Path	Lines of Code
example/MXNetTutorialTemplate.ipynb	436
example/adversary/data.py	23
example/autoencoder/autoencoder.py	161
example/autoencoder/data.py	12
example/autoencoder/mnist_sae.py	21
example/autoencoder/model.py	52
example/autoencoder/solver.py	107
example/bayesian-methods/algos.py	285
example/bayesian-methods/bdk.ipynb	422
example/bayesian-methods/bdk_demo.py	305
example/bayesian-methods/data_loader.py	36
example/bayesian-methods/utils.py	161
example/bi-lstm-sort/infer_sort.py	37
example/bi-lstm-sort/lstm.py	140
example/bi-lstm-sort/lstm_sort.py	52
example/bi-lstm-sort/rnn_model.py	45
example/bi-lstm-sort/sort_io.py	174
example/caffe/caffe_net.py	88
example/caffe/data.py	80
example/caffe/train_model.py	78
example/cnn_text_classification/data_helpers.py	104
example/cnn_text_classification/old/text_cnn.py	177
example/cnn_text_classification/text_cnn.py	121
example/dec/dec.py	141
example/fcn-xs/data.py	87
example/fcn-xs/fcn_xs.py	68
example/fcn-xs/image_segmentaion.py	50
example/fcn-xs/init_fcnxs.py	77
example/fcn-xs/solver.py	120
example/fcn-xs/symbol_fcnxs.py	160
example/gan/dcgan.py	217
example/image-classification/__init__.py	1
example/image-classification/benchmark.py	190
example/image-classification/benchmark_score.py	48
example/image-classification/common/__init__.py	1
example/image-classification/common/data.py	146
example/image-classification/common/find_mxnet.py	8
example/image-classification/common/fit.py	144
example/image-classification/common/modelzoo.py	44
example/image-classification/common/util.py	30
example/image-classification/fine-tune.py	41
example/image-classification/predict-cpp/image-classification-predict.cc	187
example/image-classification/score.py	76
example/image-classification/symbols/__init__.py	1
example/image-classification/symbols/alexnet.py	34
example/image-classification/symbols/alexnet_fp16.py	57
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	141
example/image-classification/symbols/inception-v4.py	110
example/image-classification/symbols/lenet.py	30
example/image-classification/symbols/mlp.py	11
example/image-classification/symbols/resnet-v1-fp16.py	132
example/image-classification/symbols/resnet-v1.py	120
example/image-classification/symbols/resnet.py	122
example/image-classification/symbols/resnet_fp16.py	144
example/image-classification/symbols/resnext.py	122
example/image-classification/symbols/vgg.py	46
example/image-classification/train_cifar10.py	41
example/image-classification/train_imagenet.py	29
example/image-classification/train_mnist.py	53
example/kaggle-ndsb1/predict_dsb.py	37
example/kaggle-ndsb1/symbol_dsb.py	26
example/kaggle-ndsb1/train_dsb.py	70
example/kaggle-ndsb1/training_curves.py	26
example/kaggle-ndsb2/Preprocessing.py	114
example/kaggle-ndsb2/Train.py	138
example/memcost/inception_memcost.py	62
example/model-parallel-lstm/lstm.py	427
example/model-parallel-lstm/lstm_ptb.py	85
example/module/lstm_bucketing.py	63
example/module/mnist_mlp.py	65
example/module/python_loss.py	47
example/module/sequential_module.py	40
example/module/train_cifar10.py	152
example/multi-task/data.py	23
example/multi-task/example_multi_task.py	80
example/nce-loss/lstm_word.py	196
example/nce-loss/nce.py	95
example/nce-loss/toy_nce.py	96
example/nce-loss/toy_softmax.py	82
example/nce-loss/wordvec.py	132
example/nce-loss/wordvec_subwords.py	219
example/neural-style/end_to_end/basic.py	138
example/neural-style/end_to_end/boost_inference.py	27
example/neural-style/end_to_end/boost_train.py	110
example/neural-style/end_to_end/data_processing.py	52
example/neural-style/end_to_end/gen_v3.py	51
example/neural-style/end_to_end/gen_v4.py	59
example/neural-style/end_to_end/model_vgg19.py	83
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	47
example/numpy-ops/data.py	23
example/numpy-ops/ndarray_softmax.py	47
example/numpy-ops/numpy_softmax.py	42
example/numpy-ops/weighted_logistic_regression.py	50
example/profiler/profiler_executor.py	117
example/profiler/profiler_imageiter.py	23
example/profiler/profiler_matmul.py	41
example/profiler/profiler_ndarray.py	265
example/python-howto/data.py	23
example/python-howto/data_iter.py	21
example/python-howto/debug_conv.py	16
example/python-howto/monitor_weights.py	21
example/python-howto/multiple_outputs.py	8
example/rcnn/demo.py	103
example/rcnn/rcnn/__init__.py	1
example/rcnn/rcnn/config.py	108
example/rcnn/rcnn/core/__init__.py	1
example/rcnn/rcnn/core/callback.py	39
example/rcnn/rcnn/core/loader.py	284
example/rcnn/rcnn/core/metric.py	110
example/rcnn/rcnn/core/module.py	151
example/rcnn/rcnn/core/tester.py	166
example/rcnn/rcnn/cython/__init__.py	1
example/rcnn/rcnn/cython/bbox.pyx	37
example/rcnn/rcnn/cython/cpu_nms.pyx	49
example/rcnn/rcnn/cython/gpu_nms.hpp	2
example/rcnn/rcnn/cython/gpu_nms.pyx	21
example/rcnn/rcnn/cython/nms_kernel.cu	123
example/rcnn/rcnn/cython/setup.py	94
example/rcnn/rcnn/dataset/__init__.py	3
example/rcnn/rcnn/dataset/coco.py	164
example/rcnn/rcnn/dataset/ds_utils.py	11
example/rcnn/rcnn/dataset/imdb.py	183
example/rcnn/rcnn/dataset/pascal_voc.py	166
example/rcnn/rcnn/dataset/pascal_voc_eval.py	112
example/rcnn/rcnn/io/__init__.py	1
example/rcnn/rcnn/io/image.py	89
example/rcnn/rcnn/io/rcnn.py	95
example/rcnn/rcnn/io/rpn.py	37
example/rcnn/rcnn/logger.py	4
example/rcnn/rcnn/processing/__init__.py	1
example/rcnn/rcnn/processing/bbox_regression.py	67
example/rcnn/rcnn/processing/bbox_transform.py	87
example/rcnn/rcnn/processing/generate_anchor.py	36
example/rcnn/rcnn/processing/nms.py	44
example/rcnn/rcnn/pycocotools/__init__.py	1
example/rcnn/rcnn/pycocotools/_mask.pyx	242
example/rcnn/rcnn/pycocotools/coco.py	285
example/rcnn/rcnn/pycocotools/cocoeval.py	411
example/rcnn/rcnn/pycocotools/mask.py	26
example/rcnn/rcnn/pycocotools/maskApi.c	201
example/rcnn/rcnn/pycocotools/maskApi.h	23
example/rcnn/rcnn/pycocotools/setup.py	15
example/rcnn/rcnn/symbol/__init__.py	2
example/rcnn/rcnn/symbol/proposal.py	129
example/rcnn/rcnn/symbol/proposal_target.py	70
example/rcnn/rcnn/symbol/symbol_resnet.py	156
example/rcnn/rcnn/symbol/symbol_vgg.py	266
example/rcnn/rcnn/tools/__init__.py	1
example/rcnn/rcnn/tools/reeval.py	31
example/rcnn/rcnn/tools/train_rcnn.py	131
example/rcnn/rcnn/tools/train_rpn.py	132
example/rcnn/rcnn/utils/__init__.py	1
example/rcnn/rcnn/utils/combine_model.py	20
example/rcnn/rcnn/utils/load_data.py	36
example/rcnn/rcnn/utils/load_model.py	29
example/rcnn/rcnn/utils/save_model.py	6
example/rcnn/test.py	33
example/rcnn/train_alternate.py	84
example/rcnn/train_end2end.py	138
example/recommenders/crossentropy.py	64
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/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	21
example/recommenders/symbol_alexnet.py	32
example/reinforcement-learning/a3c/a3c.py	176
example/reinforcement-learning/a3c/launcher.py	85
example/reinforcement-learning/a3c/rl_data.py	124
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	236
example/reinforcement-learning/dqn/dqn_demo.py	183
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/rnn-time-major/bucket_io.py	189
example/rnn-time-major/rnn_cell_demo.py	67
example/rnn/cudnn_lstm_bucketing.py	172
example/rnn/lstm_bucketing.py	90
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/rnn.py	73
example/rnn/old/rnn_cell_demo.py	70
example/rnn/old/rnn_model.py	47
example/speech-demo/config_util.py	47
example/speech-demo/decode_mxnet.py	129
example/speech-demo/default.cfg	32
example/speech-demo/default_timit.cfg	32
example/speech-demo/io_func/__init__.py	1
example/speech-demo/io_func/convert2kaldi.py	82
example/speech-demo/io_func/feat_io.py	280
example/speech-demo/io_func/feat_readers/__init__.py	1
example/speech-demo/io_func/feat_readers/common.py	47
example/speech-demo/io_func/feat_readers/reader_atrack.py	26
example/speech-demo/io_func/feat_readers/reader_bvec.py	20
example/speech-demo/io_func/feat_readers/reader_htk.py	22
example/speech-demo/io_func/feat_readers/reader_kaldi.py	97
example/speech-demo/io_func/feat_readers/stats.py	78
example/speech-demo/io_func/feat_readers/writer_kaldi.py	43
example/speech-demo/io_func/info.py	4
example/speech-demo/io_func/kaldi_parser.py	132
example/speech-demo/io_func/model_io.py	182
example/speech-demo/io_func/regr_feat_io.py	60
example/speech-demo/io_func/utils.py	125
example/speech-demo/io_util.py	468
example/speech-demo/lstm_proj.py	110
example/speech-demo/make_stats.py	61
example/speech-demo/python_wrap/ctypes.cc	165
example/speech-demo/python_wrap/example_usage/example.py	65
example/speech-demo/speechSGD.py	41
example/speech-demo/train_lstm_proj.py	245
example/speech_recognition/arch_deepspeech.py	139
example/speech_recognition/config_util.py	61
example/speech_recognition/deepspeech.cfg	57
example/speech_recognition/default.cfg	57
example/speech_recognition/label_util.py	85
example/speech_recognition/log_util.py	34
example/speech_recognition/main.py	204
example/speech_recognition/singleton.py	27
example/speech_recognition/stt_bi_graphemes_util.py	38
example/speech_recognition/stt_datagenerator.py	164
example/speech_recognition/stt_io_iter.py	89
example/speech_recognition/stt_layer_batchnorm.py	29
example/speech_recognition/stt_layer_conv.py	23
example/speech_recognition/stt_layer_fc.py	91
example/speech_recognition/stt_layer_gru.py	156
example/speech_recognition/stt_layer_lstm.py	226
example/speech_recognition/stt_layer_slice.py	8
example/speech_recognition/stt_layer_warpctc.py	17
example/speech_recognition/stt_metric.py	180
example/speech_recognition/stt_utils.py	64
example/speech_recognition/train.py	112
example/ssd/__init__.py	1
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/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	283
example/ssd/dataset/testdb.py	22
example/ssd/dataset/yolo_format.py	67
example/ssd/demo.py	90
example/ssd/deploy.py	43
example/ssd/detect/__init__.py	1
example/ssd/detect/detector.py	84
example/ssd/evaluate.py	83
example/ssd/evaluate/__init__.py	1
example/ssd/evaluate/eval_metric.py	150
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	136
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_parse/__init__.py	1
example/ssd/tools/caffe_converter/caffe_parse/caffe.proto	1723
example/ssd/tools/caffe_converter/caffe_parse/parse_from_protobuf.py	21
example/ssd/tools/caffe_converter/convert_model.py	113
example/ssd/tools/caffe_converter/convert_symbol.py	306
example/ssd/tools/caffe_converter/mean_image.py	40
example/ssd/tools/find_mxnet.py	7
example/ssd/tools/prepare_dataset.py	73
example/ssd/tools/rand_sampler.py	166
example/ssd/tools/visualize_net.py	24
example/ssd/train.py	126
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	52
example/torch/data.py	23
example/torch/torch_function.py	13
example/torch/torch_module.py	26
example/utils/__init__.py	1
example/utils/get_data.py	64
example/warpctc/infer_ocr.py	72
example/warpctc/lstm.py	101
example/warpctc/lstm_model.py	43
example/warpctc/lstm_ocr.py	173
example/warpctc/ocr_predict.py	71
example/warpctc/toy_ctc.py	133