versions/1.0.0/searchindex.js

Search.setIndex({docnames:["api/c++/index","api/julia/index","api/perl/index","api/perl/io","api/perl/kvstore","api/perl/module","api/perl/ndarray","api/perl/symbol","api/python/autograd/autograd","api/python/callback/callback","api/python/executor/executor","api/python/gluon/contrib","api/python/gluon/data","api/python/gluon/gluon","api/python/gluon/loss","api/python/gluon/model_zoo","api/python/gluon/nn","api/python/gluon/rnn","api/python/image/image","api/python/index","api/python/io/io","api/python/kvstore/kvstore","api/python/metric/metric","api/python/module/module","api/python/ndarray/contrib","api/python/ndarray/linalg","api/python/ndarray/ndarray","api/python/ndarray/random","api/python/ndarray/sparse","api/python/optimization/optimization","api/python/rtc/rtc","api/python/symbol/contrib","api/python/symbol/linalg","api/python/symbol/random","api/python/symbol/rnn","api/python/symbol/sparse","api/python/symbol/symbol","api/python/symbol_in_pictures/symbol_in_pictures","api/r/index","api/scala/index","api/scala/io","api/scala/kvstore","api/scala/model","api/scala/module","api/scala/ndarray","api/scala/symbol","api/scala/symbol_in_pictures","architecture/index","architecture/note_data_loading","architecture/note_engine","architecture/note_memory","architecture/overview","architecture/program_model","architecture/release_note_0_9","architecture/rnn_interface","community/contribute","community/index","community/mxnet_channels","community/powered_by","faq/bucketing","faq/caffe","faq/cloud","faq/develop_and_hack","faq/env_var","faq/faq","faq/finetune","faq/gradient_compression","faq/index","faq/model_parallel_lstm","faq/multi_devices","faq/new_op","faq/nnpack","faq/perf","faq/recordio","faq/s3_integration","faq/smart_device","faq/visualize_graph","get_started/index","get_started/why_mxnet","gluon/index","how_to/add_op_in_backend","how_to/security","index","install/amazonlinux_setup","install/build_from_source","install/centos_setup","install/index","install/osx_setup","install/raspbian_setup","install/tx2_setup","install/ubuntu_setup","install/windows_setup","model_zoo/index","tutorials/basic/data","tutorials/basic/image_io","tutorials/basic/module","tutorials/basic/ndarray","tutorials/basic/ndarray_indexing","tutorials/basic/record_io","tutorials/basic/symbol","tutorials/c++/basics","tutorials/embedded/wine_detector","tutorials/general_ml/recommendation_systems","tutorials/gluon/autograd","tutorials/gluon/customop","tutorials/gluon/gluon","tutorials/gluon/hybrid","tutorials/gluon/mnist","tutorials/gluon/ndarray","tutorials/index","tutorials/nlp/cnn","tutorials/nlp/nce_loss","tutorials/nlp/rnn","tutorials/python/kvstore","tutorials/python/linear-regression","tutorials/python/matrix_factorization","tutorials/python/mnist","tutorials/python/predict_image","tutorials/r/CallbackFunction","tutorials/r/CustomIterator","tutorials/r/CustomLossFunction","tutorials/r/charRnnModel","tutorials/r/classifyRealImageWithPretrainedModel","tutorials/r/fiveMinutesNeuralNetwork","tutorials/r/index","tutorials/r/mnistCompetition","tutorials/r/ndarray","tutorials/r/symbol","tutorials/scala/char_lstm","tutorials/scala/mnist","tutorials/scala/mxnet_scala_on_intellij","tutorials/sparse/csr","tutorials/sparse/row_sparse","tutorials/sparse/train","tutorials/speech_recognition/baidu_warp_ctc","tutorials/speech_recognition/speech_lstm","tutorials/unsupervised_learning/auto_encoders","tutorials/unsupervised_learning/gan","tutorials/vision/large_scale_classification"],envversion:50,filenames:["api/c++/index.md","api/julia/index.md","api/perl/index.md","api/perl/io.md","api/perl/kvstore.md","api/perl/module.md","api/perl/ndarray.md","api/perl/symbol.md","api/python/autograd/autograd.md","api/python/callback/callback.md","api/python/executor/executor.md","api/python/gluon/contrib.md","api/python/gluon/data.md","api/python/gluon/gluon.md","api/python/gluon/loss.md","api/python/gluon/model_zoo.md","api/python/gluon/nn.md","api/python/gluon/rnn.md","api/python/image/image.md","api/python/index.md","api/python/io/io.md","api/python/kvstore/kvstore.md","api/python/metric/metric.md","api/python/module/module.md","api/python/ndarray/contrib.md","api/python/ndarray/linalg.md","api/python/ndarray/ndarray.md","api/python/ndarray/random.md","api/python/ndarray/sparse.md","api/python/optimization/optimization.md","api/python/rtc/rtc.md","api/python/symbol/contrib.md","api/python/symbol/linalg.md","api/python/symbol/random.md","api/python/symbol/rnn.md","api/python/symbol/sparse.md","api/python/symbol/symbol.md","api/python/symbol_in_pictures/symbol_in_pictures.md","api/r/index.md","api/scala/index.md","api/scala/io.md","api/scala/kvstore.md","api/scala/model.md","api/scala/module.md","api/scala/ndarray.md","api/scala/symbol.md","api/scala/symbol_in_pictures.md","architecture/index.md","architecture/note_data_loading.md","architecture/note_engine.md","architecture/note_memory.md","architecture/overview.md","architecture/program_model.md","architecture/release_note_0_9.md","architecture/rnn_interface.md","community/contribute.md","community/index.md","community/mxnet_channels.md","community/powered_by.md","faq/bucketing.md","faq/caffe.md","faq/cloud.md","faq/develop_and_hack.md","faq/env_var.md","faq/faq.md","faq/finetune.md","faq/gradient_compression.md","faq/index.md","faq/model_parallel_lstm.md","faq/multi_devices.md","faq/new_op.md","faq/nnpack.md","faq/perf.md","faq/recordio.md","faq/s3_integration.md","faq/smart_device.md","faq/visualize_graph.md","get_started/index.md","get_started/why_mxnet.md","gluon/index.md","how_to/add_op_in_backend.md","how_to/security.md","index.md","install/amazonlinux_setup.md","install/build_from_source.md","install/centos_setup.md","install/index.md","install/osx_setup.md","install/raspbian_setup.md","install/tx2_setup.md","install/ubuntu_setup.md","install/windows_setup.md","model_zoo/index.md","tutorials/basic/data.md","tutorials/basic/image_io.md","tutorials/basic/module.md","tutorials/basic/ndarray.md","tutorials/basic/ndarray_indexing.md","tutorials/basic/record_io.md","tutorials/basic/symbol.md","tutorials/c++/basics.md","tutorials/embedded/wine_detector.md","tutorials/general_ml/recommendation_systems.md","tutorials/gluon/autograd.md","tutorials/gluon/customop.md","tutorials/gluon/gluon.md","tutorials/gluon/hybrid.md","tutorials/gluon/mnist.md","tutorials/gluon/ndarray.md","tutorials/index.md","tutorials/nlp/cnn.md","tutorials/nlp/nce_loss.md","tutorials/nlp/rnn.md","tutorials/python/kvstore.md","tutorials/python/linear-regression.md","tutorials/python/matrix_factorization.md","tutorials/python/mnist.md","tutorials/python/predict_image.md","tutorials/r/CallbackFunction.md","tutorials/r/CustomIterator.md","tutorials/r/CustomLossFunction.md","tutorials/r/charRnnModel.md","tutorials/r/classifyRealImageWithPretrainedModel.md","tutorials/r/fiveMinutesNeuralNetwork.md","tutorials/r/index.md","tutorials/r/mnistCompetition.md","tutorials/r/ndarray.md","tutorials/r/symbol.md","tutorials/scala/char_lstm.md","tutorials/scala/mnist.md","tutorials/scala/mxnet_scala_on_intellij.md","tutorials/sparse/csr.md","tutorials/sparse/row_sparse.md","tutorials/sparse/train.md","tutorials/speech_recognition/baidu_warp_ctc.md","tutorials/speech_recognition/speech_lstm.md","tutorials/unsupervised_learning/auto_encoders.md","tutorials/unsupervised_learning/gan.md","tutorials/vision/large_scale_classification.md"],objects:{"":{"mxnet::Engine":[51,0,1,"_CPPv2N5mxnet6EngineE"],"mxnet::Engine::AsyncFn":[51,1,1,"_CPPv2N5mxnet6Engine7AsyncFnE"],"mxnet::Engine::CallbackOnComplete":[51,1,1,"_CPPv2N5mxnet6Engine18CallbackOnCompleteE"],"mxnet::Engine::CreateCallback":[51,2,1,"_CPPv2N5mxnet6Engine14CreateCallbackEPFvP6EnginePvEPv"],"mxnet::Engine::DeleteOperator":[51,2,1,"_CPPv2N5mxnet6Engine14DeleteOperatorE9OprHandle"],"mxnet::Engine::DeleteVariable":[51,2,1,"_CPPv2N5mxnet6Engine14DeleteVariableE6SyncFn7Context9VarHandle"],"mxnet::Engine::Get":[51,2,1,"_CPPv2N5mxnet6Engine3GetEv"],"mxnet::Engine::NewOperator":[51,2,1,"_CPPv2N5mxnet6Engine11NewOperatorE7AsyncFnRNSt6vectorI9VarHandleEERNSt6vectorI9VarHandleEE10FnPropertyPKc"],"mxnet::Engine::NewVariable":[51,2,1,"_CPPv2N5mxnet6Engine11NewVariableEv"],"mxnet::Engine::NotifyShutdown":[51,2,1,"_CPPv2N5mxnet6Engine14NotifyShutdownEv"],"mxnet::Engine::OprHandle":[51,1,1,"_CPPv2N5mxnet6Engine9OprHandleE"],"mxnet::Engine::Push":[51,2,1,"_CPPv2N5mxnet6Engine4PushE9OprHandle7Contextib"],"mxnet::Engine::PushAsync":[51,2,1,"_CPPv2N5mxnet6Engine9PushAsyncE7AsyncFn7ContextRNSt6vectorI9VarHandleEERNSt6vectorI9VarHandleEE10FnPropertyiPKc"],"mxnet::Engine::PushSync":[51,2,1,"_CPPv2N5mxnet6Engine8PushSyncE6SyncFn7ContextRNSt6vectorI9VarHandleEERNSt6vectorI9VarHandleEE10FnPropertyiPKc"],"mxnet::Engine::Start":[51,2,1,"_CPPv2N5mxnet6Engine5StartEv"],"mxnet::Engine::Stop":[51,2,1,"_CPPv2N5mxnet6Engine4StopEv"],"mxnet::Engine::SyncFn":[51,1,1,"_CPPv2N5mxnet6Engine6SyncFnE"],"mxnet::Engine::VarHandle":[51,1,1,"_CPPv2N5mxnet6Engine9VarHandleE"],"mxnet::Engine::WaitForAll":[51,2,1,"_CPPv2N5mxnet6Engine10WaitForAllEv"],"mxnet::Engine::WaitForVar":[51,2,1,"_CPPv2N5mxnet6Engine10WaitForVarE9VarHandle"],"mxnet::Engine::_GetSharedRef":[51,2,1,"_CPPv2N5mxnet6Engine13_GetSharedRefEv"],"mxnet::Engine::bulk_size":[51,2,1,"_CPPv2NK5mxnet6Engine9bulk_sizeEv"],"mxnet::Engine::set_bulk_size":[51,2,1,"_CPPv2N5mxnet6Engine13set_bulk_sizeEi"],"mxnet::Engine::~Engine":[51,2,1,"_CPPv2N5mxnet6EngineD0Ev"]},"mxnet.autograd":{Function:[8,4,1,""],backward:[8,6,1,""],get_symbol:[8,6,1,""],grad:[8,6,1,""],is_recording:[8,6,1,""],is_training:[8,6,1,""],mark_variables:[8,6,1,""],pause:[8,6,1,""],predict_mode:[8,6,1,""],record:[8,6,1,""],set_recording:[8,6,1,""],set_training:[8,6,1,""],train_mode:[8,6,1,""]},"mxnet.autograd.Function":{backward:[8,5,1,""],forward:[8,5,1,""]},"mxnet.callback":{LogValidationMetricsCallback:[9,4,1,""],ProgressBar:[9,4,1,""],Speedometer:[9,4,1,""],do_checkpoint:[9,6,1,""],log_train_metric:[9,6,1,""],module_checkpoint:[9,6,1,""]},"mxnet.executor":{Executor:[10,4,1,""]},"mxnet.executor.Executor":{arg_dict:[10,7,1,""],aux_dict:[10,7,1,""],backward:[10,5,1,""],copy_params_from:[10,5,1,""],debug_str:[10,5,1,""],forward:[10,5,1,""],grad_dict:[10,7,1,""],output_dict:[10,7,1,""],reshape:[10,5,1,""],set_monitor_callback:[10,5,1,""]},"mxnet.executor_manager":{DataParallelExecutorGroup:[10,4,1,""],DataParallelExecutorManager:[10,4,1,""]},"mxnet.executor_manager.DataParallelExecutorGroup":{backward:[10,5,1,""],forward:[10,5,1,""],load_data_batch:[10,5,1,""],update_metric:[10,5,1,""]},"mxnet.executor_manager.DataParallelExecutorManager":{aux_arrays:[10,7,1,""],backward:[10,5,1,""],copy_to:[10,5,1,""],forward:[10,5,1,""],grad_arrays:[10,7,1,""],install_monitor:[10,5,1,""],load_data_batch:[10,5,1,""],param_arrays:[10,7,1,""],set_params:[10,5,1,""],update_metric:[10,5,1,""]},"mxnet.gluon":{Block:[13,4,1,""],DeferredInitializationError:[13,8,1,""],HybridBlock:[13,4,1,""],Parameter:[13,4,1,""],ParameterDict:[13,4,1,""],SymbolBlock:[13,4,1,""],Trainer:[13,4,1,""],contrib:[11,3,0,"-"],data:[12,3,0,"-"],loss:[14,3,0,"-"],model_zoo:[15,3,0,"-"],nn:[16,3,0,"-"],rnn:[17,3,0,"-"],utils:[13,3,0,"-"]},"mxnet.gluon.Block":{__call__:[13,5,1,""],__setattr__:[13,5,1,""],__weakref__:[13,7,1,""],cast:[13,5,1,""],collect_params:[13,5,1,""],forward:[13,5,1,""],hybridize:[13,5,1,""],initialize:[13,5,1,""],load_params:[13,5,1,""],name:[13,7,1,""],name_scope:[13,5,1,""],params:[13,7,1,""],prefix:[13,7,1,""],register_child:[13,5,1,""],save_params:[13,5,1,""]},"mxnet.gluon.HybridBlock":{"export":[13,5,1,""],__setattr__:[13,5,1,""],forward:[13,5,1,""],hybrid_forward:[13,5,1,""],infer_shape:[13,5,1,""],infer_type:[13,5,1,""]},"mxnet.gluon.Parameter":{"var":[13,5,1,""],__weakref__:[13,7,1,""],cast:[13,5,1,""],data:[13,5,1,""],grad:[13,5,1,""],grad_req:[13,7,1,""],initialize:[13,5,1,""],list_ctx:[13,5,1,""],list_data:[13,5,1,""],list_grad:[13,5,1,""],lr_mult:[13,7,1,""],reset_ctx:[13,5,1,""],set_data:[13,5,1,""],wd_mult:[13,7,1,""],zero_grad:[13,5,1,""]},"mxnet.gluon.ParameterDict":{__weakref__:[13,7,1,""],get:[13,5,1,""],initialize:[13,5,1,""],load:[13,5,1,""],prefix:[13,7,1,""],reset_ctx:[13,5,1,""],save:[13,5,1,""],setattr:[13,5,1,""],update:[13,5,1,""],zero_grad:[13,5,1,""]},"mxnet.gluon.Trainer":{__weakref__:[13,7,1,""],load_states:[13,5,1,""],save_states:[13,5,1,""],set_learning_rate:[13,5,1,""],step:[13,5,1,""]},"mxnet.gluon.contrib":{rnn:[11,3,0,"-"]},"mxnet.gluon.contrib.rnn":{Conv1DGRUCell:[11,4,1,""],Conv1DLSTMCell:[11,4,1,""],Conv1DRNNCell:[11,4,1,""],Conv2DGRUCell:[11,4,1,""],Conv2DLSTMCell:[11,4,1,""],Conv2DRNNCell:[11,4,1,""],Conv3DGRUCell:[11,4,1,""],Conv3DLSTMCell:[11,4,1,""],Conv3DRNNCell:[11,4,1,""],VariationalDropoutCell:[11,4,1,""]},"mxnet.gluon.contrib.rnn.VariationalDropoutCell":{unroll:[11,5,1,""]},"mxnet.gluon.data":{ArrayDataset:[12,4,1,""],BatchSampler:[12,4,1,""],DataLoader:[12,4,1,""],Dataset:[12,4,1,""],RandomSampler:[12,4,1,""],RecordFileDataset:[12,4,1,""],Sampler:[12,4,1,""],SequentialSampler:[12,4,1,""],vision:[12,3,0,"-"]},"mxnet.gluon.data.vision":{CIFAR100:[12,4,1,""],CIFAR10:[12,4,1,""],FashionMNIST:[12,4,1,""],ImageFolderDataset:[12,4,1,""],ImageRecordDataset:[12,4,1,""],MNIST:[12,4,1,""]},"mxnet.gluon.data.vision.ImageFolderDataset":{items:[12,7,1,""],synsets:[12,7,1,""]},"mxnet.gluon.loss":{CTCLoss:[14,4,1,""],HingeLoss:[14,4,1,""],HuberLoss:[14,4,1,""],KLDivLoss:[14,4,1,""],L1Loss:[14,4,1,""],L2Loss:[14,4,1,""],LogisticLoss:[14,4,1,""],Loss:[14,4,1,""],SigmoidBCELoss:[14,7,1,""],SigmoidBinaryCrossEntropyLoss:[14,4,1,""],SoftmaxCELoss:[14,7,1,""],SoftmaxCrossEntropyLoss:[14,4,1,""],SquaredHingeLoss:[14,4,1,""],TripletLoss:[14,4,1,""]},"mxnet.gluon.loss.Loss":{hybrid_forward:[14,5,1,""]},"mxnet.gluon.model_zoo":{vision:[15,3,0,"-"]},"mxnet.gluon.model_zoo.vision":{AlexNet:[15,4,1,""],BasicBlockV1:[15,4,1,""],BasicBlockV2:[15,4,1,""],BottleneckV1:[15,4,1,""],BottleneckV2:[15,4,1,""],DenseNet:[15,4,1,""],Inception3:[15,4,1,""],MobileNet:[15,4,1,""],ResNetV1:[15,4,1,""],ResNetV2:[15,4,1,""],SqueezeNet:[15,4,1,""],VGG:[15,4,1,""],alexnet:[15,6,1,""],densenet121:[15,6,1,""],densenet161:[15,6,1,""],densenet169:[15,6,1,""],densenet201:[15,6,1,""],get_mobilenet:[15,6,1,""],get_model:[15,6,1,""],get_resnet:[15,6,1,""],get_vgg:[15,6,1,""],inception_v3:[15,6,1,""],mobilenet0_25:[15,6,1,""],mobilenet0_5:[15,6,1,""],mobilenet0_75:[15,6,1,""],mobilenet1_0:[15,6,1,""],resnet101_v1:[15,6,1,""],resnet101_v2:[15,6,1,""],resnet152_v1:[15,6,1,""],resnet152_v2:[15,6,1,""],resnet18_v1:[15,6,1,""],resnet18_v2:[15,6,1,""],resnet34_v1:[15,6,1,""],resnet34_v2:[15,6,1,""],resnet50_v1:[15,6,1,""],resnet50_v2:[15,6,1,""],squeezenet1_0:[15,6,1,""],squeezenet1_1:[15,6,1,""],vgg11:[15,6,1,""],vgg11_bn:[15,6,1,""],vgg13:[15,6,1,""],vgg13_bn:[15,6,1,""],vgg16:[15,6,1,""],vgg16_bn:[15,6,1,""],vgg19:[15,6,1,""],vgg19_bn:[15,6,1,""]},"mxnet.gluon.nn":{Activation:[16,4,1,""],AvgPool1D:[16,4,1,""],AvgPool2D:[16,4,1,""],AvgPool3D:[16,4,1,""],BatchNorm:[16,4,1,""],Conv1D:[16,4,1,""],Conv1DTranspose:[16,4,1,""],Conv2D:[16,4,1,""],Conv2DTranspose:[16,4,1,""],Conv3D:[16,4,1,""],Conv3DTranspose:[16,4,1,""],Dense:[16,4,1,""],Dropout:[16,4,1,""],Embedding:[16,4,1,""],Flatten:[16,4,1,""],GlobalAvgPool1D:[16,4,1,""],GlobalAvgPool2D:[16,4,1,""],GlobalAvgPool3D:[16,4,1,""],GlobalMaxPool1D:[16,4,1,""],GlobalMaxPool2D:[16,4,1,""],GlobalMaxPool3D:[16,4,1,""],HybridLambda:[16,4,1,""],HybridSequential:[13,4,1,""],Lambda:[16,4,1,""],LeakyReLU:[16,4,1,""],MaxPool1D:[16,4,1,""],MaxPool2D:[16,4,1,""],MaxPool3D:[16,4,1,""],Sequential:[13,4,1,""]},"mxnet.gluon.nn.HybridSequential":{add:[13,5,1,""]},"mxnet.gluon.nn.Sequential":{add:[13,5,1,""],hybridize:[13,5,1,""]},"mxnet.gluon.rnn":{BidirectionalCell:[17,4,1,""],DropoutCell:[17,4,1,""],GRU:[17,4,1,""],GRUCell:[17,4,1,""],HybridRecurrentCell:[17,4,1,""],LSTM:[17,4,1,""],LSTMCell:[17,4,1,""],ModifierCell:[17,4,1,""],RNN:[17,4,1,""],RNNCell:[17,4,1,""],RecurrentCell:[17,4,1,""],ResidualCell:[17,4,1,""],SequentialRNNCell:[17,4,1,""],ZoneoutCell:[17,4,1,""]},"mxnet.gluon.rnn.RecurrentCell":{begin_state:[17,5,1,""],forward:[17,5,1,""],reset:[17,5,1,""],state_info:[17,5,1,""],unroll:[17,5,1,""]},"mxnet.gluon.rnn.SequentialRNNCell":{add:[17,5,1,""]},"mxnet.gluon.utils":{check_sha1:[13,6,1,""],clip_global_norm:[13,6,1,""],download:[13,6,1,""],split_and_load:[13,6,1,""],split_data:[13,6,1,""]},"mxnet.image":{Augmenter:[18,4,1,""],BrightnessJitterAug:[18,4,1,""],CastAug:[18,4,1,""],CenterCropAug:[18,4,1,""],ColorJitterAug:[18,4,1,""],ColorNormalizeAug:[18,4,1,""],ContrastJitterAug:[18,4,1,""],CreateAugmenter:[18,5,1,""],CreateDetAugmenter:[18,5,1,""],DetAugmenter:[18,4,1,""],DetBorrowAug:[18,4,1,""],DetHorizontalFlipAug:[18,4,1,""],DetRandomCropAug:[18,4,1,""],DetRandomPadAug:[18,4,1,""],DetRandomSelectAug:[18,4,1,""],ForceResizeAug:[18,4,1,""],HorizontalFlipAug:[18,4,1,""],HueJitterAug:[18,4,1,""],ImageDetIter:[18,4,1,""],ImageIter:[18,4,1,""],LightingAug:[18,4,1,""],RandomCropAug:[18,4,1,""],RandomGrayAug:[18,4,1,""],RandomOrderAug:[18,4,1,""],RandomSizedCropAug:[18,4,1,""],ResizeAug:[18,4,1,""],SaturationJitterAug:[18,4,1,""],center_crop:[18,5,1,""],color_normalize:[18,5,1,""],fixed_crop:[18,5,1,""],imdecode:[18,5,1,""],random_crop:[18,5,1,""],random_size_crop:[18,5,1,""],resize_short:[18,5,1,""],scale_down:[18,5,1,""]},"mxnet.image.Augmenter":{dumps:[18,5,1,""]},"mxnet.image.DetAugmenter":{dumps:[18,5,1,""]},"mxnet.image.ImageDetIter":{augmentation_transform:[18,5,1,""],check_label_shape:[18,5,1,""],draw_next:[18,5,1,""],next:[18,5,1,""],reshape:[18,5,1,""],sync_label_shape:[18,5,1,""]},"mxnet.image.ImageIter":{augmentation_transform:[18,5,1,""],check_data_shape:[18,5,1,""],check_valid_image:[18,5,1,""],imdecode:[18,5,1,""],next:[18,5,1,""],next_sample:[18,5,1,""],postprocess_data:[18,5,1,""],read_image:[18,5,1,""],reset:[18,5,1,""]},"mxnet.initializer":{Bilinear:[29,4,1,""],Constant:[29,4,1,""],FusedRNN:[29,4,1,""],InitDesc:[29,4,1,""],Initializer:[29,4,1,""],LSTMBias:[29,4,1,""],Load:[29,4,1,""],MSRAPrelu:[29,4,1,""],Mixed:[29,4,1,""],Normal:[29,4,1,""],One:[29,4,1,""],Orthogonal:[29,4,1,""],Uniform:[29,4,1,""],Xavier:[29,4,1,""],Zero:[29,4,1,""],register:[29,6,1,""]},"mxnet.initializer.Initializer":{dumps:[29,5,1,""],set_verbosity:[29,5,1,""]},"mxnet.io":{CSVIter:[20,6,1,""],DataBatch:[20,4,1,""],DataDesc:[20,4,1,""],DataIter:[20,4,1,""],ImageDetRecordIter:[20,6,1,""],ImageRecordIter:[20,6,1,""],ImageRecordIter_v1:[20,6,1,""],ImageRecordUInt8Iter:[20,6,1,""],ImageRecordUInt8Iter_v1:[20,6,1,""],LibSVMIter:[20,6,1,""],MNISTIter:[20,6,1,""],MXDataIter:[20,4,1,""],NDArrayIter:[20,4,1,""],PrefetchingIter:[20,4,1,""],ResizeIter:[20,4,1,""]},"mxnet.io.DataDesc":{get_batch_axis:[20,9,1,""],get_list:[20,9,1,""]},"mxnet.io.DataIter":{getdata:[20,5,1,""],getindex:[20,5,1,""],getlabel:[20,5,1,""],getpad:[20,5,1,""],iter_next:[20,5,1,""],next:[20,5,1,""],reset:[20,5,1,""]},"mxnet.io.NDArrayIter":{hard_reset:[20,5,1,""],provide_data:[20,7,1,""],provide_label:[20,7,1,""]},"mxnet.kvstore":{KVStore:[21,4,1,""],create:[21,6,1,""]},"mxnet.kvstore.KVStore":{init:[21,5,1,""],load_optimizer_states:[21,5,1,""],num_workers:[21,7,1,""],pull:[21,5,1,""],push:[21,5,1,""],rank:[21,7,1,""],row_sparse_pull:[21,5,1,""],save_optimizer_states:[21,5,1,""],set_gradient_compression:[21,5,1,""],set_optimizer:[21,5,1,""],type:[21,7,1,""]},"mxnet.lr_scheduler":{FactorScheduler:[29,4,1,""],LRScheduler:[29,4,1,""],MultiFactorScheduler:[29,4,1,""]},"mxnet.metric":{Accuracy:[22,4,1,""],Caffe:[22,4,1,""],CompositeEvalMetric:[22,4,1,""],CrossEntropy:[22,4,1,""],CustomMetric:[22,4,1,""],EvalMetric:[22,4,1,""],F1:[22,4,1,""],Loss:[22,4,1,""],MAE:[22,4,1,""],MSE:[22,4,1,""],NegativeLogLikelihood:[22,4,1,""],PearsonCorrelation:[22,4,1,""],Perplexity:[22,4,1,""],RMSE:[22,4,1,""],TopKAccuracy:[22,4,1,""],Torch:[22,4,1,""],create:[22,6,1,""],np:[22,6,1,""]},"mxnet.metric.Accuracy":{update:[22,5,1,""]},"mxnet.metric.CompositeEvalMetric":{add:[22,5,1,""],get:[22,5,1,""],get_metric:[22,5,1,""],reset:[22,5,1,""],update:[22,5,1,""]},"mxnet.metric.CrossEntropy":{update:[22,5,1,""]},"mxnet.metric.CustomMetric":{update:[22,5,1,""]},"mxnet.metric.EvalMetric":{get:[22,5,1,""],get_config:[22,5,1,""],get_name_value:[22,5,1,""],reset:[22,5,1,""],update:[22,5,1,""],update_dict:[22,5,1,""]},"mxnet.metric.F1":{update:[22,5,1,""]},"mxnet.metric.MAE":{update:[22,5,1,""]},"mxnet.metric.MSE":{update:[22,5,1,""]},"mxnet.metric.NegativeLogLikelihood":{update:[22,5,1,""]},"mxnet.metric.PearsonCorrelation":{update:[22,5,1,""]},"mxnet.metric.Perplexity":{get:[22,5,1,""],update:[22,5,1,""]},"mxnet.metric.RMSE":{update:[22,5,1,""]},"mxnet.metric.TopKAccuracy":{update:[22,5,1,""]},"mxnet.module":{BaseModule:[23,4,1,""],BucketingModule:[23,4,1,""],Module:[23,4,1,""],PythonLossModule:[23,4,1,""],PythonModule:[23,4,1,""],SequentialModule:[23,4,1,""]},"mxnet.module.BaseModule":{backward:[23,5,1,""],bind:[23,5,1,""],data_names:[23,7,1,""],data_shapes:[23,7,1,""],fit:[23,5,1,""],forward:[23,5,1,""],forward_backward:[23,5,1,""],get_input_grads:[23,5,1,""],get_outputs:[23,5,1,""],get_params:[23,5,1,""],get_states:[23,5,1,""],init_optimizer:[23,5,1,""],init_params:[23,5,1,""],install_monitor:[23,5,1,""],iter_predict:[23,5,1,""],label_shapes:[23,7,1,""],load_params:[23,5,1,""],output_names:[23,7,1,""],output_shapes:[23,7,1,""],predict:[23,5,1,""],prepare:[23,5,1,""],save_params:[23,5,1,""],score:[23,5,1,""],set_params:[23,5,1,""],set_states:[23,5,1,""],symbol:[23,7,1,""],update:[23,5,1,""],update_metric:[23,5,1,""]},"mxnet.module.BucketingModule":{backward:[23,5,1,""],bind:[23,5,1,""],data_names:[23,7,1,""],data_shapes:[23,7,1,""],forward:[23,5,1,""],get_input_grads:[23,5,1,""],get_outputs:[23,5,1,""],get_params:[23,5,1,""],get_states:[23,5,1,""],init_optimizer:[23,5,1,""],init_params:[23,5,1,""],install_monitor:[23,5,1,""],label_shapes:[23,7,1,""],output_names:[23,7,1,""],output_shapes:[23,7,1,""],prepare:[23,5,1,""],set_params:[23,5,1,""],set_states:[23,5,1,""],switch_bucket:[23,5,1,""],symbol:[23,7,1,""],update:[23,5,1,""],update_metric:[23,5,1,""]},"mxnet.module.Module":{backward:[23,5,1,""],bind:[23,5,1,""],borrow_optimizer:[23,5,1,""],data_names:[23,7,1,""],data_shapes:[23,7,1,""],forward:[23,5,1,""],get_input_grads:[23,5,1,""],get_outputs:[23,5,1,""],get_params:[23,5,1,""],get_states:[23,5,1,""],init_optimizer:[23,5,1,""],init_params:[23,5,1,""],install_monitor:[23,5,1,""],label_names:[23,7,1,""],label_shapes:[23,7,1,""],load:[23,9,1,""],load_optimizer_states:[23,5,1,""],output_names:[23,7,1,""],output_shapes:[23,7,1,""],reshape:[23,5,1,""],save_checkpoint:[23,5,1,""],save_optimizer_states:[23,5,1,""],set_params:[23,5,1,""],set_states:[23,5,1,""],update:[23,5,1,""],update_metric:[23,5,1,""]},"mxnet.module.PythonLossModule":{backward:[23,5,1,""],forward:[23,5,1,""],get_input_grads:[23,5,1,""],get_outputs:[23,5,1,""],install_monitor:[23,5,1,""]},"mxnet.module.PythonModule":{bind:[23,5,1,""],data_names:[23,7,1,""],data_shapes:[23,7,1,""],get_params:[23,5,1,""],init_optimizer:[23,5,1,""],init_params:[23,5,1,""],label_shapes:[23,7,1,""],output_names:[23,7,1,""],output_shapes:[23,7,1,""],update:[23,5,1,""],update_metric:[23,5,1,""]},"mxnet.module.SequentialModule":{add:[23,5,1,""],backward:[23,5,1,""],bind:[23,5,1,""],data_names:[23,7,1,""],data_shapes:[23,7,1,""],forward:[23,5,1,""],get_input_grads:[23,5,1,""],get_outputs:[23,5,1,""],get_params:[23,5,1,""],init_optimizer:[23,5,1,""],init_params:[23,5,1,""],install_monitor:[23,5,1,""],label_shapes:[23,7,1,""],output_names:[23,7,1,""],output_shapes:[23,7,1,""],update:[23,5,1,""],update_metric:[23,5,1,""]},"mxnet.ndarray":{Activation:[26,6,1,""],BatchNorm:[26,6,1,""],BatchNorm_v1:[26,6,1,""],BilinearSampler:[26,6,1,""],BlockGrad:[26,6,1,""],Cast:[26,6,1,""],Concat:[26,6,1,""],Convolution:[26,6,1,""],Convolution_v1:[26,6,1,""],Correlation:[26,6,1,""],Crop:[26,6,1,""],Custom:[26,6,1,""],Deconvolution:[26,6,1,""],Dropout:[26,6,1,""],ElementWiseSum:[26,6,1,""],Embedding:[26,6,1,""],Flatten:[26,6,1,""],FullyConnected:[26,6,1,""],GridGenerator:[26,6,1,""],IdentityAttachKLSparseReg:[26,6,1,""],InstanceNorm:[26,6,1,""],L2Normalization:[26,6,1,""],LRN:[26,6,1,""],LeakyReLU:[26,6,1,""],LinearRegressionOutput:[26,6,1,""],LogisticRegressionOutput:[26,6,1,""],MAERegressionOutput:[26,6,1,""],MakeLoss:[26,6,1,""],NDArray:[26,4,1,""],Pad:[26,6,1,""],Pooling:[26,6,1,""],Pooling_v1:[26,6,1,""],RNN:[26,6,1,""],ROIPooling:[26,6,1,""],Reshape:[26,6,1,""],SVMOutput:[26,6,1,""],SequenceLast:[26,6,1,""],SequenceMask:[26,6,1,""],SequenceReverse:[26,6,1,""],SliceChannel:[26,6,1,""],Softmax:[26,6,1,""],SoftmaxActivation:[26,6,1,""],SoftmaxOutput:[26,6,1,""],SpatialTransformer:[26,6,1,""],SwapAxis:[26,6,1,""],UpSampling:[26,6,1,""],abs:[26,6,1,""],adam_update:[26,6,1,""],add:[26,6,1,""],add_n:[26,6,1,""],arange:[26,6,1,""],arccos:[26,6,1,""],arccosh:[26,6,1,""],arcsin:[26,6,1,""],arcsinh:[26,6,1,""],arctan:[26,6,1,""],arctanh:[26,6,1,""],argmax:[26,6,1,""],argmax_channel:[26,6,1,""],argmin:[26,6,1,""],argsort:[26,6,1,""],array:[26,6,1,""],batch_dot:[26,6,1,""],batch_take:[26,6,1,""],broadcast_add:[26,6,1,""],broadcast_axes:[26,6,1,""],broadcast_axis:[26,6,1,""],broadcast_div:[26,6,1,""],broadcast_equal:[26,6,1,""],broadcast_greater:[26,6,1,""],broadcast_greater_equal:[26,6,1,""],broadcast_hypot:[26,6,1,""],broadcast_lesser:[26,6,1,""],broadcast_lesser_equal:[26,6,1,""],broadcast_maximum:[26,6,1,""],broadcast_minimum:[26,6,1,""],broadcast_minus:[26,6,1,""],broadcast_mod:[26,6,1,""],broadcast_mul:[26,6,1,""],broadcast_not_equal:[26,6,1,""],broadcast_plus:[26,6,1,""],broadcast_power:[26,6,1,""],broadcast_sub:[26,6,1,""],broadcast_to:[26,6,1,""],cast:[26,6,1,""],cast_storage:[26,6,1,""],cbrt:[26,6,1,""],ceil:[26,6,1,""],choose_element_0index:[26,6,1,""],clip:[26,6,1,""],concat:[26,6,1,""],concatenate:[26,6,1,""],contrib:[24,3,0,"-"],cos:[26,6,1,""],cosh:[26,6,1,""],crop:[26,6,1,""],degrees:[26,6,1,""],divide:[26,6,1,""],dot:[26,6,1,""],elemwise_add:[26,6,1,""],elemwise_div:[26,6,1,""],elemwise_mul:[26,6,1,""],elemwise_sub:[26,6,1,""],empty:[26,6,1,""],equal:[26,6,1,""],exp:[26,6,1,""],expand_dims:[26,6,1,""],expm1:[26,6,1,""],fill_element_0index:[26,6,1,""],fix:[26,6,1,""],flatten:[26,6,1,""],flip:[26,6,1,""],floor:[26,6,1,""],ftrl_update:[26,6,1,""],full:[26,6,1,""],gamma:[26,6,1,""],gammaln:[26,6,1,""],gather_nd:[26,6,1,""],greater:[26,6,1,""],greater_equal:[26,6,1,""],identity:[26,6,1,""],imdecode:[26,6,1,""],lesser:[26,6,1,""],lesser_equal:[26,6,1,""],linalg:[25,3,0,"-"],linalg_gelqf:[26,6,1,""],linalg_gemm2:[26,6,1,""],linalg_gemm:[26,6,1,""],linalg_potrf:[26,6,1,""],linalg_potri:[26,6,1,""],linalg_sumlogdiag:[26,6,1,""],linalg_syrk:[26,6,1,""],linalg_trmm:[26,6,1,""],linalg_trsm:[26,6,1,""],load:[28,6,1,""],log10:[26,6,1,""],log1p:[26,6,1,""],log2:[26,6,1,""],log:[26,6,1,""],log_softmax:[26,6,1,""],make_loss:[26,6,1,""],max:[26,6,1,""],max_axis:[26,6,1,""],maximum:[26,6,1,""],mean:[26,6,1,""],min:[26,6,1,""],min_axis:[26,6,1,""],minimum:[26,6,1,""],modulo:[26,6,1,""],moveaxis:[26,6,1,""],mp_sgd_mom_update:[26,6,1,""],mp_sgd_update:[26,6,1,""],multiply:[26,6,1,""],nanprod:[26,6,1,""],nansum:[26,6,1,""],negative:[26,6,1,""],norm:[26,6,1,""],normal:[26,6,1,""],not_equal:[26,6,1,""],one_hot:[26,6,1,""],onehot_encode:[26,6,1,""],ones:[26,6,1,""],ones_like:[26,6,1,""],pad:[26,6,1,""],pick:[26,6,1,""],power:[26,6,1,""],prod:[26,6,1,""],radians:[26,6,1,""],random:[27,3,0,"-"],random_exponential:[26,6,1,""],random_gamma:[26,6,1,""],random_generalized_negative_binomial:[26,6,1,""],random_negative_binomial:[26,6,1,""],random_normal:[26,6,1,""],random_poisson:[26,6,1,""],random_uniform:[26,6,1,""],rcbrt:[26,6,1,""],reciprocal:[26,6,1,""],relu:[26,6,1,""],repeat:[26,6,1,""],reshape:[26,6,1,""],reshape_like:[26,6,1,""],reverse:[26,6,1,""],rint:[26,6,1,""],rmsprop_update:[26,6,1,""],rmspropalex_update:[26,6,1,""],round:[26,6,1,""],rsqrt:[26,6,1,""],sample_exponential:[26,6,1,""],sample_gamma:[26,6,1,""],sample_generalized_negative_binomial:[26,6,1,""],sample_multinomial:[26,6,1,""],sample_negative_binomial:[26,6,1,""],sample_normal:[26,6,1,""],sample_poisson:[26,6,1,""],sample_uniform:[26,6,1,""],save:[28,6,1,""],scatter_nd:[26,6,1,""],sgd_mom_update:[26,6,1,""],sgd_update:[26,6,1,""],sigmoid:[26,6,1,""],sign:[26,6,1,""],sin:[26,6,1,""],sinh:[26,6,1,""],slice:[26,6,1,""],slice_axis:[26,6,1,""],smooth_l1:[26,6,1,""],softmax:[26,6,1,""],softmax_cross_entropy:[26,6,1,""],sort:[26,6,1,""],sparse:[28,3,0,"-"],split:[26,6,1,""],sqrt:[26,6,1,""],square:[26,6,1,""],stack:[26,6,1,""],stop_gradient:[26,6,1,""],subtract:[26,6,1,""],sum:[26,6,1,""],sum_axis:[26,6,1,""],swapaxes:[26,6,1,""],take:[26,6,1,""],tan:[26,6,1,""],tanh:[26,6,1,""],tile:[26,6,1,""],topk:[26,6,1,""],transpose:[26,6,1,""],true_divide:[26,6,1,""],trunc:[26,6,1,""],uniform:[26,6,1,""],waitall:[26,6,1,""],where:[26,6,1,""],zeros:[26,6,1,""],zeros_like:[26,6,1,""]},"mxnet.ndarray.NDArray":{T:[26,7,1,""],__add__:[26,5,1,""],__div__:[26,5,1,""],__eq__:[26,5,1,""],__ge__:[26,5,1,""],__getitem__:[26,5,1,""],__gt__:[26,5,1,""],__hash__:[26,5,1,""],__iadd__:[26,5,1,""],__idiv__:[26,5,1,""],__imod__:[26,5,1,""],__imul__:[26,5,1,""],__isub__:[26,5,1,""],__le__:[26,5,1,""],__len__:[26,5,1,""],__lt__:[26,5,1,""],__mod__:[26,5,1,""],__mul__:[26,5,1,""],__ne__:[26,5,1,""],__neg__:[26,5,1,""],__pow__:[26,5,1,""],__rdiv__:[26,5,1,""],__repr__:[26,5,1,""],__rmod__:[26,5,1,""],__rpow__:[26,5,1,""],__rsub__:[26,5,1,""],__setitem__:[26,5,1,""],__sub__:[26,5,1,""],abs:[26,5,1,""],arccos:[26,5,1,""],arccosh:[26,5,1,""],arcsin:[26,5,1,""],arcsinh:[26,5,1,""],arctan:[26,5,1,""],arctanh:[26,5,1,""],argmax:[26,5,1,""],argmax_channel:[26,5,1,""],argmin:[26,5,1,""],argsort:[26,5,1,""],as_in_context:[26,5,1,""],asnumpy:[26,5,1,""],asscalar:[26,5,1,""],astype:[26,5,1,""],attach_grad:[26,5,1,""],backward:[26,5,1,""],broadcast_axes:[26,5,1,""],broadcast_to:[26,5,1,""],cbrt:[26,5,1,""],ceil:[26,5,1,""],clip:[26,5,1,""],context:[26,7,1,""],copy:[26,5,1,""],copyto:[26,5,1,""],cos:[26,5,1,""],cosh:[26,5,1,""],degrees:[26,5,1,""],detach:[26,5,1,""],dtype:[26,7,1,""],exp:[26,5,1,""],expand_dims:[26,5,1,""],expm1:[26,5,1,""],fix:[26,5,1,""],flatten:[26,5,1,""],flip:[26,5,1,""],floor:[26,5,1,""],grad:[26,7,1,""],log10:[26,5,1,""],log1p:[26,5,1,""],log2:[26,5,1,""],log:[26,5,1,""],log_softmax:[26,5,1,""],max:[26,5,1,""],mean:[26,5,1,""],min:[26,5,1,""],nanprod:[26,5,1,""],nansum:[26,5,1,""],ndim:[26,7,1,""],norm:[26,5,1,""],one_hot:[26,5,1,""],ones_like:[26,5,1,""],pad:[26,5,1,""],pick:[26,5,1,""],prod:[26,5,1,""],radians:[26,5,1,""],rcbrt:[26,5,1,""],reciprocal:[26,5,1,""],relu:[26,5,1,""],repeat:[26,5,1,""],reshape:[26,5,1,""],reshape_like:[26,5,1,""],rint:[26,5,1,""],round:[26,5,1,""],rsqrt:[26,5,1,""],shape:[26,7,1,""],sigmoid:[26,5,1,""],sign:[26,5,1,""],sin:[26,5,1,""],sinh:[26,5,1,""],size:[26,7,1,""],slice:[26,5,1,""],slice_axis:[26,5,1,""],softmax:[26,5,1,""],sort:[26,5,1,""],split:[26,5,1,""],sqrt:[26,5,1,""],square:[26,5,1,""],stype:[26,7,1,""],sum:[26,5,1,""],swapaxes:[26,5,1,""],take:[26,5,1,""],tan:[26,5,1,""],tanh:[26,5,1,""],tile:[26,5,1,""],topk:[26,5,1,""],tostype:[26,5,1,""],transpose:[26,5,1,""],trunc:[26,5,1,""],wait_to_read:[26,5,1,""],zeros_like:[26,5,1,""]},"mxnet.ndarray.contrib":{CTCLoss:[24,6,1,""],DeformableConvolution:[24,6,1,""],DeformablePSROIPooling:[24,6,1,""],MultiBoxDetection:[24,6,1,""],MultiBoxPrior:[24,6,1,""],MultiBoxTarget:[24,6,1,""],MultiProposal:[24,6,1,""],PSROIPooling:[24,6,1,""],Proposal:[24,6,1,""],SparseEmbedding:[24,6,1,""],count_sketch:[24,6,1,""],ctc_loss:[24,6,1,""],dequantize:[24,6,1,""],fft:[24,6,1,""],ifft:[24,6,1,""],quantize:[24,6,1,""]},"mxnet.ndarray.linalg":{gelqf:[25,6,1,""],gemm2:[25,6,1,""],gemm:[25,6,1,""],potrf:[25,6,1,""],potri:[25,6,1,""],sumlogdiag:[25,6,1,""],syevd:[25,6,1,""],syrk:[25,6,1,""],trmm:[25,6,1,""],trsm:[25,6,1,""]},"mxnet.ndarray.random":{exponential:[27,6,1,""],gamma:[27,6,1,""],generalized_negative_binomial:[27,6,1,""],multinomial:[27,6,1,""],negative_binomial:[27,6,1,""],normal:[27,6,1,""],poisson:[27,6,1,""],uniform:[27,6,1,""]},"mxnet.ndarray.sparse":{CSRNDArray:[28,4,1,""],ElementWiseSum:[28,6,1,""],RowSparseNDArray:[28,4,1,""],abs:[28,6,1,""],adam_update:[28,6,1,""],add_n:[28,6,1,""],arccos:[28,6,1,""],arccosh:[28,6,1,""],arcsin:[28,6,1,""],arcsinh:[28,6,1,""],arctan:[28,6,1,""],arctanh:[28,6,1,""],array:[28,6,1,""],cast_storage:[28,6,1,""],ceil:[28,6,1,""],clip:[28,6,1,""],cos:[28,6,1,""],cosh:[28,6,1,""],csr_matrix:[28,6,1,""],degrees:[28,6,1,""],dot:[28,6,1,""],elemwise_add:[28,6,1,""],elemwise_div:[28,6,1,""],elemwise_mul:[28,6,1,""],elemwise_sub:[28,6,1,""],empty:[28,6,1,""],exp:[28,6,1,""],expm1:[28,6,1,""],fix:[28,6,1,""],floor:[28,6,1,""],ftrl_update:[28,6,1,""],gamma:[28,6,1,""],gammaln:[28,6,1,""],log10:[28,6,1,""],log1p:[28,6,1,""],log2:[28,6,1,""],log:[28,6,1,""],make_loss:[28,6,1,""],mean:[28,6,1,""],negative:[28,6,1,""],radians:[28,6,1,""],relu:[28,6,1,""],retain:[28,6,1,""],rint:[28,6,1,""],round:[28,6,1,""],row_sparse_array:[28,6,1,""],rsqrt:[28,6,1,""],sgd_mom_update:[28,6,1,""],sgd_update:[28,6,1,""],sigmoid:[28,6,1,""],sign:[28,6,1,""],sin:[28,6,1,""],sinh:[28,6,1,""],slice:[28,6,1,""],sqrt:[28,6,1,""],square:[28,6,1,""],stop_gradient:[28,6,1,""],sum:[28,6,1,""],tan:[28,6,1,""],tanh:[28,6,1,""],trunc:[28,6,1,""],zeros:[28,6,1,""],zeros_like:[28,6,1,""]},"mxnet.ndarray.sparse.CSRNDArray":{__getitem__:[28,5,1,""],__neg__:[28,5,1,""],__setitem__:[28,5,1,""],as_in_context:[28,5,1,""],asnumpy:[28,5,1,""],asscalar:[28,5,1,""],asscipy:[28,5,1,""],astype:[28,5,1,""],check_format:[28,5,1,""],context:[28,7,1,""],copy:[28,5,1,""],copyto:[28,5,1,""],data:[28,7,1,""],dtype:[28,7,1,""],indices:[28,7,1,""],indptr:[28,7,1,""],mean:[28,5,1,""],shape:[28,7,1,""],slice:[28,5,1,""],square:[28,5,1,""],stype:[28,7,1,""],sum:[28,5,1,""],tostype:[28,5,1,""],wait_to_read:[28,5,1,""],zeros_like:[28,5,1,""]},"mxnet.ndarray.sparse.RowSparseNDArray":{__getitem__:[28,5,1,""],__setitem__:[28,5,1,""],arcsin:[28,5,1,""],arcsinh:[28,5,1,""],arctan:[28,5,1,""],arctanh:[28,5,1,""],as_in_context:[28,5,1,""],asnumpy:[28,5,1,""],asscalar:[28,5,1,""],astype:[28,5,1,""],ceil:[28,5,1,""],check_format:[28,5,1,""],clip:[28,5,1,""],context:[28,7,1,""],copy:[28,5,1,""],copyto:[28,5,1,""],data:[28,7,1,""],degrees:[28,5,1,""],dtype:[28,7,1,""],expm1:[28,5,1,""],fix:[28,5,1,""],floor:[28,5,1,""],indices:[28,7,1,""],log1p:[28,5,1,""],radians:[28,5,1,""],retain:[28,5,1,""],rint:[28,5,1,""],round:[28,5,1,""],shape:[28,7,1,""],sign:[28,5,1,""],sin:[28,5,1,""],sinh:[28,5,1,""],sqrt:[28,5,1,""],square:[28,5,1,""],stype:[28,7,1,""],tan:[28,5,1,""],tanh:[28,5,1,""],tostype:[28,5,1,""],trunc:[28,5,1,""],wait_to_read:[28,5,1,""],zeros_like:[28,5,1,""]},"mxnet.optimizer":{AdaDelta:[29,4,1,""],AdaGrad:[29,4,1,""],Adam:[29,4,1,""],Adamax:[29,4,1,""],DCASGD:[29,4,1,""],Ftrl:[29,4,1,""],NAG:[29,4,1,""],Nadam:[29,4,1,""],Optimizer:[29,4,1,""],RMSProp:[29,4,1,""],SGD:[29,4,1,""],SGLD:[29,4,1,""],Test:[29,4,1,""],Updater:[29,4,1,""],ccSGD:[29,4,1,""],create:[29,6,1,""],get_updater:[29,6,1,""],register:[29,6,1,""]},"mxnet.optimizer.Optimizer":{create_optimizer:[29,9,1,""],create_state:[29,5,1,""],create_state_multi_precision:[29,5,1,""],register:[29,9,1,""],set_learning_rate:[29,5,1,""],set_lr_mult:[29,5,1,""],set_lr_scale:[29,5,1,""],set_wd_mult:[29,5,1,""],update:[29,5,1,""],update_multi_precision:[29,5,1,""]},"mxnet.optimizer.Test":{create_state:[29,5,1,""],update:[29,5,1,""]},"mxnet.optimizer.Updater":{get_states:[29,5,1,""],set_states:[29,5,1,""]},"mxnet.random":{seed:[33,6,1,""]},"mxnet.recordio":{IRHeader:[20,7,1,""],MXIndexedRecordIO:[20,4,1,""],MXRecordIO:[20,4,1,""],pack:[20,6,1,""],pack_img:[20,6,1,""],unpack:[20,6,1,""],unpack_img:[20,6,1,""]},"mxnet.recordio.MXIndexedRecordIO":{close:[20,5,1,""],read_idx:[20,5,1,""],seek:[20,5,1,""],tell:[20,5,1,""],write_idx:[20,5,1,""]},"mxnet.recordio.MXRecordIO":{close:[20,5,1,""],open:[20,5,1,""],read:[20,5,1,""],reset:[20,5,1,""],write:[20,5,1,""]},"mxnet.rnn":{BaseRNNCell:[34,4,1,""],BidirectionalCell:[34,4,1,""],BucketSentenceIter:[34,4,1,""],DropoutCell:[34,4,1,""],FusedRNNCell:[34,4,1,""],GRUCell:[34,4,1,""],LSTMCell:[34,4,1,""],RNNCell:[34,4,1,""],RNNParams:[34,4,1,""],ResidualCell:[34,4,1,""],SequentialRNNCell:[34,4,1,""],ZoneoutCell:[34,4,1,""],do_rnn_checkpoint:[34,5,1,""],encode_sentences:[34,5,1,""],load_rnn_checkpoint:[34,5,1,""],save_rnn_checkpoint:[34,5,1,""]},"mxnet.rnn.BaseRNNCell":{__call__:[34,5,1,""],begin_state:[34,5,1,""],pack_weights:[34,5,1,""],params:[34,7,1,""],reset:[34,5,1,""],state_info:[34,7,1,""],state_shape:[34,7,1,""],unpack_weights:[34,5,1,""],unroll:[34,5,1,""]},"mxnet.rnn.BucketSentenceIter":{next:[34,5,1,""],reset:[34,5,1,""]},"mxnet.rnn.FusedRNNCell":{unfuse:[34,5,1,""]},"mxnet.rnn.RNNParams":{get:[34,5,1,""]},"mxnet.rnn.SequentialRNNCell":{add:[34,5,1,""]},"mxnet.rtc":{CudaKernel:[30,4,1,""],CudaModule:[30,4,1,""]},"mxnet.rtc.CudaKernel":{launch:[30,5,1,""]},"mxnet.rtc.CudaModule":{get_kernel:[30,5,1,""]},"mxnet.symbol":{"var":[36,6,1,""],Activation:[36,6,1,""],BatchNorm:[36,6,1,""],BatchNorm_v1:[36,6,1,""],BilinearSampler:[36,6,1,""],BlockGrad:[36,6,1,""],Cast:[36,6,1,""],Concat:[36,6,1,""],Convolution:[36,6,1,""],Convolution_v1:[36,6,1,""],Correlation:[36,6,1,""],Crop:[36,6,1,""],Custom:[36,6,1,""],Deconvolution:[36,6,1,""],Dropout:[36,6,1,""],ElementWiseSum:[36,6,1,""],Embedding:[36,6,1,""],Flatten:[36,6,1,""],FullyConnected:[36,6,1,""],GridGenerator:[36,6,1,""],Group:[36,6,1,""],IdentityAttachKLSparseReg:[36,6,1,""],InstanceNorm:[36,6,1,""],L2Normalization:[36,6,1,""],LRN:[36,6,1,""],LeakyReLU:[36,6,1,""],LinearRegressionOutput:[36,6,1,""],LogisticRegressionOutput:[36,6,1,""],MAERegressionOutput:[36,6,1,""],MakeLoss:[36,6,1,""],Pad:[36,6,1,""],Pooling:[36,6,1,""],Pooling_v1:[36,6,1,""],RNN:[36,6,1,""],ROIPooling:[36,6,1,""],Reshape:[36,6,1,""],SVMOutput:[36,6,1,""],SequenceLast:[36,6,1,""],SequenceMask:[36,6,1,""],SequenceReverse:[36,6,1,""],SliceChannel:[36,6,1,""],Softmax:[36,6,1,""],SoftmaxActivation:[36,6,1,""],SoftmaxOutput:[36,6,1,""],SpatialTransformer:[36,6,1,""],SwapAxis:[36,6,1,""],Symbol:[36,4,1,""],UpSampling:[36,6,1,""],Variable:[36,6,1,""],abs:[36,6,1,""],adam_update:[36,6,1,""],add_n:[36,6,1,""],arange:[36,6,1,""],arccos:[36,6,1,""],arccosh:[36,6,1,""],arcsin:[36,6,1,""],arcsinh:[36,6,1,""],arctan:[36,6,1,""],arctanh:[36,6,1,""],argmax:[36,6,1,""],argmax_channel:[36,6,1,""],argmin:[36,6,1,""],argsort:[36,6,1,""],batch_dot:[36,6,1,""],batch_take:[36,6,1,""],broadcast_add:[36,6,1,""],broadcast_axes:[36,6,1,""],broadcast_axis:[36,6,1,""],broadcast_div:[36,6,1,""],broadcast_equal:[36,6,1,""],broadcast_greater:[36,6,1,""],broadcast_greater_equal:[36,6,1,""],broadcast_hypot:[36,6,1,""],broadcast_lesser:[36,6,1,""],broadcast_lesser_equal:[36,6,1,""],broadcast_maximum:[36,6,1,""],broadcast_minimum:[36,6,1,""],broadcast_minus:[36,6,1,""],broadcast_mod:[36,6,1,""],broadcast_mul:[36,6,1,""],broadcast_not_equal:[36,6,1,""],broadcast_plus:[36,6,1,""],broadcast_power:[36,6,1,""],broadcast_sub:[36,6,1,""],broadcast_to:[36,6,1,""],cast:[36,6,1,""],cast_storage:[36,6,1,""],cbrt:[36,6,1,""],ceil:[36,6,1,""],choose_element_0index:[36,6,1,""],clip:[36,6,1,""],concat:[36,6,1,""],contrib:[31,3,0,"-"],cos:[36,6,1,""],cosh:[36,6,1,""],crop:[36,6,1,""],degrees:[36,6,1,""],dot:[36,6,1,""],elemwise_add:[36,6,1,""],elemwise_div:[36,6,1,""],elemwise_mul:[36,6,1,""],elemwise_sub:[36,6,1,""],exp:[36,6,1,""],expand_dims:[36,6,1,""],expm1:[36,6,1,""],fill_element_0index:[36,6,1,""],fix:[36,6,1,""],flatten:[36,6,1,""],flip:[36,6,1,""],floor:[36,6,1,""],ftrl_update:[36,6,1,""],full:[36,6,1,""],gamma:[36,6,1,""],gammaln:[36,6,1,""],gather_nd:[36,6,1,""],hypot:[36,6,1,""],identity:[36,6,1,""],linalg:[32,3,0,"-"],linalg_gelqf:[36,6,1,""],linalg_gemm2:[36,6,1,""],linalg_gemm:[36,6,1,""],linalg_potrf:[36,6,1,""],linalg_potri:[36,6,1,""],linalg_sumlogdiag:[36,6,1,""],linalg_syrk:[36,6,1,""],linalg_trmm:[36,6,1,""],linalg_trsm:[36,6,1,""],load:[36,6,1,""],load_json:[36,6,1,""],log10:[36,6,1,""],log1p:[36,6,1,""],log2:[36,6,1,""],log:[36,6,1,""],log_softmax:[36,6,1,""],make_loss:[36,6,1,""],max:[36,6,1,""],max_axis:[36,6,1,""],maximum:[36,6,1,""],mean:[36,6,1,""],min:[36,6,1,""],min_axis:[36,6,1,""],minimum:[36,6,1,""],mp_sgd_mom_update:[36,6,1,""],mp_sgd_update:[36,6,1,""],nanprod:[36,6,1,""],nansum:[36,6,1,""],negative:[36,6,1,""],norm:[36,6,1,""],normal:[36,6,1,""],one_hot:[36,6,1,""],ones:[36,6,1,""],ones_like:[36,6,1,""],pad:[36,6,1,""],pick:[36,6,1,""],pow:[36,6,1,""],prod:[36,6,1,""],radians:[36,6,1,""],random:[36,3,0,"-"],random_exponential:[36,6,1,""],random_gamma:[36,6,1,""],random_generalized_negative_binomial:[36,6,1,""],random_negative_binomial:[36,6,1,""],random_normal:[36,6,1,""],random_poisson:[36,6,1,""],random_uniform:[36,6,1,""],rcbrt:[36,6,1,""],reciprocal:[36,6,1,""],relu:[36,6,1,""],repeat:[36,6,1,""],reshape:[36,6,1,""],reshape_like:[36,6,1,""],reverse:[36,6,1,""],rint:[36,6,1,""],rmsprop_update:[36,6,1,""],rmspropalex_update:[36,6,1,""],round:[36,6,1,""],rsqrt:[36,6,1,""],sample_exponential:[36,6,1,""],sample_gamma:[36,6,1,""],sample_generalized_negative_binomial:[36,6,1,""],sample_multinomial:[36,6,1,""],sample_negative_binomial:[36,6,1,""],sample_normal:[36,6,1,""],sample_poisson:[36,6,1,""],sample_uniform:[36,6,1,""],scatter_nd:[36,6,1,""],sgd_mom_update:[36,6,1,""],sgd_update:[36,6,1,""],sigmoid:[36,6,1,""],sign:[36,6,1,""],sin:[36,6,1,""],sinh:[36,6,1,""],slice:[36,6,1,""],slice_axis:[36,6,1,""],smooth_l1:[36,6,1,""],softmax:[36,6,1,""],softmax_cross_entropy:[36,6,1,""],sort:[36,6,1,""],sparse:[35,3,0,"-"],split:[36,6,1,""],sqrt:[36,6,1,""],square:[36,6,1,""],stack:[36,6,1,""],stop_gradient:[36,6,1,""],sum:[36,6,1,""],sum_axis:[36,6,1,""],swapaxes:[36,6,1,""],take:[36,6,1,""],tan:[36,6,1,""],tanh:[36,6,1,""],tile:[36,6,1,""],topk:[36,6,1,""],transpose:[36,6,1,""],trunc:[36,6,1,""],uniform:[36,6,1,""],where:[36,6,1,""],zeros:[36,6,1,""],zeros_like:[36,6,1,""]},"mxnet.symbol.Symbol":{__add__:[36,5,1,""],__call__:[36,5,1,""],__deepcopy__:[36,5,1,""],__div__:[36,5,1,""],__eq__:[36,5,1,""],__ge__:[36,5,1,""],__getitem__:[36,5,1,""],__gt__:[36,5,1,""],__iter__:[36,5,1,""],__le__:[36,5,1,""],__lt__:[36,5,1,""],__mod__:[36,5,1,""],__mul__:[36,5,1,""],__ne__:[36,5,1,""],__neg__:[36,5,1,""],__pow__:[36,5,1,""],__rdiv__:[36,5,1,""],__repr__:[36,5,1,""],__rmod__:[36,5,1,""],__rsub__:[36,5,1,""],__sub__:[36,5,1,""],abs:[36,5,1,""],arccos:[36,5,1,""],arccosh:[36,5,1,""],arcsin:[36,5,1,""],arcsinh:[36,5,1,""],arctan:[36,5,1,""],arctanh:[36,5,1,""],argmax:[36,5,1,""],argmax_channel:[36,5,1,""],argmin:[36,5,1,""],argsort:[36,5,1,""],astype:[36,5,1,""],attr:[36,5,1,""],attr_dict:[36,5,1,""],bind:[36,5,1,""],broadcast_axes:[36,5,1,""],broadcast_to:[36,5,1,""],cbrt:[36,5,1,""],ceil:[36,5,1,""],clip:[36,5,1,""],cos:[36,5,1,""],cosh:[36,5,1,""],debug_str:[36,5,1,""],degrees:[36,5,1,""],eval:[36,5,1,""],exp:[36,5,1,""],expand_dims:[36,5,1,""],expm1:[36,5,1,""],fix:[36,5,1,""],flatten:[36,5,1,""],flip:[36,5,1,""],floor:[36,5,1,""],get_children:[36,5,1,""],get_internals:[36,5,1,""],gradient:[36,5,1,""],infer_shape:[36,5,1,""],infer_shape_partial:[36,5,1,""],infer_type:[36,5,1,""],list_arguments:[36,5,1,""],list_attr:[36,5,1,""],list_auxiliary_states:[36,5,1,""],list_inputs:[36,5,1,""],list_outputs:[36,5,1,""],log10:[36,5,1,""],log1p:[36,5,1,""],log2:[36,5,1,""],log:[36,5,1,""],log_softmax:[36,5,1,""],max:[36,5,1,""],mean:[36,5,1,""],min:[36,5,1,""],name:[36,7,1,""],nanprod:[36,5,1,""],nansum:[36,5,1,""],norm:[36,5,1,""],one_hot:[36,5,1,""],ones_like:[36,5,1,""],pad:[36,5,1,""],pick:[36,5,1,""],prod:[36,5,1,""],radians:[36,5,1,""],rcbrt:[36,5,1,""],reciprocal:[36,5,1,""],relu:[36,5,1,""],repeat:[36,5,1,""],reshape:[36,5,1,""],reshape_like:[36,5,1,""],rint:[36,5,1,""],round:[36,5,1,""],rsqrt:[36,5,1,""],save:[36,5,1,""],sigmoid:[36,5,1,""],sign:[36,5,1,""],simple_bind:[36,5,1,""],sin:[36,5,1,""],sinh:[36,5,1,""],slice:[36,5,1,""],slice_axis:[36,5,1,""],softmax:[36,5,1,""],sort:[36,5,1,""],split:[36,5,1,""],sqrt:[36,5,1,""],square:[36,5,1,""],sum:[36,5,1,""],swapaxes:[36,5,1,""],take:[36,5,1,""],tan:[36,5,1,""],tanh:[36,5,1,""],tile:[36,5,1,""],tojson:[36,5,1,""],topk:[36,5,1,""],transpose:[36,5,1,""],trunc:[36,5,1,""],zeros_like:[36,5,1,""]},"mxnet.symbol.contrib":{CTCLoss:[31,6,1,""],DeformableConvolution:[31,6,1,""],DeformablePSROIPooling:[31,6,1,""],MultiBoxDetection:[31,6,1,""],MultiBoxPrior:[31,6,1,""],MultiBoxTarget:[31,6,1,""],MultiProposal:[31,6,1,""],PSROIPooling:[31,6,1,""],Proposal:[31,6,1,""],SparseEmbedding:[31,6,1,""],count_sketch:[31,6,1,""],ctc_loss:[31,6,1,""],dequantize:[31,6,1,""],fft:[31,6,1,""],ifft:[31,6,1,""],quantize:[31,6,1,""]},"mxnet.symbol.linalg":{gelqf:[32,6,1,""],gemm2:[32,6,1,""],gemm:[32,6,1,""],potrf:[32,6,1,""],potri:[32,6,1,""],sumlogdiag:[32,6,1,""],syevd:[32,6,1,""],syrk:[32,6,1,""],trmm:[32,6,1,""],trsm:[32,6,1,""]},"mxnet.symbol.random":{exponential:[36,6,1,""],gamma:[36,6,1,""],generalized_negative_binomial:[36,6,1,""],multinomial:[36,6,1,""],negative_binomial:[36,6,1,""],normal:[36,6,1,""],poisson:[36,6,1,""],uniform:[36,6,1,""]},"mxnet.symbol.sparse":{ElementWiseSum:[35,6,1,""],abs:[35,6,1,""],adam_update:[35,6,1,""],add_n:[35,6,1,""],arccos:[35,6,1,""],arccosh:[35,6,1,""],arcsin:[35,6,1,""],arcsinh:[35,6,1,""],arctan:[35,6,1,""],arctanh:[35,6,1,""],cast_storage:[35,6,1,""],ceil:[35,6,1,""],clip:[35,6,1,""],cos:[35,6,1,""],cosh:[35,6,1,""],degrees:[35,6,1,""],dot:[35,6,1,""],elemwise_add:[35,6,1,""],elemwise_div:[35,6,1,""],elemwise_mul:[35,6,1,""],elemwise_sub:[35,6,1,""],exp:[35,6,1,""],expm1:[35,6,1,""],fix:[35,6,1,""],floor:[35,6,1,""],ftrl_update:[35,6,1,""],gamma:[35,6,1,""],gammaln:[35,6,1,""],log10:[35,6,1,""],log1p:[35,6,1,""],log2:[35,6,1,""],log:[35,6,1,""],make_loss:[35,6,1,""],mean:[35,6,1,""],negative:[35,6,1,""],radians:[35,6,1,""],relu:[35,6,1,""],retain:[35,6,1,""],rint:[35,6,1,""],round:[35,6,1,""],rsqrt:[35,6,1,""],sgd_mom_update:[35,6,1,""],sgd_update:[35,6,1,""],sigmoid:[35,6,1,""],sign:[35,6,1,""],sin:[35,6,1,""],sinh:[35,6,1,""],slice:[35,6,1,""],sqrt:[35,6,1,""],square:[35,6,1,""],stop_gradient:[35,6,1,""],sum:[35,6,1,""],tan:[35,6,1,""],tanh:[35,6,1,""],trunc:[35,6,1,""],zeros_like:[35,6,1,""]},mxnet:{autograd:[8,3,0,"-"],callback:[9,3,0,"-"],executor:[10,3,0,"-"],executor_manager:[10,3,0,"-"],gluon:[13,3,0,"-"],image:[18,3,0,"-"],initializer:[29,3,0,"-"],io:[20,3,0,"-"],kvstore:[21,3,0,"-"],lr_scheduler:[29,3,0,"-"],metric:[22,3,0,"-"],ndarray:[28,3,0,"-"],optimizer:[29,3,0,"-"],random:[33,3,0,"-"],recordio:[20,3,0,"-"],rtc:[30,3,0,"-"],symbol:[36,3,0,"-"]}},objnames:{"0":["cpp","class","C++ class"],"1":["cpp","type","C++ type"],"2":["cpp","function","C++ function"],"3":["py","module","Python module"],"4":["py","class","Python class"],"5":["py","method","Python method"],"6":["py","function","Python function"],"7":["py","attribute","Python attribute"],"8":["py","exception","Python exception"],"9":["py","staticmethod","Python static method"]},objtypes:{"0":"cpp:class","1":"cpp:type","2":"cpp:function","3":"py:module","4":"py:class","5":"py:method","6":"py:function","7":"py:attribute","8":"py:exception","9":"py:staticmethod"},terms:{"00001f":128,"0001f":[42,43,129],"001f":128,"00d026968b3c":86,"01927764e":23,"01f":42,"039790e":74,"04d":[65,110,118],"054_report":29,"08022v2":[26,36],"08308345e":23,"08472735e":[26,36],"0850v5":[26,29,36],"0a03417":72,"0x10ef40ed0":20,"100k":[24,31,115],"100x":133,"100x100x1":18,"100x50":44,"10182791e":23,"101_objectcategori":[93,94],"1024x576":117,"10g":138,"10k":110,"10l":[20,36],"10mb":75,"10x":65,"10x64":23,"11k":[65,92,101,117],"12257748e":23,"12386420e":23,"125l":34,"128l":36,"128x100":23,"12fd8178":61,"13054074e":23,"15s":[65,115],"16l":36,"16x":138,"16xl":138,"18_amd64":84,"1920x1080":117,"1980s":78,"1990s":78,"1call":128,"1e20":[26,36],"1gb":[86,101],"1st":[26,28,35,36,78,79],"1tb":138,"1x1":[99,137],"1x2":[26,28,132],"1x3x1":97,"1x4":[26,28],"200g":48,"200mb":86,"20k":110,"20m":92,"224x224x1":18,"224x224x3":18,"227x227":[20,93,94],"22k":48,"2321x3482x3":18,"24269375e":23,"256_objectcategori":65,"256x256":65,"256x32x128x1":44,"25l":36,"25x10":[3,20],"27560415e":23,"28067835e":23,"28078526e":23,"28x28":[107,116,119,137],"2bit":[13,21,23,66,69],"2f0c0319":128,"2nd":[26,28,35,36,78,79,96,97],"2x100":28,"2x2":[2,13,26,27,97,137],"2x3":[2,6,21,26,28,36,86,97,108,132],"2x4":97,"2xlarg":72,"30k":75,"32566820e":23,"34f":128,"35g":48,"38485940e":[26,36],"3a589e":128,"3fs":110,"3rd":[26,36,97],"3rdparti":91,"3x1":18,"3x2":[26,27,28,35],"3x227x227":20,"3x3":[18,20,99],"3x4":[20,97],"40k":78,"40mb":75,"42400169e":23,"44196393e":23,"46342608e":23,"46375655e":[26,36],"4919c4f58cac":86,"4926f6c7":128,"493b2683c269":86,"4gb":101,"4x3":97,"4x4":[18,36,97,137],"4xlarg":[72,138],"500x1000x3":18,"50x":15,"512l":36,"53817423e":23,"54e8f10a":128,"56010211e":[26,36],"56221947e":[26,36],"59775993e":23,"5mb":[15,75],"5x4":36,"60l":36,"60mb":75,"62131854e":23,"6445c82d00":84,"64l":36,"64x128":23,"64x3x64x64":137,"64x4d":92,"64x64":137,"64x64x3":137,"64x64x64x3":137,"65902311e":23,"66a60c":74,"69872449e":23,"6e5d6808":61,"70000x28x28":137,"70000x3x64x64":137,"70000x64x64":137,"70000x784":137,"70000x786":137,"73605454e":[26,36],"73919690e":[26,36],"78322066e":[26,36],"78379621e":[26,36],"80x30":134,"86930104e":23,"88729654e":23,"8gb":101,"8x8":18,"8xlarg":[65,72],"94111411e":23,"95310994e":[26,36],"9c231a24":128,"9c6747d7b80051b40e6f92d6828e2ed997529cd2":71,"abstract":[12,17,34,47,52,64,93,116],"boolean":[10,20,23,24,25,26,28,31,32,35,36,45,128],"break":[34,55,60,93,98,128],"byte":[18,20,48,52],"case":[2,8,10,18,20,21,22,23,24,25,26,28,29,31,32,34,36,43,48,50,51,59,63,65,66,70,78,79,80,86,93,94,104,107,114,116,119,128,129],"char":[9,48,51,54,128],"class":[0,5,8,9,10,11,12,13,14,15,16,17,18,21,22,24,29,30,31,34,35,43,45,49,52,54,60,65,70,78,93,94,95,98,101,104,105,106,107,111,115,116,117,118,119,120,122,123,126,127,128,137],"const":[30,51,54,70,80,100],"default":[4,5,8,9,10,11,12,13,14,15,16,17,18,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,41,43,44,51,55,59,60,63,66,69,71,72,74,78,80,81,84,95,96,99,101,106,107,108,113,114,116,131,132,133,135,137,138],"enum":[51,70],"export":[13,30,61,63,64,69,71,72,74,84,86,87,90,91,93,138],"final":[8,16,18,26,29,34,36,50,51,52,55,70,74,75,80,90,99,101,107,110,114,115,116,119,125,129,131,133,135,137],"float":[10,11,13,14,15,16,17,18,20,21,22,24,26,27,28,29,30,31,33,34,35,36,39,41,44,66,70,80,93,96,98,99,104,110,115,128,131,132],"function":[7,8,9,10,11,12,14,16,17,19,21,22,23,24,25,27,29,30,32,33,34,37,42,43,44,45,46,48,49,50,52,53,54,55,59,60,65,70,72,75,78,81,82,84,87,90,93,95,96,98,99,100,101,104,107,110,114,115,116,117,119,121,122,123,124,125,126,127,128,131,133,135,137],"import":[2,13,15,19,23,26,28,34,36,39,43,44,45,48,51,52,53,60,64,65,69,70,76,78,80,84,86,91,93,94,95,96,97,98,99,101,103,104,105,106,107,108,110,114,115,116,117,128,129,131,132,133,137],"int":[4,9,10,11,12,13,14,15,16,17,18,20,21,22,23,24,26,27,28,29,30,31,33,34,35,36,41,42,43,51,52,63,70,80,95,100,104,113,115,128,134,137],"long":[14,17,19,20,22,24,26,31,34,36,51,55,59,66,68,70,92,96,116,125,128,138],"new":[2,4,5,6,8,10,11,13,17,18,21,22,23,24,26,28,31,34,35,36,41,42,43,49,50,51,52,53,55,56,59,62,64,65,67,76,78,79,80,83,84,85,87,88,89,90,92,93,94,96,99,101,107,110,113,116,117,118,119,123,125,127,128,129,131,132,133,137],"null":[13,20,23,26,36,42,51,61,70,80,104,118,119,120,121],"public":[12,51,70,80,92],"return":[6,8,9,10,11,12,13,15,17,18,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,40,42,43,49,51,52,59,65,70,80,91,93,95,96,97,99,100,101,104,105,106,107,110,115,117,118,119,121,122,123,126,131,132,134,135,137],"short":[17,26,28,34,35,36,64,66,68,78,80,86,92,95,101,107,108,116,122,128,138],"static":[13,20,23,29,51,59,80,81,127],"super":[12,13,29,70,104,105,106,107,115],"switch":[23,29,51,54,96,106,138],"throw":[13,49,51,80],"true":[8,9,10,11,12,13,14,15,16,17,18,20,22,23,24,25,26,27,28,29,31,32,33,34,35,36,40,43,45,48,51,52,54,63,64,65,70,74,80,84,87,90,91,93,95,96,98,100,101,104,106,107,110,114,116,117,118,119,120,121,125,128,132,133,135,137,138],"try":[11,13,24,31,48,52,59,61,63,64,65,69,76,86,93,96,97,101,106,114,115,131,132,133,135,138],"var":[13,17,26,28,29,35,36,43,51,106,116,128,129,133,135],"void":[30,51,54,70,80],"while":[6,8,13,16,17,19,20,26,28,29,30,34,35,36,43,44,48,49,50,51,52,54,64,68,69,72,78,80,93,94,97,98,99,100,101,103,105,109,114,121,128,129,132,138],AND:86,AWS:[26,28,44,60,65,67,68,69,72,74,81,86,93,94,138],Adding:[114,115,138],Ame:128,And:[48,49,52,60,61,78,99],Are:[13,64],Being:50,But:[6,18,23,26,28,36,48,50,51,52,53,54,59,60,65,69,75,78,96,99,105,107,109,116,128,138],DoS:81,Doing:[50,101,107,116],EFS:138,For:[0,2,4,6,7,8,10,11,12,13,14,16,17,18,20,21,22,23,24,26,27,28,29,30,31,33,34,35,36,40,41,42,43,45,48,49,50,51,52,53,54,56,59,60,61,63,64,66,67,68,69,70,72,73,74,75,78,79,80,84,86,87,90,91,92,93,95,96,97,98,99,105,106,107,108,109,110,111,112,113,116,117,119,121,122,126,128,130,131,132,133,134,135,138],Has:13,IDs:61,IPs:[61,69],Its:[14,26,27,33,36,60],NFS:72,NMS:[24,31],NOT:[26,28,35,36,51,134],Not:[26,36],One:[2,5,15,20,21,22,23,26,29,36,48,49,50,51,52,61,63,65,68,69,70,74,75,80,95,99,114,116,122,128,134,138],RMS:[26,36],Such:[34,66,114],That:[51,52,65,78,97,116,119,126,138],The:[1,2,4,5,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,24,25,27,30,31,32,33,35,37,38,39,40,41,42,43,44,45,46,47,48,49,50,52,54,55,59,60,61,63,64,65,66,69,70,71,72,73,75,76,78,79,80,81,84,86,87,90,91,92,93,94,95,96,97,98,99,100,104,105,106,107,108,110,113,114,116,117,118,119,121,122,123,125,126,127,128,130,131,132,133,134,135,138],Their:[16,96],Then:[3,8,10,14,24,26,29,30,31,34,36,40,43,48,51,52,53,54,60,65,69,70,78,80,84,86,87,90,91,93,94,97,98,99,101,104,115,120,125,128,129,131,132],There:[7,21,26,36,45,48,49,50,54,60,61,65,68,69,74,80,84,86,90,91,92,93,94,96,97,98,99,101,105,107,108,116,125,128,131,134,138],These:[15,19,20,23,24,26,31,36,51,52,55,58,67,70,71,74,75,82,84,86,87,90,91,92,95,99,109,117,124,130,137,138],USE:[63,86,90],Use:[8,15,16,17,18,20,23,25,26,28,29,32,34,35,36,49,50,51,52,53,55,62,70,72,75,79,84,86,100,107,121,122,123,133,137,138],Used:[10,20,23,24,31,34,36],Uses:128,Using:[52,60,61,71,80,81,96,97,112,118,120],VCS:92,Will:[13,86],With:[18,21,48,52,68,69,70,75,78,80,99,101,106,107,116,125,137],Yes:118,__add__:[26,36,52],__array__:[26,28],__call__:[13,29,34,36],__cudacc__:51,__deepcopy__:36,__div__:[26,36],__eq__:[26,36],__fields__:[70,80],__future__:[98,105,107,108],__ge__:[26,36],__getitem__:[12,26,28,36],__global__:30,__gt__:[26,36],__hash__:26,__iadd__:26,__idiv__:26,__imod__:26,__imul__:26,__init__:[13,20,23,29,52,70,93,104,105,106,107,115,137],__isub__:26,__iter__:[12,36,93,115],__layout__:53,__le__:[26,36],__len__:[12,26],__lt__:[26,36],__main__:29,__mod__:[26,36],__mul__:[26,36,52],__ne__:[26,36],__neg__:[26,28,36],__next:93,__next__:93,__pow__:[26,36],__rdiv__:[26,36],__repr__:[26,36],__rmod__:[26,36],__rpow__:26,__rsub__:[26,36],__setattr__:13,__setitem__:[26,28],__sub__:[26,36],__weakref__:13,_backward_:80,_backward_ab:70,_backward_quadrat:80,_barrier:21,_bia:104,_compos:36,_exec_group:137,_filter:138,_gamma:29,_getsharedref:51,_imag:[40,73],_init_bia:29,_init_c:128,_init_h:128,_init_weight:29,_label_shap:117,_mul_scalar:[10,36],_mulscalar0:[10,36],_mxnet_:78,_null:[24,25,26,27,28,31,32,33,35,36],_output:[23,40,65,73],_plus0:[10,36],_plus10_output:36,_plus12_output:36,_plus1:36,_plus4_output:36,_provide_data:93,_provide_label:93,_reduc:99,_root:[40,73],_set_updat:[4,21,113],_val:138,_weight:29,a2_np:78,a3c:92,a_max:[26,28,35,36],a_min:[26,28,35,36],a_nd:78,a_neg:36,a_np:78,a_x:[26,28,35,36],abac:[14,24,31],abil:[50,52,61,68,107,116],abl:[5,23,36,42,48,49,52,69,72,87,90,91,96,97,107,116,119,122,137,138],about:[3,10,20,36,40,43,44,48,49,50,51,52,55,63,64,66,68,71,72,78,79,80,86,87,90,91,93,95,101,114,115,116,122,128,130,132,133],abov:[18,20,21,23,26,28,34,36,48,52,54,57,59,60,61,69,74,76,78,79,80,81,90,93,95,96,97,99,100,101,107,114,115,116,132,133],abs:[17,22,24,26,28,29,31,34,35,36,51,120,123],absenc:[96,99,131,132],absent:78,absolut:[14,21,22,26,28,29,35,36,66,70,80,123],abstractli:[52,78],abund:78,academ:92,acc:[22,23,65,95,100,107,116,129],acc_exlude_pad:135,acceler:[20,21,29,49,52,53,63,69,71,72,78,86,87,90,91,117,122],accept:[3,5,13,20,23,24,26,28,29,31,35,36,43,54,60,63,69,84,93,96,99,101,125,127,131,132],access:[13,20,29,51,52,61,65,68,69,70,72,74,76,78,79,81,86,91,92,93,96,98,105,128,131,132,133],access_key_id:61,accident:81,accompani:20,accomplish:[51,81,101,114,128],accord:[23,26,27,29,33,34,36,48,49,51,59,80,95,107,114,116,133,138],accordingli:[16,17,18,24,26,31,36,51,61,66,69],account:[26,28,35,36,101],accumul:[23,25,26,28,32,35,36,51,54,66,70,80,95,133],accur:[26,28,35,36,107,116,126],accuraci:[9,15,22,23,29,60,65,66,69,74,92,95,99,100,107,110,116,119,122,123,125,129,133,135],achiev:[48,50,51,59,68,69,79,80,92,96,97,109,126,138],acm:[26,28,29,35,36],acquaint:2,acquir:[51,80],across:[11,17,24,31,34,44,48,49,50,59,66,68,69,78,92,96,109,113,116,128,138],act1:[5,7,23,42,43,45,50,60,78,116,125,129],act2:[23,43,60,78,116,125,129],act:[13,36,48,99,127],act_data:36,act_typ:[5,7,10,11,23,26,36,42,43,45,53,70,78,93,95,99,110,115,116,119,120,125,127,129,137],action:[13,21,36,49,51,92],activ:[5,7,10,11,13,16,17,23,24,26,29,31,34,36,42,43,45,50,51,52,53,55,56,70,78,79,86,93,95,99,100,101,104,106,107,110,114,115,116,119,120,123,125,127,129,137],activationacttyp:100,activationparam:70,actor:[81,92],actual:[10,13,14,15,21,23,26,28,29,36,49,51,52,54,70,80,91,105,114,120,126,135],acycl:59,adadelta:29,adagrad:[26,28,29,35,36,132],adam:[26,28,29,35,36,53,105,128,132,137],adam_upd:[26,28,29,35,36],adamax:29,adapt:[26,29,36,78,97,110],add:[2,7,13,15,16,17,18,20,22,23,24,25,26,28,29,30,31,32,34,35,36,42,45,48,49,51,53,55,59,60,70,71,79,80,84,86,87,90,91,93,94,99,101,104,107,108,110,114,119,122,127,128,130,133,137],add_argu:[70,80],add_cflag:[71,87],add_enum:70,add_exec:133,add_filelin:80,add_ldflag:87,add_n:[26,28,35,36],add_subplot:137,added:[13,16,20,21,22,23,26,34,36,53,58,70,80,91,137],addhandl:101,adding:[21,23,29,40,48,50,52,55,59,61,64,73,80,86,87,101,133,137],addit:[2,3,6,10,13,14,17,20,21,22,23,24,26,29,31,36,37,44,46,50,52,59,60,66,74,75,78,80,86,92,96,108,114,117,126,131,133],addition:[47,81,99],address:[26,36,47,48,50,57,67,68,72,107,116,128,130],addscalarlay:52,adj:[26,36],adjac:[26,36,59,97],adjust:[26,36],adopt:[6,26,36,50,53,64],adv:90,advanc:[10,26,48,50,52,54,79,107,108,116,123,137],advantag:[7,36,42,45,48,49,50,52,78,79,92,96,99,107,109,116,132],adversari:[8,81],adverseri:137,advoc:52,affect:[8,18,26,27,33,44,63,72],affin:[26,36,107,116],affine_matrix:[26,36],affirm:128,afford:[50,78,128],aforement:80,africa:128,after:[2,7,9,11,13,15,16,17,18,20,21,23,24,26,28,31,34,36,37,40,42,45,46,48,49,50,51,53,55,63,65,66,68,72,73,74,75,78,80,86,87,90,91,95,97,100,101,103,106,107,110,116,126,128,137,138],after_1:[26,36],after_2:[26,36],after_n:[26,36],afterward:[23,26,36],again:[3,8,20,49,65,80,107,116,123],against:[84,114,128,129,133,137,138],agent:[101,138],aggreg:[49,50,66,69,105,131],agnost:[7,36,42,45],ago:86,agre:68,ahead:116,aid:51,ail:128,aim:[23,48,49,63,71,107,116],aka:[20,26,36],akiaiosfodnn7exampl:61,alert:101,alex:[26,29,36],alexnet:[13,66,71,72,138],algebra:[19,61,78,84,86,87,107,116],algo:[26,36],algorithm:[24,26,31,36,40,48,49,59,63,65,71,78,79,80,92,107,114,115,116,122,131],alia:[14,20,26,29,36,84],align:[48,134,135],alik:99,aliv:101,all:[2,4,7,10,11,12,13,15,16,17,18,20,21,22,23,24,25,26,27,28,29,31,32,33,34,35,36,40,41,43,44,45,49,50,51,52,53,54,55,59,61,63,65,66,68,69,70,71,72,73,75,78,79,80,84,86,90,91,93,94,95,96,97,98,99,100,101,104,106,107,110,113,116,117,118,122,126,127,128,130,131,132,133,135,137,138],all_lay:[65,117],alloc:[8,10,13,18,23,30,36,37,43,46,49,51,52,63,78,80,95,96,99,101,104,127,133],allow:[2,8,10,12,13,16,17,19,22,23,24,26,28,30,31,34,36,40,44,48,49,51,52,54,55,59,61,64,73,74,78,80,81,86,93,96,99,101,103,110,116,119,126,131,137],allow_deferred_init:13,allow_extra:23,allow_extra_output:22,allow_extra_param:[10,64],allow_miss:[13,23,65,117],allow_up_s:10,almost:[6,26,50,51,86,99,100,109,125],almost_equ:36,alon:[30,48,65],along:[13,14,20,24,26,27,28,31,33,35,36,51,52,76,78,93,96,107,108,110,116,131,137],alongsid:51,alpha:[16,20,25,26,27,30,32,33,36,70],alphabet:[14,24,31,36],alphabet_s:[14,24,31],alphastd:18,alreadi:[4,13,21,23,40,41,44,48,50,52,53,55,64,65,84,86,91,113,114,125,129,131,135],also:[1,2,4,6,7,8,13,14,16,17,18,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,41,42,43,44,45,46,48,49,50,51,52,53,54,55,59,60,61,63,64,66,67,68,69,70,72,74,75,79,80,81,84,86,87,90,91,92,93,95,96,98,99,100,101,106,107,108,113,114,115,116,117,118,119,120,121,123,126,127,130,131,132,133,135,137,138],alter:[26,55],altern:[11,26,36,39,43,51,54,70,86],although:[8,35,36,37,46,49,54,59,61,66,68,123],alwai:[8,12,23,24,26,27,28,31,33,35,36,49,50,52,55,70,72,78,97,107,116,131,135],always_copi:26,always_output_list:23,amazon:[42,44,66,72,81,86,96,126],amazonaw:[63,84,86,87,91],amazonturk:92,amdahl:52,america:128,ami:[60,61,86,135,138],ami_dir:135,among:[44,51,52,59,68,69,78,84,100,123],amount:[26,36,48,52,59,61,74,86,101,131,138],anaconda3:86,anaconda:[61,91],analog:[37,46,78],analysi:[48,54,80,92,101],analyt:[26,36],analyz:[50,53,96],ancestor:50,anchor:[24,31],android:75,angl:[20,26,36],angri:[7,36,45],ani:[4,10,18,21,23,26,28,29,36,41,42,48,49,51,52,55,60,63,64,65,66,69,70,71,72,74,75,78,79,80,81,84,86,91,92,96,97,99,101,104,106,113,114,117,119,128,131,132,133,138],anim:49,annot:92,anoth:[11,12,13,17,20,26,28,34,36,49,50,51,52,54,55,65,75,78,80,96,99,107,108,116,122,131,132],answer:[50,64,67,92],anymor:48,anyth:[16,20,23,51,52,59,101],anywher:61,apach:[55,57,58,63,69,79,86,87,91,137],apart:[24,26,31,36,59,119,137],api:[37,46,52,53,54,59,64,66,75,78,79,81,93,95,99,100,105,107,108,109,114,116,128,129,130,131,132,137],app:[75,86,87],appear:[26,28,29,35,36,50,55,59,131,132,137],append:[17,34,74,80,101,107,110,115,134,137],appl:[67,84],appli:[1,2,4,11,13,16,17,18,20,21,24,25,26,29,31,32,34,36,38,39,41,48,50,52,56,59,60,67,70,92,96,99,107,114,115,116,127,132,133,135,137],applic:[8,15,16,18,20,29,48,52,63,64,65,78,81,92,93,101,115,117,129,130,137],appreci:128,approach:[10,11,48,49,50,54,59,64,65,68,69,72,75,80,96,99,116],appropri:[13,51,52,59,91,107,116,128],approv:57,approxim:[14,36,48,50,63,72,75,135],apt:[60,61,71,84,86,90],arang:[20,26,36,70,96,97,105,108,110,131,133],arbitrari:[14,16,50,51,59,93,97,98],arbitrarili:20,arcco:[26,28,35,36],arccosh:[26,28,35,36],arch64:86,arch:87,archetyp:52,architect:92,architectur:[15,59,62,65,71,76,78,87,90,91,92,99,107,109,110,116,119,122,129,130,137],archiv:95,arcsin:[26,28,35,36],arcsinh:[26,28,35,36],arctan:[26,28,35,36],arctanh:[26,28,35,36],area:[18,20,47,66,92,134],area_rang:18,aren:[52,55,75,86,128],arg1:28,arg:[10,12,13,14,16,18,20,22,26,28,29,30,34,35,36,99,100,101,110,120,121],arg_arrai:[36,110],arg_dict:[10,110,133],arg_nam:[10,99,110],arg_param:[10,23,34,64,65,95,101,117],arg_shap:[36,99,110],arg_typ:[36,99],argmax:[26,36,110],argmax_channel:[26,36,43,129],argmin:[26,36],argparam:[42,43,128],args4j:130,args_grad:[10,36,110],args_lr_mult:29,args_lrscal:29,args_wd_mult:29,argsort:[26,36,101,117],arguabl:116,argument:[7,8,10,11,13,16,17,18,20,21,22,23,26,28,29,30,34,35,36,37,40,44,45,46,51,52,55,59,60,64,65,66,73,80,99,104,127,128],argv:101,aris:[16,49],arithmet:[7,45,96],ark:135,arm64:71,arm:[72,86,101],armv7:71,around:[26,36,48,65,66,75,86,101,107,110,116,127,138],arr1:44,arr2:44,arr:[2,29,39,44,122,128],arrai:[2,6,8,10,12,13,14,15,18,20,21,22,23,24,25,27,29,30,31,33,35,36,39,41,42,43,44,48,49,51,52,63,64,70,78,80,86,93,95,98,99,100,101,103,104,107,108,109,110,114,115,116,117,118,119,120,121,122,123,125,126,128,135,137],arrang:[78,137],array_lik:[26,28],arraybuff:45,arraydataset:12,arriv:78,arrrai:10,art:[1,2,38,39,65,75,78,92,122,138],articl:[12,49,50],artifact:81,artifactid:[90,91,130],artifici:78,arxiv:[11,17,24,26,29,31,34,36,81,92,122],as_in_context:[6,26,28,96],asarrai:[12,137],ascend:[20,25,26,28,32,36,131,132],asctim:[65,101,115],asid:51,asing:121,ask:[49,52,55,69,78,125],asnumpi:[10,13,20,21,23,26,27,28,29,33,35,36,70,78,80,86,91,93,94,96,99,101,104,106,108,110,113,114,117,131,132,133,137],aspdl:[2,4,6],aspect:[6,18,20,24,26,28,31,64,107,116],aspect_ratio_rang:18,asru2015:11,asscalar:[26,28,29,110],asscipi:28,assembl:[2,7,39,42,43,45,84,87,90,91],assert:[44,45,52,65,80,95,107,116,117,128,134],assert_almost_equ:80,assign:[4,13,21,23,26,28,36,41,43,51,59,68,70,78,80,95,96,99,100,104,113,115,125,128,133],assign_dispatch:51,associ:[23,29,34,49,78,80,92,95],associt:137,assum:[5,23,24,26,28,29,31,35,36,50,51,52,55,59,60,61,69,81,86,91,97,100,101,115,126,137,138],assumpt:[49,81],assur:2,ast:128,astyp:[12,26,28,36,70,93,94,137],async:26,asyncfn:51,asynchron:[21,29,49,51,63,69,80,92,108,109,126,131],atari:92,atbla:61,ation:128,atla:[61,84,86,90,91],atom:[52,69],attach:[7,26,45,49,103,104,122,135,138],attach_grad:[8,26,103,104],attack:[50,81],attempt:[18,21,26,36,50,69],attend:51,attent:54,attr:[7,10,29,31,32,35,36,45,70,76,80,127],attr_dict:[29,36],attract:74,attribut:[13,20,23,29,35,36,51,53,93,96,99,114,131,132,133],attributekei:70,attributetyp:70,attrscop:[7,45],attrscopeattrscop:7,aug:18,aug_default:20,aug_list:18,aug_seq:20,augment:[18,20,26,28,35,36,40,48,51,53,61,69,72,86,90,93,138],augmentation_transform:18,augument:[93,94,98],authent:[81,101],author:64,auto:[20,24,31,35,36,49,51,52,63,78,87,96,100,109,118,120,123,133],auto_grad:8,auto_reset:9,autodiff:36,autograd:[13,30,79,103,104,105,107,109,132],autom:78,automat:[7,8,10,13,18,20,23,29,34,40,43,45,48,49,50,51,52,53,55,59,63,66,71,73,78,93,95,99,107,110,124,131,132,135],autostart:63,autotun:63,aux:[10,23,29,43,70,104,110,120],aux_arrai:[10,36],aux_dict:[10,110],aux_nam:10,aux_param:[10,23,34,64,65,95,101,117],aux_shap:[36,51,110],aux_stat:[36,51],aux_typ:36,auxiliari:[10,20,23,26,29,34,36,40,43,48,51,59,70,80,99,104],auxiliary_st:36,auxililari:13,auxparam:[42,43],auxstat:[42,128],avail:[1,6,8,11,13,16,20,22,23,24,26,28,29,31,35,36,48,49,51,53,60,61,63,68,69,72,78,86,87,90,91,92,94,96,97,101,106,107,109,116,117,124,128,131,132,133,135,138],averag:[14,16,22,26,29,36],avg:[26,29,36,99],avgpool1d:16,avgpool2d:16,avgpool3d:16,avoid:[16,23,26,29,30,48,49,50,66,75],awai:48,awar:[2,49,50],aws:[74,81],aws_access_key_id:[61,74],aws_secret_access_kei:[61,74],awsiotmqttcli:101,awsiotpythonsdk:101,ax1:137,ax2:137,axes:[20,26,28,35,36,96,107,116],axi:[6,13,14,16,20,22,24,26,28,31,35,36,53,70,76,96,97,108,110,115,117,131],axpi:30,b_0:[26,28,35,36],b_1:[26,28,35,36],b_exec:133,b_k:[26,28,35,36],b_m:[26,28,35,36],b_stop_grad:[26,28,35,36],babi:92,babl:92,back:[7,8,10,22,23,26,28,29,35,36,40,42,45,49,50,52,53,54,59,63,70,71,78,93,98,100,104,110,126],backend:[7,20,26,28,40,45,48,55,60,67,93,94,96,99,104],backgropag:80,background:[24,31],background_id:[24,31],backprop:[49,51,103,105,107],backpropag:[26,28,35,36,52,59,78,109],backpropog:[107,137],backseat:78,backsubstitut:[25,26,32,36],backtrac:63,backtrack:52,backward:[5,8,10,13,17,26,28,29,34,35,36,37,43,46,48,49,50,51,52,53,54,63,69,79,95,99,100,103,105,107,110,133,137],backward_grad:70,backwardinplaceopt:51,backwardresourc:51,bad:52,badli:65,bahav:[26,36],bak:[61,138],balanc:[26,36,50,59,63,68],bandwidth:[66,72,78,126],bank:135,bar:9,barack:128,base:[11,12,13,14,17,18,20,22,23,26,28,29,34,35,36,44,49,50,52,61,63,65,66,68,70,72,74,75,79,80,84,86,90,92,95,99,101,102,104,107,110,113,114,115,119,122,131,132,133,137],base_cel:[11,17,34],base_lr:29,baselin:[50,135],basemodul:[9,43],basenam:[65,138],basernncel:34,bash:[65,84,86,87,90,101,128,135],bash_profil:87,bashrc:[61,84,86,87,90,91],basi:92,basic:[6,7,23,28,37,40,44,45,46,50,51,52,54,63,79,80,84,105,118,121,123,131,132,137],basicblock:15,basicblockv1:15,basicblockv2:15,basicconfig:[65,93,115],basicpubsub:101,bat:60,batch:[3,5,9,11,12,13,14,15,16,17,18,21,22,23,24,25,26,29,31,32,34,36,40,43,48,49,50,54,59,64,66,68,69,70,71,72,93,94,95,99,101,105,107,110,114,115,116,117,118,119,120,121,122,123,125,128,131,133,137,138],batch_axi:[13,14,107],batch_dot:[26,36],batch_end_callback:[9,23,65,114,115,116],batch_index:[24,26,31,36],batch_norm:[15,26,36],batch_norm_v1:[26,36],batch_per_gpu:65,batch_sampl:12,batch_siz:[3,9,11,12,13,14,16,17,18,20,24,26,29,31,34,36,40,48,54,60,65,74,93,94,95,100,105,107,110,114,115,116,129,131,133,137],batch_tak:[26,36],batchendparam:23,batchi:110,batchidx:20,batchify_fn:12,batchnorm0:36,batchnorm0_moving_mean:36,batchnorm0_moving_var:36,batchnorm:[8,16,26,36,52,75,92,99,122,137],batchnorm_v1:[26,36],batchsampl:12,batchsiz:128,batchwis:[26,36],batchx:110,battl:128,bbox:[24,31],bbox_pr:[24,31],bce:14,becaus:[21,23,26,34,36,43,48,49,50,51,52,54,55,59,63,64,66,68,70,78,80,84,86,97,100,101,105,106,107,110,116,120,122,125,126,127,128,135,137],becom:[16,17,48,49,51,66,70,78,125,137],been:[4,13,18,21,23,24,26,29,31,36,41,48,51,55,56,59,69,71,78,81,86,97,100,113,125,128,137],befor:[8,9,10,13,14,17,18,20,21,23,24,26,28,29,31,34,35,36,43,49,50,51,52,55,59,60,64,65,69,74,78,80,86,87,90,91,93,94,99,100,105,106,107,116,117,122,125,128,132,135,137,138],before_1:[26,36],before_2:[26,36],before_n:[26,36],beforehand:[51,54],begin:[3,17,18,20,26,28,34,35,36,48,49,53,93,95,96,97,110,114,116,118,120],begin_epoch:[23,95],begin_num_upd:29,begin_st:[11,17,34],beginepoch:[42,43],behav:[8,21,69,132],behavior:[7,8,9,26,27,28,29,33,35,36,40,45,48,51,55,78,80,97],behind:[66,78],being:[13,17,21,23,26,34,36,54,86,97,101,110,114,116,128,131],believ:[66,75],belong:[22,48,78,138],below:[22,24,26,28,31,35,36,48,49,60,76,78,84,86,90,91,92,93,96,99,101,114,118,120,129,132,133,137],benchmark:[26,50,61,63,65,71,72,138],benchmark_scor:71,benefici:66,benefit:[36,40,49,50,52,61,68,73,78,79,96,106],berkelei:11,besid:[23,26,36,60,72,75,96,99,107,116,120],best:[18,22,42,51,63,67,70,72,78,95,97,109,126],beta1:[26,28,29,35,36,137],beta2:[26,28,29,35,36],beta:[16,25,26,27,28,29,32,33,35,36],beta_initi:16,better:[18,26,28,34,35,36,49,50,52,55,69,71,78,80,90,91,99,107,112,116,128,137,138],between:[6,9,11,13,14,16,17,20,21,24,26,28,29,31,34,35,36,47,48,49,50,52,53,59,63,66,68,69,78,81,92,96,99,100,104,108,110,114,115,116,119,126,127,128,137,138],beyond:[50,92],bgr:18,bi_:[17,34],bi_cel:34,bi_out_output:34,bia:[11,16,17,24,26,29,31,34,36,71,99,104,107,110,116,127,133,137],bias:[9,17,29,36,93,100,107,116],bias_initi:16,bibl:128,bicub:18,bidirect:[17,26,29,34,36],bidirectionalcel:[17,34],bidrect:34,big:[34,37,46,50,54,63,78,110,131,138],big_arrai:131,big_array_csr:131,bigarrai:63,bigger:[52,63,66,78,99,119],biggest:[70,78],bilinear:[18,20,26,29,36],bilinear_sampl:[26,36],bilinearsampl:[26,36],bilinearsamplerop:[26,36],bin:[18,40,48,73,84,86,87,91,96,126,135],binari:[9,14,18,22,26,36,51,53,84,96,99,100,117,130],binarycomput:70,binaryfunct:51,binaryshapefunct:51,bind:[3,5,7,10,20,23,29,35,43,44,45,53,60,78,84,86,87,90,91,93,94,95,96,100,101,110,117,127,137],binomi:[26,27,33,36],bit:[2,20,21,29,49,51,52,54,59,69,80,84,90,91,96,99,125,131,132],bitter:128,bla:[61,75,86,90],black:52,blank:[14,24,31,134],blank_label:[24,31],blanklin:26,blas3:[25,26,32,36],bless:128,blib:87,blob:[49,110,112],blobs_:60,block:[8,11,13,14,15,16,17,21,30,49,50,51,52,70,79,80,106,107,114,131,132],block_config:15,block_dim:30,blockdim:30,blockgrad:[26,28,35,36],blockidx:30,blog:[34,55,64,110,128],blue:137,bn_:99,bn_beta:36,bn_data:36,bn_gamma:36,bn_moving_mean:36,bn_moving_var:36,bn_size:15,bodi:[51,80],bog:78,book:[8,79],bool:[8,9,10,11,12,13,14,15,16,17,18,20,21,22,23,26,27,28,29,33,34,36,51,70,80,104],boost:51,bootstrap:[15,86],border:[18,122],borrow:[18,23,50,59,97,115],borrow_optim:23,boston:118,bostonh:[118,120,123],both:[7,8,12,13,16,18,20,23,24,26,28,29,31,34,35,36,37,45,46,47,48,49,50,51,52,53,54,55,60,61,64,68,69,70,72,78,80,84,91,93,94,95,96,97,99,105,106,109,114,116,118,127,132,133,137,138],bother:78,bottl:[15,101],bottleneck:[15,48,52,66,78,104,138],bottleneckv1:15,bottleneckv2:15,bottom:[26,34,36,96,101],bound:[10,18,23,24,26,29,31,34,36,37,46,63,68,92,93,99,133],boundari:[18,24,26,27,31,33,36,48],box:[18,20,24,26,29,31,36,50,52,92],bpxrficyexamplekei:61,brain:52,branch:13,breakdown:80,breakthrough:78,brew:[60,86,87],bridg:100,brief:80,briefli:[59,72,99,107,116],bright:18,brightnessjitteraug:18,bring:[1,2,38,39,53,79,127,131],broad:19,broadcast:[14,26,28,35,36,53,97,99,133],broadcast_add:[26,36,133],broadcast_ax:[26,36],broadcast_axi:[26,36],broadcast_div:[26,36],broadcast_equ:[26,36],broadcast_great:[26,36],broadcast_greater_equ:[26,36],broadcast_hypot:[26,36],broadcast_less:[26,36],broadcast_lesser_equ:[26,36],broadcast_maximum:[26,36],broadcast_minimum:[26,36],broadcast_minu:[26,36],broadcast_mod:[26,36],broadcast_mul:[26,36],broadcast_not_equ:[26,36],broadcast_plu:[26,36],broadcast_pow:[26,36],broadcast_reduce_op_index:[26,36],broadcast_reduce_op_valu:[26,28,35,36],broadcast_sub:[26,36],broadcast_to:[26,36,96,99],brought:[53,70],browser:[53,72,76],bucket:[7,10,20,23,26,28,34,36,45,67,74,93,112,128,135],bucket_kei:[20,23,59],bucketingmodul:[23,59],bucketio:128,bucketsentenceit:[34,128],buf:[18,20,137],buffer:[13,18,20,23,26,36,40,48,59,103,104,137],bug:[56,67],build:[34,42,47,49,50,52,55,75,79,80,86,92,99,100,104,106,107,109,110,114,116,118,120,123,129,130,133,134],build_input_data:110,build_opencv_gpu:84,build_vocab:110,builder:[47,129],buildvocab:128,built:[10,18,26,34,42,52,55,61,72,79,81,84,91,93,94,100,104,131,135,137],bulk:[51,63,70],bulk_siz:51,bunch:[48,51],bundl:87,burden:49,bus:12,bvlc:60,bypass:53,c1x1:99,c3x3:99,c3x3r:99,c_exec:133,cach:[13,26,36,59,79,106],caff:[22,26,36,50,52,61,99,127],caffe2:64,caffe_convert:60,caffe_path:60,caffenet:92,calcul:[5,8,10,13,14,16,23,24,26,29,31,36,44,49,50,51,52,70,78,80,96,104,109,110,114,115,126,128,129,131,132],call:[3,4,5,7,8,10,11,13,14,15,16,17,18,20,21,23,24,26,28,29,31,34,35,36,37,41,42,43,44,45,46,48,49,50,51,52,53,54,59,63,65,70,75,78,79,80,84,86,87,90,91,93,95,96,99,101,103,104,106,107,108,113,116,119,121,123,128,130,132,135,137],callabl:[12,17,22,34,49,52],callback:[10,12,23,34,42,43,51,52,59,65,95,101,114,115,116,119,120,124,125,126,127,128],callbackoncomplet:51,caller:80,calll:137,caltech101:[93,94],caltech256:65,caltech:[18,65,93,94],caltech_256_train_60:65,caltech_train:[74,94],came:137,camera:101,camera_test:101,can:[2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,23,24,26,27,28,29,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45,46,48,49,51,53,54,55,59,60,61,63,64,65,66,67,68,69,70,71,72,73,74,75,76,78,79,80,81,84,86,87,90,91,93,94,95,96,97,98,99,100,101,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,125,126,127,128,129,130,131,132,133,134,135,137,138],candid:50,cannot:[10,13,25,26,32,34,36,53,80,81,100,103,105,106],canon:92,cap:101,capabl:[59,66,78,80],capitan:86,captcha:134,caption:[20,92,93],caption_it:93,captur:[8,24,26,31,36,101],car:[12,78],card:[63,64,69,75,86,101,126,128],care:[20,49,50,52,68,81,107,116,123,128],carefulli:49,carri:[26,34,36,50,70,114],cask:87,caskroom:87,cast:[8,13,18,26,28,35,36,51,131,132,134],cast_storag:[26,28,35,36,131,132],castaug:[3,18],cat:[61,69,72,117,118,121],categor:114,categori:[14,65,92,93,94,99,106,131,138],caus:[20,26,28,35,36,49,52,64,66,96,137],cbb:[14,24,31],cbla:61,cbow:111,cbrt:[26,36],ccsgd:[29,53],cd3x3:99,cd3x3r:99,cdf:[121,128],cdfval:128,cdot:16,ceil:[16,26,28,35,36,137],ceil_mod:16,cell:[11,19,26,36,50,52,128,137],center:[16,18,20,24,26,29,31,36],center_crop:[3,18,26,36],centercropaug:[3,18],cento:84,centr:[27,33,36],central:70,centroid:20,cert:101,certain:[25,26,32,36,48,51,55,101,131,133,138],certainli:51,certfilepath:101,certif:[101,138],certificatepath:101,cfg:135,cflag:48,cfm:[26,28,29,35,36],cgt:[50,52,64],ch_concat_:99,chain:[8,23,50,51,79,80,99,103,110,114],chainer:[52,106],challeng:[1,2,38,39,49,50,52,78,92,125,128,138],champion:128,chanc:[18,51,70],chang:[2,7,8,10,11,13,23,24,29,31,45,48,49,52,53,55,63,71,74,78,79,86,87,90,91,94,95,96,99,100,101,106,107,110,114,116,123,128,130,131,132],channel:[11,12,15,16,18,20,24,26,31,36,57,104,107,116,122,137],channl:[24,31],char_lstm:128,charact:[54,92,118,120,121,122,123,125,126,127],characterist:[52,59],charrnn:128,chdir:94,cheaper:[25,26,32,36],cheat:52,check:[13,18,26,28,36,40,42,44,48,51,52,55,60,64,69,70,72,80,91,101,126,128,129,138],check_data_shap:18,check_eq:80,check_format:28,check_label_shap:18,check_numeric_gradi:80,check_sha1:13,check_symbolic_backward:80,check_symbolic_forward:80,check_valid_imag:18,checkout:[23,63,70],checkpoint:[9,10,21,23,43,81,95,109,110,118],checkpt:42,child:[13,22,36,79],child_metr:22,children:[13,36,79,106,128],children_output:79,chines:111,chmod:[86,90],cho:[17,34],choic:[11,16,18,26,36,47,49,52,63,72,78,86,87,90,91,94,107,116,121,128],choleski:[25,26,32,36],choos:[26,29,36,48,50,51,59,63,69,72,80,86,90,91,97,121,128,130],choose_element_0index:[26,36],chose:20,chosen:[20,26,28,36],chown:138,christian:122,christoph:[68,128],chrome:[53,72],chronolog:50,chunk:[20,138],cifar100:12,cifar10:[12,40,92,138],cifar10_mean:[40,48],cifar:[12,40,48,72,73],circumv:93,citat:[26,28,29,35,36],citizen:54,clang:84,clarifi:[40,55,99],clariti:19,class_id:[24,31],classic:[78,100,129],classif:[1,2,12,14,15,18,22,23,24,26,29,31,36,38,39,61,69,71,72,78,105,107,109,111,115,116,118,120,122,124,126,127,133],classifi:[14,51,69,101,107,110,116,118,120,123,124,125,126,127,129],clean:[48,60,78,110,128,130,134],clean_str:110,cleaner:51,clear:[8,13,26,52,55,76,79],clearer:80,clearli:[50,52],clever:78,click:[26,28,29,35,36,91,93],client:101,clip:[18,24,26,28,29,31,35,36,132,137],clip_global_norm:13,clip_gradi:[13,26,28,29,35,36,121,132],clip_rect:26,clip_weight:[26,29,36],clock:64,clone:[55,60,61,71,84,86,87,90,91,93,134],close:[2,16,20,24,26,28,31,35,36,65,93,97,98,121,138],closer:[26,28,35,36,49,78,79,99,137,138],closur:[29,51,52],cloud:[7,36,42,45,66,68,74,78,81,86,91,96,109],cloudform:[69,86,138],cls:20,cls_bia:110,cls_pred:[24,31],cls_prob:[24,31],cls_score:[24,31],cls_weight:110,cluster:[69,78,81,138],cmake:[63,84,86,91,134],cmake_build_typ:84,cmake_install_prefix:84,cmd:[84,86,87,90,91,135],cmvn:135,cmvn_g:135,cnn:[26,36,61,76,107,110,116,137,138],cnn_exec:110,cnn_model:110,cnn_sentenc:110,cnnmodel:110,cntkbook:54,coars:[12,50,52,127],coco:92,code:[0,2,6,8,19,20,26,30,36,40,48,50,51,52,59,63,65,69,70,72,73,74,76,78,79,80,81,84,86,95,96,98,99,100,101,102,107,109,110,111,112,114,116,117,118,120,123,126,127,128,132,134,135,136,137,138],codebas:137,codeload:84,coeffici:[13,16,26,28,29,35,36,80],coher:48,coincid:8,col:[28,122,123,125],col_idx1:131,col_idx2:131,col_idxn:131,collabor:64,collaps:[16,26,36,121],colleagu:78,collect:[13,23,36,43,50,51,52,54,92,93,95,101,110,117,128,129,138],collect_param:[13,105,106,107],collis:13,color:[12,18,20,48,50,63,107,116],color_bgr2rgb:[101,117],color_norm:[3,15,18],colorjitteraug:[3,18],colornormalizeaug:[3,18],column:[2,20,26,28,36,54,96,97,108,125,131,132,134,137],columnslic:54,com:[12,20,26,36,55,60,61,63,65,66,71,75,81,84,86,87,90,91,93,101,110,111,112,117,119,121,134],combin:[20,26,28,30,34,35,36,52,59,64,78,80,81,93,99,106,109,110,113,116,127,137,138],come:[50,54,66,75,78,80,81,86,92,101,107,116,119,137],comfort:78,comma:[20,138],command:[4,21,40,41,55,61,69,71,73,74,75,79,84,86,87,90,91,101,106,111,125,127,128,130,135,138],commenc:[114,116],comment:[55,70,134],commit:[71,72],commod:66,common:[12,20,22,26,36,42,43,49,50,51,52,54,61,65,67,70,78,80,84,92,99,107,116,132,135,138],commonli:[5,14,21,26,29,36,49,52,54,65,68,69,80,93,95,99,105,107,115,116,127],commun:[7,11,19,21,24,31,34,45,49,53,55,57,61,64,66,68,69,72,78,79,81,82,84,86,90,91,101],compact:[26,28,35,36,40,48,72,73],compactli:[48,93],compani:128,compar:[7,17,26,29,34,36,45,48,50,52,54,65,66,71,80,92,99,114,125,129,131,137,138],comparison:[52,80],compat:[16,23,26,29,34,36,52,59,84,86,91,96],compel:96,compens:[18,29],compet:[78,92,125],competit:[118,120,122,123,124,126,127,131,138],compil:[18,26,28,50,55,60,61,69,72,75,80,84,86,87,90,91,96,99,100,101,109,129,130,135,138],complement:72,complet:[20,21,30,34,47,48,49,51,60,65,68,69,72,75,80,86,87,90,91,92,93,95,96,97,99,100,101,107,114,116,117,128,129,131,132,133,137,138],complex:[13,17,34,50,51,52,70,75,78,93,98,105,107,116,118,137,138],complic:[48,50,52,59,70,80],compliment:53,compon:[10,23,48,52,60,61,66,69,78,80,96,108,114,137],compos:[36,52,70,79,99,105,107,114,127,133,137],composit:[22,23],compositeevalmetr:22,comprehens:[50,109],compress:[13,20,21,23,28,48,67,109,133],compression_param:[13,21,23,66],comput:[1,2,5,6,7,8,13,14,15,16,17,21,22,23,24,25,26,28,29,31,32,34,35,36,37,38,39,44,45,46,48,49,51,52,53,54,59,61,63,65,66,67,68,70,71,72,75,80,84,86,87,90,95,96,99,100,103,104,105,106,107,109,113,114,116,117,123,124,125,127,128,129,133,135,137,138],computaion:[26,36],computation:78,compute_cmvn_stat:135,compute_gradi:13,compute_s:[24,31],concat0_output:34,concat6_output:34,concat:[24,26,31,36,96,99,110,134],concat_output:36,concaten:[11,16,17,20,23,26,34,36,110,129],concept:[50,52,63,97,99,109,124,127,128,137],conceptu:55,concern:138,concertpass:84,concis:[55,78,79],conclud:52,concret:[55,80,99],concurr:[26,27,33,36,49,51,63],cond:[54,106],conda:60,condit:[26,36,99,101],conduct:48,conf:86,confer:[11,71,99,109,128],conferenc:128,config:[22,53,54,55,60,61,69,71,72,74,84,86,87,90,134,135],configfil:135,configur:[7,10,22,34,42,45,50,51,52,55,59,60,61,68,71,72,81,84,86,87,90,96,99,101,107,116,123,127,135,138],configureautoreconnectbackofftim:101,configureconnectdisconnecttimeout:101,configurecredenti:101,configuredrainingfrequ:101,configureendpoint:101,configuremqttoperationtimeout:101,configureofflinepublishqueu:101,confin:49,confirm:92,conflict:[49,50],conform:[16,24,31],confruct:128,confus:51,congratul:[80,123,128],connect:[15,16,17,26,34,36,50,54,59,61,65,66,71,78,81,99,104,107,110,114,115,116,117,123,127,128,135],connectionist:[14,24,31],consecut:[21,26,36],consequ:[50,51],consid:[4,21,22,26,36,41,48,49,50,51,52,55,61,63,66,69,72,80,97,104,107,113,116],consider:[50,75,107,116],consist:[11,12,13,16,20,24,25,26,28,31,32,34,35,36,51,55,59,61,64,70,76,78,92,93,97,107,116],consol:[52,74,87,90,91,101,131,132],consolid:80,const_var:51,constant:[13,22,23,26,28,29,30,35,36,50,52,80,104,138],constant_valu:[26,36],constraint:[18,78],construct:[1,2,7,8,13,14,15,17,23,26,28,30,35,36,37,38,39,42,43,45,46,48,50,51,52,53,54,59,80,81,95,100,108,120,123,125,127,128,133,134],constructor:[2,13,15,22,23,29,34,43,70,105],consum:[20,48,50,51,52,68,81],consumpt:[47,49,52,63,131,138],contain:[6,10,11,12,14,15,17,18,19,20,23,24,26,27,28,30,31,33,34,35,36,44,48,50,51,52,59,61,64,65,67,75,78,80,84,86,91,92,93,94,96,97,98,99,107,112,115,116,117,119,125,128,131,132,135,137,138],content:[12,13,20,26,28,36,44,48,49,51,52,55,68,70,74,78,83,85,88,89,92,96,99,100,117,128,131,132,135],context:[8,10,13,15,23,26,27,28,30,36,41,42,43,44,52,54,59,65,69,71,78,80,86,95,96,99,100,101,104,107,108,110,116,117,128,129,131,132,137],contigu:[14,26,48],continu:[9,23,40,44,48,50,55,65,69,73,96,110,115,128],contrari:54,contrast:[18,20,26,36],contrastjitteraug:18,contrib:[13,19,84],contribut:[26,28,35,36,49,56,61,64,66,80,90,110],contributor:[11,24,31,55,62,90,92],control:[4,8,15,16,17,21,29,40,41,48,49,51,52,54,69,78,79,98,99,107,113,116,123,125],control_flow_op:[26,36],conv1:[105,106,107,116,119,125],conv1d:16,conv1dgrucel:11,conv1dlstmcel:11,conv1drnncel:11,conv1dtranspos:16,conv2:[105,106,107,116,119,125],conv2d:[16,105,106,107],conv2dgrucel:11,conv2dlstmcel:11,conv2drnncel:11,conv2dtranspos:16,conv3d:16,conv3dgrucel:11,conv3dlstmcel:11,conv3drnncel:11,conv3dtranspos:16,conv:[16,36,99,107,116,119,125],conv_:99,conv_comp:99,conv_gru_:11,conv_input:110,conv_layout:11,conv_lstm_:11,conv_rnn_:11,convei:110,conveni:[19,20,23,26,28,36,48,61,70,80,95,96,100],convent:[26,36,51,80,93,97,114,125],converg:[26,28,29,35,36,66,72,107,116,138],convers:[34,57],convert:[2,12,15,16,18,24,26,28,31,34,35,36,52,67,70,78,93,94,99,104,108,117,122,125,131,132,133,135],convert_caffe_modelzoo:60,convert_mean:60,convert_model:60,convert_symbol:60,convex:[26,36],convfactori:99,convi:110,convinc:49,convolut:[7,11,15,24,26,28,31,36,45,51,53,61,63,66,68,71,72,74,80,99,109,117,119,125],convolution_v1:[26,36],convolutionop:[26,36,51],convolutionopproperti:51,convolutionparam:51,convolutionv1op:[26,36],convolv:[16,26,36,122],coo:28,coo_matrix:28,cooki:117,cool:49,cooper:[26,36,87,90,91],coord:93,coordin:[24,26,28,29,31,35,36,96],copi:[6,10,13,20,21,23,26,28,29,36,44,49,51,52,60,61,63,68,69,70,74,76,87,91,97,100,101,105,106,107,108,126,128,129,135,138],copied_model:64,copy_params_from:10,copy_to:10,copyfrom:49,copyto:[10,26,28,44,49,96,100,108,126,131,132,137],core:[48,51,63,72,78,84,86,87,90,91,96,101],core_2:[90,91],coreml:67,coreutil:87,corner:[24,26,31,36,50,97],corpu:[92,135],correct:[14,18,24,26,31,36,61],correctli:[49,50,51,52,54,96,101,107,116,119,135,138],correl:[22,26,29,36,107,116],correspond:[8,11,12,13,17,20,21,22,23,24,26,28,29,31,34,35,36,37,46,49,50,51,52,59,60,70,76,78,80,86,93,96,97,98,99,101,105,106,107,110,114,116,119,123,131,132,133],correspondingattributeobject:70,corrupt:36,cos:[26,28,35,36],cosh:[26,28,35,36],cosin:[26,28,35,36],cost:[9,20,21,40,50,52,63,66,72,74,80,135,138],costli:50,could:[10,23,26,34,48,49,51,52,54,59,70,78,80,86,96,97,99,128,132,138],count:[18,20,22,26,36,50,59,135,138],count_sketch:[24,31],counter:[49,50,110],countless:78,countri:128,countsketch:[24,31],countsketchop:[24,31],coupl:[9,86,97,107,114,116,138],cours:[26,36,50,52,78],covari:122,coven:128,cover:[34,51,60,80,107,109,116],coverag:18,cow:101,cpanm:[84,87,90],cpanmin:87,cpanminu:[84,87,90],cpp:[0,100],cproj:99,cpu:[2,3,4,8,9,10,13,15,18,20,21,23,24,25,26,27,28,31,34,35,36,42,43,44,49,51,61,63,67,70,74,78,80,84,86,87,90,95,97,99,100,101,105,107,109,110,116,117,118,120,121,123,124,125,128,129,131,132,133,137],cpu_a:44,cpu_i:44,cpu_pin:[26,36],cpuinfo:72,craft:52,cran:[84,86,87,90,91],crash:81,creat:[2,4,5,7,10,11,13,16,17,18,20,21,22,23,26,28,29,30,34,35,36,37,41,42,43,45,46,48,49,50,52,53,55,59,60,62,64,65,67,69,75,76,78,79,80,84,86,87,90,91,93,94,96,98,99,100,101,105,106,107,110,113,114,116,117,118,119,120,123,125,127,128,130,131,132,133,135,138],create_graph:8,create_oper:[70,104],create_optim:29,create_st:[29,132],create_state_multi_precis:29,createaugment:[3,18],createcallback:51,createdatait:100,createdetaugment:18,createoper:51,creation:[13,45],credenti:61,criterion:[22,26,36],critic:[20,48,52,72,81,92,107,116],crop:[18,20,24,26,28,31,35,36,40,48,93,94,122],crop_area:20,crop_box:20,crop_emit_mod:20,crop_lik:[26,36],cropped_im:18,cropped_imag:18,cross:[14,22,26,28,35,36,107,114,116],cross_entropi:[26,28,35,36],crossentropi:[22,23,95],crucial:[48,52],cryptograph:81,cs229:29,cs231n:80,csc321:[26,29,36],csr:[20,26,28,35,36,131,132,133],csr_add:133,csr_data:[20,36],csr_label:20,csr_log:133,csr_matrix:[28,131,132],csr_rsp_add:133,csrndarrai:[20,26,109,132,133],csv:[20,125],csv_iter:119,csviter:[3,20,93,119],ctc:[24,31],ctc_loss:[24,31],ctcloss:[14,24,31],ctrl:61,ctx:[4,8,10,13,15,24,26,27,28,30,31,35,36,42,44,51,53,64,70,80,86,99,100,104,105,107,108,110,115,118,119,120,121,123,125,128,131,132,133,137],ctx_group:[23,36],ctx_list:[13,107],cu80:86,cu80mkl:86,cube:[26,36],cubic:[18,20],cublas64_80:91,cuda7:84,cuda:[30,51,52,61,64,70,78,80,86,87,90,91,126,138],cuda_hom:87,cudakernel:30,cudamalloc:138,cudamodul:30,cudart64_80:91,cudart:91,cudastream_t:51,cudnn64_5:91,cudnn:[17,26,34,36,51,61,63,69,72,86,87,90,91,112,137,138],cudnn_bn_min_epsilon:[26,36],cudnn_convolut:51,cudnn_off:[26,36],cudnn_tun:[26,36],cudnnconvolutionforward:51,cumbersom:36,cumsum:[121,128],cur_batch:93,curand64_80:91,curiou:118,curious:80,curl:[61,86,87,101],curr_modul:23,current:[8,10,13,20,21,22,23,24,26,27,28,29,31,34,36,43,44,50,51,54,55,59,64,66,68,69,70,80,90,96,122,123,131,137],current_context:13,custom:[1,2,3,8,10,18,20,22,26,28,29,35,36,38,39,48,52,53,54,60,70,81,86,94,98,101,109,114,121,123,124,135,137],custom_metr:22,customcallback:101,customcsvit:119,custominit:29,customiz:94,custommetr:[22,128],customop:[26,36],customopprop:[30,70,104],cut:[50,52,78,128],cv2:[18,20,93,101,117,137],cvtcolor:[101,117],cwd:131,cxxnet:[49,50,52,127],cycl:[23,131],cyclic:75,cygwin:65,cython:53,d54:18,d_0:[26,28,35,36],d_1:[26,28,35,36],d_h2h_bia:134,d_h2h_weight:134,d_i2h_bia:134,d_i2h_weight:134,d_init_c:134,d_init_h:134,d_k:[26,28,35,36],d_m:[26,28,35,36],d_n:[26,28,35,36],dact1:137,dact2:137,dact3:137,dact4:137,dagengin:51,dai:[68,128,138],danger:23,dashboard:101,dat:126,data0:13,data1:[13,20,23,26,36,99,127],data2:[7,20,23,26,36,45,99,127],data3:[7,45],data:[1,2,4,5,6,7,9,10,13,14,16,17,18,19,21,22,23,24,25,26,27,28,29,31,32,33,34,35,36,37,38,39,41,42,43,45,46,47,50,51,52,53,54,55,59,60,64,66,67,68,70,73,76,78,79,80,81,86,92,94,95,96,97,101,104,105,106,108,109,110,113,117,118,120,123,126,127,132,134,135,138],data_0:60,data_1:[20,36],data_2:20,data_al:115,data_batch:[5,10,23,100,115],data_csv:[20,93],data_dir:[61,121,135],data_dp:36,data_gen:93,data_i:60,data_it:[18,20,23,74,93,94],data_length:[24,31],data_libsvm:[20,131],data_list:[131,132],data_mean:[26,36],data_nam:[3,18,20,23,34,40,65,93,95,114,115,133,137],data_np:[80,131,132],data_param:60,data_path:131,data_shap:[3,5,18,20,23,29,36,40,48,65,70,73,74,93,94,95,101,104,117,129,131,133,137],data_train:[59,131],data_var:[26,36],databas:[75,95,100],databatch:[3,10,20,23,59,93,137],datadesc:[3,20,23,53,93],datait:[3,10,18,20,23,40,43,48,59,73,93,94,100,115,131,135,137],dataiter:129,dataiterhandl:20,dataload:12,dataparallelexecutorgroup:10,dataparallelexecutormanag:10,datapath:128,datapoint:78,dataset:[10,12,20,26,36,48,49,59,61,63,65,67,74,75,78,92,93,94,95,101,107,109,110,114,115,116,117,119,122,128,129,131,132,135,138],datashap:43,datatrain:128,datatyp:26,datum:18,daughter:128,daunt:95,david:78,dbn2:137,dbn3:137,dbn4:137,dcasgd:29,dcgan:[92,137],deactiv:[13,86],deal:[23,26,36,44,49,51,52,131,132,138],dealloc:50,deb:84,debat:49,debconf:84,debian:[84,86],debug:[10,36,40,48,63,65,84,86,91,95,99,101,106,114,115,116,135],debug_str:[10,36],decad:78,decai:[13,21,26,28,29,35,36,110],decent:137,decid:[24,31,48,49,51,52,63,125,137],decim:18,decis:[47,51,52],declar:[26,30,36,49,51,52,70,99,106,107,116,133],declarebackwarddepend:51,decod:[18,24,26,31,48,53,68,72],decompos:[25,26,32,36],decompress:[66,100],deconvolut:[16,26,36,137],decoupl:51,decreas:[29,63],deduc:[36,80],deep:[1,2,15,28,29,34,36,38,39,51,54,60,61,65,68,69,79,86,91,92,93,96,101,106,107,109,110,116,122,124,127,131,132,138],deepcopi:36,deeper:[50,65],deepjazz:92,deeplearn:[86,138],deeplearning_workers_path:138,deepli:[74,122],def:[8,10,12,13,16,20,21,22,29,41,42,49,52,59,65,70,74,79,80,93,96,99,101,104,105,106,107,110,113,115,117,128,134,137],default_batchify_fn:12,default_bucket_kei:[23,59],default_ctx:26,default_init:[13,29],defer:[13,16,105],deferredinitializationerror:13,defin:[5,7,8,9,10,11,12,13,14,15,17,20,22,23,24,25,26,27,28,29,31,32,33,35,36,48,49,52,54,55,60,65,68,70,78,79,80,93,95,99,100,101,103,109,110,115,116,117,122,123,125,127,128,132,137],definit:[15,24,25,26,28,30,31,32,36,51,60,70,75,76,79,80,92,95,100,117,128,129,138],deform:[24,31],deformable_convolut:[24,31],deformableconvolut:[24,31],deformableconvolutionop:[24,31],deformablepsroipool:[24,31],degre:[20,26,28,35,36,63,81],delai:[29,49,54,66],deleg:20,delet:[49,51,81,100],delete_fn:51,deleteoper:51,deletevari:51,delimit:[93,95],delin:80,delta:[20,24,26,29,31,36],delv:[29,52],demand:[52,66,78,128],demo:[101,123,135],demonstr:[20,26,36,48,50,51,65,69,75,76,93,95,121,125],deng:75,denial:81,denomin:[26,36],denot:[22,24,26,31,36,51,78,101],dens:[13,14,15,16,17,20,26,28,35,36,79,104,105,106,107,131,132,133],dense0:13,dense1:13,dense_add:133,denseblock:104,densenet121:15,densenet161:15,densenet169:15,densenet201:15,densenet_161:15,denseprop:104,densiti:[27,33,36,66,131],depend:[10,13,14,16,20,21,23,25,26,28,32,34,35,36,47,48,50,51,52,61,64,66,68,70,71,75,76,80,84,86,90,91,93,96,101,105,106,126,130,135],depengin:49,depict:[48,99],deploi:[13,75,81,105],deploy:[72,78],deprec:[26,28,29,34,35,36,53],deprecationwarn:93,depth:[16,19,23,26,36],dequant:[21,24,31,66],dereferenc:50,deriv:[24,25,31,32,51,52,78,80,109,131,132],descend:[26,36],descent:[21,26,28,29,35,36,105,107,116,119],describ:[7,10,17,18,20,24,29,31,34,37,45,46,48,49,50,51,52,54,55,59,70,80,86,96,101,104,108,114,132],descript:[9,37,46,51,55,80,138],descriptor:[29,93],design:[13,18,24,26,29,31,36,50,51,52,54,61,93,98,99,105,109,123,131,132,137],desir:[13,16,18,26,36,48,50,51,52,59,65,80,96,99,107,116,125,132],despair:128,despit:50,destfil:121,destin:[13,26,28,131,132],destruct:51,destructor:51,det_aug_default:20,detach:26,detail:[2,6,8,13,18,19,20,23,26,28,29,34,35,36,40,43,45,48,49,51,52,54,64,68,69,72,73,74,80,86,87,90,91,92,93,98,108,111,127,131,132,133,134,135,138],detaugment:18,detborrowaug:18,detect:[18,20,24,26,31,36,52,53,86,92,93,98,117,118,120,123],detector:[107,116],determin:[26,36,48,49,50,51,52,78,80,105,126,137],determinist:[26,36],dethorizontalflipaug:18,detrandomcropaug:18,detrandompadaug:18,detrandomselectaug:18,dev:[51,57,58,61,65,74,84,86,90,110,135,138],dev_acc:110,devel:84,develop:[19,29,49,52,55,56,67,70,78,79,80,84,86,87,95,99,100,101,104,106,109,124],deviat:[16,18,20,26,27,29,33,36,137],devic:[4,10,13,20,21,23,26,27,28,33,36,41,43,49,51,53,63,64,65,66,67,68,69,71,78,80,86,95,96,99,101,108,110,113,118,120,123,125,126,132,138],devtool:[84,87,90,91],dfb13ebf:61,dgx:72,diag:[25,32],diagon:[25,26,32,36],diagram:68,dic:[121,128],dict:[10,13,20,21,22,23,26,28,29,34,36,65,70,96,99,107,110,121],dictionari:[7,10,13,21,23,29,34,36,44,45,121,128],did:[80,91,101,107,116,132],didact:67,didn:[49,105],diff:74,diffd:137,differ:[6,8,10,14,18,21,22,23,26,27,28,29,33,34,35,36,40,44,48,49,50,51,52,54,59,60,64,65,68,69,70,72,75,78,80,90,91,93,96,97,99,101,103,106,107,110,113,114,115,116,119,120,125,126,128,131,133],differenti:[8,13,26,30,35,36,50,51,52,78,96,109,124,132,133],difficult:70,difficulti:18,digit:[12,13,39,86,100,105,109,118,120,122,123,124,126,127,134,137],dilat:[11,16,24,26,31,36,71],dim1:[26,36],dim2:[26,36],dim:[24,26,31,36,110,119,121,122,125,128,134],dim_in:36,dim_out:36,dimenion:14,dimens:[2,11,14,16,17,18,20,24,25,26,27,28,30,31,32,33,34,35,36,44,76,78,80,96,97,100,105,106,107,108,110,128,132],dimension:[16,20,24,25,26,27,28,31,33,36,51,78,96,97,99,108,109,110,114,115,131,132,135,137],dip:118,dir:[61,69,121],direct:[16,26,28,35,36,52,54,61,80,97,128],directli:[7,12,17,18,20,22,23,26,34,36,42,43,45,51,52,53,54,60,61,70,78,87,91,95,96,99,100,101,107,115,116,119,123,126,128,138],directori:[2,12,13,20,55,60,61,63,74,80,84,86,87,90,91,100,101,110,125,130,131,135,138],dirnam:93,disabl:[8,16,20,24,26,31,36,55,63,64,84,110,128],discard:[12,18,20,26,28,35,36,66,107,116,131,133],discimin:137,discov:115,discrimin:[92,128],discriminatorsymbol:137,discuss:[4,19,21,41,50,51,52,53,56,67,93,99,107,116,128,131],disk:[40,48,51,73,74,86,96,99,110,126],disp:18,dispatch:126,dispers:[26,27,33,36],displac:[26,36],displai:[9,18,22,23,51,78,80],dispos:41,dissimilar:[24,26,31,36],dist:[21,138],dist_async:[21,66,69],dist_device_sync:[21,69],dist_sync:[21,61,66,69,138],dist_sync_devic:66,distanc:[14,110],distant:135,distinct:[25,32,78],distinguish:[51,92],distort:18,distribut:[2,13,14,18,19,21,22,23,26,29,36,39,40,42,43,44,45,48,49,51,59,66,67,68,72,73,78,81,84,86,93,94,100,109,116,125,126,128,137,138],div:[7,26,36,45],dive:93,diverg:14,divid:[12,13,16,18,26,28,35,36,92,105,106,137],divis:[20,26,29,36,52],divvi:68,dll:[84,86,91,100],dloss:137,dmlc:[1,26,36,39,43,44,45,48,51,55,61,64,70,75,80,84,86,87,90,91,93,112,121,128,129,130],dmlc_declare_field:[70,80],dmlc_declare_paramet:[70,80],dmlc_interfac:69,dmlc_register_paramet:[51,80],dmshadow_use_pasc:86,dnn:[48,51,135],do_checkpoint:[9,95],do_rnn_checkpoint:34,doc:[2,18,26,42,55,92],docheckpoint:128,docker:86,docstr:55,doctest:[26,28],doctest_mod:19,document:[1,2,9,10,11,12,14,15,16,17,18,20,22,24,25,26,27,28,29,31,32,33,35,36,37,39,43,45,46,49,50,51,52,54,61,65,66,68,71,72,75,80,82,84,86,87,90,91,97,99,114,128,131,132,133,135],doe:[6,12,13,18,21,23,26,36,48,50,51,52,54,64,66,69,79,81,97,103,107,110,116,119,127,132],doesn:[13,20,26,36,49,50,51,66,122,133,137],doing:[10,21,23,26,36,55,95,103,107,116,138],domain:[51,52],domin:78,don:[13,16,20,21,29,34,36,40,43,48,50,51,52,54,61,63,66,70,73,80,84,86,87,91,96,99,100,101,107,116,131,132,133,137,138],done:[16,42,49,50,51,52,55,59,60,65,70,91,100,101,104,105,107,123,135,138],dope:[2,79],dot:[6,16,26,28,35,36,78,96,99,104,106,115,131,132,133],doubl:[25,26,30,32,34,36,51,53,70,91,99,137,138],down:[18,20,24,31,50,52,60,72,78,84,107,116,138],download:[13,20,40,60,65,73,84,87,90,91,93,94,95,100,101,107,109,115,116,117,119,121,122,125,129,135],download_prerequisit:84,downsampl:15,downscal:16,downstream:92,doxygen:55,dp_data:36,dphy:86,dpkg:84,dptr:80,drain:101,draw:[26,27,33,36,49],draw_next:18,drawback:[107,116],drawn:[18,26,27,33,36],drive:[74,78],driver:[61,64],drobl:121,drop:[8,12,16,17,26,29,34,36,63,121,123],drop_input:11,drop_output:11,drop_stat:11,dropout:[8,11,15,16,17,26,27,33,34,36,110,115,123,128],dropout_:34,dropoutcel:[17,34],dset:135,dsl:52,dst:69,dtype:[7,12,13,16,17,20,21,24,26,27,28,30,31,33,34,35,36,45,51,70,80,86,93,96,97,98,99,108,131,132,134,137],dualstack:[63,86,87,91],duchi11a:29,due:[26,36,53,54,64,66,93,138],dumb:52,dummi:[22,76,105],dump:[18,29,96,99],dump_optim:[21,29],dumper:[2,7],duplic:[10,26,28,29,36,96,131],duplicate_row_id:21,durat:61,dure:[7,8,9,10,16,21,23,26,29,34,36,45,49,50,51,53,59,60,63,66,78,79,81,95,107,109,116,118,123,127,128,135,137,138],dwarf:78,dwell:52,dying:[26,36],dyld_library_path:87,dynam:[29,30,51,55,64,71,79,80,100,109,127],e084dab9:[84,90],e439b43ea464:111,e7c96af1:61,e_0:[26,28,35,36],e_1:[26,28,35,36],e_k:[26,28,35,36],e_m:[26,28,35,36],each:[4,9,10,11,12,13,14,15,16,17,18,20,21,22,23,24,25,26,27,28,29,31,32,33,34,35,36,40,41,42,43,48,49,50,51,52,54,55,59,61,63,65,66,68,69,70,78,79,80,86,92,93,94,95,96,97,98,99,100,103,105,106,107,108,110,113,114,115,116,118,119,123,125,126,127,128,131,132,135,137,138],ealier:34,earli:118,earlier:[84,90,107,116,137],earliest:128,easi:[2,13,23,42,49,50,52,61,69,74,78,79,90,96,99,104,105,123,128,138],easier:[34,52,53,60,70,96,99,106,109],easiest:59,easili:[2,23,48,49,71,75,79,94,100,106,107,116,126,137],east:[61,74],eavesdrop:81,ec2:[65,69,72,86],ecc:64,echo:[61,74,84,86,87,90,91,138],ecosystem:[78,101],edg:[18,20,26,28,35,36,50,76,78,93,94,122,138],edit:[84,86,87,90,91,101,128,135],editor:55,edu:[11,12,26,29,36,65,93,94,95],effect:[13,18,26,36,48,59,132,138],effici:[1,2,10,15,20,23,26,28,35,36,38,39,47,49,50,51,53,54,64,66,78,80,86,90,93,106,107,109,116,122,126,132],effort:[48,52,61,75,79,80,125],effortless:78,egs:135,eigen:18,eigendecomposit:[25,32],eigengap:[25,32],eigenvalu:[25,32],eigenvector:[25,32],eight:68,eigval:18,eigvec:18,either:[7,12,13,23,24,25,26,29,31,32,36,45,49,50,51,52,60,69,78,79,86,90,91,93,99,100,101,106,114,118,126,128,131,132],elaps:125,elast:61,eleg:49,elem:128,element:[7,12,13,14,16,17,20,22,23,24,25,28,31,32,34,35,37,45,46,51,52,53,54,66,80,86,96,97,99,107,108,110,116,119,127,131,132,133],elementwis:[76,96,115],elementwisesum:[26,28,35,36],elemtyp:54,elemwise_add:[8,10,26,28,35,36,133],elemwise_binary_broadcast_op_bas:[26,36],elemwise_binary_broadcast_op_extend:[26,36],elemwise_binary_broadcast_op_log:[26,36],elemwise_binary_scalar_op_extend:[26,36],elemwise_div:[26,28,35,36],elemwise_mul:[26,28,35,36],elemwise_sub:[26,28,35,36],elemwise_sum:[26,28,35,36],elemwise_unary_op_bas:[26,28,35,36],elemwise_unary_op_trig:[26,28,35,36],elemwisegradusein:[70,80],elemwisegraduseinout:80,elemwisegradusenon:[70,80],elemwisegraduseout:[70,80],elemwiseshap:[70,80],elemwisetyp:[70,80],elewiseopproperti:51,elif:12,elimin:[78,80],ellipsi:26,elman:17,els:[12,26,28,35,36,42,51,65,93,99,101,110,121,126,128,138],elsewher:[27,33,36,64],elu:[26,36],email:[57,78],emb:[34,36,110,121],embed:[11,16,17,24,26,28,31,34,36,55,59,76,101,110,115,128],embed_data:36,embed_dim:[34,36],embed_lay:110,embed_output:36,embed_weight:36,embedded_seq:34,embedded_step:34,embrac:52,emit:20,emit_overlap_thresh:20,emphas:[50,52],emphasi:78,empir:29,emploi:[50,107,116],empti:[20,23,24,26,27,28,31,33,36,51,63,70,80,96,128,129],emscripten:75,emul:92,enabl:[1,2,8,15,18,20,26,29,36,38,39,40,44,49,50,51,52,59,63,69,71,72,79,80,84,86,91,96,101,109,123,126,133,138],enable_kwarg:51,enable_scalar:51,encapsul:75,encod:[20,24,26,31,34,36,48,50,66,68,106,114,128],encode_sent:34,encount:52,encourag:[45,50,127],encrypt:81,end:[9,13,20,21,23,24,26,28,29,31,34,35,36,40,43,48,50,51,52,53,54,68,70,72,80,91,93,95,96,97,99,101,106,107,110,116,118,119,120,125,137,138],endif:51,endpoint:101,endpointurl:101,enew:128,engag:70,engin:[7,20,21,26,28,45,47,50,52,53,69,78,79,80,93,96,109,126],english:36,enhanc:80,enjoi:75,enlarg:18,enough:[36,51,75,100,120,128],ensur:[20,49,51,64,81,86,110,135,137,138],enter:101,entir:[23,34,48,49,51,52,63,72,97,105,107,116],entiti:[81,115],entri:[14,20,22,25,26,27,28,29,32,33,36,70,92,103,131,132],entropi:[14,22,26,28,35,36,107,114,116],entropyfor:[26,36],enumer:[24,26,31,36,52,70,79,110,137],env:[51,118],environ:[23,26,36,52,61,62,68,69,71,72,74,78,81,84,86,91,93,95,98,112,118,133,138],environment:[67,71,128],epoch:[3,9,12,20,23,26,28,34,35,36,42,43,65,74,79,95,107,110,114,116,118,120,121,125,128,133,135,137,138],epoch_end_callback:[9,23,95],epoch_numb:9,epochendcallback:[42,128],epochs:42,eps:[22,26,29,36,137],epsilon:[16,26,28,29,35,36,137],equal:[10,11,14,15,16,24,25,26,27,28,31,32,33,35,36,50,66,69,96,107,108,116,138],equat:[16,25,26,32,36,80,107,116],equilibrium:92,equival:[8,10,11,13,16,22,26,28,34,35,36,78,80,86,97,101,103,110,116,127],err:[131,132],error:[10,13,14,22,23,26,36,40,51,53,61,63,65,66,80,86,101,107,114,115,118,123,130,131,132,133,135,138],esp:23,especi:[20,23,34,37,46,52,61,63,68,72,75,86,93,138],essenc:114,essenti:[23,29,52,61,66,80,84,86,90,115],estim:[14,20,26,27,28,29,33,35,36,50,135],eta:29,etc:[8,10,13,16,17,20,26,28,34,36,40,43,48,49,51,54,70,80,84,86,92,93,95,96,99,104,105,106,108,123],eth0:69,ethernet:138,euxo:135,eval:[9,36,99,110,118,119,123,125,135],eval_b:133,eval_batch_end_callback:23,eval_data:[23,95,114,115,116],eval_datait:43,eval_end_callback:23,eval_it:114,eval_label:114,eval_metr:[22,23,65,95,114,115,116],eval_metrics_1:22,eval_metrics_2:22,evaldata:[43,129],evalmetr:[22,23,43],evalu:[7,9,10,19,23,36,45,48,52,54,100,107,110,114,116,118,121,123,126,128,131,133,135],evaluatethisnod:54,even:[13,20,23,24,26,27,29,31,33,49,50,51,61,63,65,68,70,72,75,78,80,97,101,107,116,138],even_split:13,evenli:[12,13,24,26,31,36,68,69,125],event:[63,131,132,133],everi:[9,21,26,29,34,36,48,49,50,63,65,78,80,93,94,101,107,109,116,125,134,137,138],everyth:[49,61,72,107,116],everytim:[13,36],evid:66,evolv:[56,67],ewisedivisionlay:52,ex_gpu:99,exact:29,exactli:[23,50,52,107,116,131],examin:49,exampl:[2,3,4,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,39,40,41,42,43,45,48,49,51,52,53,54,59,60,61,63,64,65,66,67,68,69,71,72,73,74,75,76,78,79,84,86,87,90,91,92,93,95,96,97,98,99,100,102,105,106,107,109,110,112,113,114,116,119,122,123,124,126,127,128,129,132,133,136,137,138],exce:[14,20,26,36,48,59,66,72],exceedscopedata:[7,45],excel:[2,68],except:[13,15,17,20,23,26,29,34,36,37,44,46,51,52,54,80,93,100,101,105,110,125,131,132],exchang:81,excit:65,excitatori:78,exclud:[11,26,27,28,33,35,36],exclus:[26,28,35,36,78],exdb:[12,20],exe:36,exec:[10,63,100],exec_ctx:51,exec_fn:51,exec_fun:51,exec_func:49,execut:[5,6,10,19,21,23,26,28,36,49,50,52,54,71,72,78,79,80,81,86,90,91,93,95,96,99,101,106,109,110,126,127,131,132,137],executor:[7,19,23,26,28,35,36,37,43,45,46,51,59,63,68,78,80,99,100,127,133],executor_manag:10,exercis:[114,116],exert:78,exhaust:[50,80,138],exhibit:[66,69],exist:[10,13,23,26,27,29,34,36,50,52,64,65,74,80,81,87,90,91,93,99,114,115,121,127,131,132],exit:[51,86,101,135],exot:103,exp:[8,14,26,27,28,33,35,36,51,52,70,104,128,135],expand:119,expand_dim:[26,36],expect:[2,10,13,15,17,20,21,23,26,27,28,30,33,36,54,66,70,80,86,103,131,135],expens:[20,75,126],experi:[26,27,33,36,66,81,138],experienc:95,experiment:[11,20,24,28,31,34,35,66,86,131,132],expert:78,explain:[7,20,26,36,37,40,45,46,49,50,59,65,71,75,80,84,94,97,109,117,128,131,138],explan:[26,36,40,99,127],explanatori:80,explay:52,explicit:[17,49,50,51,52,54],explicitli:[36,40,43,50,51,52,54,59,60,96,97,99,126,127,128,131,132],exploit:78,explor:[49,50,66,68,72,86,90,96,131,133],expm1:[26,28,35,36],exponenti:[26,27,28,29,33,35,36,52],expos:[26,28,48,51,52,55,80,81,93],expr:51,express:[13,16,26,29,31,32,33,34,35,36,51,78,99,133],extdata:122,extend:[22,29,51,97,101,119],extens:[26,28,35,36,52,63,93],extern:[23,30,51,130],extra:[10,18,20,22,23,26,36,43,51,59,70,84,92,125],extract:[13,26,36,60,65,80,84,92,96,110,119,125,138],extractal:[93,115],extractor:[13,65],extraordinarili:68,extrem:[2,50,61,64,72,127],eye:126,f5e74790:39,face:[18,49,50,65,128],facebook:92,facilit:[48,49,99],fact:[51,52,54,99,107,116,132],factor:[15,16,25,26,29,32,36,66,72,76,78,92,120],factor_typ:[29,65],factori:[26,28,35,36,51,99],factorschedul:29,factortyp:128,fail:[20,44,61,101,138],failur:[18,26,27,33,36,51,80],fair:49,fairli:[67,125],fake:137,fall11_whol:138,fall:[26,28,29,35,36,50,52,71,78,125],fallback:[26,28,29,35,36,131,132],fallback_add:133,fallback_exec:133,fallback_log:133,fals:[8,9,10,11,12,13,14,15,16,17,18,20,21,22,23,24,25,26,27,28,29,31,32,34,36,40,48,51,54,63,65,70,71,74,80,93,96,100,101,110,114,117,118,121,125,128],false_neg:22,false_posit:22,famili:[52,78],familiar:[49,51,52,54,59,70,78,96,100,101,128,131,137],fanci:105,far:[4,21,24,26,31,36,41,50,52,80,105,107,110,113,119,128,137],fashion:[12,48,51,68,96,99,106,107],fashionmnist:12,fast:[20,26,36,48,50,53,56,64,67,70,75,92,93,96,99,109],faster:[11,17,18,26,34,36,48,49,50,68,69,78,92,109,131,138],fastest:[26,36,138],fastpoornet:75,fault:49,favor:71,favorit:61,fbank:135,fbuff:137,fc1:[5,7,13,23,36,42,43,45,49,50,60,65,78,93,95,99,105,106,107,114,116,118,119,120,123,125,127,129],fc1_bia:[23,36,127],fc1_ograd:49,fc1_output:[7,36,45],fc1_weight:[23,36,49,127],fc1_wgrad:49,fc2:[5,7,13,23,36,42,43,45,49,50,60,78,93,95,99,105,106,107,116,119,120,125,127,129],fc2_bia:[23,36,127],fc2_ograd:49,fc2_output:120,fc2_weight:[23,36,49,127],fc2_wgrad:49,fc3:[23,36,43,60,70,78,105,106,116,125,129],fc3_bia:23,fc3_data:36,fc3_weight:[23,106],fc_bia:[10,13,36],fc_data:36,fc_symbol:120,fc_weight:[10,13,36],fcomput:80,fe_mod:117,fe_sym:117,feasibl:[107,116],feat:135,feat_model:13,feat_read:135,featur:[11,13,15,16,17,24,26,31,34,36,51,52,53,55,56,60,63,65,67,72,76,78,92,96,99,107,110,114,115,116,121,123,126,131,132,133,138],feature_dimens:[54,133],feature_len:119,feature_strid:[24,31],fed:[22,29,60,101,107,114,116],fedora:[60,84],feed:[7,17,29,34,36,45,78,80,93,95,99,107,114,116,122,127,128,133,135,137],feedback:[11,24,31],feedforward:[23,42,43,54,59,64,115,118,119,120,123,125,128,129],feel:128,fetch:[20,26,40,48,55,64,68,74,93,100,101,107,110,116,137],fetch_mldata:137,feval:22,few:[2,9,26,28,35,36,48,50,52,65,70,75,78,80,91,93,95,96,98,99,101,106,107,109,116,124,128,131,132,138],fewer:[15,138],fft:[24,31,71],fftop:[24,31],fgradient:80,field:[24,31,48,78,119],fifti:138,fig:137,fight:137,figur:[49,50,51,52,54,55,68,107,116,137,138],file:[0,3,9,11,12,13,18,20,21,23,26,28,29,34,36,42,44,48,50,52,55,60,61,65,69,70,71,72,74,76,80,81,84,86,87,90,91,92,94,100,101,106,110,115,117,118,119,121,122,125,126,128,130,131,135],file_:[40,73],filenam:[9,12,13,20,26,28,40,53,65,72,73,101],filepath:128,filesi:48,filesystem:[48,69],fill:[18,20,23,26,28,29,36,41,48,70,80,114,119,128,131,132,137],fill_buf:137,fill_element_0index:[26,36],fill_valu:20,filter:[15,16,24,26,31,36,107,110,116,135,137],filter_list:110,filter_s:110,filterwarn:93,find:[20,49,50,52,54,64,68,70,72,78,80,84,86,87,90,91,96,100,104,107,116,118,121,126,131,132,133,135],fine:[7,12,17,37,45,46,50,52,54,55,67,72,75,78,92,127,138],fine_label:12,finetun:65,finfershap:80,finfertyp:80,finish:[21,23,26,28,48,51,53,68,72,74,80,96,126],finit:80,finplaceopt:80,fire:[61,128],firefox:101,first:[4,6,8,11,13,14,15,16,17,19,20,21,23,24,25,26,28,29,31,32,34,35,36,40,41,43,48,49,51,52,53,54,55,59,60,65,66,68,69,70,78,80,84,87,90,93,94,96,97,98,99,100,101,103,104,105,106,107,108,109,110,113,115,116,117,119,125,127,128,129,131,133,137,138],firstli:[26,36],fit:[3,5,7,9,20,23,29,34,42,43,45,48,52,65,69,72,74,75,93,95,114,115,116,119,128,129,133],fitparam:43,five:[40,48,78,118,120,124,126,127],fix:[16,18,23,24,26,28,31,35,36,52,55,59,61,72,78,80,81,96,106,116,121,128,137,138],fix_gamma:[26,36,137],fixdict:128,fixed_crop:[3,18],fixed_param_nam:23,flag:[12,18,20,29,30,34,48,51,69,71,72,86,90,93,96,98,101,108,138],flat:[20,26,36,60,74,100,116,129],flat_data:36,flat_output:36,flatten0:[65,117],flatten0_output:117,flatten:[16,17,26,34,36,76,100,107,115,116,117,119,125,137],flavor:[86,90,131],flexibl:[1,2,13,17,20,23,34,38,39,47,48,49,51,53,64,79,93,94,95,99,105,106,109,118,122,123,127],flickr8k:92,flickr:92,flip:[18,20,26,36],flistinputnam:[70,80],flistoutputnam:70,float16:[20,24,26,27,28,29,31,33,36,70,96,99,131,132],float32:[3,12,13,16,18,20,21,24,25,26,27,28,30,31,32,33,34,35,36,70,86,96,99,131,132,137],float64:[20,24,25,26,27,30,31,32,33,36,70],floor:[16,24,26,28,29,31,35,36,122],flow:[26,28,35,36,50,52,54,79],flower:18,fluent:[26,28,36],fluffi:101,fly:[2,8,79,80,103,109],fn1:51,fn2:51,fname:[13,18,21,23,26,28,36,53,93,95,115,117],fnproperti:51,fnumvisibleoutput:70,focu:[47,49,52,68,69,93,94,99,100,133],focus:67,fold:[52,109],folder:[12,18,20,40,55,56,60,61,67,69,73,84,86,87,90,91,93,94,100,112,122,125,128,135,136,138],follow:[0,4,7,10,15,16,17,20,21,23,24,25,26,28,29,31,32,34,35,36,37,40,41,42,44,45,46,47,48,49,50,51,52,55,57,59,60,61,63,64,65,69,70,71,72,73,74,75,76,78,79,80,81,84,86,87,90,91,92,95,96,97,99,100,101,103,105,107,111,114,116,117,118,120,122,123,125,126,127,128,130,131,132,133,134,135,137,138],foo:40,foo_label:40,fool:137,for_train:[23,101,117],forc:[13,18,20,23,26,36,51,53,110,135],force_init:23,force_rebind:23,force_reinit:13,force_suppress:[24,31],forceresizeaug:18,foreach:128,forego:52,foreign:75,forerunn:78,forev:101,forg:60,forget:[17,29,34],forget_bia:[29,34],fork:[52,55],form:[20,23,26,36,40,48,59,66,80,137],format:[2,7,13,17,18,20,23,24,26,28,29,31,34,36,40,43,44,45,53,55,60,65,66,67,70,72,73,93,94,96,99,104,109,117,119,122,125,133,135,138],formatt:101,former:[50,80,100,135],formul:80,formula:[22,26,36,80,105],fortun:[68,78],forum:[56,67],forward:[5,7,8,10,11,13,16,17,22,24,26,28,31,34,35,36,37,43,45,46,48,49,50,51,52,54,63,69,70,71,78,79,95,97,99,100,101,103,105,106,107,110,117,121,127,128,133,137,138],forward_backward:23,forward_backward_concat_dim:34,forward_onli:50,forwardinplaceopt:51,forwardresourc:51,found:[13,18,29,36,51,52,54,55,61,66,71,80,84,90,91,101,114,119,120,128],foundat:79,four:[18,40,49,73,80,86,91,93,123],fout:131,fp16:29,fp32:29,frac:[27,33,36],fraction:[16,18,26,28,34,35,36,66,110,121,137],frame:[101,120,122,125],framework:[53,61,78,80,81,106,122,137],free:[18,36,50,52,84,86,91,93,99,100,101,127,128,133],freed:51,freez:65,frequenc:119,frequent:[9,93,138],fresh:101,friendli:[7,45],from:[2,3,6,10,11,12,13,14,15,16,17,18,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,39,40,42,43,44,48,49,50,52,54,55,59,62,63,64,65,66,67,68,69,70,71,72,76,78,80,81,86,92,94,95,97,98,99,100,103,104,105,106,107,108,109,110,115,116,117,118,119,122,123,125,126,128,130,131,132,133,135,137,138],from_fil:44,from_hdf:44,from_logit:14,from_s3:44,from_sigmoid:14,fromfil:128,front:[53,70,99,106],frontend:[26,30,36,80,94,96],fssl:[86,87],ftrl:[26,28,29,35,36],ftrl_updat:[26,28,29,35,36],fulfil:[48,49,51],full:[23,25,26,32,36,43,48,59,67,70,71,78,79,96,99,101,107,116,117,135,138],full_2:[90,91],full_:[90,91,130],full_check:28,full_imagenet_500_filt:138,fullc:[3,20,116,119,125],fullcbackward:49,fullcforward:49,fulli:[26,36,53,63,65,66,69,71,79,81,99,101,104,107,110,114,115,116,117,123,127],fully_connect:[26,36],fully_connected_lay:114,fullyconnect:[3,5,7,10,13,20,23,26,29,36,42,43,45,51,52,65,78,93,95,99,100,110,114,115,116,118,119,120,123,125,127,129,134],fullyconnected0:36,fullyconnected0_bia:36,fullyconnected0_weight:[29,36],fullyconnected1_bia:29,fullyconnected1_weight:29,fullyconnectedbackward:51,fullyconnectedforward:51,fullyconnectedproperti:51,fun:[49,75,118],func32:30,func64:30,func:[13,17,30,34],functionvalu:54,functor:80,fundament:[51,109,124],further:[28,35,50,51,55,64,81,86,96,99,126,131],furthermor:[4,21,41,107,113,116,126],fuse:[29,52],fused_lstm_cel:34,fusedrnn:29,fusedrnncel:[29,34],fusion:52,futur:[11,24,31,34,50,52,59,66,80,114,128],gact1:137,gact2:137,gact3:137,gact4:137,gact5:137,gain:[50,52,125],game:[92,137],gamma1:[26,29,36],gamma2:[26,29,36],gamma:[16,26,27,28,33,35,36,137],gamma_initi:16,gammaln:[26,28,35,36],gan:137,gap:[63,100,138],garbag:[50,51,52],garner:78,gate:[11,17,29,34,92],gather:[26,36],gather_nd:[26,36],gaussian:[26,27,29,33,36,65,137],gbn1:137,gbn2:137,gbn3:137,gbn4:137,gbp:138,gcc:[61,84,86],gdata:[7,45],gecko:101,gelqf:[25,26,32,36],gemm2:[25,26,32,36],gemm:[25,26,32,34,36],gen:59,gen_sym:59,gener:[4,8,10,16,18,19,20,21,24,25,26,28,29,31,32,34,35,36,37,40,41,46,47,48,50,51,52,53,59,64,66,68,71,72,73,76,78,80,81,82,84,99,100,107,109,110,114,115,116,121,123,125,127,128,130,131,132,133,134,135],generalized_negative_binomi:[26,27,33,36],generatorsymbol:137,genfromtxt:95,genom:92,get:[2,7,8,10,13,18,20,22,26,29,30,34,37,43,45,46,48,49,50,51,52,54,59,60,61,63,65,66,69,70,71,72,74,78,79,80,84,86,87,90,91,93,95,99,100,102,103,104,105,106,107,109,111,112,116,117,118,120,121,122,123,125,127,129,133,134,135,136,137,138],get_batch_axi:20,get_children:36,get_config:22,get_data:115,get_fine_tune_model:65,get_imag:117,get_input_grad:[23,137],get_intern:[13,36,65,117],get_it:74,get_iter:65,get_kernel:30,get_list:20,get_metr:22,get_mnist:[100,107,116],get_mobilenet:15,get_model:[15,65],get_name_valu:22,get_next_st:34,get_one_layer_dropout_mlp:115,get_one_layer_mlp:115,get_output:[23,101,117,137],get_output_shap:36,get_param:[23,29,34],get_prob:[26,27,33,36],get_random:51,get_resnet:15,get_spac:51,get_stat:[23,29],get_stream:[51,80],get_symbol:8,get_text8:111,get_updat:[29,110],get_vgg:15,get_with_shap:80,getcwd:131,getdata:[20,131,137],getdatabatch:100,getindex:20,getlabel:[20,131],getlogg:[95,101,114,116],getopt:[86,87,91,101],getopterror:101,getpad:20,getparam:[43,51],gil:[53,93],girshick:92,gist:92,git:[55,60,61,71,74,84,86,87,90,91,93,134],github:[2,12,26,36,52,55,56,60,61,67,71,75,84,86,87,90,91,93,102,109,110,111,112,118,121,124,134,135,136],githubusercont:[86,87,110,121],give:[10,13,18,26,36,37,46,49,50,52,63,71,72,78,95,99,101,107,109,115,116,122,128,133,137,138],given:[2,5,13,14,17,18,20,22,23,26,28,29,34,35,36,37,46,48,51,52,63,65,68,69,75,78,80,95,99,107,115,116,128,131,132,138],glanc:51,glibc:84,global:[7,13,14,16,20,23,26,29,36,45,49,51,52,53,63,75,93,128],global_init:29,global_pool:[26,36],globalavgpool1d:16,globalavgpool2d:16,globalavgpool3d:16,globalmaxpool1d:16,globalmaxpool2d:16,globalmaxpool3d:16,glori:2,glu:2,gluon:[2,8,63,66,79,104,106,107],gnu:[84,86,92],goal:[34,48,49,114],goe:[49,50,55,72,80,137],going:[16,26,36,49,61,80,95,100,119,123,137],gold:[26,36],gomxnet:75,gone:110,good:[18,22,26,36,44,48,51,52,54,61,65,66,70,78,81,92,104,107,116,128,138],googl:[55,60,92,99],googlenet:68,got:36,gout:137,gpg:84,gpl:92,gprof:[53,72],gpu0:49,gpu1:49,gpu:[1,2,4,6,13,21,23,24,25,26,27,28,30,31,34,35,36,38,39,40,41,42,43,44,45,48,50,51,52,65,67,70,78,80,86,99,105,107,109,110,113,115,116,117,119,123,124,125,128,134,137,138],gpu_b:44,gpu_devic:[96,99,131,132],grad1:23,grad1_dev1:23,grad1_dev2:23,grad2:23,grad2_dev1:23,grad2_dev2:23,grad:[8,13,21,26,28,29,35,36,51,52,54,103,104,105,110,132,137],grad_a:52,grad_arrai:[10,26,28,35,36,137],grad_b:52,grad_dict:10,grad_func:23,grad_req:[8,10,13,23,26,36,110],grad_scal:[26,36,60],grad_w:132,gradd:137,gradf:137,gradfunctionargu:51,gradient:[5,8,10,13,16,21,23,24,25,26,27,28,29,31,32,33,34,35,36,49,50,52,54,59,67,70,80,81,95,99,100,103,104,105,107,110,116,119,120,133,137],gradr:137,gradsf:137,gradsr:137,grai:18,grain:[7,12,17,37,45,46,50,52,78,127],gram:[24,26,31,36,110],granular:[63,72],graph:[7,8,10,13,14,15,17,23,26,34,35,36,37,45,46,49,51,52,53,54,63,64,67,72,78,79,80,86,87,90,91,103,104,105,106,109,123,128,137],graphic:122,graphviz:[76,86,87,90,91],grave:[24,26,29,31,36],grayscal:[18,107,116,137],great:[7,34,45,51,70,80,93,107,116,118],greater:[26,27,28,33,34,35,36,48,50,66,80,127,137],greater_equ:26,greatest:[66,121,128],greatli:[40,48,66,73,80,107,116],green:[49,121,137],grei:[26,119],grep:72,greyscal:[12,125],grid:[26,30,36,69,137],grid_dim:30,gridgener:[26,36],ground:[20,22,24,26,31,36,52,78],group2ctx:[10,23,36,68],group:[7,10,16,24,26,31,36,37,45,46,53,55,56,59,61,106,115,128,133],group__imgproc__transform:18,group_siz:[24,31],groupid:[90,91,130],groupinstal:84,grouplen:115,grow:[26,36,48,72,97],growth_rat:15,gru:[11,17,26,34,36,92,121],gru_:[17,34],grucel:[17,34],gt_area:20,gtest:55,gtx:[75,99],guarante:[20,21,26,28,51,69,80],gui:[86,101],guid:[48,51,54,55,60,61,66,69,70,71,84,86,87,90,91,129,130],guidanc:55,guidelin:[62,75,90,118,119,120,137],h2h:34,h2h_bia:134,h2h_bias_initi:[11,17],h2h_dilat:11,h2h_kernel:11,h2h_weight:134,h2h_weight_initi:[11,17],h5py:20,h_drop:110,h_pool:110,h_w:[26,36],had:[52,78,128,137],hadoop:[61,93,94,96],half:[16,26,27,33,36,50,52,137],halv:16,hand:[10,51,52,66,68,78,99,107,116,119,129],handi:23,handl:[7,10,12,20,21,26,28,30,34,36,45,50,51,53,63,67,70,72,91,93,94,133],handwritten:[12,39,100,109,118,120,122,123,124,126,127,137],happen:[15,21,51,66,68,69,80,81,116,123,131,132,133,137,138],hard:[49,71,106,126,138],hard_reset:20,harder:49,hardwar:[49,50,61,68,86,96],has:[3,13,14,15,16,17,18,20,21,23,24,25,26,27,28,31,32,33,34,35,36,40,48,49,50,51,52,53,54,55,56,59,60,61,63,65,68,69,70,72,73,78,80,81,84,86,87,91,92,93,94,95,96,97,98,99,103,104,105,106,107,108,110,113,114,116,119,125,128,130,131,132,137,138],hash:[7,13,24,26,31,84,87,90],hasnext:[43,129],hat:[78,84],have:[7,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,31,32,33,34,35,36,40,43,45,48,49,50,51,52,54,55,56,57,59,60,61,64,65,66,67,68,69,70,71,73,76,78,80,81,84,86,87,90,91,93,95,96,97,99,100,101,103,104,107,108,110,114,115,116,119,120,121,123,125,126,128,129,131,132,133,134,135,137,138],haven:[55,131],hdd:[18,48,138],hdf:[26,28,36,42,44,48,72,93,94,96,126],head:[8,10,20,26,27,33,36,51,55,65,70,115,118,128,138],head_grad:8,header1:[93,98],header2:[93,98],header:[18,20,30,48,51,80,84,87,90,91,93,98,100,101,125],heard:78,heavi:[51,96,100],heavili:55,height:[16,18,20,24,26,31,36,107,116,117,122,137],held:[52,78,133],hello:116,help:[13,15,16,20,23,28,34,37,46,48,49,50,51,52,55,56,66,67,72,78,94,100,101,109,128,131,135,137,138],helper:[10,18,86,117,121,128,137],helpinfo:101,henc:[66,97],here:[2,10,20,23,24,25,26,29,31,32,36,44,48,49,50,54,61,63,66,68,69,70,72,74,76,78,80,84,86,90,91,93,94,96,97,98,99,100,101,103,104,105,106,107,110,114,115,116,128,134,135,137,138],heterogen:68,heurist:[26,36,48,50,68],hexadecim:13,hidden:[17,26,34,36,78,79,99,100,107,114,115,116,121,123,125,127,128,134],hidden_activ:78,hidden_al:134,hidden_channel:11,hidden_concat:134,hidden_dim:34,hidden_linear:78,hidden_nod:123,hidden_s:17,hide:[40,51],hierarchi:80,high:[2,5,7,13,23,24,26,27,29,31,33,36,39,43,45,47,49,51,52,54,55,63,66,68,70,71,78,79,81,105,107,116,128,131,132,138],higher:[8,20,21,23,26,34,36,50,66,69,71,78,107,116,137],highest:[26,36],highli:[45,80,81,126],hight:121,hing:14,hingeloss:14,hint:[51,80],hinton:[26,29,36],histori:[8,26,52],hmm:135,hold:[13,18,24,25,26,28,34,36,37,46,50,69,80,104,118,131,132,133,137],holder:[78,110,116,131],holdout:135,home:[60,84,86,87,90,101,134],homebrew:[86,87],homogen:[26,78,80,96],hood:[5,109],hope:[49,75],horizont:[18,20,26,36,40,48,107,116],horizontalflipaug:[3,18],host:[2,39,40,42,43,44,45,51,52,55,69,81,87,90,91,101,125,138],hostnam:[69,138],hot:[26,36],hour:[40,73,86],how:[2,4,9,10,12,13,20,21,22,24,26,29,31,34,36,37,41,46,48,49,51,52,53,54,59,61,63,65,67,68,71,72,73,74,75,78,80,81,84,86,87,90,91,93,94,95,99,100,104,105,107,110,111,113,114,115,116,117,119,121,122,123,124,125,130,132,133,137,138],how_to:[26,36],howev:[20,21,29,49,50,51,52,53,59,66,69,70,71,78,80,86,93,96,97,101,106,109,120,128,131,137],howto:82,hsl:20,html:[6,12,18,26,36,55,65,101],http:[1,6,11,12,17,18,20,24,26,28,29,31,34,35,36,55,60,61,63,65,71,75,76,81,84,86,87,90,91,93,94,95,101,110,111,112,115,117,119,121,128,134,138],huang:92,hub:86,huberloss:14,hue:[18,20],huejitteraug:18,huge:[48,78,109,111,138],human:29,hundr:78,hurt:104,hwe:101,hybrid:[13,17,79],hybrid_forward:[13,14,106],hybridblock:[13,15,16,109],hybridlambda:16,hybridrecurrentcel:17,hybridsequenti:[13,79],hyper:[65,69,107,116,127],hyperparamet:[99,128,137],hyperperamet:137,hypot:36,hypotenus:[26,36],hzafyba:101,i2h:34,i2h_bia:134,i2h_bias_initi:[11,17],i2h_dil:11,i2h_kernel:11,i2h_pad:11,i2h_weight:134,i2h_weight_initi:[11,17],i386:84,i686:84,iOS:75,i_1:97,i_batch:23,i_m:97,iandola:92,ics:95,id2:[20,93,98],id_rsa:61,idea:[48,49,50,51,66,68,75,78,115,123],ideal:[26,36,48,49,50,51,72,109,138],ident:[15,20,21,22,25,26,32,36,51,80,81,97],identif:[65,100],identifi:[29,48,100,129,131],identityattachklsparsereg:[26,36],ids:[28,35],idx1:[20,74,100,129],idx3:[20,74,100,129],idx:[18,20,93,98,110,121,122,128],idx_path:20,ifft:[24,31],ifftop:[24,31],ignor:[13,16,20,21,22,24,26,31,34,36,93,131],ignore_extra:13,ignore_label:[22,24,26,31,36],ignore_stale_grad:13,ignorelength:128,igrad:51,illumin:20,illustr:[48,49,80,100,104,106,114],ilsvrc2010_val_00025082:[40,73],ilsvrc2010_val_00035554:[40,73],ilsvrc2010_val_00048728:[40,73],ilsvrc2012:75,ilsvrc2012_val_00000001:93,im2rec:[18,20,40,65,73,94,138],im_info:[24,31],imag0:[24,31],imag1:[24,31],imag:[1,2,3,12,15,16,20,23,24,26,31,36,38,39,48,61,63,65,69,71,72,74,76,78,86,90,92,100,101,107,109,115,116,117,118,119,120,123,124,125,126,127,129,134,137],image_dataset:[65,93,94],image_io:94,image_it:[93,137],image_path_0:18,image_path_1:18,image_root_dir:[40,73],image_s:100,imagedetit:18,imagedetrecordit:20,imagefolderdataset:12,imageid:125,imageit:[3,18,20,94],imagelabel:18,imagenet:[29,48,65,72,75,78,92,101,117],imagerecord:40,imagerecorddataset:12,imagerecordit:[3,20,40,48,53,65,73,74,98],imagerecorditer_v1:20,imagerecorduint8it:[3,20],imagerecorduint8iter_v1:20,imagin:[47,52],imdb:92,imdecod:[3,18,20,26,53,93],img:[18,20,26,53,93,94,101,117,122,137],img_fmt:[20,93,98],img_hight:137,img_path:53,img_width:137,imglist:18,imgpath:18,imgrec:[18,20],imgur:101,immedi:[6,21,26,51,109,126],immut:[51,128],impact:[52,63,72,79,107,116,128],imper:[2,6,13,23,25,26,27,28,36,47,49,50,51,53,64,79,80,99,100,105,106,107,109,131,132],implement:[13,16,17,20,23,26,28,34,35,36,40,48,50,51,52,53,55,59,60,63,67,68,70,71,72,73,78,79,81,92,93,94,97,99,100,106,107,110,114,115,116,119,124,128,131,132,133,134,137],impli:80,implic:52,implicit:[26,36,50],implicitli:[16,50,52,60,96,99],importantli:[49,132],importerror:131,imposs:51,improv:[19,26,29,34,36,52,55,56,66,67,70,75,99,125,126,138],impulsari:40,imread:[18,20,93,101,117],imres:93,imshow:[93,94,117,137],in3a:99,in_attr:[70,80],in_channel:[15,16,104],in_data0:51,in_data:[51,70,80,104],in_dtyp:104,in_grad:[51,70,80,104],in_shap:[51,70,104],in_typ:70,in_unit:[16,105],inaccuraci:114,incarn:78,incept:[71,72,75,92,99,117,122,138],inception3:15,inception_bn:[101,122],inception_predict:101,inception_v3:15,inceptionbn:75,inceptionfactorya:99,incident:116,includ:[3,13,14,19,20,21,22,23,24,26,27,29,30,31,33,34,36,40,48,49,51,52,53,54,60,61,66,67,70,71,72,73,75,78,79,80,84,86,87,90,91,94,96,99,100,106,107,114,116,122,126,128,135,138],inclus:[26,28,35,36],incompat:100,incomplet:12,inconsist:[36,51],incorpor:52,incorrect:[14,80],increas:[21,34,65,66,69,72,86,126,137,138],increment:137,incub:[55,58],incur:51,ind1:97,ind2:97,ind:[97,118,120,123],ind_1:97,ind_2:97,ind_n:97,indata:134,inde:116,indent:19,independ:[13,40,49],index:[14,16,18,20,22,24,29,31,34,48,54,55,74,80,82,93,94,98,102,110,111,112,113,121,122,128,129,130,132,134,135,136],index_0:18,index_1:18,indexedseq:[45,128],indexing_op:[24,26,31,36],indic:[9,14,20,22,23,24,26,28,29,31,34,35,36,40,48,51,70,78,80,86,96,108,131,132,133,138],indices_list:[131,132],indices_np:[131,132],indispens:78,individu:[20,29,66,78,93,110],indptr:[26,28,35,36,131,132],indptr_list:131,indptr_np:131,industri:[78,128],inf:[26,36],infam:53,infer:[3,7,8,10,13,15,16,17,20,23,26,28,34,35,45,51,53,54,63,70,71,72,78,81,93,100,101,105,106,107,109,116],infer_shap:[13,36,70,80,99,104,110],infer_shape_parti:36,infer_typ:[13,36,70,99],inferargsmap:100,inferenc:81,infershap:51,infin:29,infinit:101,influenc:48,info:[20,54,71,74,93,95,101,131],inform:[3,13,14,17,18,20,21,23,24,29,31,34,40,42,44,48,52,54,56,59,64,66,70,72,80,91,93,96,100,101,112,114,115,116,122,128,130,133],infrastructur:128,infrequ:66,ingredi:[26,36],inherit:[7,28,29,45,80,93,94,105,106,107,119,131],inhibit:[26,36],inhibitatori:78,init:[2,4,13,21,26,29,36,41,51,65,71,86,95,101,105,107,113,121,125,133,137],init_optim:[23,29,95,133,137],init_param:[5,23,29,95,133,137],initc:128,initdesc:29,inith:128,initi:[2,5,11,13,16,17,18,19,20,22,26,28,34,36,43,44,51,59,61,64,65,69,79,80,95,96,100,104,106,110,114,116,119,121,125,128,133,137],initparam:43,initst:128,inl:[51,80],inlin:[51,80,93,94,98,117],inner:[26,28,35,36,76,80,115],inner_gfn_in:54,inner_gfn_out:54,inner_product_param:60,innerproduct:60,innov:78,inplac:[10,44,51,63,104],input0:51,input1:70,input2:70,input:[3,4,5,6,7,8,10,11,13,14,15,16,17,18,20,21,22,24,25,26,27,28,30,31,32,33,34,35,36,40,41,42,43,45,48,50,51,52,54,55,59,60,63,67,68,73,74,76,78,79,80,93,95,99,101,104,105,106,107,110,113,114,115,116,117,118,120,121,122,123,125,127,128,131,132,133,134,135,137],input_arrai:[26,36],input_dim:[16,24,26,31,34,36,76,110,115],input_i:110,input_length:134,input_s:17,input_shap:[11,110],input_typ:[24,31],input_x:110,inputndarrai:128,inputs_need_grad:[23,137],inputsplit:48,insal:86,insensit:29,insert:[13,18,20,26,36,50,87],insid:[8,80,81,103,107],inside_weight:51,insight:[47,78],inspect:[52,72,96],inspir:[49,50],inst:91,instal:[10,23,65,69,74,76,79,83,84,85,88,89,93,95,96,99,101,107,114,116,117,128,129,130,131,132,133,138],install_bas:[84,87,90],install_dep:[84,87,90,91],install_monitor:[10,23],install_name_tool:87,install_vers:91,instanc:[16,20,22,23,26,28,29,36,43,48,59,66,69,70,80,86,93,94,126,131,138],instance_norm:[26,36],instancenorm:[26,36],instanti:[28,29,79,80,133],instead:[6,7,8,13,14,16,17,20,21,22,23,24,26,28,29,30,31,34,35,36,43,45,49,50,52,53,54,59,60,68,70,72,74,80,90,91,95,96,105,106,107,116,127,131,137,138],instruct:[50,53,71,72,74,76,84,86,92,93,95,96,99,101,107,114,116,117,128,129,130,131,132,133,138],int32:[20,24,26,28,31,36,70,96,97,99,134],int64:[21,28,132],integ:[12,14,15,16,23,24,26,28,30,31,34,35,36,70,96,99,108,114,121,128],integer_image_index:[40,73],integr:[81,86,122,134],intel:[86,91,101],intellig:52,intend:[10,20,26,30,36],intens:[68,107,116,137],intention:51,inter_method:[18,20],interact:[20,23,51,52,84,115,132],interchang:[26,36,95],interconnect:138,interest:[24,26,31,36,49,52,75,78,101,122],interfac:[2,4,5,12,13,21,22,23,26,27,28,29,30,33,39,41,43,44,49,50,52,55,60,70,75,78,79,80,84,87,90,91,93,96,98,99,101,105,106,107,112,113,116,123,127],intermedi:[5,13,23,43,52,54,59,68,99],intermediari:53,intern:[2,10,13,14,18,20,22,26,29,49,51,52,54,56,59,63,67,80,95,99,107,117,119,120,122,125,126,131,132],internet:101,interp:18,interpol:[18,20,26,36],interpret:[20,26,36,52,53,80,93,97],intersect:20,interv:[9,26,27,28,33,35,36,128],introduc:[7,17,18,40,45,48,49,50,52,59,78,95,99,107,113,116,123,124,133],introduct:[34,67,68,108,131],introductori:79,introspect:36,intuit:[52,65,109],invalid:[20,22,34,118],invalid_kei:34,invalid_label:34,invari:[107,116],invers:[25,26,27,28,32,33,35,36,110],invert:[26,36],investig:78,invis:[52,70],invit:57,invok:[21,42,51,52,80,86,106,117,128,131,133,138],involv:[23,25,26,32,36,48,49,51,66,80,81,95,113],io_func:135,ioff:[16,122],iot:101,iou:[20,24,31],iou_loss:[24,31],ip0:[24,26,31,36],ipynb:[65,93,94,95,96,97,98,99,103,105,106,107,108,114,115,116,117,131,132,133],irhead:[20,93,98],is_ascend:[26,36],is_multipli:[26,36],is_ndarrai:30,is_record:8,is_train:[5,8,10,23,26,28,35,36,51,70,95,104,110,133,137],iscolor:20,isinst:[12,52],isn:[8,49,51,52,61],isol:81,issu:[48,49,50,55,64,86,91,92,96,107,116,126],item:[6,12,18,20,26,36,76,93,97,98,110,115,135],iter1:20,iter2:20,iter:[5,9,10,12,13,21,23,26,34,42,48,49,52,53,54,59,60,63,65,68,69,73,74,79,94,95,97,98,100,103,105,106,107,109,110,114,115,116,118,121,122,124,125,128,137],iter_csv:20,iter_end_callback:[9,34],iter_epoch_callback:9,iter_image_recordio:20,iter_image_recordio_2:20,iter_libsvm:20,iter_list:20,iter_mnist:[20,74],iter_next:[20,137],iter_predict:23,itertool:110,its:[12,13,15,16,18,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,51,52,54,55,60,65,68,70,71,78,80,86,91,93,94,96,99,106,107,108,110,114,116,119,125,128,131,132,133,138],itself:[21,29,36,49,51,52,54,68,78,80,99,100],j10:84,jack:75,jar:[84,87,90,91,130],java8:84,java:[75,84,90,91],javascript:75,jazz:92,jdeng:75,jdk:84,jerryzcn:92,jetson:86,jianshu:111,jit:[52,109],jitter:18,jmlr:29,jni:75,job:[36,42,52,61,63,81,84,137,138],join:[67,131],jozefowicz:[29,34],jpeg:[18,20,40,48,73,93,101,122,138],jpg:[12,18,20,65,93,98,101,117],json:[7,9,13,18,23,29,34,36,42,45,60,63,65,72,92,99,106,110,117,138],json_str:36,jspisak:92,judici:48,julia:[26,36,59,82,86,128],julialang:84,june:128,jupyt:[19,61,76,86,87,90,91,93,95,96,99,107,114,116,117,131,132,133],just:[2,5,9,13,16,23,26,36,37,46,48,49,50,52,54,55,72,78,80,84,95,96,97,99,105,106,107,114,116,119,120,125,128,131,135,138],justic:128,jychoi84:92,k7mdeng:61,k80:[72,119,138],kaddto:[51,70],kaggl:125,karpathi:54,kdevmask:51,keep:[8,12,13,15,23,24,26,28,29,31,36,48,50,51,52,70,101,105,107,116,138],keep_highest:[26,36],keepdim:[26,28,35,36],kei:[7,13,20,23,26,28,29,34,36,45,48,50,51,59,60,68,70,74,80,84,90,93,98,101,107,109,116,128,138],kept:[16,26,36],kera:67,kernel:[7,11,16,24,26,30,31,34,36,45,51,52,53,63,71,72,80,86,91,99,110,116,119,125,137],kernel_assign:80,kernel_s:[16,26,36,105,106,107],kevinli7:92,key_typ:20,keynot:128,keyserv:[84,90],keyword:[17,20,23,34,36,51],kill:[61,86,101],kim:110,kind:[23,26,36,40,48,52,56,65,67,68,78,97,101,115],kinplaceinout:51,kinplacelhsout:51,kinplaceoutin:51,kinplaceoutlh:51,klass:29,kldivloss:14,kmagic:48,kmp_affin:72,knew:52,knitr:55,knoinplac:51,knorm:[26,36],knormal:51,know:[18,43,51,52,59,63,80,95,96,99,101,105,107,128,131,132],knowledg:[68,131,132,133],known:[23,26,36,54,70,80,99,107,116,119],knullop:[51,70],krandom:51,krelu:70,kriz:12,krizhevski:92,ksigmoid:70,ksoftrelu:70,ktanh:70,ktempspac:51,kullback:14,kvstore:[2,13,23,29,39,40,42,43,44,45,51,63,65,69,72,81,113],kwarg:[10,13,14,15,16,17,18,20,22,23,24,25,26,27,28,29,31,32,33,34,35,36,51,104,105,106,107],kwriteinplac:[51,70],kwriteto:[51,70],l0_init_c:128,l0_init_h:128,l100:[24,26,31,36],l101:[26,28,35,36],l103:[26,28,35,36],l104:[26,28,35,36],l106:[26,36],l107:[26,36],l109:[26,36],l112:[26,36],l113:[26,36],l114:[26,36],l115:[24,26,31,36],l116:[26,36],l118:[26,36],l123:[26,28,35,36],l126:[26,36],l128:[25,26,32,36],l131:[26,36],l132:[26,36],l133:[26,36],l136:[26,36],l138:[26,36],l144:[26,28,35,36],l145:[26,36],l146:[26,36],l149:[26,36],l150:[26,36],l156:[26,36],l157:[26,36],l160:[26,36],l163:[26,28,35,36],l167:[26,28,35,36],l168:[26,36],l170:[26,36],l174:[26,36],l175:[26,28,35,36],l176:[26,36],l178:[25,26,32,36],l182:[26,28,35,36],l190:[26,36],l192:[26,36],l195:[26,36],l1_init_c:128,l1_init_h:128,l1loss:14,l200:[26,28,35,36],l201:[26,28,35,36],l207:[26,36],l216:[26,28,35,36],l223:20,l224:[26,36],l229:[26,36],l231:[26,36],l234:[26,28,35,36],l236:[25,26,32,36],l245:[26,36],l250:[26,28,35,36],l257:[26,36],l264:[26,28,35,36],l265:20,l268:[26,36],l277:[26,36],l279:[26,36],l281:[26,28,35,36],l282:[26,36],l284:[26,36],l286:[26,36],l287:[26,36],l289:[26,36],l293:[24,25,26,31,32,36],l297:[26,28,35,36],l298:20,l2_init_c:128,l2_init_h:128,l2_norm:110,l2_normal:[26,36],l2loss:14,l2normal:[26,36],l308:[26,28,35,36],l311:[26,36],l347:20,l356:[25,26,32,36],l364:[26,36],l366:[26,36],l368:20,l369:[26,36],l380:[26,36],l386:[26,28,35,36],l400:[26,36],l405:[25,26,28,32,35,36],l41:[24,31],l421:[26,36],l424:[26,28,35,36],l445:[26,28,35,36],l45:[26,36],l461:[25,26,32,36],l463:[26,28,35,36],l467:[26,36],l46:[26,28,35,36],l481:[26,28,35,36],l498:[26,36],l500:[26,28,35,36],l50:[26,36],l517:[26,28,35,36],l51:[26,36],l529:[25,26,32,36],l52:[26,36],l537:[26,28,35,36],l53:[26,28,35,36],l54:[26,36],l559:[26,36],l560:[26,28,35,36],l56:[24,31],l580:[26,28,35,36],l58:[24,26,31,36],l597:[26,36],l598:[25,32],l59:[26,36],l600:[26,36],l614:[26,36],l61:[26,28,35,36],l637:[26,28,35,36],l63:[26,28,35,36],l649:[26,28,35,36],l64:[26,36],l661:[26,28,35,36],l66:[26,36],l673:[26,28,35,36],l67:[24,26,31,36],l698:[26,28,35,36],l69:[25,26,28,32,35,36],l70:[26,36],l716:[26,28,35,36],l71:[26,36],l73:[26,36],l748:20,l765:20,l766:[26,36],l77:[26,36],l78:[26,36],l80:[26,36],l82:[26,36],l83:[26,28,35,36],l84:[26,28,35,36],l85:[26,28,35,36],l90:[26,36],l91:[26,36],l92:[26,36],l93:[26,28,35,36],l95:[26,36],l97:[26,36],l98:[26,36],l_cell:[17,34],la_op:[25,26,32,36],label1:[20,93,98],label2:[20,93,98],label:[3,10,12,14,17,18,20,22,23,24,26,28,29,31,34,35,36,43,48,49,51,53,60,69,70,74,76,79,92,93,94,95,98,99,100,101,105,107,110,114,115,116,117,118,119,120,121,123,125,127,128,129,131,133,137],label_0:18,label_1:[18,40,73],label_2:[40,73],label_3:[40,73],label_4:[40,73],label_al:115,label_csv:20,label_gen:93,label_index:[40,73],label_layout:14,label_length:[14,24,31,134],label_libsvm:20,label_mean:135,label_n:18,label_nam:[3,18,20,22,23,34,40,65,74,93,95,114,115,117,129,133,137],label_pad_valu:20,label_pad_width:20,label_sequence_length:[14,24,31],label_shap:[3,5,18,20,23,29,70,93,95,117,131,133,137],label_width:[18,20,40,73],labelelem:129,labelshap:43,labelt:128,lam:[26,27,33,36],lambda:[12,16,22,26,27,33,36,51,52,93],lamda1:[26,28,29,35,36],lamda:29,lanczo:18,lanczos4:20,langevin:29,languag:[1,2,7,20,26,34,36,38,39,42,44,45,50,54,55,59,66,68,70,75,78,79,84,86,87,90,91,93,94,96,99,101,106,112,118,120,121,122,123,125,126,127],lapack:[25,26,32,36,86],lappli:125,laptop:71,larg:[15,18,24,26,28,29,31,35,36,43,48,61,65,66,68,69,72,74,78,86,92,93,99,101,107,109,116,131,132],large0:[28,132],larger:[10,15,18,20,24,26,31,34,36,48,49,50,63,65,66],largest:[26,28,35,36,72,128],last:[6,12,13,14,16,17,20,21,22,23,24,26,27,28,31,33,34,35,36,49,50,52,55,60,65,75,78,80,95,96,107,116,117,119,121,123,131,137],last_batch:12,last_batch_handl:[20,131,133],last_stat:134,lastli:131,late:121,latent:[92,115],later:[8,26,29,36,40,42,43,48,51,52,55,70,73,80,84,86,90,96,99,101,115,116,118,131,133],latest:[1,21,23,71,79,84,86,91,129,138],latter:[25,26,32,36,50,59,80,100,114,135],launch:[30,52,61,63,66,80,81,86,109,138],launcher:69,law:52,layer:[2,6,7,8,11,13,14,15,19,24,26,29,31,36,37,39,40,42,43,45,46,49,50,52,53,54,59,60,63,65,66,68,69,71,72,75,76,79,80,93,99,100,104,105,106,107,109,110,114,115,116,117,121,123,125,127,129,133,134,135,137,138],layer_nam:65,layeridx:134,layout:[11,14,16,17,23,24,26,31,34,36,53,93,96,118,120,123],lazi:126,lazili:96,ld_library_path:[71,84,86,90],ldconfig:90,lead:[25,26,29,32,36,63,66,78,92,112,128,131],leadership:128,leaf:36,leak:81,leaki:[16,26,36,137],leaky_relu:[26,36],leakyrelu:[11,16,26,36,137],learn:[1,2,7,8,11,13,15,21,22,24,26,27,28,29,31,33,35,36,38,39,40,42,43,45,51,54,60,61,64,65,68,69,78,79,81,84,86,92,93,95,98,99,101,104,105,106,107,109,110,114,115,116,118,119,120,121,122,123,124,125,127,128,132,133,137],learnabl:[24,26,31,36,80,93,104,107,116],learning_r:[13,23,26,28,29,35,36,65,95,100,105,107,110,114,115,116,132,133,137],learningr:[42,43,128,129],learnt:[26,36],least:[15,18,26,28,36,51,81,86,96,97,101,138],leav:[26,52,80],lecture_slides_lec6:[26,29,36],lecun:[12,20,100,125],left:[18,24,26,28,29,31,35,36,50,51,68,96,107,116,128,137],leg:[26,36],leibler:14,leliana:75,lempitski:[26,36],len:[12,13,21,59,99,101,110,113,115,121,134,135],lenet:[69,107,116,119,138],lenet_model:116,lenght:[24,31],length:[9,10,11,12,14,15,17,18,23,24,26,27,31,33,34,35,36,41,48,50,54,67,70,78,96,108,110,120,121,128,129],less:[12,15,20,21,23,26,27,29,33,34,36,48,50,51,52,63,68,72,86,93,94,97,99,106,107,116,125,138],less_equ:26,lesser:[26,36,131],lesser_equ:26,let:[2,4,18,20,21,22,26,36,38,39,41,49,50,51,52,59,60,68,70,74,75,78,80,93,94,95,97,98,99,100,101,103,107,108,109,113,114,116,118,119,120,122,123,125,126,129,131,132,137],letter:[36,95,128],level:[2,5,7,13,15,18,23,29,34,39,43,45,47,49,52,53,54,63,65,66,68,71,72,78,86,93,105,106,107,112,115,116,119,121,133,137,138],levelnam:101,leverag:[53,68,80,86,93],lhs:[26,28,35,36,44,51,99,127,131,132],lhs_grad:51,lib64:[84,86,90],lib:[23,61,69,71,84,86,87,90,91,100],libatla:[61,84,86],libbla:86,libc6:84,libc:84,libcudnn5:84,libcudnn:[87,90],libcurl4:[61,74],libdc1394:61,libgcc_s_seh:91,libgfortran:91,libgraphviz:[84,90],liblapack:86,libmous:[84,90],libmxnet:[61,69,84,86,87,90,91,100],libopenbla:[86,90,91],libopencv:[61,84,86,90],libquadmath:91,librari:[18,47,49,50,51,52,53,54,61,69,71,75,76,78,79,80,86,93,96,99,100,101,109,118,130,134,135,137,138],libssl:[74,84],libsvm:[20,131],libsvmit:[20,131,133],libxml2:84,libxt:84,licens:[84,92],lie:[26,36],life:[23,50,104,128],lifespan:50,lifetim:[50,107,116],light:[51,75],lightbend:84,lightingaug:[3,18],lightweight:[49,51,64,75],like:[2,12,13,21,22,23,24,25,26,27,28,29,31,32,33,34,35,36,37,43,44,46,48,49,50,51,52,53,54,55,58,63,64,65,66,68,69,70,71,72,74,76,78,80,81,84,86,91,92,93,94,96,99,100,101,104,105,106,107,109,110,115,116,119,121,128,135,137,138],likelihood:[22,26,27,33,36,128],likelihoodd:22,limit:[24,26,27,28,31,33,35,36,50,51,52,53,59,66,86,92,138],limited_workspac:[26,36],lin:92,lin_reg_label:114,lin_reg_output:114,linalg:[25,32],linalg_gelqf:[26,36],linalg_gemm2:[26,36],linalg_gemm:[26,36],linalg_potrf:[26,36],linalg_potri:[26,36],linalg_sumlogdiag:[26,36],linalg_syrk:[26,36],linalg_trmm:[26,36],linalg_trsm:[26,36],line:[19,20,26,36,48,49,52,53,55,60,61,69,70,74,75,78,80,86,96,101,115,119,128,130,131,134,135],linear:[16,17,19,26,28,29,35,36,61,76,78,80,84,86,87,92,99,107,109,110,116,123],linearli:[107,109,116,125],linearregressionoutput:[26,36,76,99,114,115,118,120,123,133],linger:61,link:[50,64,71,84,86,91,100,101,122,123,135],lint:55,linter:55,linux:[60,61,63,71,72,84,86,90,91,100,128],lipli:122,list:[3,8,9,10,11,12,13,14,15,16,17,18,20,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,42,43,44,48,49,50,51,55,57,58,61,63,65,80,84,86,93,94,95,96,97,98,101,104,108,110,117,118,119,120,121,125,126,131,132,137,138],list_argu:[10,36,70,93,99,104,110],list_attr:36,list_auxiliary_st:36,list_ctx:13,list_data:13,list_grad:13,list_input:36,list_output:[7,13,36,70,93,99,104,110,117],listargu:51,listauxiliaryst:51,listbuff:129,listoutput:[45,51],lite:69,literatur:92,littl:[51,75,80,118,125],liu:92,live:[10,23,26,78,108],lliim:128,lmdb:60,load:[2,7,10,12,13,15,18,19,21,23,26,28,29,34,36,38,39,42,45,47,49,50,51,52,53,61,63,65,72,74,86,90,91,96,98,101,106,109,110,120,123,128,133,135,137,138],load_checkpoint:[10,23,65,95,101,117],load_data_and_label:110,load_data_batch:10,load_json:36,load_optimizer_st:[21,23],load_param:[13,23],load_rnn_checkpoint:34,load_stat:13,loadcheckpoint:[42,43,128],loader:119,loadmodelepoch:43,loadoptimizerst:43,loc:[26,27,33,36],loc_pr:[24,31],local:[4,7,13,18,21,23,26,30,36,41,48,55,61,69,72,74,84,86,87,90,91,101,110,113,135,138],local_op:54,localhost:76,localis:[26,36],locat:[15,18,24,26,31,36,48,55,60,66,69,72,91,92,94,107,116,126,128,135,138],locationnet:92,lock:[53,93],log10:[26,28,35,36],log1p:[26,28,35,36],log2:[26,28,35,36],log:[9,10,14,18,22,23,26,27,28,29,33,35,36,65,69,71,92,93,95,101,110,114,115,116,118,119,125,128,131,132,133,135],log_softmax:[14,26,36],log_train_metr:9,logarithm:[25,32],logger:[10,23,101,118],logic:[13,48,51,80,99,106],login:[86,138],logist:[14,26,36,78,137],logisticloss:14,logisticregressionoutput:[26,36,120,137],logvalidationmetricscallback:9,longer:[17,18,34,50,66,81],longest:[50,59,110],look:[18,23,26,28,35,36,49,50,51,52,54,68,72,78,80,91,93,94,97,98,99,109,110,119,128,131,132,137],lookup:[76,115,121],loop:[13,36,48,52,54,59,97,99,105,107,110,137],loss:[3,8,10,13,19,20,22,23,24,26,28,29,31,35,36,40,51,52,60,66,69,70,76,79,80,99,107,114,115,116,119,123,124,125,127,128,133,134,138],loss_binary_op:[26,36,51],lossgrad:49,lot:[18,20,49,51,107,109,116],low:[13,21,22,26,27,33,36,48,50,54,65,66,72,74,75,78,86,105,112,131],lower:[25,26,27,29,32,33,34,36,48,66,99,110,137],lower_bound:[26,36],lowercas:128,lowest:[34,78],lr_mult:[13,29,36],lr_sch:29,lr_schedul:13,lrecord:48,lrn:[26,36],lro2:120,lro:[114,118,120,123,133],lro_ab:120,lro_ma:120,lrschedul:29,lst:[18,20,40,73,93,121],lstm:[11,17,26,34,36,54,59,68,69,112,121,134],lstm_:[17,34],lstm_bi_l2_out_output:34,lstm_cell:34,lstm_l0_h2h_bia:34,lstm_l0_h2h_weight:34,lstm_l0_i2h_bia:34,lstm_l0_i2h_weight:34,lstm_ocr:134,lstm_paramet:34,lstm_r0_i2h_weight:34,lstm_rnn_output:34,lstm_t0_out_output:34,lstm_t0_state_output:34,lstm_t4_out_output:34,lstm_t4_state_output:34,lstm_unrol:[59,134],lstm_word:111,lstmbia:[17,29],lstmcell:[17,29,34],lstminferencemodel:128,lstmp:135,lstmparam:134,lstmstate:134,lstmunrol:128,lua:54,luck:52,luckili:[95,126],m40:72,m_functionvalu:54,m_samplesinrecurrentstep:54,mac:[60,91,101],macaw:122,machin:[5,8,11,15,21,23,26,36,48,49,52,61,66,68,72,78,79,81,84,86,90,91,95,96,98,99,101,105,109,110,119,131,132,138],macintosh:101,maco:[63,84,86],macro:[51,80],made:[9,13,17,23,26,28,36,47,50,55,70,107,114,116],mae:[22,23,26,36,95,123],maeregressionoutput:[26,36,120],magic:48,magnitud:[26,28,29,35,36,65,107,128],magrittr:122,mai:[11,13,18,20,24,26,28,29,31,34,35,36,47,48,52,60,63,65,66,69,78,80,86,97,100,104,112,117,127,131,133],mail:57,main:[48,52,94,96,119,128,137],mainli:[47,50,72,94,115,123],maintain:[16,18,26,36,48,49,55,59,61,68,99],major:[2,21,28,50,51,66,69,78,80,118,125,131],make:[2,8,13,14,18,20,23,26,28,29,34,35,36,42,48,49,50,51,52,53,55,59,60,61,63,64,66,69,71,72,74,76,78,79,81,84,86,87,90,91,93,94,96,97,99,100,101,105,107,109,114,115,116,121,122,123,128,131,132,134,135,137,138],make_fbank:135,make_loss:[26,28,35,36],make_stat:135,make_win32:60,makefil:[55,63,84,86,87,90],makegradnod:70,makeinput:128,makeloss:[10,26,28,35,36,120],makeoutput:128,makerevertvocab:128,malici:81,manag:[13,19,22,49,51,61,78,80,84,86,101,119],mangl:30,mani:[8,9,11,13,20,23,24,26,31,34,36,40,47,48,49,52,55,63,65,78,80,92,97,101,105,107,108,120,128,131,132,134,137,138],manipul:[6,78,109,114,131,132,133,137],manner:[49,51,79],manual:[7,11,13,16,17,18,38,40,44,45,49,55,70,73,78,106,138],map:[4,10,15,16,20,22,23,24,26,29,31,34,36,40,42,43,44,45,51,63,78,80,99,100,110,116,128,129],mapper:51,maratyszcza:71,march:128,margin:[14,18,26,36],mark:[8,30,36,51,55,103],mark_vari:8,marketplac:86,markov:78,marutt:90,mask:[11,24,26,31,36,53,54,122],mask_input:54,massiv:[65,66,78],master:[18,26,36,63,75,86,87,110,112,121,138],match:[13,15,24,29,31,40,52,63,65,90,91,120,131,132],materi:92,math:[26,36,52,78,80,86,91,96,110,115,128,137],mathemat:[37,46,51,52,78,80,96,99],matlab:[78,106],matplotlib:[93,94,98,117,137],matric:[25,26,32,34,36,54,78,109,125,131,132],matrix:[1,2,11,16,17,20,24,25,26,28,29,31,32,35,36,38,39,40,42,43,45,52,54,68,76,78,86,92,96,99,107,108,116,118,119,120,123,125,126,132,137],matrix_factor:115,matrix_op:[26,28,35,36],matter:[48,52,107,116,123,132],maven:[84,87,90,91,128,130],max:[16,20,24,26,28,31,35,36,53,63,70,71,96,110,115,116,119,121,122,123,125,128],max_aspect_ratio:[18,20],max_attempt:18,max_axi:[26,36],max_crop_aspect_ratio:20,max_crop_object_coverag:20,max_crop_overlap:20,max_crop_s:20,max_crop_sample_coverag:20,max_crop_scal:20,max_crop_tri:20,max_displac:[26,36],max_epoch:100,max_grad_norm:110,max_id:115,max_img_s:20,max_item:[76,115],max_norm:13,max_pad_scal:20,max_random_contrast:20,max_random_hu:20,max_random_illumin:20,max_random_satur:20,max_random_scal:20,max_rang:[24,31],max_rotate_angl:20,max_sequence_length:[26,36],max_shear_ratio:20,max_us:[76,115],maxim:[20,51,64,80,91,127],maxima:[26,36],maximum:[9,16,20,24,26,28,31,35,36,50,51,54,59,63,96,110,125],maximumsuppres:[24,31],maxpool1d:16,maxpool2d:[16,105,107],maxpool3d:16,mayb:48,mcculloch:78,md0:138,mdadm:138,mean:[13,14,15,16,17,18,20,21,22,23,25,26,27,28,29,32,33,34,35,36,40,48,50,51,52,60,65,66,69,70,78,79,80,86,96,99,100,103,104,105,106,107,114,115,116,117,122,123,128,131,133,135,137],mean_224:122,mean_a:20,mean_absolute_error:22,mean_b:20,mean_g:20,mean_img:[20,40,48,122],mean_r:20,mean_squared_error:22,meaning:55,meanwhil:[80,132],measur:[14,22,23,52,72,105,107,114,115],mechan:[26,36,52,78,107,116],media:119,meet:[52,66,71,92,122],mel:135,mem:63,member:[44,55,56],memori:[5,8,10,13,17,20,21,26,30,34,36,43,47,48,51,52,53,54,59,65,66,68,69,70,72,75,78,80,86,92,95,96,99,100,101,106,107,109,116,119,126,127,128,131,132,133],mention:[26,36,49,54,59,95],menu:130,merg:[4,12,21,23,34,41,55,60,72,113],merge_batch:23,merge_multi_context:23,merge_output:[11,17,34],messag:[51,55,58,65,80,101,115,131,132,133,138],met:[71,81,101],meta:23,metacpan:2,metadata:20,metal:49,method:[2,6,7,12,13,18,20,23,26,28,29,36,40,43,45,48,52,55,70,71,78,79,80,84,87,90,91,93,96,97,99,106,110,117,119,121,122,123,125,126,131,132,133,135],metion:18,metric1:22,metric2:22,metric3:22,metric:[8,9,10,23,26,36,43,65,95,100,107,114,116,118,119,123,125,128,133],mfcc:135,mhs:[26,36],mic:135,micid:135,micro:101,microphon:135,microsoft:[84,86,91],middl:[26,36,48,52],might:[23,36,37,43,46,48,49,50,51,52,54,55,59,63,64,66,69,72,78,84,86,87,90,91,96,99,101,116,118,120,128],mikolov:92,million:[48,65,78,92,117,131],millisecond:18,min:[20,24,26,28,31,35,36,53,63,86,122],min_area:18,min_aspect_ratio:18,min_axi:[26,36],min_crop_aspect_ratio:20,min_crop_object_coverag:20,min_crop_overlap:20,min_crop_s:20,min_crop_sample_coverag:20,min_crop_scal:20,min_eject_coverag:18,min_img_s:20,min_object_cov:18,min_random_scal:20,min_rang:[24,31],mind:[78,80,107,116],mine:[24,31],minerva:[49,52],mingji:49,minh:92,mini:[12,14,15,23,54,59,66,92,105,107,116,128],minibatch:[22,59],minim:[14,20,51,52,54,66,68,75,86,114,120],minima:[26,36],minimum:[18,20,24,26,28,31,35,36,59,80,86],minimum_negative_sampl:[24,31],minor:49,minu:[7,45,96],minut:[65,118,120,124,126,127,128],mirror:[20,34,40,48,50,53,63,84,138],mismatch:44,miss:[23,26,28,34,36,40,80,101],missingconfigur:101,mistak:50,mitig:[49,138],mix:[29,64,97],mixtur:[49,51],mkdir:[65,84,134,138],mkf:138,mkl:[61,72,84,86,90,91],mkstring:128,mlbench:[118,120,123],mldata:137,mlp:[36,43,60,70,78,93,95,100,107,116,123,129],mlp_cpu:100,mlp_gpu:100,mlp_model:116,mnist:[12,20,36,40,60,61,66,69,74,100,107,116,119,125,129,137,138],mnist_data:100,mnist_test:119,mnist_test_lmdb:60,mnist_train:119,mnistit:[3,20,74,100,129],mobil:[15,67,71],mobilenet0_25:15,mobilenet0_5:15,mobilenet0_75:15,mobilenet1_0:15,mockup:131,mod1:23,mod2:23,mod:[3,5,9,13,20,23,29,34,43,59,65,66,93,95,101,114,116,117,133,137],mod_scor:65,modal:20,mode:[7,19,20,23,25,26,29,32,34,36,45,51,53,63,72,135],mode_:34,model2:120,model3:120,model4:120,model5:120,model6:120,model:[1,2,8,9,10,13,17,19,20,21,22,23,26,29,34,36,38,39,43,45,48,50,51,54,59,61,63,71,75,79,81,86,95,97,100,105,107,109,110,112,115,116,123,124,125,126,127,132,138],model_:13,model_dense0_relu_fwd_output:13,model_dense1_relu_fwd_output:13,model_load:42,model_prefix:[10,23,95],model_zoo:[13,15],modelprefix:[42,43],modern:[52,78],modif:[3,17,18,23,34,49],modifi:[17,23,26,29,36,44,51,52,55,60,70,74,81,93,94,96,101,125],modifiercel:17,modul:[2,3,7,9,11,13,15,17,18,20,22,26,27,29,30,33,39,42,47,48,49,50,51,52,53,54,55,64,65,66,69,80,87,90,91,93,99,101,107,109,114,115,116,117,137,138],modular:[54,95],module_checkpoint:[9,23],modulo:[26,36],moir:18,mom:[26,28,35,36],moment:[26,28,29,35,36],momentum:[13,16,23,26,28,29,35,36,42,43,105,114,115,118,119,123,125,129,132,133],mon:23,mon_callback:10,monitor:[10,23,101,138],monoton:[26,36],mood:[7,36,45],moral:128,more:[2,7,12,13,14,16,17,18,19,20,23,24,31,34,37,39,40,42,43,45,46,48,49,51,53,54,56,59,66,67,68,70,71,72,73,75,78,80,86,87,90,91,93,94,95,96,97,98,101,103,104,105,106,107,108,109,111,112,114,116,118,124,126,128,129,130,131,132,135,137,138],moreov:[54,61,75,78],morn:128,most:[2,3,6,13,19,20,23,26,28,29,34,35,36,43,48,49,50,51,52,55,59,60,64,65,66,68,70,71,78,80,86,93,95,96,99,100,101,105,107,110,116,131,132,137,138],most_common:110,mostli:[23,26,36],motiv:[26,36,48,78,107,116],mount:138,mous:87,move:[16,20,26,28,29,35,36,52,80,83,85,87,88,89,90,101,104,121,126,138],moveaxi:26,movi:[92,110,115],movielen:[92,115],moving_mean:[26,36],moving_mean_initi:16,moving_var:[26,36],moving_vari:36,moving_variance_initi:16,mozilla:101,mp_sgd_mom_upd:[26,36],mp_sgd_updat:[26,36],mpi:69,mpirun:69,mqtt:101,mqttlib:101,mse:[22,23,95,114,133],mshadow:[51,70,80,86],mshadow_cflag:86,mshadow_op:[51,70],mshadow_type_switch:[51,80],mshadow_xinlin:[51,80],msi:[86,91],msra:29,msraprelu:29,msvc:91,much:[25,26,29,32,36,48,52,63,66,97,99,109,110,122,128,131,138],mult:53,multi:[2,13,17,19,26,28,36,39,40,42,43,45,48,50,60,63,66,69,72,73,78,84,92,93,94,96,97,99,108,109,111,115,123,125,131],multi_input_mod:[26,36],multi_output:[26,36],multi_precis:29,multiarch:91,multibox:[24,31],multiboxdetect:[24,31],multiboxprior:[24,31],multiboxtarget:[24,31],multidimension:[6,26,28,36,96,132],multifactorschedul:29,multiit:20,multilay:[95,109,128,129],multimedia:92,multimediacommon:92,multinomi:[26,27,33,36],multipl:[1,2,4,10,12,15,17,18,20,21,22,23,25,26,27,28,29,32,33,34,35,36,38,39,41,48,49,50,51,52,54,59,63,66,67,75,78,80,84,96,107,109,110,116,125,126,128,129,131,132,137,138],multipli:[13,15,16,20,25,26,28,29,32,35,36,51,86,131,132],multiprocess:12,multipropos:[24,31],multisample_op:[26,36],multithread:[53,93],must:[9,11,13,14,16,18,21,22,23,24,25,26,27,28,29,30,31,32,33,36,40,48,49,51,52,54,59,65,72,75,78,79,80,87,90,91,96,97,101,103,105,106,138],mutabl:[51,104,129],mutable_var:51,mutat:[50,51,52],mutate_var:[49,51],mutual:[80,101,128],mvn:130,mx_mlp:[10,95],mxdatait:[3,20,100],mxfeedforwardmodel:120,mximagerecord:20,mxindexedrecordio:[3,20],mxkvstoreupdat:41,mxnet:[3,5,6,8,9,10,11,12,13,14,15,16,17,18,20,21,22,23,24,25,26,27,28,30,31,32,33,34,35,36,37,43,44,46,49,50,54,58,63,65,68,70,75,76,79,83,85,88,89,94,95,96,97,98,99,100,102,103,104,105,106,107,108,109,111,112,113,115,116,117,118,120,121,124,125,126,127,128,129,131,132,133,136,137,138],mxnet_assign_req_switch:80,mxnet_backward_do_mirror:[63,138],mxnet_cpu_nnpack_nthread:71,mxnet_cudnn_autotune_default:[26,36,64,72],mxnet_current_r:[84,86,87,90,91],mxnet_describ:70,mxnet_exec_num_temp:63,mxnet_gpu_worker_nthread:[63,112],mxnet_hom:[84,86,87,90,91,93,94],mxnet_infer_storage_type_verbose_log:133,mxnet_op:80,mxnet_plugin:[60,134],mxnet_register_op_properti:51,mxnet_register_simple_op:51,mxnet_x64_vc14_gpu:91,mxnetcapi:[84,87,90],mxnetcpp:100,mxneterror:[44,131,132],mxnist_test:119,mxrecordio:[3,20],my_custom_oper:26,my_dict:[26,28],my_list:[26,28],myawsiotmqttcli:101,mybucket:[96,126],mycert:138,mydata:[10,96,126],myfil:23,mygraph:52,myinit:29,mymodel:[9,43],mynam:[96,126],myoptim:29,myweight:[99,127],n00004475:138,n00005787:138,n00006024:138,n00006484:138,n00007846:138,n00015388:138,n00017222:138,n00021265:138,n00021939:138,n00120010:138,n01630670_4486:[40,73],n01818515:122,n01915811_2739:[40,73],n01980166_4956:[40,73],n04467665_17283:[40,73],n07723039_1627:[40,73],n11807979_571:[40,73],n12407079_5106:[40,73],n_epoch:[9,43],n_epoch_load:23,n_in:[70,80],n_layer:99,n_out:[70,80],n_step:54,n_t:11,nadam:29,nag:29,naiv:59,naiveengin:63,name:[3,5,6,7,9,10,11,12,13,15,16,17,18,20,21,22,23,24,25,26,28,29,30,31,32,34,35,36,40,42,43,45,51,52,55,60,65,70,72,73,74,78,80,91,93,95,98,99,100,101,104,105,106,107,108,110,114,115,116,117,118,120,121,122,125,127,128,129,133,137,138],name_scop:[13,17,79,105,106,107],namedtupl:[23,101,110,117],namemanag:99,namespac:[0,43,51,75,80,91,100],nan:[26,36],nanprod:[26,36],nansum:[26,36],narrow:138,nash:92,nativ:[20,52,53,79,87,90,91,99,130],natur:[25,26,28,32,35,36,49,52,68,78,92,107,116],navig:[53,72],nbatch:118,nccl:21,ncdhw:[11,16,24,26,31,36],nchw:[3,11,16,20,24,26,31,36],nclass:123,ncol:[119,125],ncpu:87,ncw:[11,16,24,26,31,36],nd_iter:[3,20,23],ndarrai:[2,3,4,8,10,12,13,14,16,17,18,20,21,22,23,29,30,31,33,34,35,36,37,39,40,41,42,43,45,46,53,60,70,80,93,100,103,104,105,106,107,113,114,124,127,128,129,133],ndarray_index:97,ndarrayhandl:10,ndarrayit:[3,20,93,95,107,114,116,131,133,137],ndhalv:44,ndhwc:[11,16,26,36],ndim:[26,36,70,80,137],ndone:44,ndtwo:44,ndzero:44,nearest:[18,26,28,35,36],nearli:[52,75,78,81],necessari:[16,23,54,55,59,60,61,70,75,80,110,114,135],necessarili:[10,23,50,52],neck:15,need:[2,7,8,10,12,13,14,16,18,20,21,23,25,26,28,29,30,32,34,35,36,37,40,43,45,46,48,49,50,51,52,53,54,55,56,57,59,60,61,63,64,66,67,68,69,70,73,75,76,78,80,81,84,86,87,90,91,93,94,95,96,97,98,99,100,101,104,105,107,110,114,116,117,119,122,126,127,128,129,130,131,132,133,134,135,137,138],need_top_grad:70,neg:[14,16,18,20,21,22,24,26,27,28,31,33,35,36,66,92,98,110,128,133],neg_fil:110,negative_binomi:[26,27,33,36],negative_exampl:110,negative_label:110,negative_mining_ratio:[24,31],negative_mining_thresh:[24,31],negativeloglikelihood:22,neglig:[6,26,28,66],neighbor:[18,26,36,68],neighborhood:[18,26,36],neither:[10,51],nest:[11,13,17,23,26,28,34,96,97,108],nesterov:29,net1:[36,99],net2:[36,99,127],net2_bia:127,net2_weight:127,net:[7,10,13,26,34,36,45,49,50,51,52,65,76,79,93,95,99,100,105,106,107,110,122,134,137,138],network:[2,6,7,10,11,13,14,15,19,23,24,29,31,34,39,40,42,43,45,48,52,53,54,59,60,61,64,65,67,68,71,72,74,75,78,79,80,81,86,87,90,91,93,101,103,106,114,118,119,120,121,122,124,126,127,128,133,135,138],neural:[2,6,7,11,13,14,15,19,23,24,29,31,34,39,40,42,43,45,48,52,53,59,60,61,64,65,66,67,68,69,71,78,79,80,91,93,114,115,118,120,124,125,126,128,129,133,135,137,138],neuralnetwork:42,neuron:[26,29,36,78,99,107,110,114,116,123,125,127,137],neutral:[55,110],never:[50,81,97],new_arg:65,new_data:5,new_imag:18,new_nam:20,new_nd_it:23,new_op:[26,36],new_sent:110,new_shap:[10,26],new_siz:18,new_sym:65,new_symbol:64,new_vari:49,newaxi:[26,101,117],newbuild:[42,128,129],newcom:95,newer:[66,84,106],newest:64,newli:[26,137],newoper:51,newsent:128,newvar:51,newvari:51,nexampl:[123,125],next:[12,16,17,18,20,21,22,24,26,29,31,34,36,48,56,60,65,67,68,69,70,79,80,84,86,93,94,95,96,100,101,107,114,115,116,117,119,131,133,137],next_batch:49,next_sampl:18,next_stat:[17,134],nextchar:128,nextfloat:128,nexu:75,nhwc:[11,16,20,26,36,53],nice:52,nikko:66,nin:92,ninja:71,nip:29,nips2015:[11,26,36],nll:[22,121],nll_loss:22,nms:[24,31],nms_threshold:[24,31],nms_topk:[24,31],nnpack:[63,67,72],nnvm:[63,70,72,80,91],nnvm_register_op:[55,70,80],nnvmcapi:[84,87,90],no_bia:[24,26,31,36,51,137],no_feature_transform:135,no_tran:[24,31],node:[21,26,36,37,46,50,52,54,61,63,69,76,79,80,81,113,123],nodeattr:[70,80],nodeentri:70,nodeptr:70,nogradi:52,nois:[18,48,114],nolint:55,non:[10,13,16,17,18,20,24,25,26,28,30,31,32,34,36,51,52,60,80,86,97,107,110,116,128,131,132,135],none:[8,10,11,12,13,14,16,17,18,20,21,22,23,24,25,26,27,28,29,31,32,34,35,36,45,52,54,99,101,116,117,137],nonlinear:[17,26,29,36,78],nonzero:[25,26,32,36,97,109,131],nor:[10,21],norm:[13,26,29,36,110,122,135,137],normal:[13,15,16,18,20,24,26,27,29,31,33,36,48,51,52,63,65,70,80,99,101,105,107,119,122,133,135,137],nose:55,not_equ:26,note:[6,10,12,14,16,17,18,21,23,24,26,27,29,30,31,33,34,36,47,48,49,50,51,52,57,59,61,65,66,69,70,71,72,80,84,86,87,90,91,93,96,97,99,100,101,105,106,107,112,114,116,117,123,125,128,131,132,135,138],notebook:[19,61,64,76,86,87,90,91,93,95,107,114,116,117,131,132,133],noth:[23,26,36,70,106,107],notic:[26,36,49,80,96,132,137],notif:101,notifi:[51,80],notifyshutdown:51,nov:61,novel:70,now:[5,18,20,21,23,26,36,43,48,49,50,51,52,53,59,61,65,69,70,75,76,78,80,86,87,91,93,94,95,96,97,99,100,101,103,104,105,107,110,115,116,117,118,122,123,125,128,131,137,138],nowcast:11,npixel:125,nproc:[61,86,90],nsize:[26,36],nsplit:48,nstep:121,ntc:[11,14,17,20,34],nthe:99,nthread:[63,71,138],ntrain:95,nullptr:51,num:[60,63,65,93,94,99,118,119,120,121,122,123,125,127,135,138],num_1x1:99,num_3x3:99,num_3x3r:99,num_batch:[23,93],num_channel:[20,26,36,107,116],num_class:[65,78,93],num_col:54,num_correct:110,num_crop_sampl:20,num_d3x3:99,num_d3x3r:99,num_data:60,num_deformable_group:[24,31],num_emb:[59,110],num_epoch:[3,5,9,20,23,42,65,93,95,114,115,116,135],num_exampl:60,num_filt:[7,24,26,31,36,45,51,99,110,116,119,125,137],num_gpu:65,num_group:[24,26,31,36,51,71],num_hidden:[3,5,7,10,13,17,20,23,26,29,34,36,42,43,45,59,65,78,93,95,99,110,114,115,116,118,119,120,123,125,127,129,134],num_imag:137,num_init_featur:15,num_input:70,num_inst:22,num_label:[59,110,134],num_lay:[15,17,26,29,34,36],num_lstm_lay:[59,134],num_out:60,num_output:[26,36,60,79,134],num_pad:110,num_part:[18,20],num_slic:13,num_tot:110,num_unit:[17,34],num_upd:29,num_weight:60,num_work:[12,21],number:[9,11,12,13,14,15,16,17,18,20,21,22,23,24,26,27,28,29,30,31,33,34,35,36,40,48,50,51,53,54,55,59,60,65,69,70,71,72,75,78,80,81,87,90,91,93,94,95,96,97,99,107,108,111,114,115,116,119,123,125,126,127,128,131,133,138],numcorrect:129,numemb:128,numepoch:[42,43,128],numer:[14,25,26,28,32,35,36,49,52,78,84,86,90,120,123,128],numeric_limit:[24,31],numhidden:128,numlabel:128,numlstmlay:128,numoutput:51,numpi:[6,8,12,13,18,20,22,23,26,28,36,44,48,52,55,61,70,78,80,86,91,93,94,95,96,97,98,99,101,105,106,108,109,110,114,117,131,132,137],numpy_fev:22,numpy_impl:36,numpydoc:55,numtot:129,numvisibleoutput:51,nutshel:2,nvidia:[61,64,86,87,91,96,99],nvme0n1:138,nvme1n1:138,nvme:138,nvprof:[53,72],nvrtc64_80:91,nwc:[11,16],obama:128,obj:[29,97],object0:18,object1:18,object:[2,3,7,10,13,16,18,20,23,24,26,28,29,31,34,35,36,43,45,48,49,50,52,59,74,80,86,92,93,94,96,97,99,108,113,115,117,122,126,131],objectcategori:93,objectn:18,observ:[52,66,75],obtain:[6,24,25,26,31,32,36,37,46,51,68,99,115,117,137],obviou:[51,52,80],occupi:[48,51,52,101],occur:[42,51,52,72],occurr:[24,26,31,36,117],ocr:134,odd:[11,26,36],off:[13,26,28,29,35,36,47,52,63,78,84,86,101,117,137,138],off_valu:[26,36],offer:[34,40,48,51,59,61,78,79,96,106,128],offici:[15,54,60],offlin:[48,78,101],offset:[16,24,26,28,31,36,131],oft:131,often:[8,14,20,21,26,29,36,48,52,61,64,68,69,72,75,80,86,93,96,99,107,108,116,117,127,128,138],ograd:[51,70],okai:[51,52],olah:[68,128],old:[43,64,78,94,106],old_arg_param:64,old_aux_param:64,older:66,omit:104,omp:66,omp_num_thread:[66,72],on_complet:51,on_valu:[26,36],onc:[9,18,29,34,36,48,50,51,55,66,74,78,79,80,87,96,99,101,114,133,138],oncomplet:51,one:[7,9,10,12,13,14,15,16,17,18,20,21,22,23,24,25,26,27,28,29,31,32,33,34,35,36,43,44,45,48,49,50,51,52,54,59,61,63,65,66,68,69,70,72,78,79,80,81,84,86,93,94,95,96,97,100,101,103,104,105,106,107,110,114,115,116,117,125,126,128,131,133,134,137,138],one_hot:[26,36],onehot_encod:26,ones:[2,3,4,6,8,10,16,17,20,21,23,26,28,30,34,35,36,38,39,41,44,52,55,61,80,86,91,93,96,98,99,108,113,114,126,131,132,133,135],ones_lik:[26,36,103,132],ongo:92,onli:[8,10,11,13,14,15,16,17,18,20,21,22,23,24,25,26,28,29,31,32,34,35,36,37,46,48,49,50,51,52,53,54,55,63,65,66,69,71,72,75,78,80,81,90,91,93,94,95,97,100,101,104,106,107,110,115,116,125,126,128,131,132,135,137],onlin:[22,29,48,78],onto:[29,69,78,101,113,137],oom:72,op0:[24,26,31,36],op_nam:70,op_typ:[26,36,70,104],opcontext:[51,70,80],open:[18,20,26,27,33,36,52,53,60,61,84,86,91,93,95,96,98,101,117,131],openbla:[84,86,87,90,91],openblas_hom:[84,86,91],opencv:[18,26,36,61,64,86,87,90,91,93,117,137,138],opencv_dir:[84,86,91],openmp:[66,80,84],openssl:[61,74],oper:[2,4,6,7,8,16,18,21,23,24,25,27,30,31,32,33,34,37,39,40,41,42,43,45,46,48,49,53,54,55,62,63,66,67,71,72,75,78,86,87,90,91,93,95,100,101,103,106,107,110,113,114,116,117,120,127,128,129,130,133,138],operand:[26,36,44],operator_common:70,operator_util:51,operatorproperti:51,opportun:[78,128],oppos:52,opposit:[16,106],opr_nam:51,opreqtyp:[51,70,80],oprhandl:51,ops:[53,70],opt:[87,100,101,110],optic:[26,36],optim:[5,8,9,10,13,21,23,26,28,34,35,36,37,42,43,46,47,49,51,53,54,63,64,65,70,72,78,79,80,81,95,96,99,100,109,110,114,116,119,120,123,127,128,129,133,137],optima:110,optimizer_initi:23,optimizer_op:[26,28,35,36],optimizer_param:[13,23,29,65,95,114,116,137],optimizerregistri:100,option:[8,9,10,11,13,14,15,16,17,18,20,21,22,23,24,25,26,28,29,30,31,32,34,35,36,40,43,45,48,50,52,53,55,66,68,69,72,74,76,86,87,90,91,93,94,96,101,118,128,131,132,135],oracl:84,ord:95,order:[2,8,10,13,16,18,20,21,23,25,26,28,29,32,34,35,36,37,46,49,50,51,65,69,70,72,78,80,84,87,90,96,99,100,107,110,114,116,131,132,137],ordereddict:22,ordering_op:[26,36],ordinari:109,org:[11,17,18,24,26,28,29,31,34,35,36,57,58,81,84,91,115,138],organ:[34,48,50,58,80,135],orglq:[25,26,32,36],origin:[10,12,15,18,20,21,23,26,29,36,40,48,49,50,51,52,55,59,71,92,93,94,96,97,107,110,116,119,127,137],original_nam:20,original_valu:66,orthogon:29,orthonorm:[25,26,32,36],osx:[60,86,87,128],other:[3,11,13,14,16,17,18,20,21,24,25,26,28,29,31,32,34,35,36,40,47,48,49,50,51,52,53,54,55,61,64,65,66,68,69,70,71,75,78,80,81,84,86,87,90,91,95,96,97,99,100,101,105,106,114,115,116,117,123,126,127,128,133,134,135,137,138],other_feature_dim:[26,36],otherwis:[8,13,14,23,24,26,28,31,35,36,40,48,52,54,60,63,80,86,110],ought:[48,75],our:[22,26,28,34,35,36,48,49,50,51,52,55,56,59,65,67,68,70,75,78,80,86,91,93,94,99,100,107,110,114,116,119,120,123,125,126,128,129,138],out1:[23,99],out1_batch1:23,out1_batch2:23,out1_dev1:23,out1_dev2:23,out2:[23,99],out2_batch1:23,out2_dev1:23,out2_dev2:23,out3:23,out:[4,5,7,10,11,13,14,16,17,18,20,21,23,24,25,26,27,28,29,31,32,34,35,36,41,43,45,49,50,51,52,54,59,63,70,78,81,86,99,101,103,106,107,113,114,116,121,127,128,129,131,132,133,134,137,138],out_activ:123,out_attr:[70,80],out_data:[51,70,80,104],out_depth:[16,26,36],out_dict:110,out_dim:[24,31,34],out_grad:[10,23,26,36,51,70,80,104],out_height:[16,24,26,31,36],out_label:127,out_nam:99,out_nod:123,out_np:36,out_output:45,out_shap:[36,51,99,110],out_stat:17,out_typ:[24,31,36,99],out_valu:51,out_width:[16,24,26,31,36],outcom:[26,27,33,36,49],outer_input:54,outg:137,outlin:[81,99,137],outperform:[65,78],output:[8,10,11,13,14,15,16,17,18,20,21,22,24,25,26,27,28,31,33,34,35,40,43,50,51,52,53,54,59,60,65,68,72,73,76,78,79,80,86,93,94,95,99,100,101,103,104,105,106,107,110,111,114,116,117,120,121,123,125,128,129,131,132,133,134,135,137],output_dict:10,output_dim:[16,24,26,31,34,36,76,110,115],output_dimens:54,output_grad:8,output_mean_var:[26,36],output_nam:[22,23],output_pad:16,output_prefix:[17,34],output_scor:[24,31],output_shap:[23,70,104],output_typ:[24,31],outputgrad:51,outputvalu:51,outsid:[13,26,28,35,36],outside_weight:51,outstand:128,over:[4,12,14,16,18,20,21,22,23,26,27,28,29,33,34,35,36,41,50,52,59,69,78,86,95,97,98,101,105,106,107,110,114,115,116,117,122,128,131,135],overal:114,overfit:[16,65,110,138],overflow:20,overhead:[34,49,51,52,64,66,96],overlap:[18,20,24,31,49,50,135],overlap_threshold:[24,31],overload:[7,37,45,46,96],overrid:[12,13,14,18,20,23,26,36,41,42,70,128],overridden:27,overshoot:110,overview:[19,47,54,62,71],overwhelm:81,overwrit:[13,20,51,70,80,93,96,135],overwritten:[26,40,80],owing:[48,69,99],own:[20,26,28,35,36,40,48,49,51,55,78,80,93,114,123],p100:[72,99],p2p:63,pack:[3,20,34,40,48,54,61,65,73,75,96],pack_img:[20,93,98],pack_weight:34,packag:[0,1,2,3,5,6,7,9,11,12,14,15,19,20,23,24,25,26,27,28,30,31,32,33,34,35,36,38,39,44,50,60,61,63,64,71,74,79,93,95,96,99,100,103,105,107,114,118,120,121,123,125,126,127,128,130,131,133],packed_:20,pad:[11,14,16,18,20,24,26,31,36,48,51,59,93,99,110,119,128,137],pad_sent:110,pad_siz:[26,36],pad_val:18,pad_width:[26,36],padded_sent:110,padding_mask:[24,31],padding_word:110,page:[43,47,49,54,64,77,78,80,83,85,86,88,89,90,91,138],pain:75,pair:[12,14,22,23,27,33,36,51,52,59,70,80,92,105,107],palent:128,paper:[11,15,26,29,36,54,81,92,110,137,138],paradigm:[52,109],paral:131,parallel:[10,13,20,23,36,40,42,43,44,48,49,51,53,66,67,72,78,79,80,93,131],param:[9,11,13,16,17,20,23,28,29,34,40,42,48,51,65,70,80,92,95,101,104,106,110,117,118,120,121,134,138],param_:51,param_arrai:10,param_block:110,param_cel:134,param_dict:29,param_idx2nam:29,param_nam:[10,110],paramet:[5,7,8,9,10,11,12,14,15,16,17,18,20,21,22,24,25,26,27,28,29,30,31,32,33,35,36,42,44,45,48,49,55,59,60,63,65,66,68,69,70,72,74,76,78,84,87,90,92,93,95,99,100,101,110,113,114,116,117,118,119,121,123,127,128,132,133,135,137,138],parameter:[26,36,104],parameterdict:[13,16,17],parametr:[26,27,33,36],parampars:[70,80],params_initi:23,paramt:51,parent:[105,106,107],parrot:122,pars:[2,20,39,42,43,45,51,53,70,80],parser:[20,80],part:[8,20,22,24,26,28,31,35,36,37,46,50,51,52,66,69,72,107,110,116,117,128,138],part_index:[18,20],part_siz:[24,31],parti:[71,81,91],partial:36,partial_shap:10,particip:81,particular:[26,28,35,36,51,56,60,66,67,68,78,81,96,107,116,131,138],particularli:60,partit:[18,20,24,26,31,36,40,48,63,73],pascal:[86,92,99],pass:[8,9,10,13,15,16,17,18,20,21,23,24,26,29,31,34,36,37,43,46,48,49,50,51,52,53,59,63,65,68,69,70,80,93,94,95,100,101,104,105,107,108,109,110,114,116,118,125,126,128,137,138],past:[19,26,29,36,52,80,87,121,128],paste0:[118,121,122],patch:[26,36,40,48,55,60,67,107,116],path:[12,13,18,20,21,23,26,28,30,34,36,40,44,48,50,53,55,60,61,65,71,73,74,84,86,87,90,91,93,100,101,115,117,121,128,130,131,135,138],path_:[40,73],path_imgidx:[18,20,93],path_imglist:[18,20,40,73],path_imgrec:[18,20,40,48,65,73,74,93,94],path_rec:18,path_root:18,path_to_imag:[40,73],patient:[40,73],pattern:[16,26,29,36,49,51,52,70,78,80,99,128],payload:101,payment:128,pca:18,pca_nois:18,pdf:[11,26,29,36,81],pdl:[2,3,4,5,6,7,84,87,90],peach:71,peachpi:71,pearson:22,pearsoncorrel:22,pearsonr:22,peek:128,peer:[21,63,69],pem:[61,138],penal:[26,28,35,36],penalti:[26,28,29,35,36,131,132,133],pend:[26,36,49],penn:92,penntreebank:[59,112],pension:128,peopl:[53,128],per:[9,18,20,24,26,28,29,31,34,35,36,48,54,63,66,72,92,93,94,99,131,135,137,138],percent:18,percentag:[9,17,34,63],percepton:[107,116],perceptron:[50,60,78,95,109,123,127,129],perfectli:[26,36],perform:[2,4,5,6,10,11,20,21,22,23,24,25,26,28,29,31,32,34,35,36,37,38,39,40,41,42,43,46,47,48,49,50,51,52,53,54,59,63,64,66,67,69,70,78,79,80,81,95,96,99,100,104,107,110,112,114,115,116,117,122,123,127,128,131,132,133,135,137,138],perhap:128,period:[9,34,51,81,101,118,121],perl5:[84,87,90],perl5lib:[84,87,90],perl:[3,82,86],perlish:2,permiss:64,permut:[16,17,26,36,110,137],perp:[22,121],perplex:[22,128],persist:52,person:128,perspect:[107,116],perturb:80,pgrep:61,phase:[23,48,51,52,60],physic:[48,69,72,81],pick:[26,28,35,36,55,63,107,116,138],pickl:[21,36,81,96,99],pictur:[45,54,99,127],piec:[78,80,137],pip:[60,71,79,86,87,90,93,95,96,99,107,114,116,117,131,132,133,138],pipefail:135,pipelin:[48,98,135],piter:20,pitt:78,pix:20,pixel:[18,26,36,40,48,78,92,107,116,119,125,134,137,138],pjreddi:119,pkg:[84,87,90,91],pkg_config_path:84,pkgconfig:84,pkl:96,place:[11,24,31,51,52,55,61,63,68,70,78,80,96,97,99,110,113,116,127],placehold:[52,60,78,80,96,99,110,114,133],placement:[78,80],places2:92,places365:92,plai:[50,79,80,107,116,137],plain:81,plain_net:115,plan:[10,50,52,54,63,75,78,80,87,90],platform:[61,75,92,130],pleas:[2,3,18,20,21,26,28,35,36,40,48,53,55,56,57,58,63,64,65,66,67,69,70,72,76,80,84,86,87,90,104,109,133,138],plenti:80,plot:[18,99,114,122,137],plot_network:[76,95,99,114],plote:18,plt:[93,94,98,117,137],plu:[7,14,17,34,45,52,96,126],plug:[48,49,79,123],plugin:[60,86,130,134],plumb:109,plyr:122,png:[20,122],point:[16,22,26,27,28,33,34,36,49,51,52,55,61,78,84,86,91,96,101,105,114,128,138],pointer:[20,30,51,101,110,131],poisson:[26,27,33,36],polar:110,polici:128,polit:128,polymorph:80,pom:130,pool1:[105,106,107,116,119,125],pool2:[105,106,107,116,119,125],pool2d:106,pool:[15,24,26,31,36,49,51,63,71,72,80,99,107,110,116,119,125],pool_siz:[16,105,107],pool_typ:[26,36,99,110,116,119,125],pooled_output:110,pooled_s:[24,26,31,36],pooli:110,pooling_convent:[26,36,71],pooling_v1:[26,36],poolingbackward:51,poolingforward:51,poolingproperti:51,poor:[75,128],popul:128,popular:[26,34,36,52,65,71,80,107,116,138],port:[61,75,100],portabl:[61,75,91,106,109],pos:110,pos_fil:110,pose:49,posit:[13,14,18,20,21,24,25,26,28,31,32,35,36,66,92,110],positive_exampl:110,positive_label:110,possess:80,possibl:[2,18,23,24,26,27,31,33,34,36,48,49,51,52,59,80,94,96,101,108,109,138],post:[34,55,64,80,86,110,128],postfix:80,postpon:126,postprocess:18,postprocess_data:18,potenti:[20,21,23,26,28,35,36,49,52,69],potrf:[25,26,32,36],potri:[25,26,32,36],poverti:128,pow:[29,36,96],power:[2,52,61,68,69,71,72,75,78,110,127],ppa:[84,90],practic:[42,49,65,69,80,107,116,137],practition:[47,52,68],pre:[13,15,20,26,29,36,48,63,64,67,70,75,79,84,86,93,100,104,107,109,116,122,123,126,127,138],prealloc:49,prebuild:87,prebuildbase_win10_x64_vc14:91,preced:[13,49,50,51,52,61,68,70,99,107,116],precipit:11,precis:[22,26,28,29,34,35,36,52,61,78,81,86,99],precompil:52,pred2:120,pred3:120,pred5:120,pred6:120,pred:[14,22,23,36,43,115,120,123,125,128,133,134],pred_length:14,predarrai:128,predeclar:49,predefin:[15,23,54,78,79,95,105,107,116,123],predelem:129,predic:22,predicet:22,predict:[5,7,14,17,20,22,24,26,28,29,31,35,36,45,50,60,72,74,75,76,81,92,101,106,109,110,114,115,120,122,123,128,133],predict_from_local_fil:101,predict_from_url:101,predict_imag:117,predict_mod:8,predictedi:129,predicteverybatch:43,predictor:36,predlabel:43,prefer:[18,49,84,86,96,101,122,130],preferr:15,prefetch:[20,40,48],prefetch_buff:[20,40,48],prefetchingit:20,prefix:[9,11,13,16,17,23,29,34,65,80,84,99,110,118,128,135,138],pregener:65,prelu:[26,29,36],prepar:[23,40,52,61,94,95,110],prepend:[13,26,30,34,36,80,97],preprint:122,preproc:122,preprocess:[12,15,20,40,53,110,121,123,128],preprocess_thread:[20,40,48],prerequisit:86,prescript:128,present:[13,48,49,50,51,54,71,78,79,96,99,117,128,138],preserv:[18,19,20,26,36,116],preserve_shap:[26,36],presid:128,press:[61,128],pressur:50,pretrain:[13,15,101,118,120,124],pretti:[52,107,110,116],prev:[36,99],prev_stat:134,prevent:[13,16,26,28,35,36,51,55,78,81,110],preview:101,previou:[8,11,12,17,21,23,26,28,34,49,50,51,52,55,68,95,96,99,100,101,107,114,116,120,128,131,133,137],previous:[8,23,59,78,95,97,104,128],price:78,primari:[68,109,131],primarili:49,prime_t:11,princip:28,principl:[48,50,51,52,68,80],print:[2,3,4,6,7,8,9,10,13,18,20,21,22,23,26,27,28,29,30,33,36,51,52,55,80,91,93,95,97,98,99,101,103,104,105,106,107,108,110,113,116,117,122,125,131,132,133,135,137],print_func:29,print_funct:[98,105,107,108],println:[41,129],prior:[24,31,65,86,135],priorbox:[24,31],priorit:63,prioriti:[21,23,51,63],privat:[51,61,81,101],privatekeyfilepath:101,privatekeypath:101,privileg:81,prng:49,pro:99,prob:[26,27,36,101,116,117,121,122,128,129],probabilist:125,probabl:[14,18,20,22,24,26,27,29,31,33,34,36,78,81,101,109,110,116,117,121,122,123,125,128,137],probarrai:129,problem:[20,22,26,36,50,51,52,55,56,65,67,72,75,78,80,92,100,107,109,116,128,134,138],problemat:[61,100],proc:[72,125],proce:[51,116,128],procedur:[36,37,40,46,50,73,93,130],proceed:86,process:[9,12,13,20,23,24,31,34,40,48,49,51,53,59,65,70,73,78,79,80,84,86,87,90,92,93,101,107,110,114,116,118,119,122,123,125,126,128,131,132,137,138],process_data:110,processing_batch_s:[24,31],processor:[52,72,84,90,125,134],prod:[26,36,97],produc:[16,22,23,24,26,31,36,50,84,86,87,91,99,110,128,137],product:[12,24,26,28,29,31,35,36,76,78,96,104,106,108,109,115,133],profil:[51,87],profile_output:72,profiler_set_config:[53,72],profiler_set_st:[53,72],program:[1,2,3,5,6,13,20,23,26,36,38,39,40,47,49,51,53,61,64,69,72,73,75,80,84,86,87,90,91,93,99,105,106,109,126],programm:52,programmat:72,progress:[9,23,116,137],progress_bar:9,progressbar:9,proj2015:29,proj:[36,99,135],project:[29,55,64,75,91,92,135],promot:[26,36],prompt:[86,91,128],proof:55,prop:[50,51,110],propag:[10,23,26,34,36,50,59,63,66,71,80,107,110],proper:[7,45,70,72],properli:[23,61,70,92],properti:[3,10,13,18,20,23,24,26,29,31,36,48,59,68,80,84,93,104,107,109,115,116],proport:71,propos:[24,26,29,31,36,50,68,125],proprietari:81,prospect:48,protect:81,proto:60,protobuf:60,protocol:[65,74],prototxt:60,prototyp:[70,79,104],proud:128,prove:[61,69,132],proven:[68,107,116],provid:[3,4,5,6,7,10,11,12,15,17,18,19,20,21,22,23,24,25,26,27,28,29,31,32,33,34,35,36,37,40,41,42,43,44,45,46,47,48,49,50,51,52,53,61,63,64,66,68,69,70,71,73,74,75,78,79,80,81,84,86,87,90,91,93,95,99,100,101,105,107,109,113,114,115,116,118,119,120,121,123,127,128,131,132,133,134,135,137,138],provide_data:[3,5,10,20,23,59,93,95,115,133,137],provide_label:[3,5,10,20,23,59,93,95,115,133,137],providedata:43,providelabel:43,provis:81,ps_verbos:69,pseudo:49,pseudocod:49,pseudorandom:81,psroipool:[24,31],ptb:[54,68,92],pthreadpool:71,publish:[92,101],pug:117,pull:[60,86,87,92,110],punctuat:128,purchas:131,pure:[39,80,110],purin:64,purine2:49,purpos:[10,26,36,49,51,63,70,74,78,80,86,104,106,107,116,121],push:[26,28,49,50,96,101,126],pushasync:51,pushdelet:51,pushsync:51,put:[18,23,49,50,51,61,78,80,90,91,114,125,128,131,135,137],pwd:[84,86,87,90,135],pyc:23,pylint:23,pyloss:23,pypa:86,pyplot:[93,94,98,117,137],python2:[20,23,61,86,93],python3:[20,61,93],python:[2,13,18,20,23,26,29,30,36,37,46,49,50,51,52,53,54,59,60,61,64,65,69,70,71,72,74,75,76,78,79,80,82,84,86,87,90,92,93,94,95,96,97,98,99,101,104,105,107,108,111,116,117,127,128,131,132,133,134,137,138],python_wrap:135,pythonlossmodul:23,pythonmodul:23,pythonpath:86,pytorch:[2,106],quad_func:80,quad_sym:80,quadrat:80,quadratic0:80,quadratic0_data:80,quadratic_backward:80,quadratic_forward:80,quadratic_op:80,quadraticopbackward:80,quadraticopforward:80,quadraticopshap:80,quadraticoptyp:80,quadraticparam:80,qualiti:[20,55,65,78,93,98,138],quand_ex:80,quand_func:80,quandratic0_data:80,quantiz:[21,24,26,31,36],quantized_valu:66,queri:[43,50,51,96,99,108,131,132],question:[49,50,92],queue:[49,101],quick:[48,68,97,101],quickli:[48,52,78,106,107,116],quiet:91,quit:[49,52,54,70,80,95,120],quot:125,r_cell:[17,34],rad:[26,28,35,36],radford:92,radian:[26,28,35,36],raid:138,rais:[10,13,20,26,36,93,101,105,128],ram:[48,50,86,101],ran:[52,135],rand:[20,22,93,137],rand_crop:[18,20,40,48,65],rand_crop_prob:20,rand_grai:18,rand_it:137,rand_mirror:[18,20,40,48,65],rand_mirror_prob:20,rand_ndarrai:[80,133],rand_pad:18,rand_pad_prob:20,rand_r:51,rand_res:18,rand_shape_nd:80,rand_typ:29,randint:93,randit:137,random:[5,13,15,17,18,19,20,22,23,24,29,31,48,51,59,65,69,80,81,93,95,96,98,110,114,115,121,123,125,128,131,133,138],random_:20,random_arrai:36,random_contrast_prob:20,random_crop:[3,18,93],random_exponenti:[26,36],random_gamma:[26,36],random_generalized_negative_binomi:[26,36],random_h:20,random_hue_prob:20,random_illumination_prob:20,random_l:20,random_negative_binomi:[26,36],random_norm:[26,36,105,106],random_poisson:[26,36],random_sampl:80,random_saturation_prob:20,random_size_crop:[3,18],random_uniform:[26,36],randomcropaug:[3,18],randomgrayaug:18,randomli:[8,12,16,18,20,26,36,40,43,48,59,63,65,95,107,110,116,138],randomorderaug:[3,18],randomsampl:[12,128],randomsizedcropaug:[3,18],rang:[14,15,17,18,20,21,24,26,28,29,31,35,36,52,63,65,70,71,79,80,93,94,95,96,97,98,99,107,108,110,113,114,115,125,133,134,137],rank:[16,21,25,26,32,36,48,125],rapid:50,rapidli:61,rare:10,raspberri:[67,86],raspbian:[86,101],rate:[11,13,15,16,17,21,26,27,28,29,33,34,35,36,50,65,66,80,92,95,107,110,114,115,116,118,119,120,121,123,125,128,138],rather:[26,29,50,51,70,79,80,99,117,138],ratio:[18,20,24,26,31,34,36,72,93,94,123,135],rational:47,ravel:70,raw1394:61,raw:[12,18,20,24,26,31,34,36,48,51,70,86,87,94,110,116,117,121],rbatch:137,rbuff:137,rcbrt:[26,36],rcnn:92,rcpp:[55,91,119],rcpp_mxarraydatait:119,rcpp_mxsymbol:127,rcppexport:55,rcpplint:55,rdev:90,reach:[20,26,28,35,36,49,65,66],read:[3,18,20,21,37,40,45,46,48,49,51,53,59,61,72,73,74,76,78,84,86,94,96,98,100,101,119,122,125,126,127,128,131,132,133,138],read_idx:[20,93,98],read_imag:18,read_var:49,readabl:[34,52,99],readcont:128,reader:20,reader_kaldi:135,readi:[23,34,51,60,86,95,101,113,114,122,125,128],readili:51,readlin:[110,121,122],readm:[72,92],real0:[24,31],real1:[24,31],real:[6,24,26,27,28,31,33,35,36,49,52,78,86,92,104,109,118,120,122,123,126,127,129,131,132,137,138],real_t:51,realist:137,realiz:66,realli:[50,66,122],reap:[66,78],reason:[26,34,36,48,50,52,64,72,78,80,101,107,116,131,138],rebas:55,rebind:23,reboot:64,rebound:[26,36],rebuild:[53,60,130,134],rec:[12,18,20,40,48,65,72,73,74,93,94,98,138],recal:[22,52],recalcul:63,recap:51,receipt:135,receiv:[11,21,22,24,31,69,81,101,107,128],recent:[26,36,55,72,78,84,122,137],recept:[24,31],reciproc:[24,26,31,36],recogn:[20,78,104,117,125,137],recognit:[15,48,68,71,78,93,95,101,109,134,135],recommend:[29,34,37,40,42,46,51,70,72,73,80,81,84,86,100,107,109,115,116,131,137,138],recommonmark:55,recompil:52,reconstruct:131,record:[12,13,18,20,40,50,61,63,73,79,94,103,104,105,107,131],record_0:20,record_1:20,record_2:20,record_3:20,record_4:20,record_:[20,93,98],record_io:98,recordfiledataset:12,recordio:[3,12,20,48,93,98,138],recreat:[22,131],rect:18,rectangl:26,rectangular:14,rectifi:[11,16,17,26,28,29,34,35,36,86,99,107,116],recur:80,recurr:[11,13,14,19,24,26,31,34,36,54,59,66,68,69,79,109,128],recurrentcel:[11,17],recurrentlay:54,recurs:[13,36,52,61,65,71,74,79,84,86,87,90,91,93,94,138],recv:[84,90],recycl:[50,51,52,99],red:[49,52,84,137],redhat:60,redirect:[53,77,83,85,88,89],reduc:[18,21,29,34,40,48,50,51,52,63,66,72,73,99,107,116,122,131,137,138],reduce_ani:54,reduct:[25,32,35,36,49,50,63],reed:92,ref:2,refactor:70,refer:[3,19,38,40,41,42,43,44,45,50,53,55,63,64,72,80,84,86,87,90,91,92,96,99,101,107,112,116,118,128,133,135,137,138],referenc:[26,28,29,35,36,50,52,78],reflect:[26,36,64,86,128],regard:[24,31],regardless:[18,20,24,26,31,36,51],region:[18,20,24,26,28,31,35,36,50,74,93,94],regist:[13,21,26,29,36,50,53,55,70,80,86,91,101],register_child:13,registr:[51,53],regress:[14,24,31,78,99,109,120,137],regression_output:[26,36],regular:[13,16,17,26,28,29,34,35,36,96,99,110],regularization_coeffici:[26,36],regularli:55,reimport:130,reinforc:[26,27,33,36,92,109],rel:[14,20,51,75,80],relat:[18,23,29,35,51,52,80,101,110],relationship:[50,51,78],relative_path_from_root:18,releas:[8,63,66,84,86,91,92,97],relev:[86,92,98,128],reli:[48,50,51,52,55,78,80,84],reliabl:101,relief:115,reliev:49,religi:128,religion:128,reload:87,relu1:[5,7,23,42,43,45,78,93,95,99,125,127,129],relu2:[23,43,78,125,129],relu:[5,7,10,13,16,17,23,26,28,29,34,35,36,42,43,45,53,70,78,79,93,95,99,100,104,105,106,107,110,115,116,125,127,129,137],relu_:99,relui:110,remain:[11,12,20,26,60,96,107,116],remaind:[26,36,51],remak:55,remap:[26,36],rememb:[34,37,46,51,52,55,63,68,100,128,138],remot:[55,81,101],remov:[14,26,36,53,65,75,131],ren:92,renam:[20,26,36],rename_data:20,rename_label:20,renew:128,reorder:26,rep:[26,36],repack:48,repeat:[26,36,78,80,95,97,137],repeatedli:[36,51],repetit:[26,36,78],repl:101,replac:[2,4,12,21,26,36,41,60,61,65,78,80,86,97,100,105,107,108,113,116,117,121,127],replic:[26,36,50],replica:[63,81],repo:[15,26,36,55,56,63,67,84,86,87,90,91],report:[23,55,59,65,92,116,130,131,132,138],repositori:[63,69,74,84,86,87,90,91,109,124],repr:98,repres:[8,12,13,14,20,21,22,23,24,26,28,31,34,35,36,37,46,49,50,51,52,76,78,80,96,99,101,104,107,114,116,125,131,132,137,138],represent:[10,21,24,26,28,31,36,107,110,116,132],reproduc:[49,55,138],req:[51,70,75,80,104],req_typ:80,request:[10,13,26,36,51,56,57,65,67,87,90,92,93,95,107,116,117,133],requir:[12,13,17,18,20,21,23,24,26,28,29,31,34,35,36,38,40,47,48,49,50,51,52,53,55,59,60,61,65,66,68,69,71,74,75,78,79,80,81,84,86,87,90,91,93,96,99,101,103,107,120,121,122,123,125,126,127,128,129,131,132,133,137,138],res0:39,res23:128,res2:39,res3:39,res6:45,res7:128,res:[44,123],resampl:18,rescal:[13,26,28,35,36,128,137],rescale_grad:[26,28,29,35,36,100,132,133],rescaled_grad:[26,28,29,35,36,132],rescu:[107,116],research:[52,54,70,78,81,92,109,134,137],reserv:[14,24,31,63,134],reset:[3,9,11,17,18,20,22,23,26,34,36,43,71,74,93,94,95,100,107,110,115,119,129,133,137],reset_ctx:13,reset_intern:20,reshap:[10,18,20,22,23,26,28,35,36,53,55,70,96,97,99,105,106,107,108,110,117,120,122,125,131,133,134,137],reshape_lik:[26,36],resid:[52,55,80],residu:[15,17,21,34,66],residual_cel:34,residualcel:[17,34],residualnet152:92,resiz:[18,20,24,26,31,36,40,48,65,73,74,93,94,101,117,122,137,138],resize_it:20,resize_mod:20,resize_short:[3,18],resizeaug:[3,18],resizeit:[3,20],resnet101_v1:15,resnet101_v2:15,resnet152:138,resnet152_v1:15,resnet152_v2:15,resnet18:15,resnet18_v1:15,resnet18_v2:15,resnet34_v1:15,resnet34_v2:15,resnet50_v1:15,resnet50_v2:15,resnet:[65,72,117,138],resnetv1:15,resnetv2:15,resnext101:92,resolut:78,resolv:[51,96,126],resourc:[10,40,48,49,50,51,61,64,68,78,79,80,96,126,127,130],resourcemanag:51,resourcerequest:51,respect:[8,14,16,17,23,24,26,28,29,31,34,35,36,51,52,80,93,96,110,120,123,132,138],respons:[13,26,36,51,59,80,81,116],rest:[11,12,13,15,24,25,26,27,28,31,32,33,35,36,55,61,65,96,97,100,105,106,107,116,119],restart:[20,51,93],restor:51,restore_prefix:13,restrict:[26,49,50,51,52,71,97,106],resu:51,result:[2,6,7,8,9,10,13,18,20,22,23,24,25,26,28,29,31,32,34,35,36,37,43,45,46,48,50,51,52,53,59,63,65,68,69,70,71,75,76,78,80,93,94,95,96,97,99,107,110,116,118,120,121,125,126,127,128,131,132,133,135,137,138],resum:[23,43,95],ret:[36,51,52,115,121],ret_typ:[26,36],retain:[17,26,28,34,35,36,63],retain_graph:[8,26],retent:34,rethink:15,retriev:[7,8,13,23,29,45,70,74,99,108,127],return_sequ:54,reus:[17,34,36,48,49,50,51,52,59,80,93,109,128],revers:[26,34,36],revert:[18,128],revertvocab:128,review:[50,51,92,97,110],revisit:[48,50,52,78],reward:[26,27,33,36],rewrit:52,rgb:[12,15,18,20,48,117],rhel:84,rho:[14,29],rhs:[26,28,35,36,44,51,99,127,131,132],rica:128,rich:[19,20,80,99],richer:23,riemannian:29,right:[24,25,26,28,31,32,35,36,40,49,50,68,73,78,86,96,107,116,137],rightsid:[25,26,32,36],rigidli:79,rigor:28,rint:[26,28,35,36],risk:[26,36],rmse:[22,23,95,115,118,123],rmsle:123,rmsprop:[26,29,36,110,120],rmsprop_upd:[26,29,36],rmspropalex:[26,36],rmspropalex_upd:[26,29,36],rnd_type:[29,65],rnn:[11,17,19,20,22,23,26,29,36,49,50,52,54,59,66,79,93,105,112,118,120,122,123,125,126,127,128],rnn_:[17,34],rnn_relu:[26,34,36],rnn_tanh:[26,34,36],rnncell:[17,34],rnnlm:54,rnnmodel:128,rnnparam:[11,34],rnorm:126,robin:20,robust:48,roi:[24,26,31,36],roi_pool:[26,36,51],roipool:[26,36,55],role:[80,107,116],roll:[12,20],roll_ov:20,rollov:12,room:75,root:[12,15,18,20,22,26,28,35,36,55,60,61,64,71,74,81,84,86,87,90,91,93,94,101,115,138],root_mean_squared_error:22,rootca:101,rootcafilepath:101,rootcapath:101,rotat:[20,48],rotten:110,roughli:[5,23,29,50,106,138],round:[20,118,119,120,121,123,125,131],round_batch:20,routin:[6,9,11,12,15,24,25,27,31,32,33,51,93,108],row:[2,20,24,25,26,28,29,31,32,35,36,54,96,97,108,109,115,118,123,125,133,137],row_id:21,row_spars:[21,24,26,28,29,31,35,36,132,133],row_sparse_arrai:[28,132],row_sparse_pul:21,row_sparse_weight:36,rowmajor:[120,123],rowsparsendarrai:[21,26,35,109,133],roxygen2:[55,91],roxygen:55,roxygenis:91,rpkg:[84,86,87,90,91],rpn:[24,31],rpn_min_siz:[24,31],rpn_post_nms_top_n:[24,31],rpn_pre_nms_top_n:[24,31],rrelu:[26,36],rscript:[84,87,90,91],rsp:[26,28,35,36,132],rsp_add:133,rsp_in:[28,35],rsp_out:[28,35],rsp_retain:132,rsqrt:[26,28,35,36],rstrip:[101,117],rstudio:[84,87,90],rtc:30,rubi:[86,87],rule:[8,26,28,35,36,51,80,103,105,132,133],rumelhart:78,run:[7,8,10,23,26,29,34,36,40,43,45,48,50,51,52,53,54,55,60,63,65,66,67,70,71,72,73,75,76,78,80,81,84,86,87,90,91,95,96,99,100,103,105,106,107,109,110,111,116,125,126,128,136],run_ami:135,run_ctx:51,run_sdm:135,run_test_charrnn:128,run_train_charrnn:128,runcontext:51,runif:121,running_mean_initi:16,running_variance_initi:16,runtim:[10,30,36,49,51,52,54,75,80,127],s3_filesi:74,s3cmd:61,s_0:[26,28,35,36],s_1:[26,28,35,36],s_1x1:99,s_3x3:99,s_chconcat:99,s_double_3x3:99,s_double_3x3_0:99,s_double_3x3_1:99,s_k:[26,28,35,36],s_m:[26,28,35,36],s_pool:99,s_pool_:99,s_proj:99,sacrif:[15,79],safe:[36,49,51,52,66,72,78,109,116],safer:[25,26,32,36],sai:[34,36,52,54,66,69,78,96,132],said:[16,107,116],same:[4,6,7,8,10,11,13,14,15,16,17,21,23,25,26,27,28,29,32,33,34,35,36,37,41,45,46,49,50,51,52,55,59,61,68,69,70,72,78,80,81,84,92,95,96,97,98,99,100,101,104,107,110,113,114,116,119,120,125,126,127,131,132,137],sampl:[8,9,11,12,14,18,19,20,22,24,27,29,31,33,40,65,73,80,91,93,94,98,105,107,116,119,121,128,131,134,135,137],sample_exponenti:[26,36],sample_gamma:[26,36],sample_generalized_negative_binomi:[26,36],sample_multinomi:[26,36],sample_negative_binomi:[26,36],sample_norm:[26,36],sample_op:[26,36],sample_per_part:[24,31],sample_poisson:[26,36],sample_typ:[26,36],sample_uniform:[26,36],sample_weight:14,sampler:[12,20,128],sampler_typ:[26,36],sandwich:116,sappli:120,satisfi:[63,80],satur:[18,20],saturationjitteraug:18,save:[7,9,13,18,21,22,23,26,28,29,34,35,45,48,52,53,55,63,69,80,81,86,93,94,96,104,106,109,110,118,122,128,135,137,138],save_checkpoint:23,save_dict:110,save_for_backward:8,save_optimizer_st:[9,21,23],save_param:[13,23],save_rnn_checkpoint:34,save_st:13,savecheckpoint:[42,43,128],saved_tensor:8,saveoptst:43,savetxt:93,saw:114,sbin:[86,87],scala:[13,41,43,44,82,86,105,106,128,129],scalabl:[51,66],scalainstal:[87,90,91],scalapkg:[84,87,90,91],scalar:[10,14,23,24,25,26,27,28,29,31,32,33,35,36,51,70,96,105,107],scalar_op:70,scalarexp:51,scale:[15,16,18,20,24,26,27,28,29,31,33,35,36,49,51,60,63,65,95,96,109,120,137],scale_down:[3,18],scaleprob:128,scan:[54,106],scatter:[26,36],scatter_nd:[26,36],scenario:[50,54,66],scene:92,schedul:[21,29,51,61,63,64,72,81,96],schedule_decai:29,scheme:[29,48,72],scienc:[1,2,38,39,87],scientif:[78,96,99],scikit:[42,137],scipi:[26,28,78,131,133],scope:[7,8,13,45,49,50,53,75,107,130],score:[22,23,24,31,43,65,76,92,95,114,115,116],score_end_callback:23,scp:135,scratch:[20,65,84,93,94,95],script:[18,40,50,53,61,65,66,72,75,86,90,91,92,93,100,101,105,128,129,135],sdg:[26,28,35,36],sdk:101,sdm1:135,sdm:135,seamless:[1,2,38,39],seamlessli:[2,106],search:[50,78,82,107,116,121],sec:[9,48,64,71,96,101,119,121,138],second:[6,20,25,26,27,28,29,32,33,35,36,49,51,72,78,80,96,99,100,101,104,107,109,116,119,125,127,128,131,134,137,138],second_batch:20,secondli:66,secret:74,secret_access_kei:61,section:[19,23,26,28,29,35,36,48,49,50,51,52,53,54,60,67,70,87,93,95,96,99,104,113,125,131,132,133,135],secur:[61,86],sed:[61,74],see:[0,11,13,16,18,20,23,24,26,28,29,31,34,35,36,37,38,39,40,42,43,44,45,46,49,50,51,52,53,54,56,59,63,64,65,66,67,68,69,70,72,73,75,76,86,87,90,91,92,93,94,95,96,97,99,100,101,103,104,107,108,109,111,114,116,117,118,122,123,125,128,129,130,131,132,133,137,138],seed:[20,22,26,27,33,36,69,74,81,110,118,120,123,125,129,137],seed_stat:[26,27,33],seek:[20,92],seekabl:20,seem:[49,54,137],seen:[4,20,21,26,28,35,36,41,50,52,65,69,80,107,113,116,131,137],segment:[26,36,48,92,93,98],select:[18,26,36,48,63,84,97,107,109,116,120,128,135],self:[8,10,13,20,23,26,28,29,52,54,67,70,78,79,80,93,104,105,106,107,115,119,137],semant:[24,26,29,31,36,51],send:[21,55,57,58,81,101],sender:[21,81],senon:135,sens:[49,50,52,78,122],sensit:[18,24,31,107,116],sent:[13,21,63,66,81,110],sentenc:[6,26,34,68,79,92,93,99,110,128],sentence_s:110,sentences_pad:110,sentiment:[92,110],separ:[14,18,20,25,26,28,32,34,36,40,48,51,52,54,68,73,87,90,91,95,96,97,100,107,116,128,131,132,138],seper:[20,28],seperatechar:128,seq:[118,120,121,123],seq_data:34,seq_input:34,seq_len:[36,59,134],seq_length:20,seq_mod:23,seq_var:20,seqidx:134,seqlen:128,seqlength:128,sequanti:34,sequenc:[2,10,11,12,14,17,20,21,24,28,31,34,35,40,49,50,54,68,73,78,97,121,128],sequence_last:[26,36],sequence_length:[14,17,24,26,31,34,36,54,110],sequence_mask:[26,36],sequence_revers:[26,36],sequencelast:[26,36],sequencemask:[26,36],sequencerevers:[26,36],sequenti:[12,13,17,20,54,79,93,98,107,126],sequentialrnncel:[17,34],sequentialsampl:12,sergei:122,seri:[18,23,63,68,137],serial:[21,49,50,51,52,63,80,99,109],serv:[19,53,80,107,114,116],server:[21,63,66,75,76,81,101,113],servic:[48,51,61,68,74,78,81,101],set:[7,8,10,12,13,14,16,18,20,21,22,24,26,27,28,29,31,33,34,35,36,40,42,43,45,48,49,51,53,54,55,59,62,64,65,66,67,69,70,71,72,73,74,76,78,79,80,81,84,86,87,90,91,92,93,95,96,97,99,100,101,107,110,112,115,116,118,120,121,123,125,128,131,133,135,137],set_attr:[70,80],set_attr_pars:[70,80],set_bulk_s:51,set_data:13,set_default:80,set_enable_kwarg:51,set_enable_scalar:51,set_funct:51,set_gradi:51,set_gradient_compress:[13,21,23],set_learning_r:[13,29],set_lr_mult:29,set_lr_scal:29,set_monitor_callback:10,set_num_input:[70,80],set_num_output:[70,80],set_optim:[21,81],set_param:[10,23,95,101,117],set_record:8,set_resource_request:51,set_shape_funct:51,set_stat:[23,29],set_train:8,set_verbos:29,set_wd_mult:29,setargparam:43,setattr:13,setauxparam:43,setbatchendcallback:[43,128],setbeginepoch:43,setcontext:[42,128,129],setepochendcallback:[43,128],setevaldata:[42,129],setevalmetr:[43,128],setformatt:101,setiniti:128,setlevel:[95,101,114,116],setnumepoch:[42,128,129],setoptim:[42,43,128,129],setparam:[43,100],setrefclass:119,settl:121,settraindata:[42,128,129],setup:[23,67,71,86,90,91,93,95,96,98,99,107,114,116,117,128,129,130,131,132,133,135],setupdat:41,setupenv:91,setuptool:86,sever:[4,6,14,21,23,26,28,34,36,40,41,48,49,50,51,60,61,63,71,73,74,78,80,86,90,93,96,99,107,113,116,127,128,132,138],sgd:[21,23,26,29,36,42,43,49,53,65,95,100,105,107,116,120,129,132,133,138],sgd_mom_upd:[26,28,29,35,36],sgd_updat:[26,28,29,35,36],sge:69,sgld:29,sgroup:36,sha1:13,sha1_hash:13,shadow:101,shakespear:92,shakespearean:121,shall:81,shape:[2,3,4,5,6,10,11,12,13,14,15,16,17,18,20,21,23,24,25,27,28,31,32,33,34,35,37,39,40,41,44,46,48,50,53,54,68,70,74,76,78,79,80,93,94,95,97,100,104,105,106,107,108,110,113,115,116,117,119,120,121,122,128,129,131,132,133,137],shape_assign_check:80,share:[6,10,11,13,17,23,26,29,30,34,36,47,51,52,59,63,68,70,71,72,80,81,86,100,113,135,138],shared_arg_nam:36,shared_buff:36,shared_exec:36,shared_grop:10,shared_group:10,shared_mem:30,shared_modul:23,shared_ptr:51,shear:20,shift:[18,26,36,48,107,116,122],ship:84,shold:[26,36],shortcut:51,shorten:34,shorter:[18,20,24,31,52,59,93,94],shot:[92,101],should:[2,7,8,11,12,13,14,15,16,17,18,20,22,23,24,26,27,28,29,30,31,33,34,35,36,40,42,45,48,49,50,51,52,53,59,69,70,72,75,76,78,80,81,84,86,87,90,91,92,93,97,99,100,101,103,107,114,116,120,126,134,135,137,138],shouldn:[48,75,78],show:[7,37,40,45,46,49,50,51,52,55,60,61,65,69,71,72,73,75,81,93,94,95,101,111,117,121,122,123,125,128,130,131,133,134,137,138],shown:[50,52,93,114,119,138],showwarn:121,shrink:[18,20],shuf:[65,138],shuffl:[12,18,20,40,48,65,73,74,93,94,95,107,110,114,115,116,129],shuffle_chunk_s:20,shuffle_chunk_se:20,shuffle_indic:110,shutdown:51,side:[16,18,20,137],sierra:86,sigil:2,sigma2:51,sigma:[26,29,36,133,137],sigmoid:[8,14,26,28,35,36,50,52,70,78,104,107,116],sigmoidbceloss:14,sigmoidbinarycrossentropyloss:14,sigmoidlay:52,sigmoidprop:104,sign:[24,26,28,29,31,35,36,70],signatur:[30,51,80,81],signific:[26,36,66,68,71,86,110],significantli:[48,66,68,72,84,125,131],silent:[13,20,74,129],similar:[4,6,13,14,18,20,21,23,24,26,28,29,31,34,35,36,41,43,44,48,50,51,52,54,60,69,70,75,80,93,96,97,99,100,101,106,107,108,109,116,120,131,132,135,138],similarli:[21,29,50,69,78,80,96,113,137],simonyan:92,simpl:[4,16,21,34,36,39,40,41,43,49,50,52,55,59,61,63,64,65,70,71,73,75,76,79,80,81,86,90,93,96,97,99,101,107,108,113,116,117,123,125,131,133,135],simple_bind:[7,26,28,35,36,37,46,80,99,133],simple_forward:36,simplebind:[45,100],simpleit:93,simpleop:70,simpleopinplaceopt:51,simpler:[36,50],simplest:50,simplex:29,simpli:[5,8,23,26,36,43,48,49,50,51,52,54,59,64,65,78,80,81,93,94,95,96,99,106,107,122,123,126,131,132],simplifi:[36,37,40,42,46,48,49,51,73,75,93],simul:50,simultan:[48,49,50,96,128],sin0:[10,36],sin:[10,26,28,35,36,51,96,99],sinc:[13,16,18,20,23,26,36,48,66,78,80,81,97,100,105,107,110,116,131,132,137,138],sine:[26,28,35,36],singl:[4,11,16,17,20,21,23,25,26,32,34,36,41,52,53,54,59,61,63,65,72,92,96,97,99,107,109,113,116,125,126,127,128,135,137,138],singleton:[51,80],sinh:[26,28,35,36],sister:121,sit:96,site:[86,128],situat:[50,51,80,97],sixteen:138,size:[6,9,11,12,13,14,15,16,17,18,20,21,22,23,24,26,28,29,30,31,34,35,36,40,48,50,51,52,53,54,59,63,64,65,69,71,72,73,75,78,79,80,86,96,97,100,105,106,107,108,110,116,118,119,120,121,123,125,128,131,137,138],size_t:54,sketch:[24,31],skill:78,skimag:93,skip:[13,18,20,26,28,55,60,80,84,86,87,104,135],skip_prob:18,sklearn:[42,137],slack:57,slave:61,sleep:101,slice:[10,13,26,28,35,36,48,107],slice_axi:[26,36,96],slice_channel:[26,36],slicechannel:[26,36,134],sliceinput1valu:54,sliceinputvalu:54,sliceoutputvalu:54,slide:[26,29,36,110],slight:[17,34,69],slightli:[15,29,59,90,91,107,116],sln:[84,86,91],slope:[16,26,29,36,137],slow:[18,36,54,59,66,68,70,72,84,93,107,116,137],slower:[17,60,66,110],sm_label:[74,129],small:[16,22,25,26,28,29,32,34,35,36,48,55,63,64,65,66,69,75,78,91,107,110,116,118,120,137,138],smaller:[13,18,26,36,48,65,66,70,97,134],smallest:[26,28,35,36],smart:67,smi:64,smooth:[14,26,36,51],smooth_alpha:[26,36],smooth_l1:[26,36,51],smooth_l1_gradi:51,smooth_l1_loss:51,smooth_l1_unari:51,smoothedl1:14,smoothl1backwardusein_:51,smoothl1forward_:51,smoothl1shape_:51,snapshot:[84,130],sneak:128,snippet:[49,52,80,128,137],soft:[14,26,36],softmax:[5,7,10,14,22,23,24,26,29,31,36,42,43,45,51,60,65,70,78,93,95,99,107,110,111,116,117,123,125,127],softmax_act:[26,36],softmax_activ:[26,36],softmax_cross_entropi:[26,36,79],softmax_cross_entropy_loss:[105,107],softmax_label:[3,10,18,20,23,29,34,40,60,65,93,95,110,114],softmax_output:[7,26,36],softmaxactiv:[26,36],softmaxceloss:14,softmaxcrossentropyloss:[14,105],softmaxoutput:[3,5,7,10,20,23,26,29,36,42,43,45,60,65,78,93,95,99,100,110,114,116,119,125,129,133],softmaxprop:70,softmaxwithloss:60,softplu:[26,36],softrelu:[26,36,70],softwar:[84,86,138],sole:52,solut:[29,48,49,50,52,59,75,84,86,91,107,116],solv:[25,26,32,36,49,51,52,80,97,100,107,109,116,134],some:[6,8,16,23,26,28,29,35,36,40,43,44,45,48,49,50,51,52,53,55,58,59,61,63,66,68,70,71,75,84,92,93,95,96,97,98,99,100,108,110,114,115,116,122,128,131,132,133,135,137],some_shap:51,some_stream:51,someon:[52,116],someplac:126,someth:[16,43,76,80,138],sometim:[16,48,51,52,61,65,72,105,128,137,138],somewhat:[49,101,138],sonar:123,soon:[49,51,86],sophist:[50,78],sort:[20,21,28,128,131,132],sount:121,sourc:[6,8,9,10,11,12,13,14,15,16,17,18,20,21,22,23,26,27,28,29,30,33,34,35,36,50,51,52,60,61,64,70,71,74,80,81,92,93,102,107,111,112,116,117,118,119,123,125,128,131,132,134,135,136,138],source_arrai:[26,28],space:[8,13,16,20,24,26,31,36,48,49,50,51,52,63,70,80,86,96,105,106,107,108,110],spacial_dim1:[26,36],spacial_dim2:[26,36],spacial_scal:[26,36],spam:78,spars:[19,20,21,26,29,36,66],sparse_label:14,sparse_retain:[28,35],sparseembed:[24,31],sparseness_target:[26,36],sparsiti:131,spatial:[16,26,36,107,116],spatial_dim1:[26,36],spatial_dim2:[26,36],spatial_scal:[24,26,31,36],spatialtransform:[26,36],spatialtransformerop:[26,36],spatio:16,spcifi:[24,31],speak:128,speaker:135,special:[18,20,24,26,28,31,35,36,48,51,52,71,78,100,106,131,132,133],specif:[2,10,18,21,26,27,28,33,34,35,36,44,47,48,49,50,51,52,55,59,79,80,81,84,86,87,90,97,101,128,135],specifi:[7,9,10,12,13,14,16,17,18,20,21,22,23,24,26,27,28,29,31,33,34,35,36,37,40,42,43,44,45,46,48,49,51,52,53,54,60,63,69,70,72,78,80,95,96,97,99,100,101,105,108,114,116,127,128,130,131,132,133,138],spectrum:122,speec:128,speech:[48,68,78,128,134],speed:[9,26,34,36,48,49,51,52,53,63,66,69,70,71,78,79,106,107,111,116,119,125],speedomet:[9,65,114,115,116,119,128],speedup:[66,68,71,138],spefici:35,spend:48,sphinx:55,split:[10,13,20,24,31,48,50,65,68,95,101,107,110,115,116,128,135,137,138],split_and_load:[13,107],split_data:13,splittabl:48,spot:114,spread:[27,33,36,68],sprintf:118,spsp:[28,131],sql:99,sqlite:75,sqrt:[26,28,29,35,36,63,110,115,123,137],squar:[14,22,25,26,28,29,32,35,36,114,115,120,123,133],squaredhingeloss:14,squash:[26,36,55],squeez:[49,50,52,101,117],squeeze_axi:[26,36,134],squeezenet1_0:15,squeezenet1_1:15,squeezenet:92,squre:22,src:[18,20,24,25,26,28,31,32,35,36,44,51,53,70,74,80,93,99,128,135],src_size:18,ssd:[92,138],ssh:[61,69,101,138],sst:110,stabil:[26,28,35,36],stabl:[8,14,36],stack:[12,13,17,26,34,36,54,78,96,107,115],stacked_rnn_cel:34,stage:[10,116,135],stai:137,stale:13,stamp:115,stand:[14,16,17,30,48,51,66,78,80],standard:[16,18,20,26,27,29,33,36,54,65,78,92,96,97,104,106,107,116,125,128,137],stanford:29,start:[8,9,17,18,20,23,26,28,29,30,34,35,36,43,48,49,51,52,53,63,65,68,69,70,74,75,76,84,86,87,93,95,97,99,100,101,109,116,118,120,121,122,123,125,126,128,131,132,137,138],start_col:54,start_label:34,start_preview:101,starter:128,startup:[26,36],stat:[11,122,135],state1_dev1:23,state1_dev2:23,state2_dev1:23,state2_dev2:23,state:[1,2,8,9,10,11,13,17,21,22,23,26,29,34,36,38,39,43,49,51,52,59,65,70,75,78,80,92,96,99,104,107,122,128,132,134,138],state_cel:[26,36],state_info:[17,34],state_nam:23,state_output:[26,36],state_s:[26,36],state_shap:34,stateless:118,statement:[8,13,52,78,80],statist:[26,29,36,78,109],statu:[8,9],std:[15,17,18,24,31,34,51,70,80,100],std_a:20,std_b:20,std_g:20,std_r:20,stderr:[110,131,132],stdout:116,steadi:138,steal:81,stella:92,step:[5,6,8,11,13,17,18,22,23,24,26,28,29,31,34,35,36,48,55,59,60,61,68,71,79,80,84,86,92,95,99,101,105,107,114,115,116,119,133,137,138],step_data:34,step_input:34,stewardship:128,still:[13,18,36,50,52,59,70,78,80,93,106,120,131,132,133,137],stochast:[23,26,28,29,35,36,107,116,119],stod:70,stop:[26,28,29,35,36,51,53,72,80,86,97,107,116,118],stop_factor_lr:29,stop_gradi:[26,28,35,36],stop_preview:101,stopiter:[20,93],storag:[20,24,26,29,31,36,42,51,61,72,74,78,81,109,138],storage_typ:36,store:[4,8,12,13,20,21,26,27,28,36,40,41,43,44,48,50,51,52,54,61,63,64,66,68,69,70,72,73,74,78,79,80,86,93,96,98,100,108,109,110,128,131,132,138],storm:66,str:[8,9,10,11,12,13,14,15,16,17,18,20,21,22,23,26,28,29,30,34,36,101,131,132],str_imag:18,str_img:26,straight:[2,78,79,97],straightforward:[3,20,29,52,74,80,84,99,100,138],strang:63,strategi:[40,50,51,131],stream:[34,50,51,78,80,93,107,116],streamhandl:101,strength:[68,78,99],stricter:50,stricthostkeycheck:61,strictli:52,stride1:[26,36],stride2:[26,36],stride:[15,16,24,26,31,36,51,71,99,107,110,116,119,125,137],strikingli:65,string:[7,10,11,12,18,20,21,23,26,28,29,30,31,32,34,35,36,42,43,45,51,60,61,63,70,80,98,99,100,104,110,127,128],stringr:122,strip:[13,110,115],strip_prefix:13,stripe:138,strong:125,strongli:138,strsplit:121,struct:[51,70,80],structur:[3,12,13,20,44,49,51,52,78,79,80,93,96,98,99,103,107,108,110,114,116,118,123,125,128,131,132,133],studi:138,studio:[84,86,91],stuff:10,stumbl:78,style:[39,42,47,78,106],styliz:[26,36],stype:[21,26,28,35,36,80,131,132,133],stype_dict:36,sub:[4,24,26,31,36,52,75,104,110],subclass:[9,12,13,23,29,43,70,93,94,106,132,137],subduct:[26,36],subfold:[93,94],subgradi:29,subgraph:63,subincept:75,submiss:125,submit:[61,69,87,90],submodul:[71,91],subplot:[93,94,137],subprocess:[93,94],subprogram:84,subscrib:[57,101],subsequ:[13,16,21,26,36,78,97,106,107,116,131,138],subset:[28,35,92,109,132],subspac:[97,110],subtract:[18,20,26,28,35,36,40,48,122,137],succe:128,succeed:128,success:[20,51,80,86,91,107,116],successfulli:[21,65,80,100,135],sucessfulli:137,sudo:[60,61,71,84,86,87,90,91,134,138],suffici:[54,72,138],suffix:[99,114],suggest:[26,36,51,54,69,71,72,78,137],suit:[34,61,86,93],suitabl:[26,36,49,51,52],sum:[4,13,14,21,25,26,27,28,32,33,34,35,36,41,53,63,69,70,76,78,80,96,103,108,110,113,115,120,121,128],sum_axi:[26,28,35,36,76,96,115],sum_metr:22,sumlogdiag:[25,26,32,36],summar:[18,20,23,28,51,53,72],summari:[29,49,135],summat:[26,28,35,36],sun:69,superior:96,supplement:[26,36,92],suppli:[18,21,78,92],support:[1,2,6,8,11,12,13,15,17,18,20,21,22,23,25,26,28,29,30,32,34,35,36,37,38,39,40,46,48,49,51,52,53,54,60,61,64,66,69,70,73,78,80,81,84,86,87,90,91,92,93,94,97,98,99,103,105,106,108,109,127,128,133],suppos:[14,22,24,26,31,36],suppress:[24,31],sure:[20,49,51,54,55,59,60,63,72,76,81,84,86,91,101,110,122,130,138],surpass:29,surpris:78,survei:[49,50,52],suspicion:128,svd:115,svm:[14,26,36,78],svm_mnist:[26,36],svmoutput:[26,36],swai:78,swap:[26,36],swapax:[26,36,101,117],swapaxi:[26,36],swapfil:86,swapsiz:86,sweep:63,swift:75,swig:[84,87,90],switch_bucket:23,syevd:[25,32],sym:[3,5,7,10,13,17,20,23,29,34,35,36,53,65,70,78,80,93,95,99,101,106,110,114,116,117,133,134,137],sym_gen:[10,23,59],symbol:[2,3,5,6,8,9,10,11,13,14,16,17,18,20,23,24,26,28,29,39,42,43,47,48,49,50,53,54,59,60,63,64,65,72,76,80,93,95,100,101,105,106,107,110,112,114,115,116,117,118,119,120,123,124,125,126,128,129,137,138],symbolblock:13,symbold:7,symboldoc:36,symgen:128,symmetr:[25,26,32,36],synaps:78,sync:[21,61,69,74,138],sync_label_shap:18,syncfn:51,synchron:[18,21,49,51,61,63,66,100,138],synset:[12,101,117,122],syntact:[24,26,31,36,79],syntax:[36,44,52,70,71,78,97,108,135],synthesi:92,syrk:[25,26,32,36],sys:[65,101,110,131,132],sysctl:87,system:[37,44,46,48,49,52,54,62,71,72,78,82,84,86,90,91,92,93,94,95,96,99,101,107,109,114,115,116,117,122,123,125,126,128,129,130,131,132,133,138],systempath:130,szegedi:[16,92,122],t10k:[74,100,129],tab:[18,20,91,101],tabl:[24,31,52,71,72,121,123,125,138],tackl:128,tag:[49,50,61,86,92],tail:121,take:[8,10,12,13,17,21,23,26,29,34,36,37,40,46,48,49,50,51,52,54,59,65,68,70,73,74,76,78,80,86,93,94,98,99,101,105,107,114,116,122,123,125,127,128,131,132,135,137,138],take_label:23,takeawai:50,taken:[13,26,28,29,35,36,48,49,54,81,110],takeright:128,talk:[34,50,54,78,116,128],tamper:81,tan:[26,28,35,36],tangent:[26,28,35,36],tanh1:[116,119,120,125],tanh2:[116,119,125],tanh3:[116,119,125],tanh:[11,16,17,26,28,34,35,36,60,70,78,107,116,119,120,125,137],tap:87,tar:[65,84,86,87,90,91,93,94,101,138],tarfil:93,target:[10,14,20,22,23,24,26,28,31,36,75,84,87,90,91,93,94,97,130],target_shap:[26,36,110,134],target_weight:133,task:[1,2,18,20,26,36,38,39,48,51,52,53,65,68,92,93,97,98,107,116,123,125],tax:78,tblob:[51,70,80],tcp:61,teach:[61,99],techniqu:[21,34,48,50,52,78,80],technolog:[63,78],tediou:[37,46,52,99],tee:84,teeth:78,tell:[20,40,48,49,51,52,55,78,80,101,114],temp:[12,51,63,75,96,126],temper:[24,31],temperatur:[64,128],templat:[30,51,69,80,86,109,118,135,138],tempor:[14,16,20,24,26,31,34,36,51,52],temporari:[26,36,51,63,109],temporarili:[8,131,132,133],tempspac:10,ten:[9,50,78,138],tend:[24,26,31,36,78,109],tensor:[1,2,11,13,14,16,17,24,25,26,28,31,32,35,36,38,39,40,42,43,44,45,70,80,91,99,108,110,124,131,132],tensorflow:[52,59,78,106,110],tensorview:54,terabyt:138,term:[7,17,24,26,28,31,34,35,36,45,49,52,66,68,78,80,92,125,128,137],termin:[26,28,35,36,61,86,87,90,91,101,131,132],tesla:[64,99,138],test:[2,7,8,12,20,26,29,36,40,43,51,60,61,71,73,74,75,86,91,92,93,94,95,101,104,107,110,115,116,118,120,123,125,128,135,137,138],test_conv:74,test_convert:60,test_data:[107,116],test_dim:36,test_imag:93,test_it:116,test_label:[107,116],test_oper:80,test_quadratic_funct:80,test_suit:36,test_util:[36,93,95,107,116,117,133],tex:10,texec:10,text2id:128,text:[55,59,81,92,101,117,121,128,135,137],tgz:90,than:[10,12,13,14,15,17,18,20,21,23,24,26,27,28,29,31,33,35,36,48,49,50,51,52,63,65,66,68,69,70,71,72,78,80,84,86,90,97,99,103,106,107,109,116,117,119,125,127,128,131,134,137,138],thank:75,theano:[50,52,64,78,99,106],thei:[11,13,14,17,20,23,26,27,28,33,34,36,37,42,43,44,46,47,48,49,50,51,52,53,59,63,66,67,68,75,79,80,93,99,106,107,109,110,114,115,116,128,131,135,137],them:[1,2,7,11,12,21,23,26,28,35,37,38,39,40,43,45,46,49,50,51,52,55,60,61,65,66,69,70,73,78,80,93,94,99,100,103,104,106,107,109,110,114,116,124,126,127,128,130,131,132,133,135,137,138],themselv:[29,52,97],thenotoriouspug:117,theon:[26,36],theori:[23,109],therefor:[20,23,26,27,33,51,60,61,80,81,107,116,119],thevocab:128,thi:[2,3,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,40,42,43,44,45,46,47,48,49,50,51,52,53,54,55,58,59,60,61,63,64,65,66,67,68,69,70,71,72,73,74,75,78,79,80,81,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,125,126,127,129,130,131,132,133,135,137,138],thick:18,thin:[42,127],thing:[2,7,10,44,45,48,49,52,59,63,75,80,99,101,114,122,138],think:[5,23,49,52,59,78,113,137],third:[52,71,80,91,96,97,131],thorough:99,those:[23,29,34,35,36,43,48,49,51,66,80,95,99,101,110,131,133],though:[61,71,80,115,137],thought:128,thousand:[65,78,117],thread:[20,40,48,49,51,60,65,66,71,72,80,84,93,94,96,125,126,138],threadedengin:63,threadedengineperdevic:63,threadidx:30,threat:81,three:[14,18,21,22,24,26,28,31,36,50,52,53,55,60,64,70,80,94,97,107,115,128,131,135],thresh:20,threshold:[13,14,21,23,24,31,63,66,80,118],throttl:64,through:[8,14,26,28,35,36,50,51,52,59,60,70,78,80,86,93,94,95,97,98,100,101,104,105,107,109,110,114,116,128,129,130,131,133,135,137],throughout:[23,52,80],throughput:[29,51],thrown:[10,23],thu:[11,18,26,34,36,59,66,68,78,80,81,93,96,97,110],thumbnail:15,thwart:81,tic:[26,28,96,101,110,125],tied:59,tieleman:[26,29,36],ties:50,tijmen:[26,29,36],tile:[26,36,80,137],time:[9,11,16,17,20,21,23,24,26,28,31,34,35,36,48,50,51,52,54,59,61,66,68,69,70,72,74,75,78,80,86,95,96,97,98,99,106,107,109,110,114,115,116,120,121,122,123,125,128,135,137,138],timeidxinseq:54,timit:135,tini:48,tinyshakespear:121,tip:[55,67],tisbackward:80,tks:115,tmp:[20,26,36,61,69,93,96,98,128],tmp_space_r:51,tnc:[11,14,17,20,34],to_retain:[28,35],to_rgb:18,to_str:100,toall:[26,36],toarrai:[39,41,43,44,128,129],toc:[101,110],todai:[50,78,128],tofloat:[128,129],togeth:[7,13,14,16,18,23,25,26,32,34,36,40,45,48,50,53,73,79,97,98,99,114,127,135,137],toi:[50,52,134],toint:[43,128],tojson:[7,36,45,95,99],token:[16,24,31,34,49,51,110],toler:49,tomato:110,too:[24,25,26,31,32,36,43,48,50,52,64,66,69,72,75,80,97,109,132,133,138],took:78,tool:[12,18,20,30,34,40,48,53,60,61,65,69,72,73,78,86,90,94,109,138],toolchain:91,toolkit:[78,87,90,91,127],top:[13,18,22,23,24,26,29,31,34,36,42,51,52,60,75,87,95,96,101,106,117,122],top_k:22,top_k_acc:95,top_k_accuraci:[22,23],topic:[4,7,37,40,41,42,43,44,45,46,49,50,51,56,60,64,67,73,101,109,128,137],topk:[26,36],topkaccuraci:22,topmost:78,topn:101,topolog:114,torch:[22,50,51,52,62],torchvis:15,toronto:[12,26,29,36],tostyp:[20,21,26,28,35,131,132,133],total:[9,10,12,18,20,24,26,31,36,51,92,96,103,108,110,116,121,128,131,138],total_filt:110,total_num_param:34,touch:[107,116],toward:[26,28,35,36,50,97],tpath:[93,94],trace:[53,72],track:[9,37,46,56,67],tracker:61,trade:[47,52,63,138],tradeoff:[26,36],tradit:[52,59,78,107,116],trail:[20,25,26,32,36],train:[2,3,5,7,9,10,12,13,14,15,16,18,20,21,24,26,29,31,34,36,39,40,44,45,48,49,50,51,52,63,66,67,71,73,75,78,79,81,86,93,94,100,104,105,109,110,115,122,123,126,128],train_acc:110,train_batch_s:135,train_cmd:135,train_data:[10,23,79,107,114,116,133],train_datait:[23,43,74],train_fbank:135,train_fbank_gcmvn:135,train_imagenet:138,train_it:[18,23,95,100,114,116,133],train_label:[107,114,116,133],train_lstm:135,train_meta:138,train_mnist:[61,69],train_mod:[8,26],train_mxnet:135,train_tim:110,trainabl:[10,26,36,59,116],traindata:42,traindatait:[42,129],trainer:[66,79,105,107],trait:70,tran:[24,31],tranform:[26,36],trans_std:[24,31],transcript:135,transfer:[2,121],transform:[12,15,16,17,18,20,26,34,36,48,53,68,78,80,92,107,109,114,116,119,125,135],transform_param:60,transform_typ:[26,36],transit:[24,31,49,81],translat:[48,52,59,68,78,107,116],transpar:[34,51,96],transpos:[6,16,25,26,28,32,35,36,68,93,94,96,122,125,132,134,137],transpose_a:[25,26,28,32,35,36,132],transpose_b:[25,26,28,32,35,36,106],transpose_dot:132,transposit:[25,26,32,36],trap:50,travers:[50,93],tread:40,treat:[20,23,26,36,72],tree:[13,26,36,52,75,79],treebank:92,trench:[26,28,29,35,36],trend:50,tri3a_ali:135,tri:[61,63,92,135,137],triangl:[25,26,32,36],triangular:[25,26,32,36],trick:[14,15,48,50,52,67],tricki:48,trigger:[49,53,97],trim:[14,18],tripl:23,triplet:[14,98],tripletloss:14,trivial:78,trmm:[25,26,32,36],troubl:110,trsm:[25,26,32,36],true_divid:26,true_posit:22,trunc:[26,28,35,36],truncat:[20,26,28,35,36],trust:81,trusti:84,truth:[14,20,22,24,26,31,36,52,78],tshape:[51,70,80],tsmoon:11,tun:63,tune:[26,36,63,67,75,92,95,138],tupl:[10,11,12,13,16,18,20,22,23,24,26,27,28,30,31,33,35,36,80,96,97,104,108,110,115],turn:[8,13,16,26,28,29,35,36,51,52,63,66,72,78,79,86,107,110,116],tutori:[6,8,13,20,23,26,28,36,38,41,52,54,55,59,61,67,68,69,70,76,78,79,80,82,86,87,90,91,92,93,94,95,96,98,99,100,102,104,107,108,110,111,112,113,114,115,116,117,118,120,121,122,123,125,129,130,131,132,133,134,135,136,137,138],twice:[34,80],two:[6,7,13,16,17,20,21,23,25,26,27,28,29,32,33,34,35,36,40,42,45,48,49,50,52,55,59,60,61,64,68,69,70,72,73,75,78,80,86,87,90,91,92,93,96,97,98,99,101,104,106,107,115,116,117,118,119,126,127,131,132,134,135,137,138],tx2:86,txt:[20,71,101,117,121,122,128],typ:18,type:[6,8,9,10,11,13,15,16,17,18,20,21,22,23,24,25,27,29,30,31,32,33,34,45,49,51,54,55,60,61,69,70,72,75,80,81,92,93,96,97,101,104,107,108,114,123,125,127,128,130,134,137],type_assign_check:80,type_dict:36,type_flag_:[51,80],typedef:51,typenam:[30,51,80],typic:[7,10,16,20,23,28,40,45,49,50,52,63,65,66,69,72,73,78,84,86,91,98,105,107,116,126,131,132,135,137,138],ubuntu1404:84,ubuntu1404_7:84,ubuntu:[60,61,71,84,86,138],ubyt:[20,61,74,100,129],ucf101:92,uci:95,uint32_t:[51,70],uint8:[20,24,26,31,36,70,93,94,98,99,137],ultim:[52,137],ultimatlei:137,ulyanov:[26,36],unam:[61,84],unambigu:97,unari:[26,36,51],unarycomput:70,unaryfunct:51,unarygradfunctiont0:51,unarygradfunctiont1:51,unarygradfunctiont2:51,unaryshapefunct:51,unauthor:81,unchang:[26,36,96],uncom:60,uncompress:48,undefin:[8,22,23,135],under:[5,20,23,50,70,71,80,92,93,94,98,100,109,128],undergo:[24,31],underli:[20,23,51,63,71,79,93,115],underscor:[36,53,80],understand:[51,52,54,55,78,79,80,97,110,128,132,137],understood:[80,97],unequ:80,unfinish:13,unfortun:50,unfus:34,unfused_lstm_cel:34,unfused_output:34,unifi:80,uniform:[13,17,23,26,27,29,33,34,36,70,80,93,95,100,104,110,114,121,125,131],uniformli:[26,27,29,33,36],uniniti:13,uniqu:[13,20,21,29,36,78,99,101,121,127,128],unit:[11,16,17,24,26,31,34,36,41,42,52,55,92,99,107,116,126,127,128],univers:80,unknown:[13,34,36,70,80,121],unless:[20,23,26,40,128],unlik:[18,26,64,97],unnecessari:78,unnecessarili:50,unnorm:14,unpack:[3,20,29,34,91,96],unpack_img:[3,20,93,98],unpack_weight:34,unpredict:61,unrol:[11,17,23,34,54,59,68,128],unroll_scan:54,unseg:[14,24,31],unsign:48,unsorted_row_id:21,unspecifi:10,unsuccess:[26,27,33,36],unsupervis:137,untar:138,untel:128,until:[11,21,23,26,28,34,35,36,43,49,50,51,96,107,116,128],unwis:68,unzip:[61,84,86,87,90,91,93,94,101,122,128,138],updat:[5,8,10,13,16,18,19,22,26,34,35,36,49,51,55,61,65,66,68,69,71,84,86,87,90,95,97,99,100,101,107,109,110,114,118,121,133,137],update_dict:22,update_metr:[10,23,95,133],update_multi_precis:29,updateal:100,upgrad:[71,86,90],upload:[61,117],upon:[26,28,35,36,49,51,78],upper:[25,26,27,32,33,36,50],upper_bound:[26,36],uppercas:128,upsampl:[18,26,29,36,137],upscal:20,upstream:55,uri:[20,48],url:[13,63,65,74,93,101,117,121],urllib2:110,urllib:[65,101,115],urlopen:110,urlretriev:[65,101,115],usabl:52,usag:[2,13,20,21,24,26,31,36,40,50,51,52,54,66,86,95,100,101,109,123],usageinfo:101,use:[2,4,5,7,8,12,13,14,15,16,17,18,20,21,22,23,24,25,26,28,29,30,31,32,34,35,36,37,40,41,42,43,44,45,46,48,49,50,51,52,53,54,55,56,58,59,61,63,64,65,66,67,69,71,72,73,74,75,76,78,79,80,81,84,86,87,90,91,92,93,94,95,96,97,99,100,101,103,104,105,106,107,109,110,111,114,115,116,117,118,119,120,121,122,123,125,126,127,128,129,130,131,132,133,134,135,137,138],use_bia:16,use_bla:[61,84,86,87,90],use_cpp_packag:84,use_cuda:[61,69,84,86,87,90,96],use_cuda_path:[61,84,86,87,90],use_cudnn:[61,64,84,86,87,90],use_data_length:[24,31],use_dist_kvstor:[61,69,138],use_global_stat:[26,36],use_hdf:96,use_ignor:[26,36],use_label_length:[24,31],use_linear:[26,36],use_mkl2017:72,use_mkl2017_experiment:72,use_nnpack:71,use_opencv:[18,84,86,90],use_openmp:84,use_profil:[53,72],use_s3:[61,74,96],use_sequence_length:[26,36],used:[3,5,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,23,24,26,27,28,29,30,31,33,34,35,36,43,45,48,49,50,51,52,53,54,55,56,60,63,64,65,66,69,70,72,75,80,81,82,84,86,87,90,91,92,93,94,95,96,97,98,99,100,104,105,106,107,109,114,115,116,117,119,120,122,127,128,131,132,133,134,135,137,138],useful:[11,12,13,14,18,20,22,23,24,31,34,36,47,48,49,50,51,52,60,68,69,78,80,95,96,98,110,114,118,119,126],useless:51,user:[7,8,10,12,13,17,23,24,26,28,30,31,35,36,45,48,49,50,51,52,53,55,66,76,78,79,80,84,86,87,90,91,92,95,96,99,101,106,109,115,116,121,123,125,126,131],userdata:101,uses:[6,11,16,18,20,26,27,28,33,34,36,40,51,54,59,63,65,66,69,72,81,86,90,96,99,100,107,114,125,131,132,133,137,138],usewebsocket:101,using:[5,7,11,13,15,17,18,20,21,23,26,27,28,29,33,34,35,36,40,42,43,44,45,48,49,50,51,52,54,55,56,61,66,67,68,69,70,71,72,74,75,78,79,80,81,84,86,87,90,91,92,95,96,97,99,100,101,106,107,109,110,111,112,113,114,115,116,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,137,138],usr:[23,30,61,84,86,87,90],usual:[8,11,13,14,17,18,20,23,26,27,33,34,36,40,48,49,50,51,52,53,55,63,73,80,104,105,107,116,120,126],usus:[104,132],util:[12,23,40,48,50,51,54,63,70,71,74,80,81,86,90,93,98,107,127,128,135],utt2spk:135,val:[18,26,36,39,40,41,42,43,44,45,65,119,121,128,129,138],val_data:107,val_datait:[23,43,74],val_it:[18,95,100,116],val_meta:138,val_root:138,valdatait:[42,129],valid:[5,13,18,20,23,26,28,36,40,50,55,65,74,75,80,81,92,95,100,107,116,118,129,134,135],valid_thresh:[26,36],validation_metr:23,valu:[7,8,10,13,14,18,20,22,23,24,26,27,28,29,31,33,35,36,40,43,45,48,49,50,51,52,54,55,60,63,66,70,72,78,80,81,96,97,99,100,105,106,107,114,116,118,119,128,131,132,133,135,137,138],valuabl:116,value1:131,value2:131,valueerror:10,valuen:131,var1:[2,7],vari:[18,23,48,59,66,95],variabl:[3,5,7,8,10,13,17,18,20,21,23,26,28,29,34,35,36,37,42,43,45,46,49,50,51,52,54,60,61,62,67,69,70,71,72,74,76,78,80,84,86,87,90,91,93,95,96,100,103,106,109,110,112,114,115,116,118,119,120,123,125,127,128,129,131,132,134,135,137,138],varianc:[16,24,26,28,31,35,36,135],variant:[15,26,29,36],variat:[11,65],variationaldropoutcel:11,varieti:[92,131],variou:[6,9,19,26,29,36,49,51,53,54,61,66,70,72,75,80,93,94,100,114,115,126,128],vcpu:72,vector:[2,11,16,17,18,24,25,26,28,31,32,34,35,36,39,40,42,43,45,51,70,78,80,81,92,100,107,110,115,116,124,128,131,132,134,137],vectori:36,vedaldi:[26,36],verbos:[13,18,20,29,120,138],veri:[2,15,24,26,31,36,43,48,50,54,61,63,64,66,70,72,74,80,93,106,107,109,116,118,119,120,138],verifi:[80,86,91],versa:[34,52,131,132],version:[10,15,16,17,26,29,34,36,50,52,53,55,60,64,65,72,75,78,79,84,86,87,90,91,100,101,106,107,113,116,128,129,130],version_info:65,vertic:[107,116],vgg11:15,vgg11_bn:15,vgg13:15,vgg13_bn:15,vgg16:[15,92],vgg16_bn:15,vgg19:[15,92],vgg19_bn:15,vgg:[65,66,71,72],via:[21,23,24,29,31,48,51,54,57,59,65,69,78,80,81,93,94,101,114,138],vice:[34,52,131,132],video:92,view:[6,23,26,28,29,35,36,52,59,80,99,117,123,127],vinyal:92,virtual:[20,49,51,54,72,80],virtualenv:86,visibl:51,vision:[13,65,67,78,86,87,93,94,107,116,128,129],visit:[67,95],visual:[18,67,84,86,87,90,91,99,114],vital:52,viz:[76,86,95,99,114,123],voc:92,vocab:[34,59,121,128],vocab_emb:110,vocab_s:[36,110],vocabulari:[14,16,24,26,31,34,36,92,110,128],vocabulary_inv:110,vocabulary_s:36,volum:[16,81],volume12:29,vpc:81,vtag:49,wai:[4,7,13,15,16,19,21,26,28,36,37,40,41,42,44,45,46,48,49,50,51,52,59,61,64,68,69,70,72,73,74,78,80,81,90,91,93,94,96,99,107,108,109,114,119,123,126,127,128,131,132,137,138],wait:[9,26,28,34,49,96,100],wait_to_read:[26,28,96],waital:[26,100],waitforal:51,waitforvar:51,waitkei:18,walk:[70,80,86,98,101,107,114,116,133],walkthrough:[40,73],wall:34,wallpap:117,walter:78,wang:49,want:[4,10,13,14,17,20,21,26,28,34,35,36,37,40,41,42,43,46,48,49,50,51,52,53,55,63,66,68,69,70,80,84,86,87,90,91,95,96,99,100,101,104,105,108,109,110,114,125,128,135,137,138],warn:[23,55,84,93,120,131,132,133],warp:[26,36],warp_matrix:[26,36],warp_maxtrix:[26,36],warpctc:134,warpctc_path:134,warren:78,washington:128,wast:[59,131,132],wav_db:135,wd_mult:[13,29,36],weak:13,web:[51,55,61,80,119,121],websit:[84,100],websocket:101,webupd8team:84,week:[68,78,86],weekli:87,weigh:14,weight1:70,weight2:70,weight32:[26,36],weight:[7,9,11,13,14,15,16,17,19,21,22,24,26,28,31,34,35,36,45,49,51,52,59,60,63,65,66,69,70,78,92,93,95,99,100,104,107,110,116,121,127,128,132,133,137],weight_decai:[100,132],weight_initi:16,weight_shap:[36,104],weird:15,welcom:[49,61,80,90],well:[12,16,18,22,23,26,36,52,54,61,66,79,80,92,95,99,101,107,110,115,116,127,137],went:[107,116],wer:135,were:[7,36,45,65,128],weren:52,west:61,weston:92,weyand:92,wget:[60,61,65,84,86,92,94,119,121,128],what:[37,46,49,51,52,56,67,78,99,107,110,116,119,122,123,128,131,132,133,137],whatev:[11,17,34],whatsthi:75,whe:72,wheezi:[86,101],when:[7,8,10,11,13,14,16,17,18,20,21,22,23,24,26,27,28,29,31,34,35,36,37,40,43,44,45,46,47,48,49,50,51,52,53,54,55,59,61,63,65,68,69,70,71,72,75,78,79,80,81,84,86,92,93,96,97,98,99,100,101,103,105,107,108,111,113,114,116,118,119,120,126,128,130,131,132,133,137,138],whenev:[21,34,52,69,101,110],where:[4,13,14,15,16,17,18,20,21,22,23,24,25,26,27,28,29,31,32,33,35,36,41,48,50,51,54,55,59,66,70,72,76,78,79,80,81,91,97,100,107,110,113,114,116,131,132,133,135,137,138],wherea:[18,26,34,36,48],wherebi:51,whether:[8,9,10,12,13,14,15,16,18,20,21,22,23,24,26,28,29,31,34,35,36,48,51,52,55,61,63,72,78,80,91,104,106],which:[5,7,8,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,26,27,28,29,31,33,34,35,36,40,45,48,49,50,51,52,54,59,60,61,63,64,65,66,68,69,70,71,72,75,76,80,84,86,87,90,91,92,93,95,96,97,98,99,100,101,103,104,107,108,109,110,114,115,116,117,118,119,121,122,125,127,128,130,131,132,133,135,137,138],while_loop:106,white:[52,54],who:[50,51,128],whoami:138,whole:[20,26,34,36,48,54,80,97,99,135],whose:[3,20,21,26,27,28,29,33,34,35,36,49,50,66,96,114,127,132,134],why:[50,52,80,96,99,118,126,132],wide:[43,96,99,107,108,116],wider:52,widespread:78,width:[15,16,18,20,24,26,27,31,33,36,40,73,107,116,117,122,137],win32:60,window:[12,16,18,24,26,31,36,60,65,71,84,86,100],window_nam:18,wine:101,wine_alert:101,winner:75,winograd:71,wise:[7,14,16,26,28,34,35,36,37,45,46,51,52,68,80,96,99,107,116,127,133],with_1394:84,with_cuda:84,within:[7,9,13,18,26,36,45,51,52,54,59,63,68,70,96],without:[8,11,12,13,15,23,24,26,28,31,36,49,51,52,63,66,70,71,79,80,84,86,90,91,93,96,104,114,135,138],withscop:45,wjalrxutnfemi:61,won:[11,18,44,49,52,93,128,137],wonder:[52,78,80,96,99,116],word2vec:[92,110],word:[13,24,25,26,28,31,32,35,36,51,59,66,70,78,87,90,91,92,110,111,114,128],word_count:110,word_vec:36,wordvec:134,work:[2,10,13,18,21,23,26,34,36,42,48,49,51,52,53,54,55,56,59,61,63,67,68,71,78,79,80,92,93,97,99,100,101,107,110,114,115,116,119,125,128,131,135,137,138],work_load_list:[10,23,69],worker1:138,worker2:138,worker3:138,worker:[12,21,51,61,63,66,69,81,138],workflow:[67,78,80],workload:[23,72,96,138],workspac:[24,26,31,36,51,63],world:[23,78,109,116,118,120,122,123,126,127,131,132],worri:[48,52,133],worst:22,worth:[52,100],would:[13,21,23,26,28,29,34,35,36,48,51,52,59,64,65,66,70,80,86,87,90,91,104,115,128,131,132],wouldn:[52,63],wrap:[12,16,23,26,36,43,60,80,99,103,135],wrapper:[20,42,48,54,55,127],writabl:[26,28],write:[1,2,3,8,13,20,23,26,28,36,38,39,40,48,49,50,51,52,53,55,61,64,70,73,74,78,80,93,94,96,97,98,99,104,107,109,119,125,126,127,131,132,135],write_idx:[20,93,98],write_var:49,writm:117,written:[2,13,36,51,70,78,81,101,107,116,119,129],wrong:80,wrt:[36,52],wtx:[26,36],www:[11,12,26,29,36,65,93,94,111,138],wwww:12,x64:[84,90,91],x86:[71,84,86,91,128],x86_64:[84,90,91],x_0:[26,36],x_1:[26,36],x_dev:110,x_m:[26,36],x_numpi:108,x_shuffl:110,x_src:[26,36],x_text:110,x_train:110,xarg:61,xavier:[13,29,65,105,107,128],xcode:[84,86],xeon:72,xhtml:101,xie:92,xingjian:11,xlarg:72,xmax:18,xmin:18,xml:[101,130],xpu:[51,80],xvf:138,xvzf:[90,101],xxx:[18,53],xxxa:12,xxxx:23,xyz:75,y_0:[26,36],y_dev:110,y_np:36,y_shuffl:110,y_src:[26,36],y_train:110,yajiedesign:91,yang:93,yann:[12,20,125],yarn:69,year:[50,78,128],yes:64,yet:[12,23,26,28,35,36,49,54,59,60,101,115,131],yfcc100m:92,yield:[20,51,69,99,110,115,128],yin:93,ymax:18,ymin:18,yoon:110,yoonkim:110,you:[1,2,4,7,8,10,13,14,15,16,17,18,20,21,23,25,26,27,28,29,30,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,48,49,51,52,53,54,55,56,57,58,59,60,61,63,64,65,66,67,68,69,70,71,72,73,75,76,78,80,81,84,86,87,90,91,93,94,96,97,98,99,100,101,103,104,105,106,107,108,109,110,111,112,113,114,116,118,119,120,121,122,123,125,126,127,128,129,130,131,132,133,134,135,137,138],your:[10,13,16,20,26,28,30,35,36,40,42,49,51,53,55,60,61,63,64,69,70,72,73,74,75,76,78,79,80,81,84,86,87,90,91,93,94,95,96,99,101,104,106,107,109,110,114,116,117,123,125,126,128,129,131,132,133,135,137,138],your_nnpack_install_path:71,yourself:[40,51,73,86,91,100,135],yoursymbol:53,yum:[60,84],yutian:49,yyi:18,yyyb:12,zalando:12,zalandoresearch:12,zero:[4,10,11,13,14,16,17,20,21,25,26,27,28,29,30,32,33,34,35,36,41,44,52,60,66,78,80,86,96,108,110,113,126,128,131,132,133,137],zero_grad:13,zeros_lik:[26,28,35,36,108],zip:[12,22,61,84,93,99,107,110,115,128,129,137],zipfil:115,zipwithindex:128,zoneout:[17,34],zoneout_cel:34,zoneout_output:[17,34],zoneout_st:[17,34],zoneoutcel:[17,34],zoo:[13,19,60,101],zoom:[18,26,36],zxf:84,zxvf:84,zzz:18},titles:["MXNet - C++ API","MXNet - Julia API","MXNet - Perl API","Data Loading API","KVStore API","Module API","NDArray API","MXNet Perl Symbolic API","Autograd Package","Callback API","Executor and Executor Manager","Gluon Contrib API","Gluon Data API","Gluon Package","Gluon Loss API","Gluon Model Zoo","Gluon Neural Network Layers","Gluon Recurrent Neural Network API","Image API","MXNet - Python API","Data Loading API","KVStore API","Evaluation Metric API","Module API","Contrib NDArray API","Linear Algebra NDArray API","NDArray API","Random Distribution Generator NDArray API","Sparse NDArray API","Optimization: initialize and update weights","Run-Time Compilation API","Contrib Symbol API","Linear Algebra Symbol API","Random Distribution Generator Symbol API","RNN Cell Symbol API","Sparse Symbol API","Symbol API","Symbolic Configuration and Execution in Pictures","MXNet - R API","MXNet - Scala API","MXNet Scala Data Loading API","KVStore API","MXNet Scala Model API","Module API","NDArray API","MXNet Scala Symbolic API","Symbolic Configuration and Execution in Pictures","MXNet Architecture","Designing Efficient Data Loaders for Deep Learning","Dependency Engine for Deep Learning","Optimizing Memory Consumption in Deep Learning","MXNet System Architecture","Deep Learning Programming Style","MXNet 0.9 (NNVM) Release Note","Survey of Existing Interfaces and Implementations","Contribute to MXNet","MXNet Community","Join MXNet Development Discussion","Powered By","Bucketing in MXNet","How to | Convert from Caffe to MXNet","MXNet on the Cloud","Develop and Hack MXNet","Environment Variables","Frequently Asked Questions","Fine-tune with Pretrained Models","Gradient Compression","MXNet FAQ","Training with Multiple GPUs Using Model Parallelism","Run MXNet on Multiple CPU/GPUs with Data Parallelism","How to Create New Operators (Layers)","NNPACK for Multi-Core CPU Support in MXNet","Some Tips for Improving MXNet Performance","Create a Dataset Using RecordIO","Use data from S3 for training","Deep Learning in a Single File for Smart Devices","How to visualize Neural Networks as computation graph","<no title>","Why MXNet?","<no title>","A Beginner’s Guide to Implementing Operators in MXNet Backend","MXNet Security best practices","Contents","<no title>","Build MXNet from Source","<no title>","Installing MXNet","Installing MXNet froum source on OS X (Mac)","<no title>","<no title>","Installing MXNet on Ubuntu","Installing MXNet in Windows","MXNet Model Zoo","Iterators - Loading data","Image IO - Loading and pre-processing images","Module - Neural network training and inference","NDArray - Imperative tensor operations on CPU/GPU","NDArray Indexing - Array indexing features","Record IO - Pack free-format data in binary files","Symbol - Neural network graphs and auto-differentiation","Basics","Real-time Object Detection with MXNet On The Raspberry Pi","Recommendation Systems","Automatic differentiation","Creating custom operators with numpy","Gluon - Neural network building blocks","Hybrid - Faster training and easy deployment","Handwritten Digit Recognition","NDArray - Scientific computing on CPU and GPU","Tutorials","Text Classification Using a Convolutional Neural Network on MXNet","NCE Loss","Recurrent Neural Networks","Distributed Key-Value Store","Linear Regression","Matrix Factorization","Handwritten Digit Recognition","Predict with pre-trained models","Callback Function","Custom Iterator Tutorial","Customized loss function","Char RNN Example","Classify Images with a PreTrained Model","Develop a Neural Network with MXNet in Five Minutes","R Tutorials","Handwritten Digits Classification Competition","NDArray: Vectorized Tensor Computations on CPUs and GPUs","Symbol and Automatic Differentiation","Developing a Character-level Language model","Handwritten Digit Recognition","Run MXNet Scala Examples Using the IntelliJ IDE","CSRNDArray - NDArray in Compressed Sparse Row Storage Format","RowSparseNDArray - NDArray for Sparse Gradient Updates","Train a Linear Regression Model with Sparse Symbols","Using Baidu Warp-CTC with MXNet","Speech LSTM","Autoencoders","Generative Adversarial Networks","Large Scale Image Classification"],titleterms:{"case":[49,52,55],"char":121,"class":[3,20,23,26,28,36,51,114,138],"function":[3,18,20,26,28,35,36,51,80,105,118,120,132],"long":64,"new":[3,20,29,70,97],"static":[49,50,52],"try":50,AWS:[61,101],Are:52,For:101,IDE:130,Ops:70,The:[23,26,28,29,34,36,51,101,137],There:52,Use:[42,60,61,66,69,74,90,91,101,104,118,120,128],Using:[40,48,51,56,67,68,73,93,108,110,114,130,134],abnorm:64,about:[56,67],abs:70,access:48,accuraci:138,acknowledg:137,acoust:135,addit:51,advanc:[69,96,97,99,109,131,132],advantag:131,adversari:[92,137],aggreg:[4,21,41,113],alexnet:15,algebra:[25,32],algorithm:[29,50],all:60,alloc:50,allow:50,amalgam:75,amazon:61,anoth:64,api:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,38,39,40,41,42,43,44,45,51,55,127,133],apk:75,appli:68,approach:[52,66,107],arbitrari:48,architectur:[47,51,66],argument:70,arithmet:[26,28,35,36,44],arrai:[26,28,96,97,131,132,133],ask:64,attribut:[7,26,28,45,70,80,108],augment:84,authent:74,auto:[55,99],autodiff:52,autoencod:136,autograd:[8,19],automat:[96,103,109,126,127],auxiliari:[37,46],backend:80,backprop:52,backward:[23,70,80,104],baidu:134,basemodul:23,basic:[4,16,21,26,34,36,41,70,96,97,99,100,108,109,126,127,133],batch:20,beginn:80,benefit:66,best:81,between:64,beyond:[51,59],big:52,binari:[40,48,73,87,90,91,93,98],bind:[36,37,46,99,133],bit:66,bla:84,block:[104,105],bolt:78,boundari:52,broadcast:96,bucket:[59,68],bucketmodul:23,build:[23,60,61,64,71,74,78,84,87,90,91,101,105,121,128,135],caff:60,caffedatait:60,caffeloss:60,caffeop:60,calcul:[37,46],call:60,callback:[9,19,118],can:[50,52],cast:99,cell:[17,34],certain:64,chang:[20,26,28,35,36],charact:128,checkpoint:[34,42,52],choos:52,classif:[110,123,125,138],classifi:122,cloud:[61,101],cluster:61,cnn:[92,119],cntk:54,code:[49,55,75,87,90,91],combin:[55,97],commit:55,commun:[56,63],comparison:[26,36],competit:125,compil:[19,30,52],complic:[99,127],compon:51,compos:[7,37,45,46],composit:[36,99,127,133],compress:[66,69,131],comput:[43,50,64,76,78,91,108,126],concept:47,conclus:[78,119],condit:71,configur:[37,46,66,74,125],conflict:55,connect:[69,101],consequ:55,consider:81,construct:99,consumpt:50,contain:13,content:82,context:51,contrib:[11,24,31],contribut:[52,55,67,92,109],contributor:56,control:63,convers:[26,28,131,132],convert:60,convolut:[16,92,107,110,116,137],copi:[64,96,131,132],core:[55,71],correct:50,cost:[48,51],cpu:[64,66,69,71,72,91,96,108,126],craft:51,creat:[40,44,51,70,73,95,104,108,121,126,137],creation:[26,28,35,36,51,96,131,132],csrndarrai:[28,131],csv:[93,119],ctc:134,cuda:84,cudnn:84,custom:[93,99,104,119,120],customop:[70,104],cxxnet:64,data:[3,12,20,40,48,49,61,63,65,69,72,74,93,98,99,100,107,114,115,116,119,121,125,128,129,131,133,137],dataset:[40,73,137],debug:69,decod:135,deep:[47,48,49,50,52,75,78,99,137],defin:[51,105,107,114,129,133],demo:75,densenet:15,depend:[49,87],deploy:[67,81,106],descript:70,design:[47,48,49],detail:66,detect:101,develop:[3,20,57,62,123,128],devic:[42,44,72,75],differenti:[99,103,127],digit:[107,116,125,129],directori:69,discrimin:137,discuss:[49,57],disk:138,distribut:[27,33,61,69,96,113],divis:44,document:55,dot:44,download:[75,86,128,138],dynam:[49,50],easi:106,ec2:61,effici:[48,52,127],element:[26,36,126],enabl:[66,74,134],engin:[49,51,63],envargu:51,environ:[63,67,87,90],evalu:[22,26,28,43,95,96,99],exampl:[37,46,50,55,70,80,104,111,118,120,121,130,131,134,135],execut:[7,37,45,46,51,63],executor:10,exist:[49,54],expand:[26,36],expon:[26,28,35,36],express:52,extend:67,extens:[40,48,73],extract:[64,117,135],factor:115,fallback:133,faq:67,fast:78,faster:106,fcomput:70,featur:[64,97,117,135],fgradient:70,file:[40,73,75,93,98,138],filesystem:96,fine:65,finfershap:70,finfertyp:70,finplaceopt:70,first:50,fit:137,five:123,flexibl:52,flow:49,fly:48,forc:55,format:[48,98,131,132],forward:[23,80,104],frame:135,free:98,frequent:64,from:[51,60,61,74,84,87,90,91,93,96,101,121],froum:87,fuse:34,futur:48,gan:92,gener:[27,33,49,55,92,137,138],get:[23,36,40,101,119],gluon:[11,12,13,14,15,16,17,19,105,109],gpu:[49,61,63,64,66,68,69,72,84,87,90,91,96,100,108,126,131,132],gradient:[37,46,51,66,69,109,132],graph:[50,76,99,133],group:99,guid:80,guidelin:[55,138],hack:62,handl:113,handwritten:[107,116,125,129],helper:[3,20],hide:48,high:95,host:61,how:[7,40,45,50,60,64,69,70,76,92,101,118,120,127,128],hybrid:[106,109],hybridblock:106,hyperbol:[26,28,35,36],im2rec:93,imag:[18,19,40,53,73,75,84,93,94,98,122,138],imageit:93,imagenet:138,imagerecordit:[93,94],immut:49,imper:[52,70,78,96],implement:[29,49,54,66,80,104],improv:72,incept:[15,101],includ:92,increas:64,index:[26,28,35,36,96,97,131],indic:97,infer:[36,80,95,99,114,121,128,131,132,133],inform:[36,51],initi:[4,21,23,29,41,105,107,113,126],input:[23,37,46,70,72],insight:48,inspect:[28,131,132,133],instal:[60,61,64,71,86,87,90,91,134],instanc:61,integ:97,integr:74,intel:72,intellij:130,interfac:[34,37,46,48,51,54,69,95,109],intermedi:95,intern:36,introduct:80,issu:[56,67],iter:[3,18,20,40,93,119],job:69,join:[26,36,57],julia:[1,84,87,90,91],kaldi:135,kei:[4,21,41,113],kera:54,kvstore:[4,19,21,41,66],label:[40,73,134,135],languag:[52,128],larg:138,lasagn:54,latenc:66,launch:69,layer:[16,17,34,64,70,78,128],layout:20,lazi:[26,28,96],learn:[47,48,49,50,52,75,138],legaci:70,lenet:125,length:[59,134],less:104,level:[95,128,135],librari:[55,84,87,90,91],linear:[25,32,114,133],list:[4,21,40,41,70,73,113],load:[3,20,40,43,44,48,84,93,94,95,99,100,107,116,117,121,122,125,126,129,131],loader:48,logarithm:[26,28,35,36],loss:[14,105,111,120],lr_schedul:29,lstm:[92,111,128,135],mac:87,machin:[69,113,133],make:[40,73,75,125,129],manag:10,manipul:[26,28,35,36,96,99],map:64,markdown:55,master:55,mathemat:[26,28,35,36],matrix:[115,131],memong:63,memori:[23,49,50,63,64,93,138],method:34,metric:[19,22],minerva:64,minimum:63,minut:123,miscellan:[26,28,35,36,53],mix:52,mnsit:137,mobil:75,mobilenet:15,mode:8,model:[15,42,52,60,64,65,66,67,68,69,78,92,101,106,114,117,118,119,120,121,122,128,129,133,135,137],modifi:34,modul:[5,19,23,34,43,95,133],modular:99,more:[26,28,35,36,50,52,61,63,64,69,99,127],motiv:132,much:50,multi:[34,37,44,46,49,71,128,134],multilay:[100,107,116],multipl:[7,37,40,42,44,45,46,55,61,68,69,72,73,99,113,133],mutat:49,mxindexedrecordio:[93,98],mxnet:[0,1,2,7,19,29,38,39,40,42,45,47,48,51,52,53,55,56,57,59,60,61,62,64,66,67,69,71,72,74,78,80,81,84,86,87,90,91,92,93,101,110,114,122,123,130,134,135],mxrecordio:[93,98],nce:111,ndarrai:[6,19,24,25,26,27,28,44,51,78,96,97,99,108,109,126,131,132],neg:97,net:[78,127],network:[16,17,26,28,35,36,37,46,49,50,66,69,76,92,95,99,105,107,109,110,112,115,116,123,125,129,137],neural:[16,17,26,28,35,36,37,46,49,50,76,92,95,99,105,107,109,110,112,116,123,127],next:[37,40,41,42,43,44,45,46,49,50,52,54,87,90,91,102,110,111,112,113,118,120,121,122,123,125,126,127,128,129,130,134,135,136],nnpack:71,nnvm:53,node:66,note:53,number:[49,63,137],numpi:104,nut:78,nvidia:[72,84],object:[51,101],one:64,onli:70,opencv:84,oper:[26,28,35,36,44,50,51,52,60,70,80,96,99,104,108,109,126,131,132],operand:51,optim:[19,29,50,52,107,115,132],option:[51,61,63,70,84,138],other:[23,62,63,72,92,121],our:[101,137],output:[7,23,36,37,45,46,70],overview:[3,5,6,8,9,11,12,13,14,15,16,17,18,20,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,132],own:[52,118,120],pack:[93,98,138],packag:[8,13,29,55,84,86,87,90,91,122],pair:[4,21,41,113],parallel:[50,63,68,69,96,126],paramet:[13,23,34,40,43,51,52,64,80,104,105,107],parametr:[51,104],parser:70,part:[48,64],particular:69,partit:[68,69],paus:8,pend:64,perceptron:[100,107,116],perform:[71,72,109,126],period:42,perl:[2,7,84,87,90],picamera:101,pictur:[37,46],pipelin:68,place:[26,50],polici:49,pool:16,port:49,power:[26,28,35,36,58],practic:81,pre:[61,92,94,101,117],prebuilt:[87,90,91],predefin:3,predict:[8,23,43,95,107,116,117,125,129],preliminari:95,prepar:[43,48,65,87,90,114,115,128,133,135,137],preprocess:[48,93,122,138],prerequisit:[40,73,76,84,93,95,96,99,101,107,114,116,117,128,129,130,131,132,133,137,138],pretrain:[65,122],print:96,problem:49,process:[18,94],processor:91,product:44,profil:[53,63,72],program:[52,78],progress:133,project:130,properti:51,ptb:59,pull:[4,21,41,55,113],pure:97,purine2:64,push:[4,21,41,51,55,113],put:60,python:[19,48,55,91,112,135],quantiz:66,queri:36,question:[56,64,67],quick:90,random:[26,27,33,36,49,137],raspberri:101,raw:93,read:93,real:[50,101],rearrang:[26,36],recognit:[75,107,116,129],recommend:102,record:[8,48,93,98,138],recordio:[40,73,94],recurr:[17,92,112],recycl:49,reduc:[26,28,35,36,96],reduct:[26,28],refactor:53,refer:[1,2,8,9,10,11,12,13,14,15,16,17,18,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,39,51,66,76,97,110,111,122],regist:[51,104],registr:[80,104],regress:[114,123,133],relat:99,relationship:64,releas:53,remov:138,render:55,request:55,requir:70,resnet:15,resolv:55,resourc:[38,39,62],result:72,retain:132,review:64,rnn:[34,92,121],roadmap:[56,67],round:[26,28,35,36],routin:[26,28,35,36],row:[131,132],rowsparsendarrai:[28,132],run:[19,30,49,61,64,69,101,113,130,134,135,138],safe:50,sampl:[26,36,76],save:[36,42,43,44,50,51,95,99,126],scala:[39,40,42,45,84,87,90,91,130],scalabl:138,scale:[67,78,138],schedul:49,scientif:108,score:72,scratch:61,search:[26,36],secur:[67,81],separ:49,sequenc:[26,36,59],sequentialmodul:23,serial:[7,45,96,106],set:[23,61,63,130,132,138],setup:138,sge:61,shape:[26,36,51,96,99],shard:61,share:[50,84,87,90,91,99],simpl:[37,46],simpleop:51,singl:[40,64,66,69,73,75],size:66,slice:[44,96,97,131,132],slow:64,small:52,smaller:52,smart:75,some:72,sort:[26,36],sourc:[49,75,84,86,87,90,91],space:138,spars:[28,35,109,131,132,133],speech:135,speed:[64,67,138],split:[26,36],squeezenet:15,standard:[50,55,90],start:64,state:[37,46],step:[37,40,41,42,43,44,45,46,49,50,52,54,73,74,87,90,91,97,102,110,111,112,113,118,120,121,122,123,125,126,127,128,129,130,134,135,136],storag:[28,35,131,132,133],store:113,strict:52,studi:[49,52],style:[52,55],submit:[55,125],summari:[51,80,101,107,116,137],support:[44,71,96,100,131,132,134],survei:54,sym:60,symbol:[7,19,31,32,33,34,35,36,37,45,46,51,52,70,78,99,109,127,133],synchron:69,system:[47,51,70,75,102],technic:66,templat:52,tend:52,tensor:[51,96,126],tensorflow:[54,64],test:[55,80,114],text:110,than:64,theano:54,thi:[101,128],thread:63,threadedit:48,time:[19,30,64,101],tip:[71,72],tisbackward:70,togeth:[60,104],toi:111,token:74,took:64,tool:[84,93],topic:[96,131,132],torch:54,track:49,tracker:[56,67],train:[8,23,42,43,59,60,61,65,68,69,72,74,92,95,101,106,107,114,116,117,118,119,120,121,125,127,129,133,135,137,138],trainer:13,transfer:138,transform:93,trigonometr:[26,28,35,36],troubleshoot:138,tune:65,tutori:[101,109,119,124,128],two:[51,66],type:[26,28,35,36,52,63,66,99,131,132,133],ubuntu:90,uncommon:138,unifi:51,unit:80,unpack:[93,98],updat:[4,21,23,28,29,41,52,105,113,132],upload:74,usag:[63,64,69,99,104],use:[60,70],using:[64,93],util:[13,34],valid:[86,138],valu:[4,21,41,113],varhandl:51,variabl:[59,63,99,133],vector:126,versu:66,vgg:15,video:101,vignett:55,vision:[12,15],visual:[76,137],wait:51,warp:134,weight:[29,105],what:[50,55,64,92,101],when:[64,66],who:101,whole:75,why:78,window:91,wise:126,within:69,word2vec:111,work:133,workload:[68,69],wrapper:135,write:118,xpu:70,yarn:61,you:50,your:[52,118,120,130],zoo:[15,92]}})