Path	Lines of Code
example/autoencoder/autoencoder.py	175
example/autoencoder/data.py	13
example/autoencoder/mnist_sae.py	70
example/autoencoder/model.py	51
example/autoencoder/solver.py	112
example/bayesian-methods/algos.py	284
example/bayesian-methods/bdk_demo.py	305
example/bayesian-methods/data_loader.py	37
example/bayesian-methods/utils.py	161
example/bi-lstm-sort/gen_data.py	17
example/bi-lstm-sort/infer_sort.py	48
example/bi-lstm-sort/lstm.py	139
example/bi-lstm-sort/lstm_sort.py	100
example/bi-lstm-sort/rnn_model.py	44
example/bi-lstm-sort/sort_io.py	173
example/caffe/caffe_net.py	88
example/caffe/data.py	76
example/caffe/train_model.py	68
example/capsnet/capsulelayers.py	63
example/capsnet/capsulenet.py	267
example/captcha/mxnet_captcha.R	58
example/cnn_chinese_text_classification/data_helpers.py	111
example/cnn_chinese_text_classification/text_cnn.py	183
example/cnn_text_classification/data_helpers.py	105
example/cnn_text_classification/text_cnn.py	121
example/cnn_visualization/gradcam.py	135
example/cnn_visualization/gradcam_demo.py	60
example/cnn_visualization/vgg.py	58
example/ctc/captcha_generator.py	65
example/ctc/ctc_metrics.py	72
example/ctc/hyperparams.py	43
example/ctc/lstm.py	91
example/ctc/lstm_ocr_infer.py	47
example/ctc/lstm_ocr_train.py	82
example/ctc/multiproc_data.py	61
example/ctc/ocr_iter.py	63
example/ctc/ocr_predict.py	82
example/deep-embedded-clustering/autoencoder.py	175
example/deep-embedded-clustering/data.py	13
example/deep-embedded-clustering/dec.py	141
example/deep-embedded-clustering/model.py	51
example/deep-embedded-clustering/solver.py	112
example/distributed_training/cifar10_dist.py	66
example/dsd/mlp.py	103
example/dsd/sparse_sgd.py	87
example/dynamic-training/prepare-data.py	15
example/dynamic-training/train_resnet.py	395
example/fcn-xs/data.py	87
example/fcn-xs/fcn_xs.py	68
example/fcn-xs/image_segmentaion.py	65
example/fcn-xs/init_fcnxs.py	77
example/fcn-xs/solver.py	120
example/fcn-xs/symbol_fcnxs.py	160
example/gan/CGAN_mnist_R/CGAN_train.R	197
example/gan/CGAN_mnist_R/iterators.R	49
example/gluon/actor_critic.py	81
example/gluon/data.py	152
example/gluon/dcgan.py	158
example/gluon/embedding_learning/data.py	88
example/gluon/embedding_learning/model.py	98
example/gluon/embedding_learning/train.py	179
example/gluon/image_classification.py	246
example/gluon/kaggle_k_fold_cross_validation.py	107
example/gluon/learning_rate_manipulation.py	31
example/gluon/lstm_crf.py	133
example/gluon/mnist.py	75
example/gluon/sn_gan/data.py	14
example/gluon/sn_gan/model.py	81
example/gluon/sn_gan/train.py	93
example/gluon/sn_gan/utils.py	25
example/gluon/style_transfer/data.py	58
example/gluon/style_transfer/dataset/download_dataset.py	13
example/gluon/style_transfer/download_images.py	3
example/gluon/style_transfer/main.py	157
example/gluon/style_transfer/models/download_model.py	10
example/gluon/style_transfer/net.py	209
example/gluon/style_transfer/option.py	84
example/gluon/style_transfer/utils.py	131
example/gluon/super_resolution.py	139
example/gluon/tree_lstm/dataset.py	182
example/gluon/tree_lstm/main.py	133
example/gluon/tree_lstm/scripts/download.py	70
example/gluon/tree_lstm/scripts/preprocess-sick.py	84
example/gluon/tree_lstm/tree_lstm.py	108
example/gluon/word_language_model/model.py	40
example/gluon/word_language_model/train.py	145
example/image-classification/__init__.py	1
example/image-classification/benchmark.py	219
example/image-classification/benchmark_score.py	61
example/image-classification/common/__init__.py	1
example/image-classification/common/data.py	185
example/image-classification/common/find_mxnet.py	7
example/image-classification/common/fit.py	272
example/image-classification/common/modelzoo.py	44
example/image-classification/common/util.py	31
example/image-classification/fine-tune.py	56
example/image-classification/predict-cpp/image-classification-predict.cc	220
example/image-classification/score.py	76
example/image-classification/symbol_alexnet.R	29
example/image-classification/symbol_googlenet.R	56
example/image-classification/symbol_inception-bn-28-small.R	58
example/image-classification/symbol_inception-bn.R	91
example/image-classification/symbol_inception-resnet-v1.R	310
example/image-classification/symbol_inception-resnet-v2.R	345
example/image-classification/symbol_lenet.R	16
example/image-classification/symbol_mlp.R	11
example/image-classification/symbol_resnet-28-small.R	70
example/image-classification/symbol_resnet-v2.R	126
example/image-classification/symbol_resnet.R	65
example/image-classification/symbol_vgg.R	48
example/image-classification/symbols/__init__.py	1
example/image-classification/symbols/alexnet.py	39
example/image-classification/symbols/googlenet.py	38
example/image-classification/symbols/inception-bn.py	78
example/image-classification/symbols/inception-resnet-v2.py	116
example/image-classification/symbols/inception-v3.py	149
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/mobilenet.py	95
example/image-classification/symbols/mobilenetv2.py	177
example/image-classification/symbols/resnet-v1.py	128
example/image-classification/symbols/resnet.py	130
example/image-classification/symbols/resnetv1.py	128
example/image-classification/symbols/resnext.py	131
example/image-classification/symbols/vgg.py	38
example/image-classification/train_cifar10.R	113
example/image-classification/train_cifar10.py	46
example/image-classification/train_imagenet.R	101
example/image-classification/train_imagenet.py	35
example/image-classification/train_mnist.R	122
example/image-classification/train_mnist.py	53
example/image-classification/train_model.R	74
example/kaggle-ndsb1/predict_dsb.py	37
example/kaggle-ndsb1/symbol_dsb.py	26
example/kaggle-ndsb1/train_dsb.py	71
example/kaggle-ndsb1/training_curves.py	26
example/kaggle-ndsb2/Preprocessing.py	114
example/kaggle-ndsb2/Train.R	135
example/kaggle-ndsb2/Train.py	138
example/memcost/inception_memcost.py	62
example/model-parallel/matrix_factorization/get_data.py	31
example/model-parallel/matrix_factorization/model.py	26
example/model-parallel/matrix_factorization/train.py	65
example/module/mnist_mlp.py	64
example/module/python_loss.py	47
example/module/sequential_module.py	39
example/multi-task/example_multi_task.py	93
example/multivariate_time_series/src/lstnet.py	161
example/multivariate_time_series/src/metrics.py	23
example/mxnet_adversarial_vae/convert_data.py	65
example/mxnet_adversarial_vae/vaegan_mxnet.py	556
example/named_entity_recognition/src/iterators.py	103
example/named_entity_recognition/src/metrics.py	37
example/named_entity_recognition/src/ner.py	142
example/named_entity_recognition/src/preprocess.py	15
example/nce-loss/lstm_net.py	75
example/nce-loss/lstm_word.py	44
example/nce-loss/nce.py	95
example/nce-loss/random_data.py	93
example/nce-loss/text8_data.py	291
example/nce-loss/toy_nce.py	46
example/nce-loss/toy_softmax.py	36
example/nce-loss/wordvec.py	38
example/nce-loss/wordvec_net.py	48
example/nce-loss/wordvec_subwords.py	56
example/neural-style/end_to_end/basic.py	136
example/neural-style/end_to_end/boost_inference.py	22
example/neural-style/end_to_end/boost_train.py	111
example/neural-style/end_to_end/data_processing.py	52
example/neural-style/end_to_end/gen_v3.py	49
example/neural-style/end_to_end/gen_v4.py	57
example/neural-style/end_to_end/model_vgg19.py	84
example/neural-style/find_mxnet.py	7
example/neural-style/model_vgg19.py	65
example/neural-style/nstyle.py	212
example/numpy-ops/custom_softmax.py	46
example/numpy-ops/custom_softmax_rtc.py	82
example/numpy-ops/custom_sparse_sqr.py	88
example/numpy-ops/numpy_softmax.py	43
example/numpy-ops/weighted_logistic_regression.py	52
example/onnx/super_resolution.py	51
example/profiler/profiler_executor.py	119
example/profiler/profiler_imageiter.py	22
example/profiler/profiler_matmul.py	39
example/profiler/profiler_ndarray.py	264
example/python-howto/data_iter.py	21
example/python-howto/debug_conv.py	16
example/python-howto/monitor_weights.py	20
example/python-howto/multiple_outputs.py	9
example/quantization/common/__init__.py	1
example/quantization/common/data.py	185
example/quantization/common/find_mxnet.py	7
example/quantization/common/fit.py	272
example/quantization/common/modelzoo.py	44
example/quantization/common/util.py	31
example/quantization/imagenet_gen_qsym.py	166
example/quantization/imagenet_gen_qsym_mkldnn.py	159
example/quantization/imagenet_inference.py	137
example/rcnn/demo.py	157
example/rcnn/symdata/__init__.py	1
example/rcnn/symdata/anchor.py	101
example/rcnn/symdata/bbox.py	110
example/rcnn/symdata/image.py	70
example/rcnn/symdata/loader.py	163
example/rcnn/symdata/vis.py	14
example/rcnn/symimdb/__init__.py	1
example/rcnn/symimdb/coco.py	139
example/rcnn/symimdb/imdb.py	72
example/rcnn/symimdb/pascal_voc.py	194
example/rcnn/symnet/__init__.py	1
example/rcnn/symnet/logger.py	4
example/rcnn/symnet/metric.py	88
example/rcnn/symnet/model.py	58
example/rcnn/symnet/proposal_target.py	102
example/rcnn/symnet/symbol_resnet.py	142
example/rcnn/symnet/symbol_vgg.py	150
example/rcnn/test.py	161
example/rcnn/train.py	235
example/recommenders/crossentropy.py	75
example/recommenders/demo-MF.R	62
example/recommenders/matrix_fact.py	38
example/recommenders/movielens_data.py	38
example/recommenders/negativesample.py	100
example/recommenders/randomproj.py	78
example/recommenders/recotools.py	22
example/recommenders/symbol_alexnet.py	32
example/reinforcement-learning/a3c/a3c.py	181
example/reinforcement-learning/a3c/launcher.py	85
example/reinforcement-learning/a3c/rl_data.py	126
example/reinforcement-learning/a3c/sym.py	17
example/reinforcement-learning/ddpg/ddpg.py	251
example/reinforcement-learning/ddpg/policies.py	56
example/reinforcement-learning/ddpg/qfuncs.py	48
example/reinforcement-learning/ddpg/replay_mem.py	59
example/reinforcement-learning/ddpg/run.py	27
example/reinforcement-learning/ddpg/strategies.py	42
example/reinforcement-learning/ddpg/utils.py	81
example/reinforcement-learning/dqn/atari_game.py	135
example/reinforcement-learning/dqn/base.py	237
example/reinforcement-learning/dqn/dqn_demo.py	185
example/reinforcement-learning/dqn/game.py	23
example/reinforcement-learning/dqn/operators.py	94
example/reinforcement-learning/dqn/replay_memory.py	183
example/reinforcement-learning/dqn/utils.py	209
example/reinforcement-learning/parallel_actor_critic/config.py	20
example/reinforcement-learning/parallel_actor_critic/envs.py	25
example/reinforcement-learning/parallel_actor_critic/model.py	74
example/reinforcement-learning/parallel_actor_critic/train.py	114
example/restricted-boltzmann-machine/binary_rbm.py	183
example/restricted-boltzmann-machine/binary_rbm_gluon.py	88
example/restricted-boltzmann-machine/binary_rbm_module.py	117
example/rnn-time-major/bucket_io.py	187
example/rnn-time-major/rnn_cell_demo.py	68
example/rnn/bucket_R/aclImdb_lstm_classification.R	53
example/rnn/bucket_R/data_preprocessing_seq_to_one.R	112
example/rnn/bucketing/cudnn_rnn_bucketing.py	196
example/rnn/bucketing/lstm_bucketing.py	90
example/rnn/large_word_lm/LogUniformGenerator.cc	23
example/rnn/large_word_lm/LogUniformGenerator.h	16
example/rnn/large_word_lm/custom_module.py	87
example/rnn/large_word_lm/data.py	149
example/rnn/large_word_lm/log_uniform.pyx	16
example/rnn/large_word_lm/model.py	105
example/rnn/large_word_lm/run_utils.py	69
example/rnn/large_word_lm/sampler.py	31
example/rnn/large_word_lm/setup.py	10
example/rnn/large_word_lm/train.py	107
example/rnn/old/bucket_io.py	192
example/rnn/old/gru.py	94
example/rnn/old/gru_bucketing.py	53
example/rnn/old/lstm.py	126
example/rnn/old/lstm_bucketing.py	56
example/rnn/old/lstm_sherlockholmes.R	89
example/rnn/old/rnn.py	73
example/rnn/old/rnn_cell_demo.py	70
example/rnn/old/rnn_model.py	47
example/rnn/word_lm/data.py	79
example/rnn/word_lm/model.py	42
example/rnn/word_lm/module.py	41
example/rnn/word_lm/train.py	100
example/sparse/factorization_machine/metric.py	56
example/sparse/factorization_machine/model.py	25
example/sparse/factorization_machine/train.py	104
example/sparse/linear_classification/data.py	15
example/sparse/linear_classification/linear_model.py	14
example/sparse/linear_classification/train.py	84
example/sparse/linear_classification/weighted_softmax_ce.py	33
example/sparse/matrix_factorization/data.py	32
example/sparse/matrix_factorization/model.py	22
example/sparse/matrix_factorization/train.py	89
example/sparse/wide_deep/data.py	97
example/sparse/wide_deep/model.py	30
example/sparse/wide_deep/train.py	83
example/speech_recognition/arch_deepspeech.py	165
example/speech_recognition/config_util.py	61
example/speech_recognition/deepspeech.cfg	64
example/speech_recognition/default.cfg	64
example/speech_recognition/label_util.py	85
example/speech_recognition/log_util.py	34
example/speech_recognition/main.py	297
example/speech_recognition/singleton.py	18
example/speech_recognition/stt_bi_graphemes_util.py	38
example/speech_recognition/stt_bucketing_module.py	10
example/speech_recognition/stt_datagenerator.py	192
example/speech_recognition/stt_io_bucketingiter.py	122
example/speech_recognition/stt_io_iter.py	90
example/speech_recognition/stt_layer_batchnorm.py	31
example/speech_recognition/stt_layer_conv.py	25
example/speech_recognition/stt_layer_fc.py	95
example/speech_recognition/stt_layer_gru.py	182
example/speech_recognition/stt_layer_lstm.py	248
example/speech_recognition/stt_layer_slice.py	8
example/speech_recognition/stt_layer_warpctc.py	17
example/speech_recognition/stt_metric.py	183
example/speech_recognition/stt_utils.py	65
example/speech_recognition/train.py	126
example/ssd/__init__.py	1
example/ssd/benchmark_score.py	65
example/ssd/config/__init__.py	1
example/ssd/config/config.py	55
example/ssd/config/utils.py	61
example/ssd/dataset/__init__.py	1
example/ssd/dataset/concat_db.py	45
example/ssd/dataset/cv2Iterator.py	38
example/ssd/dataset/imdb.py	52
example/ssd/dataset/iterator.py	190
example/ssd/dataset/mscoco.py	58
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/yolo_format.py	67
example/ssd/demo.py	174
example/ssd/deploy.py	43
example/ssd/detect/__init__.py	1
example/ssd/detect/detector.py	110
example/ssd/evaluate.py	83
example/ssd/evaluate/__init__.py	1
example/ssd/evaluate/eval_metric.py	163
example/ssd/evaluate/eval_voc.py	117
example/ssd/evaluate/evaluate_net.py	44
example/ssd/symbol/__init__.py	1
example/ssd/symbol/common.py	138
example/ssd/symbol/inceptionv3.py	141
example/ssd/symbol/legacy_vgg16_ssd_300.py	125
example/ssd/symbol/legacy_vgg16_ssd_512.py	128
example/ssd/symbol/resnet.py	122
example/ssd/symbol/symbol_builder.py	54
example/ssd/symbol/symbol_factory.py	85
example/ssd/symbol/vgg16_reduced.py	69
example/ssd/tools/__init__.py	1
example/ssd/tools/caffe_converter/caffe.proto	1739
example/ssd/tools/caffe_converter/caffe_parse/parse_from_protobuf.py	21
example/ssd/tools/caffe_converter/caffe_parser.py	49
example/ssd/tools/caffe_converter/caffe_proto_utils.py	113
example/ssd/tools/caffe_converter/compare_layers.py	208
example/ssd/tools/caffe_converter/convert_mean.py	25
example/ssd/tools/caffe_converter/convert_model.py	157
example/ssd/tools/caffe_converter/convert_symbol.py	323
example/ssd/tools/caffe_converter/mean_image.py	40
example/ssd/tools/find_mxnet.py	7
example/ssd/tools/prepare_dataset.py	78
example/ssd/tools/rand_sampler.py	166
example/ssd/tools/visualize_net.py	24
example/ssd/train.py	124
example/ssd/train/__init__.py	1
example/ssd/train/metric.py	41
example/ssd/train/train_net.py	129
example/stochastic-depth/sd_cifar10.py	99
example/stochastic-depth/sd_mnist.py	100
example/stochastic-depth/sd_module.py	123
example/svm_mnist/svm_mnist.py	50
example/svrg_module/api_usage_example/example_api_train.py	59
example/svrg_module/api_usage_example/example_inference.py	63
example/svrg_module/linear_regression/common.py	44
example/svrg_module/linear_regression/data_reader.py	14
example/svrg_module/linear_regression/train.py	21
example/utils/__init__.py	1
example/utils/get_data.py	64
example/vae/VAE.py	95