Index

A

AbstractDataLoader (class in textbox.data.dataloader.abstract_dataloader) AbstractDataset (class in textbox.data.dataset.abstract_dataset) AbstractModel (class in textbox.model.abstract_generator) AbstractOptim (class in textbox.module.Optimizer.optim) adversarial_loss() (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) (textbox.module.Generator.MaliGANGenerator.MaliGANGenerator method) (textbox.module.Generator.MaskGANGenerator.MaskGANGenerator method) (textbox.module.Generator.RankGANGenerator.RankGANGenerator method) (textbox.module.Generator.SeqGANGenerator.SeqGANGenerator method) (textbox.module.Generator.TextGANGenerator.TextGANGenerator method)

AttentionalRNNDecoder (class in textbox.module.Decoder.rnn_decoder) Attr2Seq (class in textbox.model.Attribute.attr2seq) ATTRIBUTE (textbox.utils.enum_type.ModelType attribute) attribute2idx() (in module textbox.data.utils) AttributedSentenceDataLoader (class in textbox.data.dataloader.attr_sent_dataloader) AttributedSentenceDataset (class in textbox.data.dataset.attr_sent_dataset) AttributeGenerator (class in textbox.model.abstract_generator) AvgLenEvaluator (class in textbox.evaluator.averagelength_evaluator)

B

BahdanauAttention (class in textbox.module.Attention.attention_mechanism) BasicCNNDecoder (class in textbox.module.Decoder.cnn_decoder) BasicCNNEncoder (class in textbox.module.Encoder.cnn_encoder) BasicRNNDecoder (class in textbox.module.Decoder.rnn_decoder) BasicRNNEncoder (class in textbox.module.Encoder.rnn_encoder)

batch_size (textbox.data.dataloader.abstract_dataloader.AbstractDataLoader attribute) Beam_Search_Hypothesis (class in textbox.module.strategy) BertScoreEvaluator (class in textbox.evaluator.bertscore_evaluator) BleuEvaluator (class in textbox.evaluator.bleu_evaluator) build_attribute_vocab() (in module textbox.data.utils) build_vocab() (in module textbox.data.utils)

C

C2S (class in textbox.model.Attribute.c2s) calculate_d_train_loss() (textbox.model.abstract_generator.GenerativeAdversarialNet method) (textbox.model.GAN.leakgan.LeakGAN method) (textbox.model.GAN.maligan.MaliGAN method) (textbox.model.GAN.maskgan.MaskGAN method) (textbox.model.GAN.rankgan.RankGAN method) (textbox.model.GAN.seqgan.SeqGAN method) (textbox.model.GAN.textgan.TextGAN method) calculate_dis_loss() (textbox.module.Discriminator.MaskGANDiscriminator.MaskGANDiscriminator method) calculate_g_adversarial_loss() (textbox.model.abstract_generator.GenerativeAdversarialNet method) (textbox.model.GAN.leakgan.LeakGAN method) (textbox.model.GAN.maligan.MaliGAN method) (textbox.model.GAN.maskgan.MaskGAN method) (textbox.model.GAN.rankgan.RankGAN method) (textbox.model.GAN.seqgan.SeqGAN method) (textbox.model.GAN.textgan.TextGAN method) calculate_g_loss() (textbox.module.Discriminator.TextGANDiscriminator.TextGANDiscriminator method) calculate_g_train_loss() (textbox.model.abstract_generator.GenerativeAdversarialNet method) (textbox.model.GAN.leakgan.LeakGAN method) (textbox.model.GAN.maligan.MaliGAN method) (textbox.model.GAN.maskgan.MaskGAN method) (textbox.model.GAN.rankgan.RankGAN method) (textbox.model.GAN.seqgan.SeqGAN method) (textbox.model.GAN.textgan.TextGAN method) calculate_loss() (textbox.module.Discriminator.LeakGANDiscriminator.LeakGANDiscriminator method) (textbox.module.Discriminator.MaliGANDiscriminator.MaliGANDiscriminator method) (textbox.module.Discriminator.MaskGANDiscriminator.MaskGANDiscriminator method) (textbox.module.Discriminator.RankGANDiscriminator.RankGANDiscriminator method) (textbox.module.Discriminator.SeqGANDiscriminator.SeqGANDiscriminator method) (textbox.module.Discriminator.TextGANDiscriminator.TextGANDiscriminator method) (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) (textbox.module.Generator.MaliGANGenerator.MaliGANGenerator method) (textbox.module.Generator.MaskGANGenerator.MaskGANGenerator method) (textbox.module.Generator.RankGANGenerator.RankGANGenerator method) (textbox.module.Generator.SeqGANGenerator.SeqGANGenerator method) (textbox.module.Generator.TextGANGenerator.TextGANGenerator method)

calculate_nll_test() (textbox.model.abstract_generator.GenerativeAdversarialNet method) (textbox.model.GAN.leakgan.LeakGAN method) (textbox.model.GAN.maligan.MaliGAN method) (textbox.model.GAN.maskgan.MaskGAN method) (textbox.model.GAN.rankgan.RankGAN method) (textbox.model.GAN.seqgan.SeqGAN method) (textbox.model.GAN.textgan.TextGAN method) (textbox.model.LM.gpt2.GPT2 method) (textbox.model.LM.rnn.RNN method) (textbox.model.LM.xlnet.XLNet method) (textbox.model.VAE.cnnvae.CNNVAE method) (textbox.model.VAE.hybridvae.HybridVAE method) (textbox.model.VAE.rnnvae.RNNVAE method) calculate_reinforce_objective() (textbox.module.Generator.MaskGANGenerator.MaskGANGenerator method) calculate_train_loss() (textbox.module.Generator.MaskGANGenerator.MaskGANGenerator method) ChrfPlusPlusEvaluator (class in textbox.evaluator.chrfplusplus_evaluator) CIDErEvaluator (class in textbox.evaluator.cider_evaluator) CNNVAE (class in textbox.model.VAE.cnnvae) Config (class in textbox.config.configurator) ConstantOptim (class in textbox.module.Optimizer.optim) construct_quick_test_dataset() (in module textbox.data.utils) conv_decoder() (textbox.module.Decoder.cnn_decoder.HybridDecoder method) Copy_Beam_Search (class in textbox.module.strategy) CopyPairedSentenceDataLoader (class in textbox.data.dataloader.paired_sent_dataloader) CopyPairedSentenceDataset (class in textbox.data.dataset.paired_sent_dataset) CosineOptim (class in textbox.module.Optimizer.optim) create_critic_loss() (textbox.module.Discriminator.MaskGANDiscriminator.MaskGANDiscriminator method) (textbox.module.Generator.MaskGANGenerator.MaskGANGenerator method) critic() (textbox.module.Discriminator.MaskGANDiscriminator.MaskGANDiscriminator method) CVAE (class in textbox.model.VAE.cvae)

D

data_preparation() (in module textbox.data.utils) dataloader_construct() (in module textbox.data.utils) dataset (textbox.data.dataloader.abstract_dataloader.AbstractDataLoader attribute)

deconstruct_quick_test_dataset() (in module textbox.data.utils) dist_func() (textbox.evaluator.distinct_evaluator.DistinctEvaluator method) DistinctEvaluator (class in textbox.evaluator.distinct_evaluator)

E

early_stopping() (in module textbox.utils.utils) encode() (textbox.model.Seq2Seq.hred.HRED method) encoder() (textbox.model.Attribute.attr2seq.Attr2Seq method) (textbox.model.Attribute.c2s.C2S method)

ensure_dir() (in module textbox.utils.utils) EOS (textbox.utils.enum_type.SpecialTokens attribute) exclusive_cumprod() (textbox.module.Attention.attention_mechanism.MonotonicAttention method)

F

feature() (textbox.module.Discriminator.TextGANDiscriminator.TextGANDiscriminator method) forward() (textbox.model.Attribute.attr2seq.Attr2Seq method) (textbox.model.Attribute.c2s.C2S method) (textbox.model.LM.gpt2.GPT2 method) (textbox.model.LM.rnn.RNN method) (textbox.model.LM.xlnet.XLNet method) (textbox.model.Seq2Seq.hred.HRED method) (textbox.model.Seq2Seq.rnnencdec.RNNEncDec method) (textbox.model.Seq2Seq.transformerencdec.TransformerEncDec method) (textbox.model.VAE.cnnvae.CNNVAE method) (textbox.model.VAE.cvae.CVAE method) (textbox.model.VAE.hybridvae.HybridVAE method) (textbox.model.VAE.rnnvae.RNNVAE method) (textbox.module.Attention.attention_mechanism.BahdanauAttention method) (textbox.module.Attention.attention_mechanism.LuongAttention method) (textbox.module.Attention.attention_mechanism.MultiHeadAttention method) (textbox.module.Attention.attention_mechanism.SelfAttentionMask method) (textbox.module.Decoder.cnn_decoder.BasicCNNDecoder method) (textbox.module.Decoder.cnn_decoder.HybridDecoder method) (textbox.module.Decoder.rnn_decoder.AttentionalRNNDecoder method) (textbox.module.Decoder.rnn_decoder.BasicRNNDecoder method) (textbox.module.Decoder.rnn_decoder.PointerRNNDecoder method) (textbox.module.Decoder.transformer_decoder.TransformerDecoder method) (textbox.module.Discriminator.LeakGANDiscriminator.LeakGANDiscriminator method) (textbox.module.Discriminator.MaliGANDiscriminator.MaliGANDiscriminator method) (textbox.module.Discriminator.MaskGANDiscriminator.MaskGANDiscriminator method) (textbox.module.Discriminator.RankGANDiscriminator.RankGANDiscriminator method) (textbox.module.Discriminator.SeqGANDiscriminator.SeqGANDiscriminator method) (textbox.module.Discriminator.TextGANDiscriminator.TextGANDiscriminator method) (textbox.module.Embedder.position_embedder.LearnedPositionalEmbedding method) (textbox.module.Embedder.position_embedder.SinusoidalPositionalEmbedding method) (textbox.module.Encoder.cnn_encoder.BasicCNNEncoder method) (textbox.module.Encoder.rnn_encoder.BasicRNNEncoder method) (textbox.module.Encoder.transformer_encoder.TransformerEncoder method) (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) (textbox.module.Generator.MaskGANGenerator.MaskGANGenerator method) (textbox.module.layers.Highway method) (textbox.module.layers.TransformerLayer method)

G

GAN (textbox.utils.enum_type.ModelType attribute) gaussian_noise() (textbox.module.Attention.attention_mechanism.MonotonicAttention method) gelu() (textbox.module.layers.TransformerLayer method) generate() (textbox.model.abstract_generator.AbstractModel method) (textbox.model.Attribute.attr2seq.Attr2Seq method) (textbox.model.Attribute.c2s.C2S method) (textbox.model.GAN.leakgan.LeakGAN method) (textbox.model.GAN.maligan.MaliGAN method) (textbox.model.GAN.maskgan.MaskGAN method) (textbox.model.GAN.rankgan.RankGAN method) (textbox.model.GAN.seqgan.SeqGAN method) (textbox.model.GAN.textgan.TextGAN method) (textbox.model.LM.gpt2.GPT2 method) (textbox.model.LM.rnn.RNN method) (textbox.model.LM.xlnet.XLNet method) (textbox.model.Seq2Seq.hred.HRED method) (textbox.model.Seq2Seq.rnnencdec.RNNEncDec method) (textbox.model.Seq2Seq.transformerencdec.TransformerEncDec method) (textbox.model.VAE.cnnvae.CNNVAE method) (textbox.model.VAE.cvae.CVAE method) (textbox.model.VAE.hybridvae.HybridVAE method) (textbox.model.VAE.rnnvae.RNNVAE method) (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) (textbox.module.Generator.MaliGANGenerator.MaliGANGenerator method) (textbox.module.Generator.MaskGANGenerator.MaskGANGenerator method) (textbox.module.Generator.RankGANGenerator.RankGANGenerator method) (textbox.module.Generator.SeqGANGenerator.SeqGANGenerator method) (textbox.module.Generator.TextGANGenerator.TextGANGenerator method) (textbox.module.strategy.Beam_Search_Hypothesis method) (textbox.module.strategy.Copy_Beam_Search method)

generate_mask() (textbox.model.GAN.maskgan.MaskGAN method) GenerativeAdversarialNet (class in textbox.model.abstract_generator) get_adv_loss() (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) get_dataloader() (in module textbox.data.utils) get_dataset() (in module textbox.data.utils) get_embedding() (textbox.module.Embedder.position_embedder.SinusoidalPositionalEmbedding static method) get_extra_zeros() (textbox.data.dataloader.paired_sent_dataloader.CopyPairedSentenceDataLoader static method) get_feature() (textbox.module.Discriminator.LeakGANDiscriminator.LeakGANDiscriminator method) get_local_time() (in module textbox.utils.utils) get_mask() (textbox.module.Attention.attention_mechanism.SelfAttentionMask static method) get_model() (in module textbox.utils.utils) get_rank_scores() (textbox.module.Discriminator.RankGANDiscriminator.RankGANDiscriminator method) get_reference() (textbox.data.dataloader.abstract_dataloader.AbstractDataLoader method) get_reward_leakgan() (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) get_trainer() (in module textbox.utils.utils) GPT2 (class in textbox.model.LM.gpt2) greedy_search() (in module textbox.module.strategy)

H

hard() (textbox.module.Attention.attention_mechanism.MonotonicAttention method) Highway (class in textbox.module.layers) highway() (textbox.module.Discriminator.LeakGANDiscriminator.LeakGANDiscriminator method) (textbox.module.Discriminator.RankGANDiscriminator.RankGANDiscriminator method)

HRED (class in textbox.model.Seq2Seq.hred) HybridDecoder (class in textbox.module.Decoder.cnn_decoder) HybridVAE (class in textbox.model.VAE.hybridvae)

I

init_hidden() (textbox.module.Decoder.rnn_decoder.AttentionalRNNDecoder method) (textbox.module.Decoder.rnn_decoder.BasicRNNDecoder method) (textbox.module.Encoder.rnn_encoder.BasicRNNEncoder method) (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method)

init_logger() (in module textbox.utils.logger) init_seed() (in module textbox.utils.utils) InverseSquareRootOptim (class in textbox.module.Optimizer.optim)

L

LeakGAN (class in textbox.model.GAN.leakgan) leakgan_forward() (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) leakgan_generate() (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) LeakGANDiscriminator (class in textbox.module.Discriminator.LeakGANDiscriminator) LeakGANGenerator (class in textbox.module.Generator.LeakGANGenerator) LearnedPositionalEmbedding (class in textbox.module.Embedder.position_embedder) LinearOptim (class in textbox.module.Optimizer.optim)

load_data() (in module textbox.data.utils) load_state_dict() (textbox.module.Optimizer.optim.AbstractOptim method) lr (textbox.module.Optimizer.optim.AbstractOptim property) (textbox.module.Optimizer.optim.ConstantOptim property) (textbox.module.Optimizer.optim.CosineOptim property) (textbox.module.Optimizer.optim.InverseSquareRootOptim property) (textbox.module.Optimizer.optim.LinearOptim property) LuongAttention (class in textbox.module.Attention.attention_mechanism)

M

MaliGAN (class in textbox.model.GAN.maligan) MaliGANDiscriminator (class in textbox.module.Discriminator.MaliGANDiscriminator) MaliGANGenerator (class in textbox.module.Generator.MaliGANGenerator) manager_cos_loss() (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) mask_cross_entropy_loss() (textbox.module.Generator.MaskGANGenerator.MaskGANGenerator method) mask_input() (textbox.module.Discriminator.MaskGANDiscriminator.MaskGANDiscriminator method) (textbox.module.Generator.MaskGANGenerator.MaskGANGenerator method) mask_target_present() (textbox.module.Discriminator.MaskGANDiscriminator.MaskGANDiscriminator method) MaskGAN (class in textbox.model.GAN.maskgan) MaskGANDiscriminator (class in textbox.module.Discriminator.MaskGANDiscriminator) MaskGANGenerator (class in textbox.module.Generator.MaskGANGenerator) MeteorEvaluator (class in textbox.evaluator.meteor_evaluator) ModelType (class in textbox.utils.enum_type) module textbox.config.configurator textbox.data.dataloader.abstract_dataloader textbox.data.dataloader.attr_sent_dataloader textbox.data.dataloader.paired_sent_dataloader textbox.data.dataloader.single_sent_dataloader textbox.data.dataset.abstract_dataset textbox.data.dataset.attr_sent_dataset textbox.data.dataset.paired_sent_dataset textbox.data.dataset.single_sent_dataset textbox.data.utils textbox.evaluator.averagelength_evaluator textbox.evaluator.bertscore_evaluator textbox.evaluator.bleu_evaluator textbox.evaluator.chrfplusplus_evaluator textbox.evaluator.cider_evaluator textbox.evaluator.distinct_evaluator textbox.evaluator.meteor_evaluator textbox.evaluator.selfbleu_evaluator textbox.evaluator.unique_evaluator textbox.model.abstract_generator textbox.model.Attribute.attr2seq textbox.model.Attribute.c2s textbox.model.GAN.leakgan textbox.model.GAN.maligan textbox.model.GAN.maskgan textbox.model.GAN.rankgan textbox.model.GAN.seqgan textbox.model.GAN.textgan textbox.model.init textbox.model.LM.gpt2 textbox.model.LM.rnn textbox.model.LM.xlnet textbox.model.Seq2Seq.hred textbox.model.Seq2Seq.rnnencdec textbox.model.Seq2Seq.transformerencdec textbox.model.VAE.cnnvae textbox.model.VAE.cvae textbox.model.VAE.hybridvae textbox.model.VAE.rnnvae textbox.module.Attention.attention_mechanism textbox.module.Decoder.cnn_decoder textbox.module.Decoder.rnn_decoder textbox.module.Decoder.transformer_decoder textbox.module.Discriminator.LeakGANDiscriminator textbox.module.Discriminator.MaliGANDiscriminator textbox.module.Discriminator.MaskGANDiscriminator textbox.module.Discriminator.RankGANDiscriminator textbox.module.Discriminator.SeqGANDiscriminator textbox.module.Discriminator.TextGANDiscriminator textbox.module.Embedder.position_embedder textbox.module.Encoder.cnn_encoder textbox.module.Encoder.rnn_encoder textbox.module.Encoder.transformer_encoder textbox.module.Generator.LeakGANGenerator textbox.module.Generator.MaliGANGenerator textbox.module.Generator.MaskGANGenerator textbox.module.Generator.RankGANGenerator textbox.module.Generator.SeqGANGenerator textbox.module.Generator.TextGANGenerator textbox.module.layers textbox.module.Optimizer.optim textbox.module.strategy textbox.quick_start.quick_start textbox.utils.enum_type textbox.utils.logger textbox.utils.utils

MonotonicAttention (class in textbox.module.Attention.attention_mechanism) MultiHeadAttention (class in textbox.module.Attention.attention_mechanism)

P

PAD (textbox.utils.enum_type.SpecialTokens attribute) pad_sequence() (in module textbox.data.utils) PairedSentenceDataLoader (class in textbox.data.dataloader.paired_sent_dataloader)

PairedSentenceDataset (class in textbox.data.dataset.paired_sent_dataset) PointerRNNDecoder (class in textbox.module.Decoder.rnn_decoder) pr (textbox.data.dataloader.abstract_dataloader.AbstractDataLoader attribute) pretrain_loss() (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method)

R

RankGAN (class in textbox.model.GAN.rankgan) RankGANDiscriminator (class in textbox.module.Discriminator.RankGANDiscriminator) RankGANGenerator (class in textbox.module.Generator.RankGANGenerator) redistribution() (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) rescale() (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) reset_parameters() (textbox.model.Seq2Seq.transformerencdec.TransformerEncDec method) (textbox.module.Attention.attention_mechanism.MultiHeadAttention method) (textbox.module.layers.TransformerLayer method)

RNN (class in textbox.model.LM.rnn) rnn_decoder() (textbox.module.Decoder.cnn_decoder.HybridDecoder method) RNNEncDec (class in textbox.model.Seq2Seq.rnnencdec) RNNVAE (class in textbox.model.VAE.rnnvae) rollout_mc_search_leakgan() (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) run_textbox() (in module textbox.quick_start.quick_start)

S

safe_cumprod() (textbox.module.Attention.attention_mechanism.MonotonicAttention method) sample() (textbox.model.abstract_generator.GenerativeAdversarialNet method) (textbox.model.GAN.leakgan.LeakGAN method) (textbox.model.GAN.maligan.MaliGAN method) (textbox.model.GAN.rankgan.RankGAN method) (textbox.model.GAN.seqgan.SeqGAN method) (textbox.model.GAN.textgan.TextGAN method) (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) (textbox.module.Generator.MaliGANGenerator.MaliGANGenerator method) (textbox.module.Generator.RankGANGenerator.RankGANGenerator method) (textbox.module.Generator.SeqGANGenerator.SeqGANGenerator method) (textbox.module.Generator.TextGANGenerator.TextGANGenerator method) sample_batch() (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) (textbox.module.Generator.MaliGANGenerator.MaliGANGenerator method) (textbox.module.Generator.RankGANGenerator.RankGANGenerator method) score() (textbox.module.Attention.attention_mechanism.BahdanauAttention method) (textbox.module.Attention.attention_mechanism.LuongAttention method) (textbox.module.Attention.attention_mechanism.MonotonicAttention method) SelfAttentionMask (class in textbox.module.Attention.attention_mechanism)

SelfBleuEvaluator (class in textbox.evaluator.selfbleu_evaluator) SEQ2SEQ (textbox.utils.enum_type.ModelType attribute) Seq2SeqGenerator (class in textbox.model.abstract_generator) SeqGAN (class in textbox.model.GAN.seqgan) SeqGANDiscriminator (class in textbox.module.Discriminator.SeqGANDiscriminator) SeqGANGenerator (class in textbox.module.Generator.SeqGANGenerator) SingleSentenceDataLoader (class in textbox.data.dataloader.single_sent_dataloader) SingleSentenceDataset (class in textbox.data.dataset.single_sent_dataset) SinusoidalPositionalEmbedding (class in textbox.module.Embedder.position_embedder) soft() (textbox.module.Attention.attention_mechanism.MonotonicAttention method) SOS (textbox.utils.enum_type.SpecialTokens attribute) SpecialTokens (class in textbox.utils.enum_type) split_params() (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) state_dict() (textbox.module.Optimizer.optim.AbstractOptim method) step (textbox.data.dataloader.abstract_dataloader.AbstractDataLoader attribute) step() (textbox.module.Optimizer.optim.AbstractOptim method) (textbox.module.strategy.Beam_Search_Hypothesis method) (textbox.module.strategy.Copy_Beam_Search method) stop() (textbox.module.strategy.Beam_Search_Hypothesis method) (textbox.module.strategy.Copy_Beam_Search method)

T

text2idx() (in module textbox.data.utils) (textbox.data.dataset.paired_sent_dataset.CopyPairedSentenceDataset static method) textbox.config.configurator module textbox.data.dataloader.abstract_dataloader module textbox.data.dataloader.attr_sent_dataloader module textbox.data.dataloader.paired_sent_dataloader module textbox.data.dataloader.single_sent_dataloader module textbox.data.dataset.abstract_dataset module textbox.data.dataset.attr_sent_dataset module textbox.data.dataset.paired_sent_dataset module textbox.data.dataset.single_sent_dataset module textbox.data.utils module textbox.evaluator.averagelength_evaluator module textbox.evaluator.bertscore_evaluator module textbox.evaluator.bleu_evaluator module textbox.evaluator.chrfplusplus_evaluator module textbox.evaluator.cider_evaluator module textbox.evaluator.distinct_evaluator module textbox.evaluator.meteor_evaluator module textbox.evaluator.selfbleu_evaluator module textbox.evaluator.unique_evaluator module textbox.model.abstract_generator module textbox.model.Attribute.attr2seq module textbox.model.Attribute.c2s module textbox.model.GAN.leakgan module textbox.model.GAN.maligan module textbox.model.GAN.maskgan module textbox.model.GAN.rankgan module textbox.model.GAN.seqgan module textbox.model.GAN.textgan module textbox.model.init module textbox.model.LM.gpt2 module textbox.model.LM.rnn module textbox.model.LM.xlnet module textbox.model.Seq2Seq.hred module textbox.model.Seq2Seq.rnnencdec module textbox.model.Seq2Seq.transformerencdec module textbox.model.VAE.cnnvae module textbox.model.VAE.cvae module textbox.model.VAE.hybridvae module textbox.model.VAE.rnnvae module textbox.module.Attention.attention_mechanism module textbox.module.Decoder.cnn_decoder module textbox.module.Decoder.rnn_decoder module textbox.module.Decoder.transformer_decoder module textbox.module.Discriminator.LeakGANDiscriminator module textbox.module.Discriminator.MaliGANDiscriminator module textbox.module.Discriminator.MaskGANDiscriminator module textbox.module.Discriminator.RankGANDiscriminator module textbox.module.Discriminator.SeqGANDiscriminator module textbox.module.Discriminator.TextGANDiscriminator module

textbox.module.Embedder.position_embedder module textbox.module.Encoder.cnn_encoder module textbox.module.Encoder.rnn_encoder module textbox.module.Encoder.transformer_encoder module textbox.module.Generator.LeakGANGenerator module textbox.module.Generator.MaliGANGenerator module textbox.module.Generator.MaskGANGenerator module textbox.module.Generator.RankGANGenerator module textbox.module.Generator.SeqGANGenerator module textbox.module.Generator.TextGANGenerator module textbox.module.layers module textbox.module.Optimizer.optim module textbox.module.strategy module textbox.quick_start.quick_start module textbox.utils.enum_type module textbox.utils.logger module textbox.utils.utils module TextGAN (class in textbox.model.GAN.textgan) TextGANDiscriminator (class in textbox.module.Discriminator.TextGANDiscriminator) TextGANGenerator (class in textbox.module.Generator.TextGANGenerator) tokenize() (in module textbox.data.utils) topk_sampling() (in module textbox.module.strategy) training (textbox.model.abstract_generator.AbstractModel attribute) (textbox.model.abstract_generator.AttributeGenerator attribute) (textbox.model.abstract_generator.GenerativeAdversarialNet attribute) (textbox.model.abstract_generator.Seq2SeqGenerator attribute) (textbox.model.abstract_generator.UnconditionalGenerator attribute) (textbox.model.Attribute.attr2seq.Attr2Seq attribute) (textbox.model.Attribute.c2s.C2S attribute) (textbox.model.GAN.leakgan.LeakGAN attribute) (textbox.model.GAN.maligan.MaliGAN attribute) (textbox.model.GAN.maskgan.MaskGAN attribute) (textbox.model.GAN.rankgan.RankGAN attribute) (textbox.model.GAN.seqgan.SeqGAN attribute) (textbox.model.GAN.textgan.TextGAN attribute) (textbox.model.LM.gpt2.GPT2 attribute) (textbox.model.LM.rnn.RNN attribute) (textbox.model.LM.xlnet.XLNet attribute) (textbox.model.Seq2Seq.hred.HRED attribute) (textbox.model.Seq2Seq.rnnencdec.RNNEncDec attribute) (textbox.model.Seq2Seq.transformerencdec.TransformerEncDec attribute) (textbox.model.VAE.cnnvae.CNNVAE attribute) (textbox.model.VAE.cvae.CVAE attribute) (textbox.model.VAE.hybridvae.HybridVAE attribute) (textbox.model.VAE.rnnvae.RNNVAE attribute) (textbox.module.Attention.attention_mechanism.BahdanauAttention attribute) (textbox.module.Attention.attention_mechanism.LuongAttention attribute) (textbox.module.Attention.attention_mechanism.MonotonicAttention attribute) (textbox.module.Attention.attention_mechanism.MultiHeadAttention attribute) (textbox.module.Attention.attention_mechanism.SelfAttentionMask attribute) (textbox.module.Decoder.cnn_decoder.BasicCNNDecoder attribute) (textbox.module.Decoder.cnn_decoder.HybridDecoder attribute) (textbox.module.Decoder.rnn_decoder.AttentionalRNNDecoder attribute) (textbox.module.Decoder.rnn_decoder.BasicRNNDecoder attribute) (textbox.module.Decoder.rnn_decoder.PointerRNNDecoder attribute) (textbox.module.Decoder.transformer_decoder.TransformerDecoder attribute) (textbox.module.Discriminator.LeakGANDiscriminator.LeakGANDiscriminator attribute) (textbox.module.Discriminator.MaliGANDiscriminator.MaliGANDiscriminator attribute) (textbox.module.Discriminator.MaskGANDiscriminator.MaskGANDiscriminator attribute) (textbox.module.Discriminator.RankGANDiscriminator.RankGANDiscriminator attribute) (textbox.module.Discriminator.SeqGANDiscriminator.SeqGANDiscriminator attribute) (textbox.module.Discriminator.TextGANDiscriminator.TextGANDiscriminator attribute) (textbox.module.Embedder.position_embedder.LearnedPositionalEmbedding attribute) (textbox.module.Embedder.position_embedder.SinusoidalPositionalEmbedding attribute) (textbox.module.Encoder.cnn_encoder.BasicCNNEncoder attribute) (textbox.module.Encoder.rnn_encoder.BasicRNNEncoder attribute) (textbox.module.Encoder.transformer_encoder.TransformerEncoder attribute) (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator attribute) (textbox.module.Generator.MaliGANGenerator.MaliGANGenerator attribute) (textbox.module.Generator.MaskGANGenerator.MaskGANGenerator attribute) (textbox.module.Generator.RankGANGenerator.RankGANGenerator attribute) (textbox.module.Generator.SeqGANGenerator.SeqGANGenerator attribute) (textbox.module.Generator.TextGANGenerator.TextGANGenerator attribute) (textbox.module.layers.Highway attribute) (textbox.module.layers.TransformerLayer attribute) TransformerDecoder (class in textbox.module.Decoder.transformer_decoder) TransformerEncDec (class in textbox.model.Seq2Seq.transformerencdec) TransformerEncoder (class in textbox.module.Encoder.transformer_encoder) TransformerLayer (class in textbox.module.layers) type (textbox.model.abstract_generator.AttributeGenerator attribute) (textbox.model.abstract_generator.GenerativeAdversarialNet attribute) (textbox.model.abstract_generator.Seq2SeqGenerator attribute) (textbox.model.abstract_generator.UnconditionalGenerator attribute)

U

UNCONDITIONAL (textbox.utils.enum_type.ModelType attribute) UnconditionalGenerator (class in textbox.model.abstract_generator)

UniqueEvaluator (class in textbox.evaluator.unique_evaluator) UNK (textbox.utils.enum_type.SpecialTokens attribute) update_is_present_rate() (textbox.model.GAN.maskgan.MaskGAN method)

W

worker_cos_reward() (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method)

worker_cross_entropy_loss() (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method) worker_nll_loss() (textbox.module.Generator.LeakGANGenerator.LeakGANGenerator method)

X

xavier_normal_initialization() (in module textbox.model.init) xavier_uniform_initialization() (in module textbox.model.init) (textbox.model.VAE.cvae.CVAE method)

XLNet (class in textbox.model.LM.xlnet)