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Overview
Key Features
Library API Example
Installation
Getting Started
Reference
License
Examples
Examples by Models/Algorithms
RNN / Seq2seq
Transformer (Self-attention)
Variational Autoencoder (VAE)
Classifier / Sequence Prediction
Examples by Tasks
Language Modeling
Machine Translation
Classification
HParams
Data
Tokenizer
TokenizerBase
SentencePieceTokenizer
BERTTokenizer
GPT2Tokenizer
RoBERTaTokenizer
XLNetTokenizer
T5Tokenizer
Vocabulary
SpecialTokens
Vocab
map_ids_to_strs
Embedding
Embedding
load_word2vec
load_glove
Data Sources
DataSource
SequenceDataSource
IterDataSource
ZipDataSource
FilterDataSource
RecordDataSource
TextLineDataSource
PickleDataSource
Data Loaders
DatasetBase
MonoTextData
PairedTextData
ScalarData
MultiAlignedData
RecordData
Data Iterators
Batch
DataIterator
TrainTestDataIterator
BatchingStrategy
TokenCountBatchingStrategy
Data Utilities
maybe_download
read_words
make_vocab
count_file_lines
Core
Attention Mechanism
AttentionWrapperState
LuongAttention
BahdanauAttention
BahdanauMonotonicAttention
LuongMonotonicAttention
compute_attention
monotonic_attention
hardmax
sparsemax
Cells
default_rnn_cell_hparams
get_rnn_cell
wrap_builtin_cell
RNNCellBase
RNNCell
GRUCell
LSTMCell
DropoutWrapper
ResidualWrapper
HighwayWrapper
MultiRNNCell
AttentionWrapper
Layers
get_layer
MaxReducePool1d
AvgReducePool1d
get_pooling_layer_hparams
MergeLayer
Flatten
Identity
default_regularizer_hparams
get_regularizer
get_initializer
get_activation_fn
Optimization
default_optimization_hparams
get_train_op
get_scheduler
get_optimizer
get_grad_clip_fn
Modules
ModuleBase
Embedders
WordEmbedder
PositionEmbedder
SinusoidsPositionEmbedder
EmbedderBase
Encoders
UnidirectionalRNNEncoder
BidirectionalRNNEncoder
MultiheadAttentionEncoder
TransformerEncoder
BERTEncoder
RoBERTaEncoder
GPT2Encoder
XLNetEncoder
Conv1DEncoder
EncoderBase
RNNEncoderBase
default_transformer_poswise_net_hparams
Decoders
DecoderBase
RNNDecoderBase
BasicRNNDecoder
BasicRNNDecoderOutput
AttentionRNNDecoder
AttentionRNNDecoderOutput
GPT2Decoder
XLNetDecoder
XLNetDecoderOutput
TransformerDecoder
TransformerDecoderOutput
Helper
TrainingHelper
EmbeddingHelper
GreedyEmbeddingHelper
SampleEmbeddingHelper
TopKSampleEmbeddingHelper
TopPSampleEmbeddingHelper
SoftmaxEmbeddingHelper
GumbelSoftmaxEmbeddingHelper
get_helper
Classifiers
BERTClassifier
RoBERTaClassifier
GPT2Classifier
UnidirectionalRNNClassifier
Conv1DClassifier
XLNetClassifier
Regressors
XLNetRegressor
EncoderDecoders
T5EncoderDecoder
Pre-trained
PretrainedMixin
PretrainedBERTMixin
PretrainedRoBERTaMixin
PretrainedGPT2Mixin
PretrainedXLNetMixin
PretrainedT5Mixin
Connectors
ConnectorBase
ConstantConnector
ForwardConnector
MLPTransformConnector
Networks
FeedForwardNetworkBase
FeedForwardNetwork
Conv1DNetwork
Loss Functions
MLE Loss
sequence_softmax_cross_entropy
sequence_sparse_softmax_cross_entropy
sequence_sigmoid_cross_entropy
binary_sigmoid_cross_entropy
binary_sigmoid_cross_entropy_with_clas
Policy Gradient Loss
pg_loss_with_logits
pg_loss_with_log_probs
Reward
discount_reward
Adversarial Loss
binary_adversarial_losses
Entropy
entropy_with_logits
sequence_entropy_with_logits
Loss Utilities
mask_and_reduce
reduce_batch_time
reduce_dimensions
Executor
Executor
Executor
Conditions
Event
Condition
epoch
iteration
validation
consecutive
once
time
Metrics
Metric
SimpleMetric
StreamingMetric
Accuracy
ConfusionMatrix
Precision
Recall
F1
PearsonR
RMSE
Average
AveragePerplexity
RunningAverage
LR
Actions
reset_params
scale_lr
early_stop
Evaluations
BLEU
sentence_bleu
corpus_bleu
sentence_bleu_moses
corpus_bleu_moses
corpus_bleu_transformer
bleu_transformer_tokenize
file_bleu
Accuracy
accuracy
binary_clas_accurac
Utilities
Frequent Use
AverageRecorder
compat_as_text
write_paired_text
IO
write_paired_text
maybe_create_dir
DType
get_numpy_dtype
maybe_hparams_to_dict
compat_as_text
Shape
mask_sequences
transpose_batch_time
flatten
pad_and_concat
Dictionary
dict_patch
dict_lookup
dict_fetch
dict_pop
flatten_dict
String
strip_token
strip_eos
strip_special_tokens
str_join
default_str
uniquify_str
Meta
check_or_get_class
get_class
check_or_get_instance
get_instance
check_or_get_instance_with_redundant_kwargs
get_instance_with_redundant_kwargs
get_function
call_function_with_redundant_kwargs
get_args
get_default_arg_values
get_instance_kwargs
Misc
ceildiv
map_structure
map_structure_zip
beam_search
flatten
pack_sequence_as
AverageRecorder
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