabf51483184c95a5a3e472d9
[MINOR] Fixed javadoc errors
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/matrix/data/LibMatrixCUDA.java", "new_path": "src/main/java/org/apache/sysml/runtime/matrix/data/LibMatrixCUDA.java", "diff": "@@ -946,6 +946,7 @@ public class LibMatrixCUDA {\n/**\n* Do a simple reduction, the output of ...
Java
Apache License 2.0
apache/systemds
[MINOR] Fixed javadoc errors
49,736
10.09.2018 15:05:05
25,200
2fc26b3dced89a473055828b08550ed6e6a8d7be
[MINOR] Allow non-literal values in parameterized built-in functions
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/instructions/gpu/GPUDenseInputPointerFetcher.java", "new_path": "src/main/java/org/apache/sysml/runtime/instructions/gpu/GPUDenseInputPointerFetcher.java", "diff": "@@ -20,7 +20,6 @@ package org.apache.sysml.runtime.instr...
Java
Apache License 2.0
apache/systemds
[MINOR] Allow non-literal values in parameterized built-in functions
49,736
11.09.2018 13:26:23
25,200
77c98d693c3b2d407094de50accac615a638183f
[MINOR] Fixed import error in Keras2DML
[ { "change_type": "MODIFY", "old_path": "src/main/python/systemml/mllearn/estimators.py", "new_path": "src/main/python/systemml/mllearn/estimators.py", "diff": "@@ -1018,7 +1018,7 @@ class Keras2DML(Caffe2DML):\nregularization_type: regularization type (default: \"L2\")\n\"\"\"\nfrom .keras2caffe imp...
Java
Apache License 2.0
apache/systemds
[MINOR] Fixed import error in Keras2DML
49,736
13.09.2018 11:17:33
25,200
e2dc8568855d353265ac4e0755b9ac3d2b30b1d8
Removed unnecessary long-to-int conversion in LSTM Minor cleanup of the GPUObject class. Also, fixed incorrect forced GPU configuration flag.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/conf/ConfigurationManager.java", "new_path": "src/main/java/org/apache/sysml/conf/ConfigurationManager.java", "diff": "@@ -258,7 +258,7 @@ public class ConfigurationManager\n* @return true if GPU is enabled in forced mode\n*/\npu...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Removed unnecessary long-to-int conversion in LSTM - Minor cleanup of the GPUObject class. - Also, fixed incorrect forced GPU configuration flag.
49,736
14.09.2018 12:17:11
25,200
4d8df33cc53583e71c4a488577270461e6f712e2
[MINOR] Add two helper utilities. First, PersistentLRUCache to cache double[], float[] and MatrixBlock without requiring the user to worry about OOM. Second, reblockAndWrite method in MLContextUtil class to reblock the output of a DML script as rectangular blocked RDDs.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/api/mlcontext/MLContextUtil.java", "new_path": "src/main/java/org/apache/sysml/api/mlcontext/MLContextUtil.java", "diff": "@@ -21,6 +21,7 @@ package org.apache.sysml.api.mlcontext;\nimport java.io.File;\nimport java.io.FileNotFou...
Java
Apache License 2.0
apache/systemds
[MINOR] Add two helper utilities. - First, PersistentLRUCache to cache double[], float[] and MatrixBlock without requiring the user to worry about OOM. - Second, reblockAndWrite method in MLContextUtil class to reblock the output of a DML script as rectangular blocked RDDs.
49,736
17.09.2018 11:12:26
25,200
1d2f4b630ebf800be5009b182880b03682077ccd
Acquire read lock before copying from host to device
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/instructions/gpu/context/GPUObject.java", "new_path": "src/main/java/org/apache/sysml/runtime/instructions/gpu/context/GPUObject.java", "diff": "@@ -570,6 +570,7 @@ public class GPUObject {\nLOG.trace(\"GPU : acquireDevic...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Acquire read lock before copying from host to device
49,741
17.09.2018 14:31:31
25,200
104b20e0bca906a6b76f962145254f5a1fb02ba6
[MINOR] Fixes a minor big in LRU cache Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/utils/PersistentLRUCache.java", "new_path": "src/main/java/org/apache/sysml/utils/PersistentLRUCache.java", "diff": "@@ -462,7 +462,7 @@ class DataWrapper {\nreturn _dArr.length*Double.BYTES;\nelse if(_fArr != null)\nreturn _fArr...
Java
Apache License 2.0
apache/systemds
[MINOR] Fixes a minor big in LRU cache Closes #834.
49,736
17.09.2018 15:12:59
25,200
d2894feea6b274db46149c44fb697aa1c998fdca
[MINOR] Throw an error if the user attempts to put null keys Also, added checks to verify persisted keys for debugging purposes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/utils/PersistentLRUCache.java", "new_path": "src/main/java/org/apache/sysml/utils/PersistentLRUCache.java", "diff": "@@ -27,6 +27,7 @@ import java.io.ObjectInputStream;\nimport java.io.ObjectOutputStream;\nimport java.lang.ref.So...
Java
Apache License 2.0
apache/systemds
[MINOR] Throw an error if the user attempts to put null keys - Also, added checks to verify persisted keys for debugging purposes
49,738
18.09.2018 22:02:03
-7,200
0e323ec26c4e7d3a11b96c83d5d1047a956d44ae
[MINOR] Fix codegen register allocation w/ dynamic buffer mgmt This patch fixes minor warnings and a bug in determining the minimum number of vector intermediates in case of dynamic buffer management, which did not show up before because we're using static buffer management by default.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/codegen/template/TemplateUtils.java", "new_path": "src/main/java/org/apache/sysml/hops/codegen/template/TemplateUtils.java", "diff": "@@ -531,7 +531,7 @@ public class TemplateUtils\npublic static void getAllParents(CNode nod...
Java
Apache License 2.0
apache/systemds
[MINOR] Fix codegen register allocation w/ dynamic buffer mgmt This patch fixes minor warnings and a bug in determining the minimum number of vector intermediates in case of dynamic buffer management, which did not show up before because we're using static buffer management by default.
49,736
19.09.2018 09:19:30
25,200
3fbfbaecb9d1e31341df8084ff28035bede47766
Dynamically decide whether to perform float-to-double conversion in the single precision mode on the host or device Fixed a int-to-long conversion bug in the shadow buffer. Updated javadocs for GPULazyCudaFreeMemoryManager.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/instructions/gpu/context/GPULazyCudaFreeMemoryManager.java", "new_path": "src/main/java/org/apache/sysml/runtime/instructions/gpu/context/GPULazyCudaFreeMemoryManager.java", "diff": "@@ -45,6 +45,7 @@ public class GPULazy...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Dynamically decide whether to perform float-to-double conversion in the single precision mode on the host or device - Fixed a int-to-long conversion bug in the shadow buffer. - Updated javadocs for GPULazyCudaFreeMemoryManager.
49,736
20.09.2018 10:44:27
25,200
69f2d377c456f9baea1e248818d544b54ee00e6f
Write to disk when the cache is used in the write-mode This avoids the need to depend on finalize to perform writing.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/utils/PersistentLRUCache.java", "new_path": "src/main/java/org/apache/sysml/utils/PersistentLRUCache.java", "diff": "@@ -86,7 +86,7 @@ public class PersistentLRUCache extends LinkedHashMap<String, ValueWrapper> {\nprivate String ...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Write to disk when the cache is used in the write-mode - This avoids the need to depend on finalize to perform writing.
49,736
20.09.2018 14:56:51
25,200
f46279a17031d3f8827923f6eddd614c3eac77d3
Added memory stats for GPU allocation/eviction Also, reverted the shadow buffer to the original implementation as we are getting OOM for lstm scripts. This likely has to do with pessimistic GC.
[ { "change_type": "MODIFY", "old_path": "conf/SystemML-config.xml.template", "new_path": "conf/SystemML-config.xml.template", "diff": "<!-- Advanced optimization: fraction of driver memory to use for caching (default: 0.15) -->\n<sysml.caching.bufferSize>0.15</sysml.caching.bufferSize>\n- <!-- Advanc...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Added memory stats for GPU allocation/eviction - Also, reverted the shadow buffer to the original implementation as we are getting OOM for lstm scripts. This likely has to do with pessimistic GC.
49,738
23.09.2018 21:48:58
-7,200
2c1fb20ecba73417e313172c34bfdde2b9a30b3e
[MINOR] Performance update-in-place (nnz maintenance, evictions) Incl fix for GPU-related compiler warnings (missing imports).
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/controlprogram/ProgramBlock.java", "new_path": "src/main/java/org/apache/sysml/runtime/controlprogram/ProgramBlock.java", "diff": "@@ -310,11 +310,11 @@ public class ProgramBlock implements ParseInfo\nnew MatrixBlock(mbVa...
Java
Apache License 2.0
apache/systemds
[MINOR] Performance update-in-place (nnz maintenance, evictions) Incl fix for GPU-related compiler warnings (missing imports).
49,738
27.09.2018 20:36:36
-7,200
069863f7f95f8da1f8aa8c366d8f32dbede28a8b
Caching in multi-level spark cumulative aggregates This patch adds optional caching for multi-level spark cumulative aggregates, where we cache intermediate aggregates of the forward pass to avoid unnecessary lazy evaluation of previous levels on the backwards pass.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/UnaryOp.java", "new_path": "src/main/java/org/apache/sysml/hops/UnaryOp.java", "diff": "@@ -23,6 +23,7 @@ import java.util.ArrayList;\nimport org.apache.sysml.conf.ConfigurationManager;\nimport org.apache.sysml.lops.Aggregat...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2494] Caching in multi-level spark cumulative aggregates This patch adds optional caching for multi-level spark cumulative aggregates, where we cache intermediate aggregates of the forward pass to avoid unnecessary lazy evaluation of previous levels on the backwards pass.
49,738
27.09.2018 21:17:23
-7,200
0c4a3611c316cb13c7eaa94facd3446b34c1090e
Adjust spark cumulative aggregate partitions This patch improves the robustness of spark cumulative aggregates by adjusting the number of partitions for intermediates of the forward pass because this data size can significantly shrink also grow.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/instructions/spark/CumulativeAggregateSPInstruction.java", "new_path": "src/main/java/org/apache/sysml/runtime/instructions/spark/CumulativeAggregateSPInstruction.java", "diff": "@@ -32,6 +32,7 @@ import org.apache.sysml....
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2495] Adjust spark cumulative aggregate partitions This patch improves the robustness of spark cumulative aggregates by adjusting the number of partitions for intermediates of the forward pass because this data size can significantly shrink also grow.
49,738
28.09.2018 16:50:21
-7,200
7d007e7b216b4b161fa385b460f90f2d1845b4db
Improved rewrite for update-in-place in for/while loops This patch generalizes the existing update-in-place loop rewrite to allow update-in-place for cases where correct access to the updated matrix is forced by existing data dependencies.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/rewrite/RewriteMarkLoopVariablesUpdateInPlace.java", "new_path": "src/main/java/org/apache/sysml/hops/rewrite/RewriteMarkLoopVariablesUpdateInPlace.java", "diff": "@@ -27,6 +27,7 @@ import org.apache.sysml.api.DMLScript.RUNT...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2490] Improved rewrite for update-in-place in for/while loops This patch generalizes the existing update-in-place loop rewrite to allow update-in-place for cases where correct access to the updated matrix is forced by existing data dependencies.
49,760
06.10.2018 16:52:39
-7,200
30cff5e22ed992f9a3ab2447f26e9053b5e513bc
Extended sparsity estimator layered graph for mm chains Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorLayeredGraph.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorLayeredGraph.java", "diff": "@@ -54,7 +54,10 @@ public class EstimatorLayeredGraph extends SparsityEstimator {\n@Override\npu...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2291] Extended sparsity estimator layered graph for mm chains Closes #829.
49,738
06.10.2018 21:44:13
-7,200
ef15e582b6d6cae1aa8206279b4cc063d717e287
Extended matrix histogram sketch propagation (misc ops) This patch extends the matrix histogram sparsity estimator by sketch propagation for intermediates of remaining operations (comparison, transpose, diag, reshape). Furthermore, this also includes some minor performance improvements for sparsity estimation of element-wise addition and multiplication, as well as accuracy improvements for element-wise addition.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "diff": "@@ -105,22 +105,20 @@ public class EstimatorMatrixHistogram extends SparsityEstimator\ncas...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2479] Extended matrix histogram sketch propagation (misc ops) This patch extends the matrix histogram sparsity estimator by sketch propagation for intermediates of remaining operations (comparison, transpose, diag, reshape). Furthermore, this also includes some minor performance improvements for sparsity estimation of element-wise addition and multiplication, as well as accuracy improvements for element-wise addition.
49,736
09.10.2018 13:25:47
25,200
8a144f2b35343a7aa8fbb4bf7aedd31dd36a3852
[MINOR] Bugfix in Keras2DML API when loading weights from Keras
[ { "change_type": "MODIFY", "old_path": "src/main/python/systemml/mllearn/estimators.py", "new_path": "src/main/python/systemml/mllearn/estimators.py", "diff": "@@ -1017,7 +1017,7 @@ class Keras2DML(Caffe2DML):\nweight_decay: regularation strength (default: 5e-4)\nregularization_type: regularization ...
Java
Apache License 2.0
apache/systemds
[MINOR] Bugfix in Keras2DML API when loading weights from Keras
49,736
09.10.2018 13:36:45
25,200
fab31fd1f3b8c832641ba2cd8f2a678ecdfcf043
Fixed the error handling during GPU memory cleanup If an error occurs during cleanup of temporary memory and free-ing of GPU context, SystemML does not display the correct error message. This commit fixes this issue.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/api/ScriptExecutorUtils.java", "new_path": "src/main/java/org/apache/sysml/api/ScriptExecutorUtils.java", "diff": "@@ -75,6 +75,7 @@ public class ScriptExecutorUtils {\nboolean exceptionThrown = false;\nStatistics.startRunTimer()...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Fixed the error handling during GPU memory cleanup If an error occurs during cleanup of temporary memory and free-ing of GPU context, SystemML does not display the correct error message. This commit fixes this issue.
49,736
09.10.2018 13:56:47
25,200
512fb9e119541ae9d7dae58c0812a89d569d1ca0
Extend coverage for GPU batchnorm test rewrite If inv_var rewrite has already been applied, the application of GPU batchnorm test rewrite (and CuDNN batchnorm kernel) is skipped. This commit fixes this performance regression. Also, this commit allows for forcing of GPU rewrites in case of forced GPU mode.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/rewrite/HopDagPatternMatcher.java", "new_path": "src/main/java/org/apache/sysml/hops/rewrite/HopDagPatternMatcher.java", "diff": "@@ -294,6 +294,19 @@ public class HopDagPatternMatcher {\nreturn new HopDagPatternMatcher().ad...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Extend coverage for GPU batchnorm test rewrite - If inv_var rewrite has already been applied, the application of GPU batchnorm test rewrite (and CuDNN batchnorm kernel) is skipped. This commit fixes this performance regression. - Also, this commit allows for forcing of GPU rewrites in case of forced GPU mode.
49,736
09.10.2018 14:58:09
25,200
3702df7c1890b8c87c42715260240c604a5c3c64
Improved the performance of batchnorm backward Added a custom kernel for computing dgamma in batch normalization layer. Also, fixed a minor bug in GPUDenseInputPointerFetcher class.
[ { "change_type": "MODIFY", "old_path": "src/main/cpp/kernels/SystemML.cu", "new_path": "src/main/cpp/kernels/SystemML.cu", "diff": "@@ -2385,3 +2385,24 @@ extern \"C\" __global__ void invVar_f(float *X, float *C, double eps, unsigned int\ninvVar(X, C, eps, size);\n}\n+template <typename T>\n+__devic...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Improved the performance of batchnorm backward - Added a custom kernel for computing dgamma in batch normalization layer. - Also, fixed a minor bug in GPUDenseInputPointerFetcher class.
49,736
09.10.2018 16:41:18
25,200
97fd7d1aa3ce7a152066d4d4b713fb0a9aee4092
Avoid unnecessary transfer to the GPU for size estimation Compute memory estimates (exact and worst-case) using metadata rather than requiring pointer transfer.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/instructions/gpu/context/GPUMatrixMemoryManager.java", "new_path": "src/main/java/org/apache/sysml/runtime/instructions/gpu/context/GPUMatrixMemoryManager.java", "diff": "@@ -44,32 +44,6 @@ public class GPUMatrixMemoryMan...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Avoid unnecessary transfer to the GPU for size estimation - Compute memory estimates (exact and worst-case) using metadata rather than requiring pointer transfer.
49,736
11.10.2018 13:52:36
25,200
11c67055accecf8582de0ca6dc62d0e3952e2804
[MINOR] Provide an useful error message when copying a large dense block to device memory
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/instructions/gpu/context/GPUObject.java", "new_path": "src/main/java/org/apache/sysml/runtime/instructions/gpu/context/GPUObject.java", "diff": "@@ -889,6 +889,10 @@ public class GPUObject {\nGPUStatistics.maintainCPMiscT...
Java
Apache License 2.0
apache/systemds
[MINOR] Provide an useful error message when copying a large dense block to device memory
49,738
13.10.2018 21:53:59
-7,200
41de8dcdc621b7dc2c1557aca64095512cdd6cf6
Performance matrix histogram estimator for dense This patch improves the performance of matrix histogram construction via a special case for fully dense matrices that allow for the construction from meta data without a pass over the input.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBitsetMM.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBitsetMM.java", "diff": "@@ -108,7 +108,7 @@ public class EstimatorBitsetMM extends SparsityEstimator\n}\n}\n- private abstract s...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2486] Performance matrix histogram estimator for dense This patch improves the performance of matrix histogram construction via a special case for fully dense matrices that allow for the construction from meta data without a pass over the input.
49,738
16.10.2018 21:48:38
-7,200
f1b9d1c08d750059af7c4dad6938d80d4852ee86
Fix MNC sparsity estimator integer overflows This patch fixes various cases of the MNC (matrix histogram) sparsity estimator that ran into integer overflows on moderately large data.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "diff": "@@ -152,19 +152,19 @@ public class EstimatorMatrixHistogram extends SparsityEstimator\n//d...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2468] Fix MNC sparsity estimator integer overflows This patch fixes various cases of the MNC (matrix histogram) sparsity estimator that ran into integer overflows on moderately large data.
49,738
17.10.2018 18:29:56
-7,200
ca24ec5647dedbf6eb50bbc630ccee673b1b3320
Extended sampling-based sparsity estimator This patch fixes the existing sampling-based estimator by optionally removing its bias via an approach similar to element-wise addition used in other estimators.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorSample.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorSample.java", "diff": "@@ -37,22 +37,29 @@ import org.apache.sysml.runtime.util.UtilFunctions;\n* The basic idea is to draw random ...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2329] Extended sampling-based sparsity estimator This patch fixes the existing sampling-based estimator by optionally removing its bias via an approach similar to element-wise addition used in other estimators.
49,738
19.10.2018 16:35:38
-7,200
ef842da9c891851c8e0a0db3cad3bd88aacb6cd9
[MINOR] Fix INF robustness layered graph sparsity estimator (rounding)
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorLayeredGraph.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorLayeredGraph.java", "diff": "@@ -156,8 +156,8 @@ public class EstimatorLayeredGraph extends SparsityEstimator {\n}\n//step 2:...
Java
Apache License 2.0
apache/systemds
[MINOR] Fix INF robustness layered graph sparsity estimator (rounding)
49,738
20.10.2018 20:25:29
-7,200
07650acf25a7ffb3d9663c622be0ae82778c0db0
Fix MNC sparsity estimator reshape operations This patch fixes various smaller correctness issues of MNC sketch propagation for reshape operations, adds a related test, and finally removes the invalid skipping of estimation tests.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBitsetMM.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBitsetMM.java", "diff": "@@ -406,7 +406,6 @@ public class EstimatorBitsetMM extends SparsityEstimator\n}\n}\n- @SuppressWarnings(...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2479] Fix MNC sparsity estimator reshape operations This patch fixes various smaller correctness issues of MNC sketch propagation for reshape operations, adds a related test, and finally removes the invalid skipping of estimation tests.
49,738
21.10.2018 02:01:45
-7,200
ab8cccdff8465cf29acd4887b1009989a9e7c97f
[MINOR] Fixes baseline sparsity estimators (layered graph, bitset) This patch fixes (1) the selection of bitset implementations according to input datasize, and (2) operation-specific API of the layered graph.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBitsetMM.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBitsetMM.java", "diff": "@@ -71,9 +71,9 @@ public class EstimatorBitsetMM extends SparsityEstimator\nif( isExactMetadataOp(op) )\...
Java
Apache License 2.0
apache/systemds
[MINOR] Fixes baseline sparsity estimators (layered graph, bitset) This patch fixes (1) the selection of bitset implementations according to input datasize, and (2) operation-specific API of the layered graph.
49,738
21.10.2018 02:30:25
-7,200
cca6356f8de49dcb6aeb1f23cefd53930309fedb
[MINOR] Utility to obtain the exact output sparsity of sparse products
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimationUtils.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimationUtils.java", "diff": "@@ -21,6 +21,7 @@ package org.apache.sysml.hops.estim;\nimport java.util.Arrays;\n+import org.apache.sysml.r...
Java
Apache License 2.0
apache/systemds
[MINOR] Utility to obtain the exact output sparsity of sparse products
49,738
21.10.2018 18:43:32
-7,200
569806dcdf3c37bff59ad052884cf5f9af9bd598
Improved MNC estimator (avoid final sketch propagation)
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "diff": "@@ -55,11 +55,15 @@ public class EstimatorMatrixHistogram extends SparsityEstimator\n@Over...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2468] Improved MNC estimator (avoid final sketch propagation)
49,738
21.10.2018 19:23:08
-7,200
0a957e4c9a6aca0ef1cbf41e7dcdbdbc90ba4a04
Extended density map estimator (additional operations)
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorDensityMap.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorDensityMap.java", "diff": "@@ -23,6 +23,7 @@ import org.apache.commons.lang.NotImplementedException;\nimport org.apache.sysml.h...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2479] Extended density map estimator (additional operations)
49,736
22.10.2018 09:34:26
25,200
73e1e40d766fda53210b5176597b182024cac344
[MINOR] Bugfix in Large Dense Block Current master throws java.lang.ArrayIndexOutOfBoundsException when counting number of non-zeroes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/matrix/data/DenseBlockLDRB.java", "new_path": "src/main/java/org/apache/sysml/runtime/matrix/data/DenseBlockLDRB.java", "diff": "@@ -164,7 +164,7 @@ public class DenseBlockLDRB extends DenseBlock\nnnz += UtilFunctions.com...
Java
Apache License 2.0
apache/systemds
[MINOR] Bugfix in Large Dense Block - Current master throws java.lang.ArrayIndexOutOfBoundsException when counting number of non-zeroes
49,738
22.10.2018 23:00:03
-7,200
17821d10543c4373b4728068d1b79bdf9346a38f
Fix and cleanup baseline estimators for chains of ops
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBasicAvg.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorBasicAvg.java", "diff": "@@ -34,8 +34,9 @@ public class EstimatorBasicAvg extends SparsityEstimator\npublic MatrixCharacteristics...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-2479] Fix and cleanup baseline estimators for chains of ops
49,738
23.10.2018 12:35:23
-7,200
d9d6f56157806ce2e93718587ebae583629d693f
[MINOR] Fix exact size propagation avg-case sparsity estimator
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/SparsityEstimator.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/SparsityEstimator.java", "diff": "@@ -105,9 +105,10 @@ public abstract class SparsityEstimator\ncase RBIND:\nreturn new MatrixCharacterist...
Java
Apache License 2.0
apache/systemds
[MINOR] Fix exact size propagation avg-case sparsity estimator
49,738
26.10.2018 23:16:12
-7,200
0eff9f28d3618220985041d7034dafdcc1701240
[MINOR] Cleanup MNC sparsity estimator (redundant upper bound) With the modified output size of the generic fallback estimator, the upper bound became obsolete because the upper bound is already ensured via the modified areas. This patch cleans up the entire configuration handling of extended MNC sketches.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "new_path": "src/main/java/org/apache/sysml/hops/estim/EstimatorMatrixHistogram.java", "diff": "@@ -41,16 +41,16 @@ import org.apache.sysml.runtime.matrix.data.SparseBlock;\npublic class...
Java
Apache License 2.0
apache/systemds
[MINOR] Cleanup MNC sparsity estimator (redundant upper bound) With the modified output size of the generic fallback estimator, the upper bound became obsolete because the upper bound is already ensured via the modified areas. This patch cleans up the entire configuration handling of extended MNC sketches.
49,738
28.10.2018 20:08:38
-3,600
1c8e2974423b6bf972465dd8108fd0ef6404bbc7
Basic initialization of tensor blocks, incl tests
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/tugraz/sysds/runtime/data/TensorBlock.java", "new_path": "src/main/java/org/tugraz/sysds/runtime/data/TensorBlock.java", "diff": "@@ -18,27 +18,289 @@ package org.tugraz.sysds.runtime.data;\nimport java.io.Serializable;\n+import org.tugraz.sy...
Java
Apache License 2.0
apache/systemds
Basic initialization of tensor blocks, incl tests
49,738
30.10.2018 22:12:46
-3,600
34b832271a3904ef347a7080ac8d8867e967806b
DenseBlock extension for tensors and multiple data types, part I
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/tugraz/sysds/runtime/data/DenseBlock.java", "new_path": "src/main/java/org/tugraz/sysds/runtime/data/DenseBlock.java", "diff": "package org.tugraz.sysds.runtime.data;\nimport java.io.Serializable;\n+import java.util.Arrays;\nimport org.tugraz...
Java
Apache License 2.0
apache/systemds
DenseBlock extension for tensors and multiple data types, part I
49,736
01.11.2018 05:05:10
25,200
be2b3e220401c0244bb5df33ddfa8125996066b6
Extend shadow buffer for double precision This commit also prepares SystemML for very low precision.
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/runtime/instructions/gpu/context/ShadowBuffer.java", "new_path": "src/main/java/org/apache/sysml/runtime/instructions/gpu/context/ShadowBuffer.java", "diff": "@@ -22,9 +22,9 @@ import static jcuda.runtime.JCuda.cudaMemcpy;\nimpor...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Extend shadow buffer for double precision - This commit also prepares SystemML for very low precision.
49,741
03.11.2018 05:32:54
-19,080
bf4ba16b9aaa9afee20a3f1c03b0ff49c5346a9d
Fixes formatting issues and warnings. Fixes bug causing explain to sometimes not be printed. Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/api/DMLScript.java", "new_path": "src/main/java/org/apache/sysml/api/DMLScript.java", "diff": "@@ -414,7 +414,7 @@ public class DMLScript\nExecutionContext ec = null;\ntry {\nec = ScriptExecutorUtils.executeRuntimeProgram(\n- rtp...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-1325] Fixes formatting issues and warnings. Fixes bug causing explain to sometimes not be printed. Closes #838.
49,736
03.11.2018 05:40:00
-19,080
912b4701875d4de0db8327479398c32607f4687d
Improve the performance of LSTM forward on GPU This commit improves the performance of LSTM forward by reducing unnecessary ping pongs between CPU-GPU due to left indexing. There is no performance gains for CPU execution. Closes
[ { "change_type": "MODIFY", "old_path": "scripts/nn/layers/lstm.dml", "new_path": "scripts/nn/layers/lstm.dml", "diff": "@@ -89,13 +89,13 @@ forward = function(matrix[double] X, matrix[double] W, matrix[double] b, int T,\nfor (t in 1:T) { # each timestep\nX_t = X[,(t-1)*D+1:t*D] # shape (N, D)\ninput...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-540] Improve the performance of LSTM forward on GPU - This commit improves the performance of LSTM forward by reducing unnecessary ping pongs between CPU-GPU due to left indexing. - There is no performance gains for CPU execution. Closes #756.
49,736
04.11.2018 14:04:02
-19,080
8606754eaf6af43dbeab5cf5aa5a3d7621bef889
Setting floating point precision in JMLC In current master, the configuration sysml.floating.point.precision is ignored. This commit fixes that issue
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/api/jmlc/Connection.java", "new_path": "src/main/java/org/apache/sysml/api/jmlc/Connection.java", "diff": "@@ -44,7 +44,6 @@ import org.apache.sysml.conf.DMLConfig;\nimport org.apache.sysml.conf.DMLOptions;\nimport org.apache.sys...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-1325] Setting floating point precision in JMLC - In current master, the configuration sysml.floating.point.precision is ignored. This commit fixes that issue
49,736
04.11.2018 14:07:38
-19,080
beb1a1d19a5a2710b55bd41d36a5d8085fb0afda
Support recomputation of activations to reduce the memory footprint Added a configuration property sysml.gpu.recompute.activations to enable recomputation of ReLU. This configuration is disabled by default, but can be enabled for large networks. Closes
[ { "change_type": "MODIFY", "old_path": "conf/SystemML-config.xml.template", "new_path": "conf/SystemML-config.xml.template", "diff": "<!-- Allocator to use to allocate GPU device memory. Supported values are cuda, unified_memory (default: cuda) -->\n<sysml.gpu.memory.allocator>cuda</sysml.gpu.memory...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-445] Support recomputation of activations to reduce the memory footprint - Added a configuration property sysml.gpu.recompute.activations to enable recomputation of ReLU. - This configuration is disabled by default, but can be enabled for large networks. Closes #841.
49,736
12.11.2018 18:38:20
-19,080
c022f1a5a4479c7cfd380190d20d81b7747c7b92
Fix a performance bug when using GPU backend with JMLC This commit simplifies the clearTemporaryMemory logic in GPU memory manager and performs aggressive cleanup to reduce the memory pressure. Closes
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/apache/sysml/api/ScriptExecutorUtils.java", "new_path": "src/main/java/org/apache/sysml/api/ScriptExecutorUtils.java", "diff": "@@ -287,6 +287,7 @@ public class ScriptExecutorUtils {\n} finally { // ensure cleanup/shutdown\nif (ConfigurationM...
Java
Apache License 2.0
apache/systemds
[SYSTEMML-1325] Fix a performance bug when using GPU backend with JMLC This commit simplifies the clearTemporaryMemory logic in GPU memory manager and performs aggressive cleanup to reduce the memory pressure. Closes #842.
49,741
12.11.2018 18:44:31
-19,080
54f5ea975f5e5a209d7b016c52c10e61bf02af7e
[MINOR] Fixes bug causing stats output to be cleared in JMLC Closes
[ { "change_type": "MODIFY", "old_path": "docs/jmlc.md", "new_path": "docs/jmlc.md", "diff": "@@ -53,7 +53,7 @@ dependent on the nature of the business use case being addressed.\nJMLC can be configured to gather runtime statistics, as in the MLContext API, by calling Connection's `setStatistics()`\nme...
Java
Apache License 2.0
apache/systemds
[MINOR] Fixes bug causing stats output to be cleared in JMLC Closes #843.
49,738
16.11.2018 17:48:03
-3,600
d58ca31699f0f9225e5c40048fe143bdd2613d7a
DenseBlock extension for tensors and multiple data types, part II
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/tugraz/sysds/runtime/codegen/LibSpoofPrimitives.java", "new_path": "src/main/java/org/tugraz/sysds/runtime/codegen/LibSpoofPrimitives.java", "diff": "@@ -22,7 +22,7 @@ package org.tugraz.sysds.runtime.codegen;\nimport java.util.Arrays;\nimpor...
Java
Apache License 2.0
apache/systemds
DenseBlock extension for tensors and multiple data types, part II
49,738
16.11.2018 18:32:02
-3,600
a0c26cd2b539a7038c8cbdd02befa8f05c3bfb46
New FP32 (single-precision) dense block
[ { "change_type": "ADD", "old_path": null, "new_path": "src/main/java/org/tugraz/sysds/common/Warnings.java", "diff": "+package org.tugraz.sysds.common;\n+\n+import org.apache.commons.logging.Log;\n+import org.apache.commons.logging.LogFactory;\n+import org.tugraz.sysds.conf.DMLConfig;\n+\n+public cl...
Java
Apache License 2.0
apache/systemds
New FP32 (single-precision) dense block
49,738
16.11.2018 20:49:49
-3,600
3c0a35b6e22b2d97c495e7c1dd5906786bf73bdb
Fix multi-dimensional indexing dense blocks, incl tests
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/tugraz/sysds/runtime/data/DenseBlock.java", "new_path": "src/main/java/org/tugraz/sysds/runtime/data/DenseBlock.java", "diff": "@@ -45,8 +45,10 @@ public abstract class DenseBlock implements Serializable\nLDRB, //large dense row block\n}\n+ /...
Java
Apache License 2.0
apache/systemds
Fix multi-dimensional indexing dense blocks, incl tests
49,738
16.11.2018 21:29:13
-3,600
5381d1dee215088baf9a949e0615b63cded11db4
New boolean dense block (using Java's Bitset), incl tests
[ { "change_type": "MODIFY", "old_path": "src/main/java/org/tugraz/sysds/common/Warnings.java", "new_path": "src/main/java/org/tugraz/sysds/common/Warnings.java", "diff": "@@ -11,4 +11,8 @@ public class Warnings\npublic static void warnFullFP64Conversion(long len) {\nLOG.warn(\"Performance warning: co...
Java
Apache License 2.0
apache/systemds
New boolean dense block (using Java's Bitset), incl tests
49,738
23.11.2018 17:44:43
-3,600
2ca465b18c33948dfb4ecda8fce63e9fdc5ed4eb
[MINOR] Minor fixes of the readme file
[ { "change_type": "MODIFY", "old_path": "README.md", "new_path": "README.md", "diff": "@@ -21,11 +21,11 @@ limitations under the License.\n# SystemDS\n-SystemDS is an open source system for the end-to-end data science lifecycle from data integration, cleaning, and feature engineering, over efficient,...
Java
Apache License 2.0
apache/systemds
[MINOR] Minor fixes of the readme file