Index

_

__add__() (podium.storage.Vocab method) (podium.storage.vocab.Vocab method) __call__() (podium.datasets.Iterator method) (podium.datasets.iterator.Iterator method) (podium.models.FeatureTransformer method) __eq__() (podium.storage.Vocab method) (podium.storage.vocab.Vocab method) __getattr__() (podium.datasets.Dataset method) (podium.datasets.dataset.Dataset method) __getitem__() (podium.datasets.Dataset method) (podium.datasets.dataset.Dataset method) (podium.storage.Vocab method) (podium.storage.vocab.Vocab method) __getstate__() (podium.datasets.Dataset method) (podium.datasets.dataset.Dataset method) (podium.datasets.HierarchicalDataset method) (podium.datasets.hierarhical_dataset.HierarchicalDataset method) (podium.storage.Field method) (podium.storage.field.Field method) __iadd__() (podium.storage.Vocab method) (podium.storage.vocab.Vocab method) __iter__() (podium.datasets.BucketIterator method) (podium.datasets.Dataset method) (podium.datasets.dataset.Dataset method) (podium.datasets.Iterator method) (podium.datasets.iterator.BucketIterator method) (podium.datasets.iterator.Iterator method) (podium.storage.Vocab method) (podium.storage.vocab.Vocab method)

__len__() (podium.datasets.Dataset method) (podium.datasets.dataset.Dataset method) (podium.datasets.Iterator method) (podium.datasets.iterator.Iterator method) (podium.storage.vectorizers.vectorizer.VectorStorage method) (podium.storage.VectorStorage method) (podium.storage.Vocab method) (podium.storage.vocab.Vocab method) __setstate__() (podium.datasets.Dataset method) (podium.datasets.dataset.Dataset method) (podium.datasets.HierarchicalDataset method) (podium.datasets.hierarhical_dataset.HierarchicalDataset method) (podium.storage.Field method) (podium.storage.field.Field method) _binary (podium.storage.BasicVectorStorage attribute) (podium.storage.vectorizers.vectorizer.BasicVectorStorage attribute) _dim (podium.storage.BasicVectorStorage attribute) (podium.storage.vectorizers.vectorizer.BasicVectorStorage attribute) _initialized (podium.storage.BasicVectorStorage attribute) (podium.storage.vectorizers.vectorizer.BasicVectorStorage attribute) _vectors (podium.storage.BasicVectorStorage attribute) (podium.storage.vectorizers.vectorizer.BasicVectorStorage attribute)

A

AbstractFrameworkModel (class in podium.models) (class in podium.models.model) AbstractSupervisedModel (class in podium.models) (class in podium.models.model) AbstractTrainer (class in podium.models) (class in podium.models.trainer) add_output_field() (podium.storage.field.MultioutputField method) (podium.storage.MultioutputField method) add_posttokenize_hook() (podium.storage.Field method) (podium.storage.field.Field method) add_pretokenize_hook() (podium.storage.Field method) (podium.storage.field.Field method) (podium.storage.field.MultioutputField method) (podium.storage.MultioutputField method) ANNOTATOR_LABELS_FIELD_NAME (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.SNLIDataset attribute)

ARCHIVE (podium.storage.LargeResource attribute) (podium.storage.resources.large_resource.LargeResource attribute) ARCHIVE_TYPE (podium.datasets.IMDB attribute) (podium.datasets.impl.IMDB attribute) (podium.datasets.impl.imdb_sentiment_dataset.IMDB attribute) (podium.datasets.impl.pauza_dataset.PauzaHRDataset attribute) (podium.datasets.impl.PauzaHRDataset attribute) (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.impl.SNLISimple attribute) (podium.datasets.impl.SST attribute) (podium.datasets.PauzaHRDataset attribute) (podium.datasets.SNLIDataset attribute) (podium.datasets.SNLISimple attribute) (podium.datasets.SST attribute) as_flat_dataset() (podium.datasets.HierarchicalDataset method) (podium.datasets.hierarhical_dataset.HierarchicalDataset method)

B

BASE_FOLDER (podium.preproc.CroatianLemmatizer attribute) (podium.preproc.lemmatizer.croatian_lemmatizer.CroatianLemmatizer attribute) (podium.preproc.lemmatizer.CroatianLemmatizer attribute) BASE_RESOURCE_DIR (podium.storage.LargeResource attribute) (podium.storage.resources.large_resource.LargeResource attribute) BaseDownloader (class in podium.storage) (class in podium.storage.resources.downloader)

BasicVectorStorage (class in podium.storage) (class in podium.storage.vectorizers.vectorizer) batch() (podium.datasets.Dataset method) (podium.datasets.dataset.Dataset method) BucketIterator (class in podium.datasets) (class in podium.datasets.iterator)

C

capitalize_target_like_source() (in module podium.preproc.util) CAPTION_ID_FIELD_NAME (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.SNLIDataset attribute) CatacxCommentsDataset (class in podium.datasets.impl.catacx_comments_dataset) CatacxDataset (class in podium.datasets) (class in podium.datasets.impl) (class in podium.datasets.impl.catacx_dataset) characters() (podium.dataload.cornell_movie_dialogs.CornellMovieDialogsNamedTuple property) check_split_ratio() (in module podium.datasets.dataset) children (podium.datasets.HierarchicalDataset.Node attribute) (podium.datasets.hierarhical_dataset.HierarchicalDataset.Node attribute) CoNLLUDataset (class in podium.datasets) (class in podium.datasets.impl) (class in podium.datasets.impl.conllu_dataset) conversations() (podium.dataload.cornell_movie_dialogs.CornellMovieDialogsNamedTuple property) convert_sequence_to_entities() (in module podium.dataload.ner_croatian)

copyfileobj_with_tqdm() (in module podium.storage.resources.util) CornellMovieDialogsConversationalDataset (class in podium.datasets) (class in podium.datasets.impl) (class in podium.datasets.impl.cornell_movie_dialogs_dataset) CornellMovieDialogsLoader (class in podium.dataload.cornell_movie_dialogs) CornellMovieDialogsNamedTuple (class in podium.dataload.cornell_movie_dialogs) CountVectorizer (class in podium.storage.vectorizers.tfidf) create_empty_example() (podium.storage.example_factory.ExampleFactory method) (podium.storage.ExampleFactory method) create_examples() (in module podium.datasets.tabular_dataset) CroatianLemmatizer (class in podium.preproc) (class in podium.preproc.lemmatizer) (class in podium.preproc.lemmatizer.croatian_lemmatizer) CroatianNERDataset (class in podium.datasets.impl.croatian_ner_dataset) CroatianStemmer (class in podium.preproc) (class in podium.preproc.stemmer) (class in podium.preproc.stemmer.croatian_stemmer)

D

Dataset (class in podium.datasets) (class in podium.datasets.dataset) DATASET_DIR (podium.datasets.IMDB attribute) (podium.datasets.impl.IMDB attribute) (podium.datasets.impl.imdb_sentiment_dataset.IMDB attribute) (podium.datasets.impl.pauza_dataset.PauzaHRDataset attribute) (podium.datasets.impl.PauzaHRDataset attribute) (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.impl.SNLISimple attribute) (podium.datasets.impl.SST attribute) (podium.datasets.PauzaHRDataset attribute) (podium.datasets.SNLIDataset attribute) (podium.datasets.SNLISimple attribute) (podium.datasets.SST attribute)

depth() (podium.datasets.HierarchicalDataset property) (podium.datasets.hierarhical_dataset.HierarchicalDataset property) DEV_FILE_NAME (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.impl.SNLISimple attribute) (podium.datasets.SNLIDataset attribute) (podium.datasets.SNLISimple attribute) dill_dataset() (in module podium.dataload.eurovoc) Document (class in podium.dataload.eurovoc) download() (podium.storage.BaseDownloader class method) (podium.storage.resources.downloader.BaseDownloader class method) (podium.storage.resources.downloader.SCPDownloader class method) (podium.storage.resources.downloader.SimpleHttpDownloader class method) (podium.storage.SCPDownloader class method) (podium.storage.SimpleHttpDownloader class method)

E

epoch (podium.datasets.Iterator attribute) (podium.datasets.iterator.Iterator attribute) EuroVocDataset (class in podium.datasets) (class in podium.datasets.impl) (class in podium.datasets.impl.eurovoc_dataset) EuroVocLoader (class in podium.dataload.eurovoc) Example (class in podium.storage.example_factory) example (podium.datasets.HierarchicalDataset.Node attribute) (podium.datasets.hierarhical_dataset.HierarchicalDataset.Node attribute)

ExampleFactory (class in podium.storage) (class in podium.storage.example_factory) ExampleFormat (class in podium.storage) (class in podium.storage.example_factory) examples (podium.datasets.Dataset attribute) (podium.datasets.dataset.Dataset attribute) Experiment (class in podium.models) (class in podium.models.experiment) extract_tar_file() (in module podium.storage.resources.util) extract_zip_file() (in module podium.storage.resources.util)

F

f1_metric() (in module podium.metrics) (in module podium.metrics.metrics) FeatureTransformer (class in podium.models) Field (class in podium.storage) (class in podium.storage.field) fields (podium.datasets.Dataset attribute) (podium.datasets.dataset.Dataset attribute) filename() (podium.dataload.eurovoc.Document property) filter() (podium.datasets.Dataset method) (podium.datasets.dataset.Dataset method) finalize() (podium.storage.Field method) (podium.storage.field.Field method) (podium.storage.field.MultilabelField method) (podium.storage.MultilabelField method) (podium.storage.Vocab method) (podium.storage.vocab.Vocab method) finalize_fields() (podium.datasets.Dataset method) (podium.datasets.dataset.Dataset method) (podium.datasets.HierarchicalDataset method) (podium.datasets.hierarhical_dataset.HierarchicalDataset method) finalized (podium.storage.Vocab attribute) (podium.storage.vocab.Vocab attribute) finalized() (podium.storage.Field property) (podium.storage.field.Field property) find_word_by_prefix() (in module podium.preproc.util) fit() (podium.models.AbstractSupervisedModel method) (podium.models.Experiment method) (podium.models.experiment.Experiment method) (podium.models.FeatureTransformer method) (podium.models.impl.eurovoc_models.multilabel_svm.MultilabelSVM method) (podium.models.impl.eurovoc_models.MultilabelSVM method) (podium.models.impl.fc_model.ScikitMLPClassifier method) (podium.models.impl.MultilabelSVM method) (podium.models.impl.ScikitMLPClassifier method) (podium.models.impl.ScikitSVCModel method) (podium.models.impl.svm_model.ScikitSVCModel method) (podium.models.model.AbstractSupervisedModel method) (podium.models.SklearnTensorTransformerWrapper method) (podium.models.TensorTransformer method) (podium.storage.TfIdfVectorizer method) (podium.storage.vectorizers.tfidf.CountVectorizer method) (podium.storage.vectorizers.tfidf.TfIdfVectorizer method)

flatten() (podium.datasets.HierarchicalDataset method) (podium.datasets.hierarhical_dataset.HierarchicalDataset method) from_csv() (podium.storage.example_factory.ExampleFactory method) (podium.storage.ExampleFactory method) from_dict() (podium.storage.example_factory.ExampleFactory method) (podium.storage.ExampleFactory method) from_fields_tree() (podium.storage.example_factory.ExampleFactory method) (podium.storage.ExampleFactory method) from_json() (podium.datasets.HierarchicalDataset static method) (podium.datasets.hierarhical_dataset.HierarchicalDataset static method) (podium.storage.example_factory.ExampleFactory method) (podium.storage.ExampleFactory method) from_list() (podium.storage.example_factory.ExampleFactory method) (podium.storage.ExampleFactory method) from_xml_str() (podium.storage.example_factory.ExampleFactory method) (podium.storage.ExampleFactory method)

G

get() (podium.datasets.Dataset method) (podium.datasets.dataset.Dataset method) get_all_ancestors() (podium.datasets.EuroVocDataset method) (podium.datasets.impl.eurovoc_dataset.EuroVocDataset method) (podium.datasets.impl.EuroVocDataset method) get_context() (podium.datasets.HierarchicalDataset method) (podium.datasets.hierarhical_dataset.HierarchicalDataset method) get_croatian_lemmatizer_hook() (in module podium.preproc.lemmatizer.croatian_lemmatizer) get_croatian_stemmer_hook() (in module podium.preproc.stemmer.croatian_stemmer) get_croatian_stop_words_removal_hook() (in module podium.preproc.stop_words) get_crovoc_label_hierarchy() (podium.datasets.EuroVocDataset method) (podium.datasets.impl.eurovoc_dataset.EuroVocDataset method) (podium.datasets.impl.EuroVocDataset method) get_dataset() (podium.datasets.CatacxDataset static method) (podium.datasets.impl.catacx_comments_dataset.CatacxCommentsDataset static method) (podium.datasets.impl.catacx_dataset.CatacxDataset static method) (podium.datasets.impl.CatacxDataset static method) (podium.datasets.impl.croatian_ner_dataset.CroatianNERDataset class method) get_dataset_splits() (podium.datasets.IMDB static method) (podium.datasets.impl.IMDB static method) (podium.datasets.impl.imdb_sentiment_dataset.IMDB static method) (podium.datasets.impl.SST static method) (podium.datasets.SST static method) get_default_dict_parser() (podium.datasets.HierarchicalDataset static method) (podium.datasets.hierarhical_dataset.HierarchicalDataset static method) get_default_fields() (podium.datasets.CatacxDataset static method) (podium.datasets.CoNLLUDataset static method) (podium.datasets.CornellMovieDialogsConversationalDataset static method) (podium.datasets.EuroVocDataset static method) (podium.datasets.IMDB static method) (podium.datasets.impl.catacx_comments_dataset.CatacxCommentsDataset static method) (podium.datasets.impl.catacx_dataset.CatacxDataset static method) (podium.datasets.impl.CatacxDataset static method) (podium.datasets.impl.conllu_dataset.CoNLLUDataset static method) (podium.datasets.impl.CoNLLUDataset static method) (podium.datasets.impl.cornell_movie_dialogs_dataset.CornellMovieDialogsConversationalDataset static method) (podium.datasets.impl.CornellMovieDialogsConversationalDataset static method) (podium.datasets.impl.croatian_ner_dataset.CroatianNERDataset static method) (podium.datasets.impl.eurovoc_dataset.EuroVocDataset static method) (podium.datasets.impl.EuroVocDataset static method) (podium.datasets.impl.IMDB static method) (podium.datasets.impl.imdb_sentiment_dataset.IMDB static method) (podium.datasets.impl.pauza_dataset.PauzaHRDataset static method) (podium.datasets.impl.PauzaHRDataset static method) (podium.datasets.impl.SNLIDataset static method) (podium.datasets.impl.SNLISimple static method) (podium.datasets.impl.SST static method) (podium.datasets.PauzaHRDataset static method) (podium.datasets.SNLIDataset static method) (podium.datasets.SNLISimple static method) (podium.datasets.SST static method)

get_default_value() (podium.storage.Field method) (podium.storage.field.Field method) get_direct_parents() (podium.datasets.EuroVocDataset method) (podium.datasets.impl.eurovoc_dataset.EuroVocDataset method) (podium.datasets.impl.EuroVocDataset method) get_embedding_matrix() (podium.storage.vectorizers.vectorizer.VectorStorage method) (podium.storage.VectorStorage method) get_eurovoc_label_hierarchy() (podium.datasets.EuroVocDataset method) (podium.datasets.impl.eurovoc_dataset.EuroVocDataset method) (podium.datasets.impl.EuroVocDataset method) get_freqs() (podium.storage.Vocab method) (podium.storage.vocab.Vocab method) get_indexes_of_missing_models() (podium.models.impl.eurovoc_models.multilabel_svm.MultilabelSVM method) (podium.models.impl.eurovoc_models.MultilabelSVM method) (podium.models.impl.MultilabelSVM method) get_internal_random_state() (podium.datasets.Iterator method) (podium.datasets.iterator.Iterator method) get_label_matrix() (in module podium.models.impl.eurovoc_models.multilabel_svm) get_numericalization_for_example() (podium.storage.Field method) (podium.storage.field.Field method) get_output_fields() (podium.storage.Field method) (podium.storage.field.Field method) (podium.storage.field.MultioutputField method) (podium.storage.MultioutputField method) get_tokenizer() (in module podium.preproc) (in module podium.preproc.tokenizers) get_train_test_dataset() (podium.datasets.impl.pauza_dataset.PauzaHRDataset static method) (podium.datasets.impl.PauzaHRDataset static method) (podium.datasets.PauzaHRDataset static method) get_train_test_dev_dataset() (podium.datasets.impl.SNLIDataset static method) (podium.datasets.impl.SNLISimple static method) (podium.datasets.SNLIDataset static method) (podium.datasets.SNLISimple static method) get_vector_dim() (podium.storage.BasicVectorStorage method) (podium.storage.vectorizers.vectorizer.BasicVectorStorage method) (podium.storage.vectorizers.vectorizer.VectorStorage method) (podium.storage.VectorStorage method) get_words_for_lemma() (podium.preproc.CroatianLemmatizer method) (podium.preproc.lemmatizer.croatian_lemmatizer.CroatianLemmatizer method) (podium.preproc.lemmatizer.CroatianLemmatizer method) GOLD_LABEL_FIELD_NAME (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.impl.SNLISimple attribute) (podium.datasets.SNLIDataset attribute) (podium.datasets.SNLISimple attribute) grid_search() (in module podium.model_selection)

H

has_specials() (podium.storage.Vocab property) (podium.storage.vocab.Vocab property) HierarchicalDataset (class in podium.datasets) (class in podium.datasets.hierarhical_dataset) HierarchicalDataset.Node (class in podium.datasets) (class in podium.datasets.hierarhical_dataset)

HierarchicalDatasetIterator (class in podium.datasets) (class in podium.datasets.iterator) HOST_ADDR_KEY (podium.storage.resources.downloader.SCPDownloader attribute) (podium.storage.SCPDownloader attribute) HttpDownloader (class in podium.storage) (class in podium.storage.resources.downloader)

I

IMDB (class in podium.datasets) (class in podium.datasets.impl) (class in podium.datasets.impl.imdb_sentiment_dataset) index (podium.datasets.HierarchicalDataset.Node attribute) (podium.datasets.hierarhical_dataset.HierarchicalDataset.Node attribute) init_scp_large_resource_from_kwargs() (in module podium.storage.resources.large_resource) IrisDataset (class in podium.datasets.iris_dataset) is_ancestor() (podium.datasets.EuroVocDataset method) (podium.datasets.impl.eurovoc_dataset.EuroVocDataset method) (podium.datasets.impl.EuroVocDataset method)

iterations (podium.datasets.Iterator attribute) (podium.datasets.iterator.Iterator attribute) Iterator (class in podium.datasets) (class in podium.datasets.iterator) itos (podium.storage.Vocab attribute) (podium.storage.vocab.Vocab attribute)

K

k_fold_classification_metrics() (in module podium.validation) (in module podium.validation.validation) k_fold_validation() (in module podium.validation) (in module podium.validation.validation)

KFold (class in podium.validation) (class in podium.validation.kfold) kfold_scores() (in module podium.validation) (in module podium.validation.validation)

L

Label (class in podium.dataload.eurovoc) LABEL_FIELD_NAME (podium.datasets.IMDB attribute) (podium.datasets.impl.IMDB attribute) (podium.datasets.impl.imdb_sentiment_dataset.IMDB attribute) (podium.datasets.impl.SST attribute) (podium.datasets.SST attribute) LabelField (class in podium.storage) (class in podium.storage.field) LabelRank (class in podium.dataload.eurovoc) LargeResource (class in podium.storage) (class in podium.storage.resources.large_resource) lines() (podium.dataload.cornell_movie_dialogs.CornellMovieDialogsNamedTuple property) load() (podium.models.AbstractFrameworkModel method) (podium.models.model.AbstractFrameworkModel method) load_all() (podium.storage.BasicVectorStorage method) (podium.storage.vectorizers.vectorizer.BasicVectorStorage method) (podium.storage.vectorizers.vectorizer.VectorStorage method) (podium.storage.VectorStorage method)

load_characters() (podium.dataload.cornell_movie_dialogs.CornellMovieDialogsLoader method) load_conversations() (podium.dataload.cornell_movie_dialogs.CornellMovieDialogsLoader method) load_dataset() (podium.dataload.cornell_movie_dialogs.CornellMovieDialogsLoader method) (podium.dataload.eurovoc.EuroVocLoader method) (podium.dataload.ner_croatian.NERCroatianXMLLoader method) load_lines() (podium.dataload.cornell_movie_dialogs.CornellMovieDialogsLoader method) load_titles() (podium.dataload.cornell_movie_dialogs.CornellMovieDialogsLoader method) load_urls() (podium.dataload.cornell_movie_dialogs.CornellMovieDialogsLoader method) load_vocab() (podium.storage.BasicVectorStorage method) (podium.storage.vectorizers.vectorizer.BasicVectorStorage method) (podium.storage.vectorizers.vectorizer.VectorStorage method) (podium.storage.VectorStorage method)

M

make_trie() (in module podium.preproc.util) MAX_EPOCH_KEY (podium.models.impl.simple_trainers.SimpleTrainer attribute) MOLEX14_LEMMA2WORD (podium.preproc.CroatianLemmatizer attribute) (podium.preproc.lemmatizer.croatian_lemmatizer.CroatianLemmatizer attribute) (podium.preproc.lemmatizer.CroatianLemmatizer attribute) MOLEX14_WORD2LEMMA (podium.preproc.CroatianLemmatizer attribute) (podium.preproc.lemmatizer.croatian_lemmatizer.CroatianLemmatizer attribute) (podium.preproc.lemmatizer.CroatianLemmatizer attribute)

multiclass_f1_metric() (in module podium.metrics) (in module podium.metrics.metrics) MultilabelField (class in podium.storage) (class in podium.storage.field) MultilabelSVM (class in podium.models.impl) (class in podium.models.impl.eurovoc_models) (class in podium.models.impl.eurovoc_models.multilabel_svm) MultioutputField (class in podium.storage) (class in podium.storage.field)

N

NAME (podium.datasets.IMDB attribute) (podium.datasets.impl.IMDB attribute) (podium.datasets.impl.imdb_sentiment_dataset.IMDB attribute) (podium.datasets.impl.pauza_dataset.PauzaHRDataset attribute) (podium.datasets.impl.PauzaHRDataset attribute) (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.impl.SNLISimple attribute) (podium.datasets.impl.SST attribute) (podium.datasets.PauzaHRDataset attribute) (podium.datasets.SNLIDataset attribute) (podium.datasets.SNLISimple attribute) (podium.datasets.SST attribute) NEGATIVE_LABEL (podium.datasets.IMDB attribute) (podium.datasets.impl.IMDB attribute) (podium.datasets.impl.imdb_sentiment_dataset.IMDB attribute) (podium.datasets.impl.SST attribute) (podium.datasets.SST attribute)

NEGATIVE_LABEL_DIR (podium.datasets.IMDB attribute) (podium.datasets.impl.IMDB attribute) (podium.datasets.impl.imdb_sentiment_dataset.IMDB attribute) NERCroatianXMLLoader (class in podium.dataload.ner_croatian) numericalize() (podium.storage.Field method) (podium.storage.field.Field method) (podium.storage.Vocab method) (podium.storage.vocab.Vocab method) numericalize_examples() (podium.datasets.Dataset method) (podium.datasets.dataset.Dataset method)

P

PAD (podium.storage.SpecialVocabSymbols attribute) (podium.storage.vocab.SpecialVocabSymbols attribute) pad_to_length() (podium.storage.Field method) (podium.storage.field.Field method) padding_index() (podium.storage.Vocab method) (podium.storage.vocab.Vocab method) PAIR_ID_FIELD_NAME (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.SNLIDataset attribute) parent (podium.datasets.HierarchicalDataset.Node attribute) (podium.datasets.hierarhical_dataset.HierarchicalDataset.Node attribute) partial_fit() (podium.models.Experiment method) (podium.models.experiment.Experiment method) PASSWORD_KEY (podium.storage.resources.downloader.SCPDownloader attribute) (podium.storage.SCPDownloader attribute) PauzaHRDataset (class in podium.datasets) (class in podium.datasets.impl) (class in podium.datasets.impl.pauza_dataset) podium (module) podium.dataload (module) podium.dataload.cornell_movie_dialogs (module) podium.dataload.eurovoc (module) podium.dataload.ner_croatian (module) podium.datasets (module) podium.datasets.dataset (module) podium.datasets.hierarhical_dataset (module) podium.datasets.impl (module) podium.datasets.impl.catacx_comments_dataset (module) podium.datasets.impl.catacx_dataset (module) podium.datasets.impl.conllu_dataset (module) podium.datasets.impl.cornell_movie_dialogs_dataset (module) podium.datasets.impl.croatian_ner_dataset (module) podium.datasets.impl.eurovoc_dataset (module) podium.datasets.impl.imdb_sentiment_dataset (module) podium.datasets.impl.pauza_dataset (module) podium.datasets.iris_dataset (module) podium.datasets.iterator (module) podium.datasets.tabular_dataset (module) podium.metrics (module) podium.metrics.metrics (module) podium.model_selection (module) podium.models (module) podium.models.batch_transform_functions (module) podium.models.experiment (module) podium.models.impl (module) podium.models.impl.blcc (module) podium.models.impl.eurovoc_models (module) podium.models.impl.eurovoc_models.multilabel_svm (module) podium.models.impl.fc_model (module) podium.models.impl.simple_trainers (module)

podium.models.impl.svm_model (module) podium.models.model (module) podium.models.trainer (module) podium.preproc (module) podium.preproc.lemmatizer (module) podium.preproc.lemmatizer.croatian_lemmatizer (module) podium.preproc.stemmer (module) podium.preproc.stemmer.croatian_stemmer (module) podium.preproc.stop_words (module) podium.preproc.tokenizers (module) podium.preproc.util (module) podium.storage (module) podium.storage.example_factory (module) podium.storage.field (module) podium.storage.resources (module) podium.storage.resources.downloader (module) podium.storage.resources.large_resource (module) podium.storage.resources.util (module) podium.storage.vectorizers (module) podium.storage.vectorizers.tfidf (module) podium.storage.vectorizers.vectorizer (module) podium.storage.vocab (module) podium.validation (module) podium.validation.kfold (module) podium.validation.validation (module) POSITIVE_LABEL (podium.datasets.IMDB attribute) (podium.datasets.impl.IMDB attribute) (podium.datasets.impl.imdb_sentiment_dataset.IMDB attribute) (podium.datasets.impl.SST attribute) (podium.datasets.SST attribute) POSITIVE_LABEL_DIR (podium.datasets.IMDB attribute) (podium.datasets.impl.IMDB attribute) (podium.datasets.impl.imdb_sentiment_dataset.IMDB attribute) predict() (podium.models.AbstractSupervisedModel method) (podium.models.Experiment method) (podium.models.experiment.Experiment method) (podium.models.impl.eurovoc_models.multilabel_svm.MultilabelSVM method) (podium.models.impl.eurovoc_models.MultilabelSVM method) (podium.models.impl.fc_model.ScikitMLPClassifier method) (podium.models.impl.MultilabelSVM method) (podium.models.impl.ScikitMLPClassifier method) (podium.models.impl.ScikitSVCModel method) (podium.models.impl.svm_model.ScikitSVCModel method) (podium.models.model.AbstractSupervisedModel method) PREDICTION_KEY (podium.models.AbstractSupervisedModel attribute) (podium.models.model.AbstractSupervisedModel attribute) preprocess() (podium.storage.Field method) (podium.storage.field.Field method) PRIVATE_KEY_FILE_KEY (podium.storage.resources.downloader.SCPDownloader attribute) (podium.storage.SCPDownloader attribute)

R

random_normal_default_vector() (in module podium.storage.vectorizers.vectorizer) rationed_split() (in module podium.datasets) (in module podium.datasets.dataset) remove_nonalpha_and_stopwords() (in module podium.datasets.impl.eurovoc_dataset) remove_posttokenize_hooks() (podium.storage.Field method) (podium.storage.field.Field method) remove_pretokenize_hooks() (podium.storage.Field method) (podium.storage.field.Field method) (podium.storage.field.MultioutputField method) (podium.storage.MultioutputField method) requires_fitting() (podium.models.FeatureTransformer method) (podium.models.SklearnTensorTransformerWrapper method) (podium.models.TensorTransformer method) reset() (podium.models.AbstractSupervisedModel method) (podium.models.impl.eurovoc_models.multilabel_svm.MultilabelSVM method) (podium.models.impl.eurovoc_models.MultilabelSVM method) (podium.models.impl.fc_model.ScikitMLPClassifier method) (podium.models.impl.MultilabelSVM method) (podium.models.impl.ScikitLinearSVCModel method) (podium.models.impl.ScikitMLPClassifier method) (podium.models.impl.ScikitSVCModel method) (podium.models.impl.svm_model.ScikitLinearSVCModel method) (podium.models.impl.svm_model.ScikitSVCModel method) (podium.models.model.AbstractSupervisedModel method)

RESOURCE_NAME (podium.storage.LargeResource attribute) (podium.storage.resources.large_resource.LargeResource attribute) reverse_numericalize() (podium.storage.Vocab method) (podium.storage.vocab.Vocab method) root_word() (podium.preproc.CroatianStemmer method) (podium.preproc.stemmer.croatian_stemmer.CroatianStemmer method) (podium.preproc.stemmer.CroatianStemmer method)

S

save() (podium.models.AbstractFrameworkModel method) (podium.models.model.AbstractFrameworkModel method) ScikitLinearSVCModel (class in podium.models.impl) (class in podium.models.impl.svm_model) ScikitMLPClassifier (class in podium.models.impl) (class in podium.models.impl.fc_model) ScikitSVCModel (class in podium.models.impl) (class in podium.models.impl.svm_model) SCP_HOST_KEY (podium.storage.resources.large_resource.SCPLargeResource attribute) (podium.storage.SCPLargeResource attribute) SCP_PASS_KEY (podium.storage.resources.large_resource.SCPLargeResource attribute) (podium.storage.SCPLargeResource attribute) SCP_PRIVATE_KEY (podium.storage.resources.large_resource.SCPLargeResource attribute) (podium.storage.SCPLargeResource attribute) SCP_USER_KEY (podium.storage.resources.large_resource.SCPLargeResource attribute) (podium.storage.SCPLargeResource attribute) SCPDownloader (class in podium.storage) (class in podium.storage.resources.downloader) SCPLargeResource (class in podium.storage) (class in podium.storage.resources.large_resource) SENTENCE1_BINARY_PARSE_FIELD_NAME (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.SNLIDataset attribute) SENTENCE1_FIELD_NAME (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.impl.SNLISimple attribute) (podium.datasets.SNLIDataset attribute) (podium.datasets.SNLISimple attribute) SENTENCE1_PARSE_FIELD_NAME (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.SNLIDataset attribute) SENTENCE2_BINARY_PARSE_FIELD_NAME (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.SNLIDataset attribute) SENTENCE2_FIELD_NAME (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.impl.SNLISimple attribute) (podium.datasets.SNLIDataset attribute) (podium.datasets.SNLISimple attribute) SENTENCE2_PARSE_FIELD_NAME (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.SNLIDataset attribute)

set_dataset() (podium.datasets.Iterator method) (podium.datasets.iterator.Iterator method) (podium.datasets.iterator.SingleBatchIterator method) (podium.datasets.SingleBatchIterator method) set_default_model_args() (podium.models.Experiment method) (podium.models.experiment.Experiment method) set_default_trainer_args() (podium.models.Experiment method) (podium.models.experiment.Experiment method) set_example_attributes() (in module podium.storage.example_factory) set_internal_random_state() (podium.datasets.Iterator method) (podium.datasets.iterator.Iterator method) shuffle_examples() (podium.datasets.Dataset method) (podium.datasets.dataset.Dataset method) SimpleHttpDownloader (class in podium.storage) (class in podium.storage.resources.downloader) SimpleTrainer (class in podium.models.impl.simple_trainers) SingleBatchIterator (class in podium.datasets) (class in podium.datasets.iterator) SklearnTensorTransformerWrapper (class in podium.models) SNLIDataset (class in podium.datasets) (class in podium.datasets.impl) SNLISimple (class in podium.datasets) (class in podium.datasets.impl) SpecialVocabSymbols (class in podium.storage) (class in podium.storage.vocab) split() (podium.datasets.Dataset method) (podium.datasets.dataset.Dataset method) (podium.validation.KFold method) (podium.validation.kfold.KFold method) SST (class in podium.datasets) (class in podium.datasets.impl) stoi (podium.storage.Vocab attribute) (podium.storage.vocab.Vocab attribute) stratified_split() (in module podium.datasets) (in module podium.datasets.dataset) SUPPORTED_ARCHIVE (podium.storage.LargeResource attribute) (podium.storage.resources.large_resource.LargeResource attribute)

T

TabularDataset (class in podium.datasets) (class in podium.datasets.tabular_dataset) TensorTransformer (class in podium.models) TEST_DIR (podium.datasets.IMDB attribute) (podium.datasets.impl.IMDB attribute) (podium.datasets.impl.imdb_sentiment_dataset.IMDB attribute) (podium.datasets.impl.pauza_dataset.PauzaHRDataset attribute) (podium.datasets.impl.PauzaHRDataset attribute) (podium.datasets.PauzaHRDataset attribute) TEST_FILE_NAME (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.impl.SNLISimple attribute) (podium.datasets.SNLIDataset attribute) (podium.datasets.SNLISimple attribute) text() (podium.dataload.eurovoc.Document property) TEXT_FIELD_NAME (podium.datasets.IMDB attribute) (podium.datasets.impl.IMDB attribute) (podium.datasets.impl.imdb_sentiment_dataset.IMDB attribute) (podium.datasets.impl.SST attribute) (podium.datasets.SST attribute) TfIdfVectorizer (class in podium.storage) (class in podium.storage.vectorizers.tfidf) title() (podium.dataload.eurovoc.Document property) titles() (podium.dataload.cornell_movie_dialogs.CornellMovieDialogsNamedTuple property) token_to_vector() (podium.storage.BasicVectorStorage method) (podium.storage.vectorizers.vectorizer.BasicVectorStorage method) (podium.storage.vectorizers.vectorizer.VectorStorage method) (podium.storage.VectorStorage method)

TokenizedField (class in podium.storage) (class in podium.storage.field) train() (podium.models.AbstractTrainer method) (podium.models.impl.simple_trainers.SimpleTrainer method) (podium.models.trainer.AbstractTrainer method) TRAIN_DIR (podium.datasets.IMDB attribute) (podium.datasets.impl.IMDB attribute) (podium.datasets.impl.imdb_sentiment_dataset.IMDB attribute) (podium.datasets.impl.pauza_dataset.PauzaHRDataset attribute) (podium.datasets.impl.PauzaHRDataset attribute) (podium.datasets.PauzaHRDataset attribute) TRAIN_FILE_NAME (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.impl.SNLISimple attribute) (podium.datasets.SNLIDataset attribute) (podium.datasets.SNLISimple attribute) train_multilabel_svm() (in module podium.models.impl.eurovoc_models.multilabel_svm) transform() (podium.models.FeatureTransformer method) (podium.models.SklearnTensorTransformerWrapper method) (podium.models.TensorTransformer method) (podium.preproc.CroatianStemmer method) (podium.preproc.stemmer.croatian_stemmer.CroatianStemmer method) (podium.preproc.stemmer.CroatianStemmer method) (podium.storage.TfIdfVectorizer method) (podium.storage.vectorizers.tfidf.CountVectorizer method) (podium.storage.vectorizers.tfidf.TfIdfVectorizer method) tree_to_list() (in module podium.storage.example_factory)

U

unique() (in module podium.storage.vocab) UNK (podium.storage.SpecialVocabSymbols attribute) (podium.storage.vocab.SpecialVocabSymbols attribute) unpack_fields() (in module podium.storage) (in module podium.storage.field) update_vocab() (podium.storage.Field method) (podium.storage.field.Field method) uppercase_target_like_source() (in module podium.preproc.util) URL (podium.datasets.IMDB attribute) (podium.datasets.impl.IMDB attribute) (podium.datasets.impl.imdb_sentiment_dataset.IMDB attribute) (podium.datasets.impl.pauza_dataset.PauzaHRDataset attribute) (podium.datasets.impl.PauzaHRDataset attribute) (podium.datasets.impl.SNLIDataset attribute) (podium.datasets.impl.SNLISimple attribute) (podium.datasets.impl.SST attribute) (podium.datasets.PauzaHRDataset attribute) (podium.datasets.SNLIDataset attribute) (podium.datasets.SNLISimple attribute) (podium.datasets.SST attribute) (podium.storage.LargeResource attribute) (podium.storage.resources.large_resource.LargeResource attribute)

url() (podium.dataload.cornell_movie_dialogs.CornellMovieDialogsNamedTuple property) use_vocab() (podium.storage.Field property) (podium.storage.field.Field property) USER_NAME_KEY (podium.storage.resources.downloader.SCPDownloader attribute) (podium.storage.SCPDownloader attribute)

V

VectorStorage (class in podium.storage) (class in podium.storage.vectorizers.vectorizer)

Vocab (class in podium.storage) (class in podium.storage.vocab) VocabDict (class in podium.storage.vocab)

Z

zeros_default_vector() (in module podium.storage.vectorizers.vectorizer)