Index

A

adadelta() (in module optimisers) adagrad() (in module optimisers) adam() (in module optimisers)

adamax() (in module optimisers) ALBERT (class in models) AlbertLayer (class in layers.albert_layer)

B

batch() (in module data_processor) batch_and_pad() (in module data_processor) batch_pad() (layers.mlstm_char_lm_layer.Model static method) BERT (class in models) BertLayer (class in layers.bert_layer) BiGRU (class in models) BiGRUAttn (class in models) BiLSTM (class in models) BiLSTMAttn (class in models) build() (layers.albert_layer.AlbertLayer method) (layers.bert_layer.BertLayer method) (layers.convert_layer.ConveRTLayer method) (layers.elmo_layer.ElmoLayer method) (layers.folding.Folding method) (layers.kmaxpooling.KMaxPooling method) (layers.mlstm_char_lm_layer.MLSTMCharLMLayer method) (layers.nnlm_layer.NeuralNetworkLanguageModelLayer method) (layers.use_layer.UniversalSentenceEncoderLayer method) build_dataset_for_bert() (data_processor.DataProcessor method) build_dataset_from_numpy() (data_processor.DataProcessor method) build_dataset_from_record() (data_processor.DataProcessor method) build_model() (models.ALBERT method) (models.BERT method) (models.BiGRU method) (models.BiGRUAttn method) (models.BiLSTM method) (models.BiLSTMAttn method) (models.CNN method) (models.CNNAttn method) (models.ConveRT method) (models.DCNN method) (models.DCNNAttn method) (models.DeepBiGRU method) (models.DeepBiGRUAttn method) (models.DeepBiLSTM method) (models.DeepBiLSTMAttn method) (models.DeepGRU method) (models.DeepGRUAttn method) (models.DeepLSTM method) (models.DeepLSTMAttn method) (models.ELMo method) (models.GRU method) (models.GRUAttn method) (models.GRUCRF method) (models.LSTM method) (models.LSTMAttn method) (models.LSTMCRF method) (models.MLSTMCharLM method) (models.Model method) (models.NeuralNetworkLanguageModel method) (models.RCNN method) (models.RCNNAttn method) (models.TextCNN method) (models.TextCNNAttn method) (models.UniversalSentenceEncoder method)

C

call() (layers.albert_layer.AlbertLayer method) (layers.bert_layer.BertLayer method) (layers.convert_layer.ConveRTLayer method) (layers.elmo_layer.ElmoLayer method) (layers.folding.Folding method) (layers.kmaxpooling.KMaxPooling method) (layers.mlstm_char_lm_layer.MLSTMCharLMLayer method) (layers.nnlm_layer.NeuralNetworkLanguageModelLayer method) (layers.use_layer.UniversalSentenceEncoderLayer method) ceil_round_step() (layers.mlstm_char_lm_layer.Model static method) cell_transform() (layers.mlstm_char_lm_layer.Model method) Character (class in embedding_processor) check_early_stop() (early_stopper.EarlyStopper method) check_pointer module Checkpointer (class in check_pointer)

CNN (class in models) CNNAttn (class in models) compute_output_shape() (layers.albert_layer.AlbertLayer method) (layers.bert_layer.BertLayer method) (layers.convert_layer.ConveRTLayer method) (layers.elmo_layer.ElmoLayer method) (layers.folding.Folding method) (layers.kmaxpooling.KMaxPooling method) (layers.mlstm_char_lm_layer.MLSTMCharLMLayer method) (layers.nnlm_layer.NeuralNetworkLanguageModelLayer method) (layers.use_layer.UniversalSentenceEncoderLayer method) ConveRT (class in models) convert_examples_to_numpy() (data_processor.DataProcessor method) convert_examples_to_record() (data_processor.DataProcessor method) ConveRTLayer (class in layers.convert_layer) copy_embedding_to_matrix() (embedding_processor.EmbeddingProcessor static method) create_colour_map() (in module data_processing.plot_utilities)

D

data_processing.data_utilities module data_processing.plot_utilities module data_processor module DataProcessor (class in data_processor) DCNN (class in models) DCNNAttn (class in models)

DeepBiGRU (class in models) DeepBiGRUAttn (class in models) DeepBiLSTM (class in models) DeepBiLSTMAttn (class in models) DeepGRU (class in models) DeepGRUAttn (class in models) DeepLSTM (class in models) DeepLSTMAttn (class in models) Dependency (class in embedding_processor)

E

early_stopper module EarlyStopper (class in early_stopper) ELMo (class in models) ElmoLayer (class in layers.elmo_layer)

embd() (layers.mlstm_char_lm_layer.Model method) embedding_processor module embedding_types (in module embedding_processor) EmbeddingProcessor (class in embedding_processor)

F

FastText (class in embedding_processor) fc() (layers.mlstm_char_lm_layer.Model method)

Folding (class in layers.folding) from_one_hot() (in module data_processor)

G

get_best() (check_pointer.Checkpointer method) get_best_ckpt() (check_pointer.Checkpointer method) get_best_weights() (check_pointer.Checkpointer method) get_config() (layers.albert_layer.AlbertLayer method) (layers.elmo_layer.ElmoLayer method) (layers.kmaxpooling.KMaxPooling method) get_dataset() (data_processor.DataProcessor method) get_embedding() (in module embedding_processor) get_embedding_matrix() (embedding_processor.Character method) (embedding_processor.Dependency method) (embedding_processor.EmbeddingProcessor method) (embedding_processor.FastText method) (embedding_processor.Glove method) (embedding_processor.Numberbatch method) (embedding_processor.Random method) (embedding_processor.Word2Vec method)

get_max() (in module data_processing.data_utilities) get_metadata() (data_processor.DataProcessor method) get_model() (in module models) get_optimiser() (in module optimisers) get_test_examples() (data_processor.DataProcessor method) get_train_examples() (data_processor.DataProcessor method) get_val_examples() (data_processor.DataProcessor method) Glove (class in embedding_processor) GRU (class in models) GRUAttn (class in models) GRUCRF (class in models)

I

InputExample (class in data_processor)

iter_data() (layers.mlstm_char_lm_layer.Model static method)

J

join_punctuation() (in module data_processor)

K

KMaxPooling (class in layers.kmaxpooling)

L

layers.albert_layer module layers.bert_layer module layers.convert_layer module layers.elmo_layer module layers.folding module layers.kmaxpooling module layers.mlstm_char_lm_layer module

layers.nnlm_layer module layers.use_layer module load_dataframe() (in module data_processing.data_utilities) load_labels() (data_processor.DataProcessor method) load_metadata() (data_processor.DataProcessor method) load_params() (layers.mlstm_char_lm_layer.Model method) load_predictions() (in module data_processing.data_utilities) load_vocabulary() (data_processor.DataProcessor method) LSTM (class in models) LSTMAttn (class in models) LSTMCRF (class in models)

M

metrics module mlstm() (layers.mlstm_char_lm_layer.Model method) MLSTMCharLM (class in models) MLSTMCharLMLayer (class in layers.mlstm_char_lm_layer) Model (class in layers.mlstm_char_lm_layer) (class in models) model() (layers.mlstm_char_lm_layer.Model method) models module module check_pointer data_processing.data_utilities data_processing.plot_utilities data_processor early_stopper embedding_processor layers.albert_layer layers.bert_layer layers.convert_layer layers.elmo_layer layers.folding layers.kmaxpooling layers.mlstm_char_lm_layer layers.nnlm_layer layers.use_layer metrics models optimisers

N

NeuralNetworkLanguageModel (class in models)

NeuralNetworkLanguageModelLayer (class in layers.nnlm_layer) Numberbatch (class in embedding_processor)

O

optimisers module

P

plot_bar_chart() (in module data_processing.plot_utilities) plot_box_chart() (in module data_processing.plot_utilities) plot_confusion_matrix() (in module metrics) plot_dist_chart() (in module data_processing.plot_utilities) plot_facetgrid() (in module data_processing.plot_utilities) plot_heatmap() (in module data_processing.plot_utilities) plot_line_bar_chart() (in module data_processing.plot_utilities) plot_line_chart() (in module data_processing.plot_utilities)

plot_lmplot_chart() (in module data_processing.plot_utilities) plot_relplot() (in module data_processing.plot_utilities) plot_scatter_chart() (in module data_processing.plot_utilities) plot_strip_chart() (in module data_processing.plot_utilities) plot_swarm_chart() (in module data_processing.plot_utilities) plot_table() (in module data_processing.plot_utilities) plot_violin_chart() (in module data_processing.plot_utilities) precision_recall_f1() (in module metrics) preprocess() (layers.mlstm_char_lm_layer.Model static method)

R

Random (class in embedding_processor) RCNN (class in models)

RCNNAttn (class in models) rmsprop() (in module optimisers)

S

save() (check_pointer.Checkpointer method) save_best() (check_pointer.Checkpointer method) save_dataframe() (in module data_processing.data_utilities) save_embeddings() (check_pointer.Checkpointer method) save_experiment() (in module metrics) save_history() (in module metrics)

save_predictions() (in module metrics) save_results() (in module metrics) seq_cells() (layers.mlstm_char_lm_layer.Model method) seq_rep() (layers.mlstm_char_lm_layer.Model method) sgd() (in module optimisers) sort_dataframe_by_list() (in module data_processing.data_utilities) sort_dataframe_by_list_and_param() (in module data_processing.data_utilities)

T

TextCNN (class in models) TextCNNAttn (class in models)

to_one_hot() (in module data_processor) transform() (layers.mlstm_char_lm_layer.Model method)

U

UniversalSentenceEncoder (class in models)

UniversalSentenceEncoderLayer (class in layers.use_layer)

W

Word2Vec (class in embedding_processor)