Index

A

add_word() (pine.quantitative_evaluation.language_modeling.data.Dictionary method)

B

basename (pine.language_model.LanguageModel property) (pine.LanguageModel property)

C

cache_dir (pine.language_model.LanguageModel property) (pine.LanguageModel property) cache_files (pine.language_model.LanguageModel property) (pine.LanguageModel property) classified_context_words (pine.language_model.LanguageModel property) (pine.LanguageModel property) classify_context_word() (pine.language_model.LanguageModel method) (pine.LanguageModel method) classify_words() (in module pine.qualitative_evaluation) (in module pine.qualitative_evaluation.qualitative_evaluation)

cluster_positional_features() (in module pine.qualitative_evaluation) (in module pine.qualitative_evaluation.qualitative_evaluation) ClusteredPositionalFeatures (class in pine.qualitative_evaluation) (class in pine.qualitative_evaluation.qualitative_evaluation) CommonCrawlSentences (class in pine.corpus.common_crawl) Corpus (class in pine.quantitative_evaluation.language_modeling.data) corpus (pine.language_model.LanguageModel property) (pine.LanguageModel property) corpus_dir (pine.language_model.LanguageModel property) (pine.LanguageModel property)

D

Dataset (class in pine.quantitative_evaluation.text_classification.data) dataset_dir (pine.language_model.LanguageModel property) (pine.LanguageModel property)

Dictionary (class in pine.quantitative_evaluation.language_modeling.data) Document (class in pine.quantitative_evaluation.text_classification.data) download_to() (in module pine.util)

E

EnglishWikipediaSentences (class in pine.corpus.wikipedia) evaluate() (in module pine.quantitative_evaluation.language_modeling) (in module pine.quantitative_evaluation.language_modeling.language_modeling) (in module pine.quantitative_evaluation.text_classification) (in module pine.quantitative_evaluation.text_classification.text_classification) (in module pine.quantitative_evaluation.word_analogy) (pine.quantitative_evaluation.text_classification.evaluation.Evaluator method)

evaluate_language_modeling() (in module pine.quantitative_evaluation) evaluate_text_classification() (in module pine.quantitative_evaluation) evaluate_word_analogy() (in module pine.quantitative_evaluation) Evaluator (class in pine.quantitative_evaluation.text_classification.evaluation) ExampleSentences (class in pine.qualitative_evaluation) (class in pine.qualitative_evaluation.qualitative_evaluation)

F

fasttext_parameters (pine.language_model.LanguageModel property) (pine.LanguageModel property)

forward() (pine.quantitative_evaluation.language_modeling.model.RNNModel method) friendly_name (pine.language_model.LanguageModel property) (pine.LanguageModel property)

G

gamma_forward() (in module pine.qualitative_evaluation.view) gamma_inverse() (in module pine.qualitative_evaluation.view) get_batch() (in module pine.quantitative_evaluation.language_modeling.training) get_corpus() (in module pine.corpus) (in module pine.corpus.corpus) get_corpus_path() (in module pine.corpus.common_crawl) (in module pine.corpus.wikipedia) get_dataset_path() (in module pine.quantitative_evaluation.word_analogy) get_dataset_paths() (in module pine.quantitative_evaluation.language_modeling) (in module pine.quantitative_evaluation.language_modeling.language_modeling) (in module pine.quantitative_evaluation.text_classification) (in module pine.quantitative_evaluation.text_classification.text_classification)

get_language_modeling_dataset() (in module pine.quantitative_evaluation) get_masked_word_probability() (in module pine.qualitative_evaluation) (in module pine.qualitative_evaluation.qualitative_evaluation) (pine.language_model.LanguageModel method) (pine.LanguageModel method) get_position_importance() (in module pine.qualitative_evaluation) (in module pine.qualitative_evaluation.qualitative_evaluation) get_position_numbers() (in module pine.qualitative_evaluation.view) get_similarities() (pine.quantitative_evaluation.text_classification.evaluation.ParallelCachingWmdSimilarity method) get_text_classification_datasets() (in module pine.quantitative_evaluation) get_word_analogy_dataset() (in module pine.quantitative_evaluation)

I

index_to_position() (in module pine.qualitative_evaluation) (in module pine.qualitative_evaluation.util) init_hidden() (pine.quantitative_evaluation.language_modeling.model.RNNModel method)

init_weights() (pine.quantitative_evaluation.language_modeling.model.RNNModel method) input_vectors (pine.language_model.LanguageModel property) (pine.LanguageModel property) interpolate() (in module pine.util)

L

language_modeling (pine.language_model.LanguageModel property) (pine.LanguageModel property) LanguageModel (class in pine) (class in pine.language_model)

LanguageModelingResult (in module pine.quantitative_evaluation) LineSentence (class in pine.corpus.corpus) load() (pine.quantitative_evaluation.text_classification.data.Dataset method) load_kusner_datasets() (in module pine.quantitative_evaluation.text_classification.data)

M

model (pine.language_model.LanguageModel property) (pine.LanguageModel property) MODEL_BASENAMES() (in module pine.configuration) model_dir (pine.language_model.LanguageModel property) (pine.LanguageModel property) model_files (pine.language_model.LanguageModel property) (pine.LanguageModel property) MODEL_FRIENDLY_NAMES() (in module pine.configuration) module pine pine.configuration pine.corpus pine.corpus.common_crawl pine.corpus.corpus pine.corpus.wikipedia pine.language_model pine.qualitative_evaluation pine.qualitative_evaluation.qualitative_evaluation pine.qualitative_evaluation.util pine.qualitative_evaluation.view pine.quantitative_evaluation pine.quantitative_evaluation.language_modeling pine.quantitative_evaluation.language_modeling.data pine.quantitative_evaluation.language_modeling.language_modeling pine.quantitative_evaluation.language_modeling.model pine.quantitative_evaluation.language_modeling.training pine.quantitative_evaluation.language_modeling.view pine.quantitative_evaluation.text_classification pine.quantitative_evaluation.text_classification.data pine.quantitative_evaluation.text_classification.evaluation pine.quantitative_evaluation.text_classification.text_classification pine.quantitative_evaluation.word_analogy pine.util

O

on_epoch_begin() (pine.language_model.TrainingDurationMeasure method) on_epoch_end() (pine.language_model.TrainingDurationMeasure method)

output_vectors (pine.language_model.LanguageModel property) (pine.LanguageModel property)

P

parallel_simple_preprocess() (in module pine.util) ParallelCachingWmdSimilarity (class in pine.quantitative_evaluation.text_classification.evaluation) pine module pine.configuration module pine.corpus module pine.corpus.common_crawl module pine.corpus.corpus module pine.corpus.wikipedia module pine.language_model module pine.qualitative_evaluation module pine.qualitative_evaluation.qualitative_evaluation module pine.qualitative_evaluation.util module pine.qualitative_evaluation.view module pine.quantitative_evaluation module pine.quantitative_evaluation.language_modeling module pine.quantitative_evaluation.language_modeling.data module pine.quantitative_evaluation.language_modeling.language_modeling module pine.quantitative_evaluation.language_modeling.model module pine.quantitative_evaluation.language_modeling.training module pine.quantitative_evaluation.language_modeling.view module pine.quantitative_evaluation.text_classification module pine.quantitative_evaluation.text_classification.data module

pine.quantitative_evaluation.text_classification.evaluation module pine.quantitative_evaluation.text_classification.text_classification module pine.quantitative_evaluation.word_analogy module pine.util module plot() (pine.qualitative_evaluation.ClusteredPositionalFeatures method) (pine.qualitative_evaluation.PositionImportance method) (pine.qualitative_evaluation.qualitative_evaluation.ClusteredPositionalFeatures method) (pine.qualitative_evaluation.qualitative_evaluation.PositionImportance method) (pine.quantitative_evaluation.language_modeling.language_modeling.Result method) (pine.quantitative_evaluation.language_modeling.Result method) plot_clustered_positional_features() (in module pine.qualitative_evaluation) (in module pine.qualitative_evaluation.view) plot_language_modeling_results() (in module pine.quantitative_evaluation) (in module pine.quantitative_evaluation.language_modeling) (in module pine.quantitative_evaluation.language_modeling.view) plot_position_importance() (in module pine.qualitative_evaluation) (in module pine.qualitative_evaluation.view) position_importance (pine.language_model.LanguageModel property) (pine.LanguageModel property) position_to_index() (in module pine.qualitative_evaluation) (in module pine.qualitative_evaluation.util) positional_feature_clusters (pine.language_model.LanguageModel property) (pine.LanguageModel property) positional_vectors (pine.language_model.LanguageModel property) (pine.LanguageModel property) PositionImportance (class in pine.qualitative_evaluation) (class in pine.qualitative_evaluation.qualitative_evaluation) predict_masked_words() (in module pine.qualitative_evaluation) (in module pine.qualitative_evaluation.qualitative_evaluation) (pine.language_model.LanguageModel method) (pine.LanguageModel method) PreinitializedRNNModel (class in pine.quantitative_evaluation.language_modeling.model) print_files() (pine.language_model.LanguageModel method) (pine.LanguageModel method) produce() (in module pine.util) produce_example_sentences() (in module pine.qualitative_evaluation) (in module pine.qualitative_evaluation.qualitative_evaluation) (pine.language_model.LanguageModel method) (pine.LanguageModel method)

R

read_text_file() (in module pine.quantitative_evaluation.language_modeling.data) repackage_hidden() (in module pine.quantitative_evaluation.language_modeling.training) Result (class in pine.quantitative_evaluation.language_modeling) (class in pine.quantitative_evaluation.language_modeling.language_modeling) (class in pine.quantitative_evaluation.text_classification) (class in pine.quantitative_evaluation.text_classification.text_classification) (class in pine.quantitative_evaluation.word_analogy)

RNNModel (class in pine.quantitative_evaluation.language_modeling.model)

S

SentenceProbability (class in pine.qualitative_evaluation) (class in pine.qualitative_evaluation.qualitative_evaluation) simple_preprocess() (in module pine.quantitative_evaluation.language_modeling.data) (in module pine.util)

stringify_parameters() (in module pine.util) synchronize_mapping() (pine.quantitative_evaluation.language_modeling.model.PreinitializedRNNModel method)

T

TextClassificationResult (in module pine.quantitative_evaluation) tokenize() (pine.quantitative_evaluation.language_modeling.data.Corpus method) tokenize_all() (pine.quantitative_evaluation.language_modeling.data.Corpus method)

train_and_evaluate() (in module pine.quantitative_evaluation.language_modeling.training) training_duration (pine.language_model.LanguageModel property) (pine.LanguageModel property) TrainingDurationMeasure (class in pine.language_model)

U

unzip_to() (in module pine.util)

V

vectors (pine.language_model.LanguageModel property) (pine.LanguageModel property)

W

wmdistance() (in module pine.quantitative_evaluation.text_classification.evaluation) word_analogy (pine.language_model.LanguageModel property) (pine.LanguageModel property)

WordAnalogyResult (in module pine.quantitative_evaluation) words (pine.language_model.LanguageModel property) (pine.LanguageModel property)