path	# lines of code
scala-package/init/src/main/scala/org/apache/mxnet/init/LibInfo.scala	16
scala-package/init/src/main/scala/org/apache/mxnet/init/Base.scala	30
scala-package/native/src/main/native/org_apache_mxnet_native_c_api.cc	2167
scala-package/native/src/main/native/jni_helper_func.h	36
scala-package/core/src/main/scala/org/apache/mxnet/NDArray.scala	770
scala-package/core/src/main/scala/org/apache/mxnet/contrib/NDArray.scala	6
scala-package/core/src/main/scala/org/apache/mxnet/contrib/Symbol.scala	6
scala-package/core/src/main/scala/org/apache/mxnet/Shape.scala	33
scala-package/core/src/main/scala/org/apache/mxnet/module/BaseModule.scala	311
scala-package/core/src/main/scala/org/apache/mxnet/module/BucketingModule.scala	206
scala-package/core/src/main/scala/org/apache/mxnet/module/DataParallelExecutorGroup.scala	535
scala-package/core/src/main/scala/org/apache/mxnet/module/Module.scala	432
scala-package/core/src/main/scala/org/apache/mxnet/module/SequentialModule.scala	207
scala-package/core/src/main/scala/org/apache/mxnet/Model.scala	237
scala-package/core/src/main/scala/org/apache/mxnet/Initializer.scala	99
scala-package/core/src/main/scala/org/apache/mxnet/EvalMetric.scala	235
scala-package/core/src/main/scala/org/apache/mxnet/FeedForward.scala	442
scala-package/core/src/main/scala/org/apache/mxnet/Serializer.scala	41
scala-package/core/src/main/scala/org/apache/mxnet/Monitor.scala	77
scala-package/core/src/main/scala/org/apache/mxnet/LRScheduler.scala	19
scala-package/core/src/main/scala/org/apache/mxnet/RecordIO.scala	146
scala-package/core/src/main/scala/org/apache/mxnet/LibInfo.scala	274
scala-package/core/src/main/scala/org/apache/mxnet/javaapi/Shape.scala	24
scala-package/core/src/main/scala/org/apache/mxnet/javaapi/IO.scala	11
scala-package/core/src/main/scala/org/apache/mxnet/javaapi/DType.scala	10
scala-package/core/src/main/scala/org/apache/mxnet/javaapi/Context.scala	21
scala-package/core/src/main/scala/org/apache/mxnet/Optimizer.scala	191
scala-package/core/src/main/scala/org/apache/mxnet/Layout.scala	8
scala-package/core/src/main/scala/org/apache/mxnet/NameManager.scala	31
scala-package/core/src/main/scala/org/apache/mxnet/Visualization.scala	251
scala-package/core/src/main/scala/org/apache/mxnet/NDArrayAPI.scala	4
scala-package/core/src/main/scala/org/apache/mxnet/Random.scala	37
scala-package/core/src/main/scala/org/apache/mxnet/Executor.scala	190
scala-package/core/src/main/scala/org/apache/mxnet/util/SerializerUtils.scala	51
scala-package/core/src/main/scala/org/apache/mxnet/util/WarnIfNotDisposed.scala	48
scala-package/core/src/main/scala/org/apache/mxnet/util/NativeLibraryLoader.scala	98
scala-package/core/src/main/scala/org/apache/mxnet/Base.scala	106
scala-package/core/src/main/scala/org/apache/mxnet/IO.scala	214
scala-package/core/src/main/scala/org/apache/mxnet/AttrScope.scala	25
scala-package/core/src/main/scala/org/apache/mxnet/Operator.scala	136
scala-package/core/src/main/scala/org/apache/mxnet/KVStore.scala	141
scala-package/core/src/main/scala/org/apache/mxnet/ExecutorManager.scala	367
scala-package/core/src/main/scala/org/apache/mxnet/DType.scala	31
scala-package/core/src/main/scala/org/apache/mxnet/KVStoreServer.scala	73
scala-package/core/src/main/scala/org/apache/mxnet/SymbolAPI.scala	11
scala-package/core/src/main/scala/org/apache/mxnet/Callback.scala	34
scala-package/core/src/main/scala/org/apache/mxnet/NDArrayCollector.scala	54
scala-package/core/src/main/scala/org/apache/mxnet/Rtc.scala	32
scala-package/core/src/main/scala/org/apache/mxnet/Profiler.scala	17
scala-package/core/src/main/scala/org/apache/mxnet/annotation/Experimental.scala	6
scala-package/core/src/main/scala/org/apache/mxnet/io/MXDataIter.scala	114
scala-package/core/src/main/scala/org/apache/mxnet/io/NDArrayIter.scala	178
scala-package/core/src/main/scala/org/apache/mxnet/io/PrefetchingIter.scala	147
scala-package/core/src/main/scala/org/apache/mxnet/io/ResizeIter.scala	85
scala-package/core/src/main/scala/org/apache/mxnet/Context.scala	44
scala-package/core/src/main/scala/org/apache/mxnet/Symbol.scala	875
scala-package/core/src/main/scala/org/apache/mxnet/optimizer/Adam.scala	92
scala-package/core/src/main/scala/org/apache/mxnet/optimizer/NAG.scala	71
scala-package/core/src/main/scala/org/apache/mxnet/optimizer/DCASGD.scala	80
scala-package/core/src/main/scala/org/apache/mxnet/optimizer/SGD.scala	74
scala-package/core/src/main/scala/org/apache/mxnet/optimizer/SGLD.scala	47
scala-package/core/src/main/scala/org/apache/mxnet/optimizer/RMSProp.scala	65
scala-package/core/src/main/scala/org/apache/mxnet/optimizer/AdaDelta.scala	61
scala-package/core/src/main/scala/org/apache/mxnet/optimizer/AdaGrad.scala	41
scala-package/mxnet-demo/src/main/scala/sample/HelloWorld.scala	9
scala-package/mxnet-demo/src/main/scala/sample/ImageClassificationExample.scala	54
scala-package/init-native/src/main/native/org_apache_mxnet_init_native_c_api.cc	75
scala-package/spark/src/main/scala/org/apache/mxnet/spark/MXNetModel.scala	38
scala-package/spark/src/main/scala/org/apache/mxnet/spark/MXNetParams.scala	35
scala-package/spark/src/main/scala/org/apache/mxnet/spark/MXNet.scala	207
scala-package/spark/src/main/scala/org/apache/mxnet/spark/MXNDArray.scala	15
scala-package/spark/src/main/scala/org/apache/mxnet/spark/utils/RepIterator.scala	24
scala-package/spark/src/main/scala/org/apache/mxnet/spark/utils/Img2Vector.scala	54
scala-package/spark/src/main/scala/org/apache/mxnet/spark/utils/Network.scala	40
scala-package/spark/src/main/scala/org/apache/mxnet/spark/transformer/MXNet.scala	115
scala-package/spark/src/main/scala/org/apache/mxnet/spark/ParameterServer.scala	126
scala-package/spark/src/main/scala/org/apache/mxnet/spark/io/LabeledPointIter.scala	90
scala-package/spark/src/main/scala/org/apache/mxnet/spark/io/LongLivingDataBatch.scala	12
scala-package/spark/src/main/scala/org/apache/mxnet/spark/io/PointIter.scala	90
scala-package/spark/src/main/scala/org/apache/mxnet/spark/example/ClassificationExample.scala	145
scala-package/infer/src/main/scala/org/apache/mxnet/infer/ObjectDetector.scala	89
scala-package/infer/src/main/scala/org/apache/mxnet/infer/package.scala	4
scala-package/infer/src/main/scala/org/apache/mxnet/infer/MXNetHandler.scala	61
scala-package/infer/src/main/scala/org/apache/mxnet/infer/ImageClassifier.scala	88
scala-package/infer/src/main/scala/org/apache/mxnet/infer/Classifier.scala	82
scala-package/infer/src/main/scala/org/apache/mxnet/infer/Predictor.scala	98
scala-package/macros/src/main/scala/org/apache/mxnet/SymbolMacro.scala	166
scala-package/macros/src/main/scala/org/apache/mxnet/NDArrayMacro.scala	163
scala-package/macros/src/main/scala/org/apache/mxnet/utils/CToScalaUtils.scala	47
scala-package/macros/src/main/scala/org/apache/mxnet/utils/OperatorBuildUtils.scala	13
scala-package/macros/src/main/scala/org/apache/mxnet/APIDocGenerator.scala	149
contrib/clojure-package/project.clj	14
contrib/clojure-package/src/dev/generator.clj	241
contrib/clojure-package/src/org/apache/clojure_mxnet/callback.clj	10
contrib/clojure-package/src/org/apache/clojure_mxnet/shape.clj	13
contrib/clojure-package/src/org/apache/clojure_mxnet/executor.clj	71
contrib/clojure-package/src/org/apache/clojure_mxnet/initializer.clj	35
contrib/clojure-package/src/org/apache/clojure_mxnet/kvstore.clj	165
contrib/clojure-package/src/org/apache/clojure_mxnet/random.clj	40
contrib/clojure-package/src/org/apache/clojure_mxnet/lr_scheduler.clj	9
contrib/clojure-package/src/org/apache/clojure_mxnet/module.clj	553
contrib/clojure-package/src/org/apache/clojure_mxnet/context.clj	19
contrib/clojure-package/src/org/apache/clojure_mxnet/kvstore_server.clj	16
contrib/clojure-package/src/org/apache/clojure_mxnet/eval_metric.clj	71
contrib/clojure-package/src/org/apache/clojure_mxnet/base.clj	3
contrib/clojure-package/src/org/apache/clojure_mxnet/io.clj	292
contrib/clojure-package/src/org/apache/clojure_mxnet/optimizer.clj	145
contrib/clojure-package/src/org/apache/clojure_mxnet/dtype.clj	7
contrib/clojure-package/src/org/apache/clojure_mxnet/layout.clj	7
contrib/clojure-package/src/org/apache/clojure_mxnet/visualization.clj	40
contrib/clojure-package/src/org/apache/clojure_mxnet/symbol.clj	208
contrib/clojure-package/src/org/apache/clojure_mxnet/monitor.clj	22
contrib/clojure-package/src/org/apache/clojure_mxnet/util.clj	171
contrib/clojure-package/src/org/apache/clojure_mxnet/profiler.clj	27
contrib/clojure-package/src/org/apache/clojure_mxnet/ndarray.clj	126
cmake/FirstClassLangCuda.cmake	225
cmake/MklDnn.cmake	41
cmake/Utils.cmake	382
cmake/Modules/FindAtlas.cmake	61
cmake/Modules/FindGperftools.cmake	60
cmake/Modules/FindAccelerate.cmake	39
cmake/Modules/FindJeMalloc.cmake	76
cmake/Modules/FindNCCL.cmake	58
cmake/Modules/FindMKL.cmake	170
cmake/Modules/FindOpenBLAS.cmake	81
cmake/ChooseBlas.cmake	55
perl-package/AI-MXNet/lib/AI/MXNet/Logging.pm	9
perl-package/AI-MXNet/lib/AI/MXNet/Contrib.pm	10
perl-package/AI-MXNet/lib/AI/MXNet/Engine.pm	18
perl-package/AI-MXNet/lib/AI/MXNet/CachedOp.pm	87
perl-package/AI-MXNet/lib/AI/MXNet/AutoLoad.pm	16
perl-package/AI-MXNet/lib/AI/MXNet/Optimizer.pm	1285
perl-package/AI-MXNet/lib/AI/MXNet/Metric.pm	694
perl-package/AI-MXNet/lib/AI/MXNet/AutoGrad.pm	234
perl-package/AI-MXNet/lib/AI/MXNet/Monitor.pm	129
perl-package/AI-MXNet/lib/AI/MXNet/Module/Bucketing.pm	343
perl-package/AI-MXNet/lib/AI/MXNet/Module/Base.pm	487
perl-package/AI-MXNet/lib/AI/MXNet/Gluon.pm	40
perl-package/AI-MXNet/lib/AI/MXNet/NDArray.pm	917
perl-package/AI-MXNet/lib/AI/MXNet/Context.pm	82
perl-package/AI-MXNet/lib/AI/MXNet/Contrib/NDArray.pm	6
perl-package/AI-MXNet/lib/AI/MXNet/Contrib/Symbol.pm	6
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/Mouse.pm	41
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/NN.pm	25
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/Loss.pm	276
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/Trainer.pm	380
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/Parameter.pm	856
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/Utils.pm	187
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/RNN/Layer.pm	367
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/RNN/Cell.pm	800
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/Block.pm	1090
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/Data.pm	9
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/NN/BasicLayers.pm	445
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/NN/ConvLayers.pm	458
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/NN/Activation.pm	94
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/Data/Loader.pm	124
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/Data/Sampler.pm	168
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/Data/Vision.pm	259
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/Data/Set.pm	73
perl-package/AI-MXNet/lib/AI/MXNet/Gluon/RNN.pm	23
perl-package/AI-MXNet/lib/AI/MXNet/LRScheduler.pm	92
perl-package/AI-MXNet/lib/AI/MXNet/LinAlg/NDArray.pm	6
perl-package/AI-MXNet/lib/AI/MXNet/LinAlg/Symbol.pm	6
perl-package/AI-MXNet/lib/AI/MXNet/NDArray/Doc.pm	32
perl-package/AI-MXNet/lib/AI/MXNet/NDArray/Sparse.pm	751
perl-package/AI-MXNet/lib/AI/MXNet/NDArray/Base.pm	198
perl-package/AI-MXNet/lib/AI/MXNet/NDArray/Slice.pm	92
perl-package/AI-MXNet/lib/AI/MXNet/TestUtils.pm	626
perl-package/AI-MXNet/lib/AI/MXNet/Image.pm	544
perl-package/AI-MXNet/lib/AI/MXNet/RNN/Cell.pm	1444
perl-package/AI-MXNet/lib/AI/MXNet/RNN/IO.pm	206
perl-package/AI-MXNet/lib/AI/MXNet/Executor/Group.pm	638
perl-package/AI-MXNet/lib/AI/MXNet/Types.pm	66
perl-package/AI-MXNet/lib/AI/MXNet/Symbol.pm	900
perl-package/AI-MXNet/lib/AI/MXNet/Function/Parameters.pm	33
perl-package/AI-MXNet/lib/AI/MXNet/Image/NDArray.pm	6
perl-package/AI-MXNet/lib/AI/MXNet/Image/Symbol.pm	6
perl-package/AI-MXNet/lib/AI/MXNet/Callback.pm	144
perl-package/AI-MXNet/lib/AI/MXNet/Base.pm	336
perl-package/AI-MXNet/lib/AI/MXNet/IO.pm	561
perl-package/AI-MXNet/lib/AI/MXNet/Module.pm	758
perl-package/AI-MXNet/lib/AI/MXNet/CudaModule.pm	145
perl-package/AI-MXNet/lib/AI/MXNet/Executor.pm	298
perl-package/AI-MXNet/lib/AI/MXNet/KVStoreServer.pm	49
perl-package/AI-MXNet/lib/AI/MXNet/RecordIO.pm	192
perl-package/AI-MXNet/lib/AI/MXNet/KVStore.pm	221
perl-package/AI-MXNet/lib/AI/MXNet/Util/Printable.pm	5
perl-package/AI-MXNet/lib/AI/MXNet/Initializer.pm	545
perl-package/AI-MXNet/lib/AI/MXNet/Symbol/Doc.pm	41
perl-package/AI-MXNet/lib/AI/MXNet/Symbol/AttrScope.pm	25
perl-package/AI-MXNet/lib/AI/MXNet/Symbol/Sparse.pm	14
perl-package/AI-MXNet/lib/AI/MXNet/Symbol/Base.pm	171
perl-package/AI-MXNet/lib/AI/MXNet/Symbol/NameManager.pm	45
perl-package/AI-MXNet/lib/AI/MXNet/Symbol/Random.pm	39
perl-package/AI-MXNet/lib/AI/MXNet/Random.pm	108
perl-package/AI-MXNet/lib/AI/MXNet/Visualization.pm	333
perl-package/AI-MXNet/lib/AI/MXNet/LinAlg.pm	10
perl-package/AI-MXNet/lib/AI/MXNet/RNN.pm	67
perl-package/AI-MXNet/lib/AI/MXNet/Profiler.pm	18
perl-package/AI-MXNet/lib/AI/MXNet.pm	104
perl-package/AI-MXNet/Makefile.PL	49
perl-package/AI-MXNet/META.yml	28
perl-package/AI-MXNet/t/AI-MXNet.t	4
perl-package/AI-MXNet-Gluon-ModelZoo/lib/AI/MXNet/Gluon/ModelZoo/ModelStore.pm	103
perl-package/AI-MXNet-Gluon-ModelZoo/lib/AI/MXNet/Gluon/ModelZoo/Vision/MobileNet.pm	244
perl-package/AI-MXNet-Gluon-ModelZoo/lib/AI/MXNet/Gluon/ModelZoo/Vision/SqueezeNet.pm	106
perl-package/AI-MXNet-Gluon-ModelZoo/lib/AI/MXNet/Gluon/ModelZoo/Vision/ResNet.pm	446
perl-package/AI-MXNet-Gluon-ModelZoo/lib/AI/MXNet/Gluon/ModelZoo/Vision/AlexNet.pm	64
perl-package/AI-MXNet-Gluon-ModelZoo/lib/AI/MXNet/Gluon/ModelZoo/Vision/DenseNet.pm	140
perl-package/AI-MXNet-Gluon-ModelZoo/lib/AI/MXNet/Gluon/ModelZoo/Vision/Inception.pm	219
perl-package/AI-MXNet-Gluon-ModelZoo/lib/AI/MXNet/Gluon/ModelZoo/Vision/VGG.pm	129
perl-package/AI-MXNet-Gluon-ModelZoo/lib/AI/MXNet/Gluon/ModelZoo/Vision.pm	29
perl-package/AI-MXNet-Gluon-ModelZoo/lib/AI/MXNet/Gluon/ModelZoo.pm	65
perl-package/AI-MXNet-Gluon-ModelZoo/Makefile.PL	39
perl-package/AI-MXNet-Gluon-ModelZoo/META.yml	23
perl-package/AI-MXNet-Gluon-ModelZoo/t/AI-MXNet-Gluon-ModelZoo.t	4
perl-package/AI-NNVMCAPI/nnvm.i	356
perl-package/AI-NNVMCAPI/lib/AI/NNVMCAPI.pm	6
perl-package/AI-NNVMCAPI/Makefile.PL	39
perl-package/AI-NNVMCAPI/nnvm_typemaps.i	320
perl-package/AI-NNVMCAPI/META.yml	22
perl-package/AI-NNVMCAPI/t/AI-NNVMCAPI.t	4
perl-package/AI-MXNet-Gluon-Contrib/lib/AI/MXNet/Gluon/Contrib.pm	7
perl-package/AI-MXNet-Gluon-Contrib/lib/AI/MXNet/Gluon/Contrib/NN/BasicLayers.pm	64
perl-package/AI-MXNet-Gluon-Contrib/Makefile.PL	35
perl-package/AI-MXNet-Gluon-Contrib/META.yml	21
perl-package/AI-MXNet-Gluon-Contrib/t/AI-MXNet-Gluon-Contrib.t	4
perl-package/AI-MXNetCAPI/mxnet_typemaps.i	1134
perl-package/AI-MXNetCAPI/lib/AI/MXNetCAPI.pm	6
perl-package/AI-MXNetCAPI/Makefile.PL	40
perl-package/AI-MXNetCAPI/mxnet.i	2067
perl-package/AI-MXNetCAPI/META.yml	22
perl-package/AI-MXNetCAPI/t/AI-MXNetCAPI.t	4
plot.gv	839
tools/caffe_converter/caffe_parser.py	49
tools/caffe_converter/convert_mean.py	25
tools/caffe_converter/caffe.proto	1269
tools/caffe_converter/caffe_proto_utils.py	113
tools/caffe_converter/convert_caffe_modelzoo.py	117
tools/caffe_converter/convert_symbol.py	259
tools/caffe_converter/compare_layers.py	209
tools/caffe_converter/convert_model.py	160
tools/im2rec.py	285
tools/bandwidth/measure.py	111
tools/coreml/converter/_layers.py	291
tools/coreml/converter/_add_pooling.py	37
tools/coreml/converter/__init__.py	1
tools/coreml/converter/_mxnet_converter.py	143
tools/coreml/converter/utils.py	28
tools/coreml/pip_package/setup.py	41
tools/coreml/pip_package/MANIFEST.in	18
tools/coreml/mxnet_coreml_converter.py	76
tools/accnn/acc_fc.py	51
tools/accnn/acc_conv.py	66
tools/accnn/rank_selection.py	83
tools/accnn/utils.py	96
tools/accnn/accnn.py	35
tools/license_header.py	125
tools/im2rec.cc	257
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/Layer.java	91
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/MLModel.java	63
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/ParserHelper.java	11
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/Converter.java	316
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/Solver.java	95
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/Optimizer.java	19
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/SymbolGeneratorFactory.java	22
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/SymbolGenerator.java	4
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/GeneratorOutput.java	9
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/Launcher.java	124
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/SolverListener.java	26
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/Config.java	22
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/Utils.java	15
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/GenerationHelper.java	137
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/DropoutGenerator.java	14
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/PluginIntLayerGenerator.java	40
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/ConcatGenerator.java	19
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/PluginLossGenerator.java	31
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/SoftmaxOutputGenerator.java	15
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/PoolingGenerator.java	47
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/PluginLayerHelper.java	30
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/EltwiseGenerator.java	37
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/AccuracyMetricsGenerator.java	46
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/FlattenGenerator.java	19
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/ConvolutionGenerator.java	56
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/BatchNormGenerator.java	33
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/FCGenerator.java	44
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/DeconvolutionGenerator.java	56
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/ScaleGenerator.java	32
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/PowerGenerator.java	20
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/BaseGenerator.java	26
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/ReluGenerator.java	14
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/generators/PermuteGenerator.java	18
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/misc/StatsListener.java	65
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/misc/CollectStats.java	39
tools/caffe_translator/src/main/java/io/mxnet/caffetranslator/CreateModelListener.java	98
tools/caffe_translator/src/main/antlr/io/mxnet/caffetranslator/CaffePrototxt.g4	52
tools/caffe_translator/src/main/resources/templates/opt_nesterov.st	24
tools/caffe_translator/src/main/resources/templates/var.st	17
tools/caffe_translator/src/main/resources/templates/deconvolution.st	26
tools/caffe_translator/src/main/resources/templates/iterator.st	26
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example/image-classification/__init__.py	1
example/image-classification/symbol_alexnet.R	29
example/image-classification/symbol_lenet.R	16
example/image-classification/benchmark.py	219
example/image-classification/symbol_inception-bn-28-small.R	58
example/image-classification/symbol_inception-bn.R	91
example/image-classification/common/__init__.py	1
example/image-classification/common/find_mxnet.py	7
example/image-classification/common/data.py	185
example/image-classification/common/util.py	31
example/image-classification/common/fit.py	272
example/image-classification/common/modelzoo.py	44
example/image-classification/score.py	76
example/image-classification/train_cifar10.py	46
example/image-classification/symbols/inception-v3.py	149
example/image-classification/symbols/resnetv1.py	128
example/image-classification/symbols/__init__.py	1
example/image-classification/symbols/resnet.py	130
example/image-classification/symbols/resnet-v1.py	128
example/image-classification/symbols/mobilenet.py	95
example/image-classification/symbols/googlenet.py	38
example/image-classification/symbols/resnext.py	131
example/image-classification/symbols/mobilenetv2.py	177
example/image-classification/symbols/vgg.py	38
example/image-classification/symbols/inception-v4.py	117
example/image-classification/symbols/lenet.py	30
example/image-classification/symbols/mlp.py	11
example/image-classification/symbols/alexnet.py	39
example/image-classification/symbols/inception-resnet-v2.py	116
example/image-classification/symbols/inception-bn.py	78
example/image-classification/symbol_resnet.R	65
example/image-classification/symbol_googlenet.R	56
example/image-classification/symbol_resnet-v2.R	126
example/image-classification/train_mnist.R	122
example/image-classification/fine-tune.py	56
example/image-classification/symbol_vgg.R	48
example/image-classification/train_cifar10.R	113
example/image-classification/train_imagenet.R	101
example/kaggle-ndsb2/Train.py	138
example/kaggle-ndsb2/Train.R	135
example/kaggle-ndsb2/Preprocessing.py	114
example/svm_mnist/svm_mnist.py	50
example/kaggle-ndsb1/training_curves.py	26
example/kaggle-ndsb1/predict_dsb.py	37
example/kaggle-ndsb1/symbol_dsb.py	26
example/kaggle-ndsb1/train_dsb.py	71
example/profiler/profiler_imageiter.py	22
example/profiler/profiler_executor.py	119
example/profiler/profiler_ndarray.py	264
example/profiler/profiler_matmul.py	39
example/named_entity_recognition/src/metrics.py	37
example/named_entity_recognition/src/iterators.py	103
example/named_entity_recognition/src/preprocess.py	15
example/named_entity_recognition/src/ner.py	142
example/recommenders/recotools.py	22
example/recommenders/matrix_fact.py	38
example/recommenders/negativesample.py	100
example/recommenders/movielens_data.py	38
example/recommenders/crossentropy.py	75
example/recommenders/randomproj.py	78
example/recommenders/demo-MF.R	62
example/recommenders/symbol_alexnet.py	32
example/gan/CGAN_mnist_R/iterators.R	49
example/gan/CGAN_mnist_R/CGAN_train.R	197
example/cnn_chinese_text_classification/text_cnn.py	183
example/cnn_chinese_text_classification/data_helpers.py	111
example/rnn-time-major/rnn_cell_demo.py	68
example/rnn-time-major/bucket_io.py	187
example/reinforcement-learning/dqn/replay_memory.py	183
example/reinforcement-learning/dqn/base.py	237
example/reinforcement-learning/dqn/atari_game.py	135
example/reinforcement-learning/dqn/game.py	23
example/reinforcement-learning/dqn/utils.py	209
example/reinforcement-learning/dqn/dqn_demo.py	185
example/reinforcement-learning/dqn/operators.py	94
example/reinforcement-learning/parallel_actor_critic/train.py	114
example/reinforcement-learning/parallel_actor_critic/model.py	74
example/reinforcement-learning/parallel_actor_critic/config.py	20
example/reinforcement-learning/parallel_actor_critic/envs.py	25
example/reinforcement-learning/ddpg/policies.py	56
example/reinforcement-learning/ddpg/replay_mem.py	59
example/reinforcement-learning/ddpg/run.py	27
example/reinforcement-learning/ddpg/ddpg.py	251
example/reinforcement-learning/ddpg/utils.py	81
example/reinforcement-learning/ddpg/qfuncs.py	48
example/reinforcement-learning/ddpg/strategies.py	42
example/reinforcement-learning/a3c/rl_data.py	126
example/reinforcement-learning/a3c/a3c.py	181
example/reinforcement-learning/a3c/sym.py	17
example/reinforcement-learning/a3c/launcher.py	85
example/neural-style/find_mxnet.py	7
example/neural-style/nstyle.py	212
example/neural-style/model_vgg19.py	65
example/neural-style/end_to_end/data_processing.py	52
example/neural-style/end_to_end/gen_v4.py	57
example/neural-style/end_to_end/model_vgg19.py	84
example/neural-style/end_to_end/boost_inference.py	22
example/neural-style/end_to_end/gen_v3.py	49
example/neural-style/end_to_end/boost_train.py	111
example/neural-style/end_to_end/basic.py	136
example/svrg_module/linear_regression/train.py	21
example/svrg_module/linear_regression/data_reader.py	14
example/svrg_module/linear_regression/common.py	44
example/svrg_module/api_usage_example/example_inference.py	63
example/svrg_module/api_usage_example/example_api_train.py	59
example/speech_recognition/train.py	126
example/speech_recognition/stt_datagenerator.py	192
example/speech_recognition/stt_io_bucketingiter.py	122
example/speech_recognition/stt_layer_gru.py	182
example/speech_recognition/stt_bi_graphemes_util.py	38
example/speech_recognition/stt_layer_batchnorm.py	31
example/speech_recognition/stt_layer_warpctc.py	17
example/speech_recognition/singleton.py	18
example/speech_recognition/stt_layer_fc.py	95
example/speech_recognition/arch_deepspeech.py	165
example/speech_recognition/stt_layer_lstm.py	248
example/speech_recognition/stt_io_iter.py	90
example/speech_recognition/stt_utils.py	65
example/speech_recognition/deepspeech.cfg	64
example/speech_recognition/label_util.py	85
example/speech_recognition/log_util.py	34
example/speech_recognition/config_util.py	61
example/speech_recognition/stt_layer_conv.py	25
example/speech_recognition/stt_metric.py	183
example/speech_recognition/main.py	297
example/speech_recognition/default.cfg	64
example/speech_recognition/stt_layer_slice.py	8
example/speech_recognition/stt_bucketing_module.py	10
example/fcn-xs/init_fcnxs.py	77
example/fcn-xs/data.py	87
example/fcn-xs/symbol_fcnxs.py	160
example/fcn-xs/fcn_xs.py	68
example/fcn-xs/image_segmentaion.py	65
example/fcn-xs/solver.py	120
example/ctc/lstm_ocr_infer.py	47
example/ctc/lstm_ocr_train.py	82
example/ctc/ctc_metrics.py	72
example/ctc/ocr_predict.py	82
example/ctc/lstm.py	91
example/ctc/hyperparams.py	43
example/ctc/captcha_generator.py	65
example/ctc/ocr_iter.py	63
example/ctc/multiproc_data.py	61
example/stochastic-depth/sd_module.py	123
example/stochastic-depth/sd_mnist.py	100
example/stochastic-depth/sd_cifar10.py	99
example/rcnn/train.py	235
example/rcnn/symnet/proposal_target.py	102
example/rcnn/symnet/__init__.py	1
example/rcnn/symnet/symbol_vgg.py	150
example/rcnn/symnet/symbol_resnet.py	142
example/rcnn/symnet/logger.py	4
example/rcnn/symnet/model.py	58
example/rcnn/symnet/metric.py	88
example/rcnn/demo.py	157
example/rcnn/symdata/vis.py	14
example/rcnn/symdata/loader.py	163
example/rcnn/symdata/__init__.py	1
example/rcnn/symdata/bbox.py	110
example/rcnn/symdata/anchor.py	101
example/rcnn/symdata/image.py	70
example/rcnn/test.py	161
example/rcnn/symimdb/__init__.py	1
example/rcnn/symimdb/pascal_voc.py	194
example/rcnn/symimdb/coco.py	139
example/rcnn/symimdb/imdb.py	72
example/sparse/wide_deep/train.py	83
example/sparse/wide_deep/data.py	97
example/sparse/wide_deep/model.py	30
example/sparse/matrix_factorization/train.py	89
example/sparse/matrix_factorization/data.py	32
example/sparse/matrix_factorization/model.py	22
example/sparse/factorization_machine/train.py	104
example/sparse/factorization_machine/model.py	25
example/sparse/factorization_machine/metric.py	56
example/sparse/linear_classification/train.py	84
example/sparse/linear_classification/linear_model.py	14
example/sparse/linear_classification/weighted_softmax_ce.py	33
example/sparse/linear_classification/data.py	15
example/python-howto/debug_conv.py	16
example/python-howto/data_iter.py	21
example/python-howto/monitor_weights.py	20
example/python-howto/multiple_outputs.py	9
example/nce-loss/toy_softmax.py	36
example/nce-loss/random_data.py	93
example/nce-loss/lstm_word.py	44
example/nce-loss/text8_data.py	291
example/nce-loss/lstm_net.py	75
example/nce-loss/wordvec_net.py	48
example/nce-loss/nce.py	95
example/nce-loss/toy_nce.py	46
example/nce-loss/wordvec.py	38
example/nce-loss/wordvec_subwords.py	56
example/multi-task/example_multi_task.py	93
example/utils/get_data.py	64
example/utils/__init__.py	1
example/memcost/inception_memcost.py	62
example/bayesian-methods/bdk_demo.py	305
example/bayesian-methods/data_loader.py	37
example/bayesian-methods/algos.py	284
example/bayesian-methods/utils.py	161
example/deep-embedded-clustering/data.py	13
example/deep-embedded-clustering/model.py	51
example/deep-embedded-clustering/dec.py	141
example/deep-embedded-clustering/autoencoder.py	175
example/deep-embedded-clustering/solver.py	112
example/autoencoder/data.py	13
example/autoencoder/model.py	51
example/autoencoder/mnist_sae.py	70
example/autoencoder/autoencoder.py	175
example/autoencoder/solver.py	112
example/captcha/mxnet_captcha.R	58
example/numpy-ops/numpy_softmax.py	43
example/numpy-ops/custom_softmax_rtc.py	82
example/numpy-ops/weighted_logistic_regression.py	52
example/numpy-ops/custom_softmax.py	46
example/numpy-ops/custom_sparse_sqr.py	88
example/cnn_text_classification/text_cnn.py	121
example/cnn_text_classification/data_helpers.py	105
example/capsnet/capsulelayers.py	63
example/capsnet/capsulenet.py	267
example/bi-lstm-sort/lstm_sort.py	100
example/bi-lstm-sort/infer_sort.py	48
example/bi-lstm-sort/rnn_model.py	44
example/bi-lstm-sort/lstm.py	139
example/bi-lstm-sort/gen_data.py	17
example/bi-lstm-sort/sort_io.py	173
example/gluon/kaggle_k_fold_cross_validation.py	107
example/gluon/style_transfer/dataset/download_dataset.py	13
example/gluon/style_transfer/download_images.py	3
example/gluon/style_transfer/option.py	84
example/gluon/style_transfer/data.py	58
example/gluon/style_transfer/models/download_model.py	10
example/gluon/style_transfer/utils.py	131
example/gluon/style_transfer/net.py	209
example/gluon/style_transfer/main.py	157
example/gluon/super_resolution.py	139
example/gluon/sn_gan/train.py	93
example/gluon/sn_gan/data.py	14
example/gluon/sn_gan/model.py	81
example/gluon/sn_gan/utils.py	25
example/gluon/image_classification.py	246
example/gluon/data.py	152
example/gluon/tree_lstm/tree_lstm.py	108
example/gluon/tree_lstm/main.py	133
example/gluon/tree_lstm/dataset.py	182
example/gluon/tree_lstm/scripts/download.py	70
example/gluon/tree_lstm/scripts/preprocess-sick.py	84
example/gluon/word_language_model/train.py	145
example/gluon/word_language_model/model.py	40
example/gluon/embedding_learning/train.py	179
example/gluon/embedding_learning/data.py	88
example/gluon/embedding_learning/model.py	98
example/gluon/lstm_crf.py	133
example/gluon/mnist.py	75
example/gluon/actor_critic.py	81
example/gluon/dcgan.py	158
example/gluon/learning_rate_manipulation.py	31
example/cnn_visualization/gradcam.py	135
example/cnn_visualization/gradcam_demo.py	60
example/cnn_visualization/vgg.py	58
example/quantization/common/__init__.py	1
example/quantization/common/find_mxnet.py	7
example/quantization/common/data.py	185
example/quantization/common/util.py	31
example/quantization/common/fit.py	272
example/quantization/common/modelzoo.py	44
example/quantization/imagenet_inference.py	137
example/quantization/imagenet_gen_qsym_mkldnn.py	159
example/quantization/imagenet_gen_qsym.py	166
example/ssd/train.py	124
example/ssd/train/train_net.py	129
example/ssd/train/__init__.py	1
example/ssd/train/metric.py	41
example/ssd/benchmark_score.py	65
example/ssd/dataset/cv2Iterator.py	38
example/ssd/dataset/__init__.py	1
example/ssd/dataset/mscoco.py	58
example/ssd/dataset/iterator.py	190
example/ssd/dataset/pascal_voc.py	128
example/ssd/dataset/pycocotools/__init__.py	1
example/ssd/dataset/pycocotools/coco.py	268
example/ssd/dataset/testdb.py	22
example/ssd/dataset/concat_db.py	45
example/ssd/dataset/imdb.py	52
example/ssd/dataset/yolo_format.py	67
example/ssd/detect/__init__.py	1
example/ssd/detect/detector.py	110
example/ssd/__init__.py	1
example/ssd/deploy.py	43
example/ssd/tools/caffe_converter/caffe_parser.py	49
example/ssd/tools/caffe_converter/mean_image.py	40
example/ssd/tools/caffe_converter/convert_mean.py	25
example/ssd/tools/caffe_converter/caffe.proto	1739
example/ssd/tools/caffe_converter/caffe_proto_utils.py	113
example/ssd/tools/caffe_converter/convert_symbol.py	323
example/ssd/tools/caffe_converter/caffe_parse/parse_from_protobuf.py	21
example/ssd/tools/caffe_converter/compare_layers.py	208
example/ssd/tools/caffe_converter/convert_model.py	157
example/ssd/tools/__init__.py	1
example/ssd/tools/find_mxnet.py	7
example/ssd/tools/prepare_dataset.py	78
example/ssd/tools/visualize_net.py	24
example/ssd/tools/rand_sampler.py	166
example/ssd/evaluate/__init__.py	1
example/ssd/evaluate/evaluate_net.py	44
example/ssd/evaluate/eval_voc.py	117
example/ssd/evaluate/eval_metric.py	163
example/ssd/config/__init__.py	1
example/ssd/config/utils.py	61
example/ssd/config/config.py	55
example/ssd/demo.py	174
example/ssd/symbol/legacy_vgg16_ssd_300.py	125
example/ssd/symbol/__init__.py	1
example/ssd/symbol/inceptionv3.py	141
example/ssd/symbol/common.py	138
example/ssd/symbol/resnet.py	122
example/ssd/symbol/vgg16_reduced.py	69
example/ssd/symbol/legacy_vgg16_ssd_512.py	128
example/ssd/symbol/symbol_factory.py	85
example/ssd/symbol/symbol_builder.py	54
example/ssd/evaluate.py	83
docker/Dockerfiles/Dockerfile.in.perl	5
docker/Dockerfiles/Dockerfile.in.scala	5