Path	Lines of Code
CODE_OF_CONDUCT.md	4
CONTRIBUTING.md	38
CONTRIBUTORS.md	182
MKLDNN_README.md	202
NEWS.md	520
R-package/README.md	22
R-package/demo/basic_bench.R	15
R-package/demo/basic_executor.R	19
R-package/demo/basic_kvstore.R	11
R-package/demo/basic_model.R	76
R-package/demo/basic_ndarray.R	17
R-package/demo/basic_random.R	6
R-package/demo/basic_symbol.R	9
README.md	402
amalgamation/README.md	110
ci/README.md	69
contrib/clojure-package/README.md	143
contrib/clojure-package/examples/cnn-text-classification/README.md	21
contrib/clojure-package/examples/cnn-text-classification/get_data.sh	11
contrib/clojure-package/examples/cnn-text-classification/project.clj	7
contrib/clojure-package/examples/cnn-text-classification/src/cnn_text_classification/classifier.clj	82
contrib/clojure-package/examples/cnn-text-classification/src/cnn_text_classification/data_helper.clj	114
contrib/clojure-package/examples/gan/README.md	8
contrib/clojure-package/examples/gan/project.clj	7
contrib/clojure-package/examples/gan/src/gan/gan_mnist.clj	158
contrib/clojure-package/examples/gan/src/gan/viz.clj	63
contrib/clojure-package/examples/imclassification/README.md	11
contrib/clojure-package/examples/imclassification/project.clj	7
contrib/clojure-package/examples/imclassification/src/imclassification/train_mnist.clj	84
contrib/clojure-package/examples/module/README.md	13
contrib/clojure-package/examples/module/project.clj	7
contrib/clojure-package/examples/module/src/mnist_mlp.clj	149
contrib/clojure-package/examples/multi-label/README.md	10
contrib/clojure-package/examples/multi-label/project.clj	6
contrib/clojure-package/examples/multi-label/src/multi_label/core.clj	140
contrib/clojure-package/examples/neural-style/README.md	11
contrib/clojure-package/examples/neural-style/download.sh	11
contrib/clojure-package/examples/neural-style/project.clj	8
contrib/clojure-package/examples/neural-style/src/neural_style/core.clj	123
contrib/clojure-package/examples/neural-style/src/neural_style/model_vgg_19.clj	74
contrib/clojure-package/examples/pre-trained-models/README.md	16
contrib/clojure-package/examples/pre-trained-models/download-caltech.sh	6
contrib/clojure-package/examples/pre-trained-models/download-resnet-152.sh	7
contrib/clojure-package/examples/pre-trained-models/download-resnet-50.sh	6
contrib/clojure-package/examples/pre-trained-models/project.clj	8
contrib/clojure-package/examples/pre-trained-models/src/pre_trained_models/fine_tune.clj	76
contrib/clojure-package/examples/pre-trained-models/src/pre_trained_models/predict_image.clj	37
contrib/clojure-package/examples/profiler/README.md	4
contrib/clojure-package/examples/profiler/project.clj	5
contrib/clojure-package/examples/profiler/src/profiler/core.clj	38
contrib/clojure-package/examples/rnn/README.md	10
contrib/clojure-package/examples/rnn/get_data.sh	6
contrib/clojure-package/examples/rnn/project.clj	6
contrib/clojure-package/examples/rnn/src/rnn/lstm.clj	29
contrib/clojure-package/examples/rnn/src/rnn/test_char_rnn.clj	53
contrib/clojure-package/examples/rnn/src/rnn/train_char_rnn.clj	33
contrib/clojure-package/examples/rnn/src/rnn/util.clj	50
contrib/clojure-package/examples/scripts/get_cifar_data.sh	15
contrib/clojure-package/examples/scripts/get_mnist_data.sh	15
contrib/clojure-package/examples/tutorial/README.md	3
contrib/clojure-package/examples/tutorial/project.clj	5
contrib/clojure-package/examples/tutorial/src/tutorial/introduction.clj	6
contrib/clojure-package/examples/tutorial/src/tutorial/kvstore.clj	7
contrib/clojure-package/examples/tutorial/src/tutorial/module.clj	75
contrib/clojure-package/examples/tutorial/src/tutorial/ndarray.clj	34
contrib/clojure-package/examples/tutorial/src/tutorial/symbol.clj	55
contrib/clojure-package/examples/visualization/README.md	3
contrib/clojure-package/examples/visualization/project.clj	6
contrib/clojure-package/examples/visualization/src/visualization/core.clj	23
contrib/clojure-package/resources/log4j.properties	21
contrib/clojure-package/testing.md	16
cpp-package/README.md	13
cpp-package/example/feature_extract/README.md	9
docker/Dockerfiles/License.md	16
docker/README.md	77
docker/docker-python/README.md	32
dynamic-training-cft.json	1043
example/MXNetTutorialTemplate.ipynb	435
example/README.md	190
example/adversary/README.md	5
example/adversary/adversary_generation.ipynb	317
example/autoencoder/README.md	11
example/bayesian-methods/README.md	8
example/bayesian-methods/bdk.ipynb	422
example/bi-lstm-sort/README.md	19
example/caffe/README.md	35
example/capsnet/README.md	54
example/captcha/README.md	3
example/cnn_chinese_text_classification/README.md	19
example/cnn_text_classification/README.md	18
example/cnn_visualization/README.md	13
example/ctc/README.md	91
example/deep-embedded-clustering/README.md	7
example/distributed_training/README.md	186
example/dsd/README.md	21
example/fcn-xs/README.md	75
example/gluon/embedding_learning/README.md	62
example/gluon/sn_gan/README.md	31
example/gluon/style_transfer/README.md	94
example/gluon/word_language_model/README.md	50
example/image-classification/README.md	300
example/image-classification/predict-cpp/README.md	51
example/image-classification/symbols/README.md	10
example/kaggle-ndsb1/README.md	42
example/kaggle-ndsb2/README.md	47
example/memcost/README.md	27
example/model-parallel/matrix_factorization/README.md	15
example/module/README.md	5
example/multi-task/README.md	6
example/multivariate_time_series/README.md	27
example/mxnet_adversarial_vae/README.md	38
example/named_entity_recognition/README.md	12
example/nce-loss/README.md	91
example/neural-style/README.md	15
example/neural-style/end_to_end/README.md	9
example/notebooks/README.md	3
example/numpy-ops/README.md	3
example/profiler/README.md	22
example/python-howto/README.md	32
example/quantization/README.md	20
example/rcnn/README.md	55
example/recommenders/README.md	28
example/recommenders/demo1-MF.ipynb	252
example/recommenders/demo1-MF2-fancy.ipynb	295
example/recommenders/demo2-binary.ipynb	137
example/recommenders/demo3-dssm.ipynb	113
example/reinforcement-learning/a3c/README.md	14
example/reinforcement-learning/ddpg/README.md	15
example/reinforcement-learning/dqn/README.md	18
example/reinforcement-learning/parallel_actor_critic/README.md	26
example/restricted-boltzmann-machine/README.md	8
example/rnn-time-major/readme.md	20
example/rnn/README.md	11
example/rnn/bucketing/README.md	19
example/rnn/large_word_lm/readme.md	58
example/rnn/old/README.md	13
example/rnn/word_lm/README.md	39
example/sparse/factorization_machine/README.md	11
example/sparse/linear_classification/README.md	12
example/sparse/matrix_factorization/README.md	24
example/sparse/wide_deep/README.md	4
example/speech_recognition/README.md	119
example/ssd/README.md	155
example/ssd/dataset/pycocotools/README.md	2
example/ssd/symbol/README.md	47
example/ssd/tools/caffe_converter/README.md	13
example/stochastic-depth/README.md	23
example/svm_mnist/README.md	6
example/svrg_module/README.md	27
example/vae/README.md	16
julia/LICENSE.md	178
julia/NEWS.md	523
julia/README-DEV.md	12
julia/README.md	44
julia/examples/char-lstm/README.md	98
julia/examples/char-lstm/config.jl	21
julia/examples/char-lstm/lstm.jl	103
julia/examples/char-lstm/sampler.jl	45
julia/examples/char-lstm/seq-data.jl	87
julia/examples/char-lstm/train.jl	25
julia/examples/char-lstm/visualize.jl	11
julia/examples/cifar10/cifar10.jl	52
julia/examples/imagenet/ijulia-pretrained-predict/imagehelper.py	16
julia/examples/mnist/lenet-stn.jl	29
julia/examples/mnist/lenet.jl	19
julia/examples/mnist/mlp-test.jl	69
julia/examples/mnist/mlp.jl	18
julia/examples/mnist/mnist-data.jl	12
julia/examples/nondefault-example.jl	60
julia/examples/regression-example.jl	54
julia/plugins/README.md	9
matlab/README.md	87
perl-package/AI-MXNet-Gluon-Contrib/META.json	42
perl-package/AI-MXNet-Gluon-ModelZoo/META.json	44
perl-package/AI-MXNet-Gluon-ModelZoo/examples/image_classification.pl	36
perl-package/AI-MXNet/META.json	49
perl-package/AI-MXNet/examples/calculator.pl	112
perl-package/AI-MXNet/examples/char_lstm.pl	197
perl-package/AI-MXNet/examples/cudnn_lstm_bucketing.pl	239
perl-package/AI-MXNet/examples/get_sherlockholmes_data.sh	20
perl-package/AI-MXNet/examples/gluon/dcgan.pl	144
perl-package/AI-MXNet/examples/gluon/mnist.pl	92
perl-package/AI-MXNet/examples/gluon/style_transfer/README.md	28
perl-package/AI-MXNet/examples/gluon/style_transfer/get_data.sh	10
perl-package/AI-MXNet/examples/gluon/style_transfer/net.pl	272
perl-package/AI-MXNet/examples/gluon/style_transfer/style_transfer.pl	36
perl-package/AI-MXNet/examples/gluon/style_transfer/utils.pl	45
perl-package/AI-MXNet/examples/lstm_bucketing.pl	106
perl-package/AI-MXNet/examples/mnist.pl	129
perl-package/AI-MXNet/examples/plot_network.pl	18
perl-package/AI-MXNet/examples/sparse/matrix_factorization/README.md	8
perl-package/AI-MXNet/examples/sparse/matrix_factorization/get_data.sh	12
perl-package/AI-MXNet/examples/sparse/matrix_factorization/train.pl	121
perl-package/AI-MXNet/examples/sparse/wide_deep/README.md	4
perl-package/AI-MXNet/examples/sparse/wide_deep/get_data.sh	11
perl-package/AI-MXNet/examples/sparse/wide_deep/train.pl	218
perl-package/AI-MXNetCAPI/META.json	41
perl-package/AI-NNVMCAPI/META.json	41
perl-package/README.md	14
plugin/caffe/README.md	35
python/README.md	15
python/minpy/README.md	3
scala-package/README.md	155
scala-package/assembly/linux-x86_64-cpu/pom.xml	121
scala-package/assembly/linux-x86_64-cpu/src/main/assembly/assembly.xml	28
scala-package/assembly/linux-x86_64-gpu/pom.xml	121
scala-package/assembly/linux-x86_64-gpu/src/main/assembly/assembly.xml	28
scala-package/assembly/osx-x86_64-cpu/main/assembly/assembly.xml	30
scala-package/assembly/osx-x86_64-cpu/pom.xml	117
scala-package/assembly/osx-x86_64-cpu/src/main/assembly/assembly.xml	28
scala-package/assembly/pom.xml	108
scala-package/assembly/src/javadoc.xml	21
scala-package/assembly/src/source.xml	29
scala-package/core/pom.xml	124
scala-package/core/src/test/resources/log4j.properties	22
scala-package/examples/pom.xml	186
scala-package/examples/scripts/benchmark/run_image_inference_bm.sh	28
scala-package/examples/scripts/benchmark/run_text_charrnn_bm.sh	26
scala-package/examples/scripts/customop/run_customop.sh	8
scala-package/examples/scripts/customop/run_customopwithrtc.sh	8
scala-package/examples/scripts/infer/imageclassifier/get_resnet_18_data.sh	16
scala-package/examples/scripts/infer/imageclassifier/get_resnet_data.sh	16
scala-package/examples/scripts/infer/imageclassifier/run_classifier_example.sh	11
scala-package/examples/scripts/infer/objectdetector/get_ssd_data.sh	19
scala-package/examples/scripts/infer/objectdetector/run_ssd_example.sh	10
scala-package/examples/scripts/module/mnist_mlp.sh	8
scala-package/examples/scripts/module/run_sequential_module.sh	11
scala-package/examples/scripts/neuralstyle_end2end/run_test_end2end.sh	12
scala-package/examples/scripts/neuralstyle_end2end/run_train_end2end.sh	14
scala-package/examples/scripts/profiler/run_profiler_matmul.sh	12
scala-package/examples/scripts/profiler/run_profiler_ndarray.sh	10
scala-package/examples/scripts/rnn/run_lstm_bucketing.sh	19
scala-package/examples/scripts/rnn/run_test_charrnn.sh	15
scala-package/examples/scripts/rnn/run_train_charrnn.sh	15
scala-package/examples/scripts/run_cnntextclassification.sh	16
scala-package/examples/scripts/run_gan_mnist.sh	10
scala-package/examples/scripts/run_multitask.sh	8
scala-package/examples/scripts/run_neuralstyle.sh	12
scala-package/examples/scripts/run_visualization.sh	8
scala-package/examples/src/main/resources/log4j.properties	22
scala-package/examples/src/main/scala/org/apache/mxnetexamples/InferBase.scala	10
scala-package/examples/src/main/scala/org/apache/mxnetexamples/Util.scala	24
scala-package/examples/src/main/scala/org/apache/mxnetexamples/benchmark/README.md	71
scala-package/examples/src/main/scala/org/apache/mxnetexamples/benchmark/ScalaInferenceBenchmark.scala	129
scala-package/examples/src/main/scala/org/apache/mxnetexamples/cnntextclassification/CNNTextClassification.scala	266
scala-package/examples/src/main/scala/org/apache/mxnetexamples/cnntextclassification/DataHelper.scala	135
scala-package/examples/src/main/scala/org/apache/mxnetexamples/cnntextclassification/README.md	19
scala-package/examples/src/main/scala/org/apache/mxnetexamples/customop/Data.scala	25
scala-package/examples/src/main/scala/org/apache/mxnetexamples/customop/ExampleCustomOp.scala	174
scala-package/examples/src/main/scala/org/apache/mxnetexamples/customop/ExampleCustomOpWithRtc.scala	193
scala-package/examples/src/main/scala/org/apache/mxnetexamples/customop/README.md	19
scala-package/examples/src/main/scala/org/apache/mxnetexamples/gan/GanMnist.scala	161
scala-package/examples/src/main/scala/org/apache/mxnetexamples/gan/Module.scala	115
scala-package/examples/src/main/scala/org/apache/mxnetexamples/gan/README.md	17
scala-package/examples/src/main/scala/org/apache/mxnetexamples/gan/Viz.scala	74
scala-package/examples/src/main/scala/org/apache/mxnetexamples/imclassification/README.md	22
scala-package/examples/src/main/scala/org/apache/mxnetexamples/imclassification/TrainModel.scala	153
scala-package/examples/src/main/scala/org/apache/mxnetexamples/imclassification/datasets/MnistIter.scala	28
scala-package/examples/src/main/scala/org/apache/mxnetexamples/imclassification/datasets/SyntheticDataIter.scala	40
scala-package/examples/src/main/scala/org/apache/mxnetexamples/imclassification/models/Lenet.scala	21
scala-package/examples/src/main/scala/org/apache/mxnetexamples/imclassification/models/MultiLayerPerceptron.scala	14
scala-package/examples/src/main/scala/org/apache/mxnetexamples/imclassification/models/Resnet.scala	142
scala-package/examples/src/main/scala/org/apache/mxnetexamples/imclassification/util/Trainer.scala	77
scala-package/examples/src/main/scala/org/apache/mxnetexamples/infer/imageclassifier/ImageClassifierExample.scala	155
scala-package/examples/src/main/scala/org/apache/mxnetexamples/infer/imageclassifier/README.md	55
scala-package/examples/src/main/scala/org/apache/mxnetexamples/infer/objectdetector/README.md	80
scala-package/examples/src/main/scala/org/apache/mxnetexamples/infer/objectdetector/SSDClassifierExample.scala	191
scala-package/examples/src/main/scala/org/apache/mxnetexamples/module/MnistMlp.scala	130
scala-package/examples/src/main/scala/org/apache/mxnetexamples/module/SequentialModuleEx.scala	141
scala-package/examples/src/main/scala/org/apache/mxnetexamples/multitask/Data.scala	27
scala-package/examples/src/main/scala/org/apache/mxnetexamples/multitask/ExampleMultiTask.scala	258
scala-package/examples/src/main/scala/org/apache/mxnetexamples/neuralstyle/ModelVgg19.scala	79
scala-package/examples/src/main/scala/org/apache/mxnetexamples/neuralstyle/NeuralStyle.scala	269
scala-package/examples/src/main/scala/org/apache/mxnetexamples/neuralstyle/README.md	70
scala-package/examples/src/main/scala/org/apache/mxnetexamples/neuralstyle/end2end/Basic.scala	89
scala-package/examples/src/main/scala/org/apache/mxnetexamples/neuralstyle/end2end/BoostInference.scala	66
scala-package/examples/src/main/scala/org/apache/mxnetexamples/neuralstyle/end2end/BoostTrain.scala	163
scala-package/examples/src/main/scala/org/apache/mxnetexamples/neuralstyle/end2end/DataProcessing.scala	63
scala-package/examples/src/main/scala/org/apache/mxnetexamples/neuralstyle/end2end/GenV3.scala	61
scala-package/examples/src/main/scala/org/apache/mxnetexamples/neuralstyle/end2end/GenV4.scala	48
scala-package/examples/src/main/scala/org/apache/mxnetexamples/neuralstyle/end2end/Module.scala	99
scala-package/examples/src/main/scala/org/apache/mxnetexamples/profiler/ProfilerMatMul.scala	77
scala-package/examples/src/main/scala/org/apache/mxnetexamples/profiler/ProfilerNDArray.scala	210
scala-package/examples/src/main/scala/org/apache/mxnetexamples/rnn/BucketIo.scala	183
scala-package/examples/src/main/scala/org/apache/mxnetexamples/rnn/Lstm.scala	120
scala-package/examples/src/main/scala/org/apache/mxnetexamples/rnn/LstmBucketing.scala	101
scala-package/examples/src/main/scala/org/apache/mxnetexamples/rnn/README.md	45
scala-package/examples/src/main/scala/org/apache/mxnetexamples/rnn/RnnModel.scala	49
scala-package/examples/src/main/scala/org/apache/mxnetexamples/rnn/TestCharRnn.scala	112
scala-package/examples/src/main/scala/org/apache/mxnetexamples/rnn/TrainCharRnn.scala	120
scala-package/examples/src/main/scala/org/apache/mxnetexamples/rnn/Utils.scala	115
scala-package/examples/src/main/scala/org/apache/mxnetexamples/visualization/AlexNet.scala	43
scala-package/examples/src/main/scala/org/apache/mxnetexamples/visualization/ExampleVis.scala	59
scala-package/examples/src/main/scala/org/apache/mxnetexamples/visualization/GoogleNet.scala	64
scala-package/examples/src/main/scala/org/apache/mxnetexamples/visualization/Inception_BN.scala	84
scala-package/examples/src/main/scala/org/apache/mxnetexamples/visualization/Inception_V3.scala	212
scala-package/examples/src/main/scala/org/apache/mxnetexamples/visualization/LeNet.scala	24
scala-package/examples/src/main/scala/org/apache/mxnetexamples/visualization/ResNet_Small.scala	74
scala-package/examples/src/main/scala/org/apache/mxnetexamples/visualization/VGG.scala	52
scala-package/examples/src/test/resources/log4j.properties	22
scala-package/examples/src/test/scala/org/apache/mxnetexamples/benchmark/ScalaInferenceBenchmarkSuite.scala	86
scala-package/examples/src/test/scala/org/apache/mxnetexamples/cnntextclassification/CNNClassifierExampleSuite.scala	37
scala-package/examples/src/test/scala/org/apache/mxnetexamples/customop/CustomOpExampleSuite.scala	57
scala-package/examples/src/test/scala/org/apache/mxnetexamples/gan/GanExampleSuite.scala	29
scala-package/examples/src/test/scala/org/apache/mxnetexamples/imclassification/IMClassificationExampleSuite.scala	31
scala-package/examples/src/test/scala/org/apache/mxnetexamples/infer/imageclassifier/ImageClassifierExampleSuite.scala	42
scala-package/examples/src/test/scala/org/apache/mxnetexamples/infer/objectdetector/ObjectDetectorExampleSuite.scala	44
scala-package/examples/src/test/scala/org/apache/mxnetexamples/multitask/MultiTaskSuite.scala	25
scala-package/examples/src/test/scala/org/apache/mxnetexamples/neuralstyle/NeuralStyleSuite.scala	59
scala-package/examples/src/test/scala/org/apache/mxnetexamples/profiler/ProfilerSuite.scala	44
scala-package/examples/src/test/scala/org/apache/mxnetexamples/rnn/ExampleRNNSuite.scala	48
scala-package/infer/pom.xml	101
scala-package/infer/src/test/resources/log4j.properties	22
scala-package/init-native/linux-x86_64/pom.xml	99
scala-package/init-native/osx-x86_64/pom.xml	98
scala-package/init-native/pom.xml	46
scala-package/init/pom.xml	65
scala-package/macros/pom.xml	136
scala-package/macros/src/test/resources/log4j.properties	22
scala-package/mxnet-demo/README.md	62
scala-package/mxnet-demo/pom.xml	100
scala-package/native/linux-x86_64-cpu/pom.xml	99
scala-package/native/linux-x86_64-gpu/pom.xml	99
scala-package/native/osx-x86_64-cpu/pom.xml	99
scala-package/native/pom.xml	46
scala-package/pom.xml	364
scala-package/scalastyle-config.xml	103
scala-package/spark/README.md	68
scala-package/spark/pom.xml	55
tests/README.md	47
tests/nightly/README.md	34
tests/nightly/apache_rat_license_check/README.md	30
tests/nightly/broken_link_checker_test/README.md	7
tests/nightly/model_backwards_compatibility_check/README.md	20
tests/nightly/straight_dope/README.md	5
tests/python/README.md	9
tools/accnn/README.md	49
tools/bandwidth/README.md	103
tools/caffe_converter/README.md	9
tools/caffe_translator/README.md	63
tools/caffe_translator/build_from_source.md	17
tools/caffe_translator/faq.md	9
tools/caffe_translator/gradle.properties	24
tools/cfn/Readme.md	2
tools/coreml/README.md	80
tools/coreml/pip_package/README.rst	31
tools/pip_package/README.md	7