Index

_

__contains__() (instancelib.instances.base.ROInstanceProvider method)

__iter__() (instancelib.instances.base.ROInstanceProvider method) __len__() (instancelib.instances.hdf5vector.HDF5VectorStorage method)

A

AbstractBucketProvider (class in instancelib.instances.base) AbstractClassifier (class in instancelib.machinelearning.base) AbstractEnvironment (class in instancelib.environment) (class in instancelib.environment.base) AbstractMemoryEnvironment (class in instancelib.environment.memory) AbstractMemoryProvider (class in instancelib.instances.memory) add() (instancelib.instances.base.InstanceProvider method) add_bulk() (instancelib.instances.hdf5vector.HDF5VectorStorage method) (instancelib.instances.memoryvectorstorage.MemoryVectorStorage method) (instancelib.instances.vectorstorage.VectorStorage method) add_bulk_matrix() (instancelib.instances.hdf5vector.HDF5VectorStorage method) (instancelib.instances.memoryvectorstorage.MemoryVectorStorage method) (instancelib.instances.vectorstorage.VectorStorage method) add_child() (instancelib.instances.base.AbstractBucketProvider method) (instancelib.instances.base.InstanceProvider method) (instancelib.instances.children.MemoryChildrenMixin method) (instancelib.instances.memory.AbstractMemoryProvider method)

add_range() (instancelib.instances.base.InstanceProvider method) add_vectors() (instancelib.environment.base.Environment method) (instancelib.environment.Environment method) all_data() (instancelib.instances.base.ROInstanceProvider method) all_datapoints (instancelib.environment.base.Environment property) (instancelib.environment.Environment property) all_equal() (in module instancelib.utils.func) all_instances (instancelib.environment.base.Environment property) (instancelib.environment.Environment property) (instancelib.environment.memory.AbstractMemoryEnvironment property) all_subsets() (in module instancelib.utils.func)

B

BaseVectorizer (class in instancelib.feature_extraction) (class in instancelib.feature_extraction.base) bucket (instancelib.instances.base.SubtractionProvider attribute) build_doc_map() (in module instancelib.ingest.qrel) build_environment() (in module instancelib.ingest.spreadsheet) build_environment_with_id() (in module instancelib.ingest.spreadsheet) build_from_external() (instancelib.instances.dataset.ReadOnlyProvider method) (instancelib.instances.external.ExternalProvider method) (instancelib.instances.hdf5pandas.HDF5TextProvider method) build_from_multiple_dfs() (in module instancelib.ingest.spreadsheet) build_from_multiple_dfs_with_ids() (in module instancelib.ingest.spreadsheet)

builder (instancelib.instances.tablebacked.TableProvider attribute) (instancelib.instances.tablebacked.TableProviderRO attribute) bulk_add_vectors() (instancelib.instances.base.ROInstanceProvider method) (instancelib.instances.hdf5.ExternalVectorInstanceProvider method) (instancelib.instances.hdf5.HDF5VectorInstanceProvider method) bulk_get_all() (instancelib.instances.base.ROInstanceProvider method) (instancelib.instances.memory.AbstractMemoryProvider method) (instancelib.instances.tablebacked.TableProviderRO method) bulk_get_vectors() (instancelib.instances.base.ROInstanceProvider method) (instancelib.instances.hdf5.ExternalVectorInstanceProvider method) (instancelib.instances.memory.AbstractMemoryProvider method) (instancelib.instances.tablebacked.TableProviderRO method)

C

children (instancelib.instances.children.MemoryChildrenMixin attribute) (instancelib.instances.memory.AbstractMemoryProvider attribute) (instancelib.instances.memory.DataPointProvider attribute) (instancelib.instances.text.TextInstanceProvider attribute) chunk_combiner() (in module instancelib.utils.numpy) clear() (instancelib.instances.base.AbstractBucketProvider method) (instancelib.instances.base.ROInstanceProvider method) (instancelib.instances.base.SubtractionProvider method) (instancelib.instances.hdf5pandas.HDF5TextProvider method) (instancelib.instances.memory.AbstractMemoryProvider method) (instancelib.instances.tablebacked.TableProviderRO method) clear_cache() (instancelib.instances.external.ExternalProvider method) close() (instancelib.instances.hdf5vector.HDF5VectorStorage method) columnar_label_viewer() (in module instancelib.labels.base) ColumnExtractor (class in instancelib.instances.extractors) columns (instancelib.instances.tablebacked.RowInstance property) (instancelib.instances.tablebacked.TableInstance property) (instancelib.instances.tablebacked.TableProviderRO attribute) CombinationProvider (class in instancelib.instances.combination) combine() (instancelib.environment.base.Environment method) (instancelib.environment.Environment method) combined (instancelib.instances.combination.CombinationProvider attribute) combiner() (in module instancelib.utils.numpy) ConcatenationExtractor (class in instancelib.instances.extractors) construct() (instancelib.instances.dataset.ReadOnlyProvider method) (instancelib.instances.memory.AbstractMemoryProvider static method) (instancelib.instances.memory.DataPointProvider static method) (instancelib.instances.tablebacked.TableProvider method) (instancelib.instances.text.TextInstanceProvider static method)

create() (instancelib.environment.base.Environment method) (instancelib.environment.Environment method) (instancelib.instances.base.AbstractBucketProvider method) (instancelib.instances.base.InstanceProvider method) (instancelib.instances.base.SubtractionProvider method) (instancelib.instances.combination.CombinationProvider method) (instancelib.instances.dataset.ReadOnlyProvider method) (instancelib.instances.memory.DataPointProvider method) (instancelib.instances.memoryvectorstorage.MemoryVectorStorage class method) (instancelib.instances.memoryvectorstorage.NumpyMemoryStorage class method) (instancelib.instances.tablebacked.TableProvider method) (instancelib.instances.text.TextInstanceProvider method) create_bucket() (instancelib.environment.base.Environment method) (instancelib.environment.Environment method) (instancelib.environment.memory.AbstractMemoryEnvironment method) create_empty_provider() (instancelib.environment.base.Environment method) (instancelib.environment.Environment method) (instancelib.environment.memory.AbstractMemoryEnvironment method) create_named_provider() (instancelib.environment.base.Environment method) (instancelib.environment.Environment method) (instancelib.environment.memory.AbstractMemoryEnvironment method) createprovider() (instancelib.instances.combination.CombinationProvider class method) CT (class in instancelib.typehints.typevars)

D

data (instancelib.instances.base.Instance property) (instancelib.instances.base.TypeInfo attribute) (instancelib.instances.memory.DataPoint property) (instancelib.instances.tablebacked.RowInstance property) (instancelib.instances.tablebacked.TableInstance property) data_chunker() (instancelib.instances.base.AbstractBucketProvider method) (instancelib.instances.base.ROInstanceProvider method) (instancelib.instances.combination.CombinationProvider method) (instancelib.instances.dataset.ReadOnlyProvider method) data_chunker_selector() (instancelib.instances.base.AbstractBucketProvider method) (instancelib.instances.base.ROInstanceProvider method) (instancelib.instances.combination.CombinationProvider method) (instancelib.instances.dataset.ReadOnlyProvider method) data_map() (instancelib.instances.base.ROInstanceProvider method) DataExtractor (class in instancelib.instances.extractors) dataframe (instancelib.instances.hdf5pandas.HDF5TextProvider property) DataPoint (class in instancelib.instances.memory) DataPointProvider (class in instancelib.instances.memory) dataset (instancelib.environment.base.Environment property) (instancelib.environment.Environment property) (instancelib.environment.memory.AbstractMemoryEnvironment property) (instancelib.instances.base.AbstractBucketProvider attribute) (instancelib.instances.memory.MemoryBucketProvider attribute) datasets_exist (instancelib.instances.hdf5vector.HDF5VectorStorage property) decode_matrix() (instancelib.labels.encoder.DictionaryEncoder method) (instancelib.labels.encoder.IdentityEncoder method) (instancelib.labels.encoder.LabelEncoder method) (instancelib.labels.encoder.MultilabelDictionaryEncoder method) (instancelib.labels.encoder.SklearnLabelEncoder method) (instancelib.labels.encoder.SklearnMultiLabelEncoder method) (instancelib.labels.LabelEncoder method) decode_proba_matrix() (instancelib.labels.encoder.DictionaryEncoder method) (instancelib.labels.encoder.LabelEncoder method) (instancelib.labels.encoder.SklearnLabelEncoder method) (instancelib.labels.LabelEncoder method)

decode_vector() (instancelib.labels.encoder.DictionaryEncoder method) (instancelib.labels.encoder.IdentityEncoder method) (instancelib.labels.encoder.LabelEncoder method) (instancelib.labels.encoder.MultilabelDictionaryEncoder method) (instancelib.labels.encoder.SklearnLabelEncoder method) (instancelib.labels.encoder.SklearnMultiLabelEncoder method) (instancelib.labels.LabelEncoder method) default_instance_viewer() (in module instancelib.instances.base) default_label_viewer() (in module instancelib.labels.base) dictionary (instancelib.instances.memory.AbstractMemoryProvider attribute) (instancelib.instances.memory.DataPointProvider attribute) (instancelib.instances.text.TextInstanceProvider attribute) DictionaryEncoder (class in instancelib.labels.encoder) discard() (instancelib.instances.base.InstanceProvider method) discard_children() (instancelib.environment.base.Environment method) (instancelib.environment.Environment method) (instancelib.instances.base.AbstractBucketProvider method) (instancelib.instances.base.InstanceProvider method) (instancelib.instances.children.MemoryChildrenMixin method) (instancelib.instances.memory.AbstractMemoryProvider method) divide_iterable() (in module instancelib.utils.chunks) divide_iterable_in_lists() (in module instancelib.utils.chunks) divide_sequence() (in module instancelib.utils.chunks) Doc2VecVectorizer (class in instancelib.feature_extraction.doc2vec) doc_id (instancelib.ingest.qrel.Qrel attribute) document_count() (instancelib.labels.base.LabelProvider method) (instancelib.labels.LabelProvider method) (instancelib.labels.memory.MemoryLabelProvider method) (instancelib.labels.MemoryLabelProvider method) DT (class in instancelib.typehints.typevars)

E

empty (instancelib.instances.base.AbstractBucketProvider property) (instancelib.instances.base.ROInstanceProvider property) (instancelib.instances.hdf5pandas.HDF5TextProvider property) (instancelib.instances.memory.AbstractMemoryProvider property) (instancelib.instances.memory.MemoryBucketProvider property) (instancelib.instances.tablebacked.TableProviderRO property) encode() (instancelib.labels.encoder.DictionaryEncoder method) (instancelib.labels.encoder.IdentityEncoder method) (instancelib.labels.encoder.LabelEncoder method) (instancelib.labels.encoder.MultilabelDictionaryEncoder method) (instancelib.labels.encoder.SklearnLabelEncoder method) (instancelib.labels.encoder.SklearnMultiLabelEncoder method) (instancelib.labels.LabelEncoder method) encode_batch() (instancelib.labels.encoder.DictionaryEncoder method) (instancelib.labels.encoder.IdentityEncoder method) (instancelib.labels.encoder.LabelEncoder method) (instancelib.labels.encoder.SklearnLabelEncoder method) (instancelib.labels.encoder.SklearnMultiLabelEncoder method) (instancelib.labels.LabelEncoder method)

encode_safe() (instancelib.labels.encoder.LabelEncoder method) (instancelib.labels.LabelEncoder method) ensure_writeable() (in module instancelib.instances.vectorstorage) Environment (class in instancelib.environment) (class in instancelib.environment.base) expandgrid() (in module instancelib.utils.func) ExternalProvider (class in instancelib.instances.external) ExternalVectorInstanceProvider (class in instancelib.instances.hdf5) extract_data() (in module instancelib.ingest.spreadsheet) extract_data_with_id() (in module instancelib.ingest.spreadsheet)

F

filepath (instancelib.utils.saveablemodel.SaveableInnerModel property) filter_snd_none() (in module instancelib.utils.func) filter_snd_none_zipped() (in module instancelib.utils.func) find_subsets() (in module instancelib.utils.func) fit() (instancelib.feature_extraction.base.BaseVectorizer method) (instancelib.feature_extraction.base.SeparateContextVectorizer method) (instancelib.feature_extraction.base.StackVectorizer method) (instancelib.feature_extraction.BaseVectorizer method) (instancelib.feature_extraction.doc2vec.Doc2VecVectorizer method) (instancelib.feature_extraction.SklearnVectorizer method) (instancelib.feature_extraction.textinstance.TextInstanceVectorizer method) (instancelib.feature_extraction.TextInstanceVectorizer method) (instancelib.feature_extraction.textsklearn.SklearnVectorizer method) fit_instances() (instancelib.machinelearning.base.AbstractClassifier method) fit_provider() (instancelib.machinelearning.base.AbstractClassifier method) fit_transform() (instancelib.feature_extraction.base.BaseVectorizer method) (instancelib.feature_extraction.base.SeparateContextVectorizer method) (instancelib.feature_extraction.base.StackVectorizer method) (instancelib.feature_extraction.BaseVectorizer method) (instancelib.feature_extraction.doc2vec.Doc2VecVectorizer method) (instancelib.feature_extraction.SklearnVectorizer method) (instancelib.feature_extraction.textinstance.TextInstanceVectorizer method) (instancelib.feature_extraction.TextInstanceVectorizer method) (instancelib.feature_extraction.textsklearn.SklearnVectorizer method) fit_val_provider() (instancelib.machinelearning.base.AbstractClassifier method)

fit_vectorizer() (in module instancelib.functions.vectorize) fitted (instancelib.feature_extraction.base.BaseVectorizer property) (instancelib.feature_extraction.base.SeparateContextVectorizer property) (instancelib.feature_extraction.base.StackVectorizer property) (instancelib.feature_extraction.BaseVectorizer property) (instancelib.feature_extraction.textinstance.TextInstanceVectorizer property) (instancelib.feature_extraction.TextInstanceVectorizer property) (instancelib.machinelearning.base.AbstractClassifier property) flatten_dicts() (in module instancelib.utils.func) from_data() (instancelib.environment.text.TextEnvironment class method) (instancelib.instances.memory.AbstractMemoryProvider class method) (instancelib.labels.memory.MemoryLabelProvider class method) (instancelib.labels.MemoryLabelProvider class method) from_data_and_indices() (instancelib.instances.memory.AbstractMemoryProvider class method) from_instance() (instancelib.instances.memory.DataPoint class method) from_inv() (instancelib.labels.encoder.DictionaryEncoder class method) from_list() (instancelib.labels.encoder.DictionaryEncoder class method) from_matrix (instancelib.instances.memoryvectorstorage.MemoryVectorStorage attribute) (instancelib.instances.memoryvectorstorage.NumpyMemoryStorage attribute) from_path() (instancelib.ingest.qrel.TrecDataset class method) from_provider() (instancelib.labels.memory.MemoryLabelProvider class method) (instancelib.labels.MemoryLabelProvider class method) from_tuples() (instancelib.labels.memory.MemoryLabelProvider class method) (instancelib.labels.MemoryLabelProvider class method) fst() (in module instancelib.utils.func)

G

get_all() (instancelib.instances.base.AbstractBucketProvider method) (instancelib.instances.base.ROInstanceProvider method) (instancelib.instances.hdf5pandas.HDF5TextProvider method) (instancelib.instances.memory.AbstractMemoryProvider method) (instancelib.instances.tablebacked.TableProviderRO method) get_bulk() (instancelib.instances.dataset.PandasDataset method) (instancelib.instances.dataset.ReadOnlyDataset method) get_children() (instancelib.environment.base.Environment method) (instancelib.environment.Environment method) (instancelib.instances.base.AbstractBucketProvider method) (instancelib.instances.base.InstanceProvider method) (instancelib.instances.children.MemoryChildrenMixin method) (instancelib.instances.memory.AbstractMemoryProvider method) get_children_keys() (instancelib.instances.base.AbstractBucketProvider method) (instancelib.instances.base.InstanceProvider method) (instancelib.instances.children.MemoryChildrenMixin method) (instancelib.instances.memory.AbstractMemoryProvider method) get_consecutive() (in module instancelib.utils.chunks) get_document() (instancelib.ingest.qrel.TrecDataset method) get_documents() (instancelib.ingest.qrel.TrecDataset method) get_env() (instancelib.ingest.qrel.TrecDataset method) get_envs() (instancelib.ingest.qrel.TrecDataset method) get_instances_by_label() (instancelib.labels.base.LabelProvider method) (instancelib.labels.LabelProvider method) (instancelib.labels.memory.MemoryLabelProvider method) (instancelib.labels.MemoryLabelProvider method) get_label_column_index() (instancelib.labels.encoder.DictionaryEncoder method) (instancelib.labels.encoder.LabelEncoder method) (instancelib.labels.encoder.SklearnLabelEncoder method) (instancelib.labels.LabelEncoder method) (instancelib.machinelearning.base.AbstractClassifier method) get_labels() (instancelib.ingest.qrel.TrecDataset method) (instancelib.labels.base.LabelProvider method) (instancelib.labels.LabelProvider method) (instancelib.labels.memory.MemoryLabelProvider method) (instancelib.labels.MemoryLabelProvider method)

get_line_docs() (in module instancelib.feature_extraction.doc2vec) get_lists() (in module instancelib.utils.numpy) get_matrix() (instancelib.instances.hdf5vector.HDF5VectorStorage method) (instancelib.instances.memoryvectorstorage.MemoryVectorStorage method) (instancelib.instances.vectorstorage.VectorStorage method) get_matrix_chunked() (instancelib.instances.hdf5vector.HDF5VectorStorage method) (instancelib.instances.memoryvectorstorage.MemoryVectorStorage method) (instancelib.instances.vectorstorage.VectorStorage method) get_parent() (instancelib.environment.base.Environment method) (instancelib.environment.Environment method) (instancelib.instances.base.AbstractBucketProvider method) (instancelib.instances.base.InstanceProvider method) (instancelib.instances.children.MemoryChildrenMixin method) (instancelib.instances.memory.AbstractMemoryProvider method) get_random_generator() (in module instancelib.utils.random) get_range() (in module instancelib.utils.chunks) get_subset_by_labels() (instancelib.environment.base.Environment method) (instancelib.environment.Environment method) get_topicqrels() (instancelib.ingest.qrel.TrecDataset method) get_vectors() (instancelib.instances.hdf5vector.HDF5VectorStorage method) (instancelib.instances.memoryvectorstorage.MemoryVectorStorage method) (instancelib.instances.vectorstorage.VectorStorage method) get_vectors_chunked() (instancelib.instances.hdf5vector.HDF5VectorStorage method) (instancelib.instances.memoryvectorstorage.MemoryVectorStorage method) (instancelib.instances.vectorstorage.VectorStorage method) get_vectors_zipped() (instancelib.instances.hdf5vector.HDF5VectorStorage method) (instancelib.instances.memoryvectorstorage.MemoryVectorStorage method) (instancelib.instances.vectorstorage.VectorStorage method)

H

has_storage_location (instancelib.utils.saveablemodel.SaveableInnerModel property) HDF5TextInstance (class in instancelib.instances.hdf5pandas) HDF5TextProvider (class in instancelib.instances.hdf5pandas)

HDF5VectorInstanceProvider (class in instancelib.instances.hdf5) HDF5VectorStorage (class in instancelib.instances.hdf5vector) hidden() (in module instancelib.ingest.qrel)

I

id_col() (in module instancelib.ingest.spreadsheet) id_index() (in module instancelib.ingest.spreadsheet) id_index_prefix() (in module instancelib.ingest.spreadsheet) identifier (instancelib.instances.base.Instance property) (instancelib.instances.base.TypeInfo attribute) (instancelib.instances.memory.DataPoint property) (instancelib.instances.tablebacked.TableInstance property) identifiers (instancelib.instances.dataset.PandasDataset property) (instancelib.instances.dataset.ReadOnlyDataset property) identity() (in module instancelib.utils.func) identity_mapper() (in module instancelib.ingest.spreadsheet) IdentityEncoder (class in instancelib.labels.encoder) IdentityExtractor (class in instancelib.instances.extractors) index_map (instancelib.instances.combination.CombinationProvider attribute) initialize() (instancelib.labels.encoder.DictionaryEncoder method) (instancelib.labels.encoder.LabelEncoder method) (instancelib.labels.encoder.SklearnLabelEncoder method) (instancelib.labels.LabelEncoder method) innermodel (instancelib.feature_extraction.doc2vec.Doc2VecVectorizer attribute) (instancelib.feature_extraction.SklearnVectorizer attribute) (instancelib.feature_extraction.textsklearn.SklearnVectorizer attribute) Instance (class in instancelib.instances.base) instance_cache (instancelib.instances.external.ExternalProvider attribute) instance_chunker() (instancelib.instances.base.ROInstanceProvider method) instance_chunker_selector() (instancelib.instances.base.ROInstanceProvider method) instance_extractor() (in module instancelib.ingest.spreadsheet) instancelib.environment module instancelib.environment.base module instancelib.environment.hdf5 module instancelib.environment.huggingface module instancelib.environment.memory module instancelib.environment.text module instancelib.exceptions module instancelib.exceptions.base module instancelib.export module instancelib.export.pandas module instancelib.feature_extraction module instancelib.feature_extraction.base module instancelib.feature_extraction.doc2vec module instancelib.feature_extraction.textinstance module instancelib.feature_extraction.textsklearn module instancelib.functions module instancelib.functions.vectorize module instancelib.ingest module instancelib.ingest.qrel module instancelib.ingest.spreadsheet module

instancelib.instances module instancelib.instances.base module instancelib.instances.children module instancelib.instances.combination module instancelib.instances.dataset module instancelib.instances.external module instancelib.instances.extractors module instancelib.instances.hdf5 module instancelib.instances.hdf5pandas module instancelib.instances.hdf5vector module instancelib.instances.memory module instancelib.instances.memoryvectorstorage module instancelib.instances.tablebacked module instancelib.instances.text module instancelib.instances.vectorstorage module instancelib.labels module instancelib.labels.base module instancelib.labels.encoder module instancelib.labels.memory module instancelib.machinelearning.base module instancelib.typehints module instancelib.typehints.typevars module instancelib.utils module instancelib.utils.chunks module instancelib.utils.func module instancelib.utils.numpy module instancelib.utils.random module instancelib.utils.saveablemodel module instancelib.utils.to_key module InstanceProvider (class in instancelib.instances.base) intersection() (in module instancelib.utils.func) inv_transform_mapping() (in module instancelib.ingest.spreadsheet) invert_mapping() (in module instancelib.utils.func) is_loaded (instancelib.utils.saveablemodel.SaveableInnerModel property) is_stored (instancelib.utils.saveablemodel.SaveableInnerModel property)

K

key_list (instancelib.instances.base.ROInstanceProvider property) (instancelib.instances.combination.CombinationProvider property) (instancelib.instances.dataset.ReadOnlyProvider property)

keys_wrapper() (in module instancelib.instances.hdf5vector) KT (class in instancelib.typehints.typevars)

L

LabelEncoder (class in instancelib.labels) (class in instancelib.labels.encoder) LabelEncodingException LabelProvider (class in instancelib.labels) (class in instancelib.labels.base) labels (instancelib.environment.base.Environment property) (instancelib.environment.Environment property) (instancelib.environment.memory.AbstractMemoryEnvironment property) (instancelib.labels.encoder.DictionaryEncoder property) (instancelib.labels.encoder.LabelEncoder property) (instancelib.labels.encoder.SklearnLabelEncoder property) (instancelib.labels.LabelEncoder property) labelset (instancelib.labels.base.LabelProvider property) (instancelib.labels.LabelProvider property) (instancelib.labels.memory.MemoryLabelProvider property) (instancelib.labels.MemoryLabelProvider property)

len_positive (instancelib.labels.base.LabelProvider property) (instancelib.labels.LabelProvider property) list_unzip() (in module instancelib.utils.func) list_unzip3() (in module instancelib.utils.func) LMT (class in instancelib.typehints.typevars) load() (instancelib.feature_extraction.doc2vec.Doc2VecVectorizer method) (instancelib.utils.saveablemodel.SaveableInnerModel method) load_model_fallback() (instancelib.utils.saveablemodel.SaveableInnerModel static method) load_vectors() (instancelib.instances.hdf5.ExternalVectorInstanceProvider method) (instancelib.instances.hdf5.HDF5VectorInstanceProvider method) local_data (instancelib.instances.dataset.ReadOnlyProvider attribute) LT (class in instancelib.typehints.typevars) LVT (class in instancelib.typehints.typevars)

M

map() (instancelib.instances.base.ROInstanceProvider method) map_data() (instancelib.instances.base.Instance static method) map_mutate() (instancelib.instances.base.InstanceProvider method) map_to_original (instancelib.instances.hdf5pandas.HDF5TextInstance property) (instancelib.instances.text.MemoryTextInstance property) (instancelib.instances.text.TextInstance property) map_vector() (instancelib.instances.base.Instance static method) mapping_map() (in module instancelib.utils.func) mapsnd() (in module instancelib.utils.func) matrices_chunker() (instancelib.instances.hdf5vector.HDF5VectorStorage method) (instancelib.instances.memoryvectorstorage.MemoryVectorStorage method) (instancelib.instances.vectorstorage.VectorStorage method) matrix_to_vector_list() (in module instancelib.utils.numpy) matrix_tuple_to_vectors() (in module instancelib.utils.numpy) matrix_tuple_to_zipped() (in module instancelib.utils.numpy) MemoryBucketProvider (class in instancelib.instances.memory) MemoryChildrenMixin (class in instancelib.instances.children) MemoryEnvironment (class in instancelib.environment) (class in instancelib.environment.memory) MemoryLabelProvider (class in instancelib.labels) (class in instancelib.labels.memory) MemoryTextInstance (class in instancelib.instances.text) MemoryVectorStorage (class in instancelib.instances.memoryvectorstorage) memslicer() (in module instancelib.utils.numpy) module instancelib.environment instancelib.environment.base instancelib.environment.hdf5 instancelib.environment.huggingface instancelib.environment.memory instancelib.environment.text instancelib.exceptions instancelib.exceptions.base instancelib.export instancelib.export.pandas instancelib.feature_extraction instancelib.feature_extraction.base instancelib.feature_extraction.doc2vec instancelib.feature_extraction.textinstance instancelib.feature_extraction.textsklearn instancelib.functions instancelib.functions.vectorize instancelib.ingest instancelib.ingest.qrel instancelib.ingest.spreadsheet instancelib.instances instancelib.instances.base instancelib.instances.children instancelib.instances.combination instancelib.instances.dataset instancelib.instances.external instancelib.instances.extractors instancelib.instances.hdf5 instancelib.instances.hdf5pandas instancelib.instances.hdf5vector instancelib.instances.memory instancelib.instances.memoryvectorstorage instancelib.instances.tablebacked instancelib.instances.text instancelib.instances.vectorstorage instancelib.labels instancelib.labels.base instancelib.labels.encoder instancelib.labels.memory instancelib.machinelearning.base instancelib.typehints instancelib.typehints.typevars instancelib.utils instancelib.utils.chunks instancelib.utils.func instancelib.utils.numpy instancelib.utils.random instancelib.utils.saveablemodel instancelib.utils.to_key

MT (class in instancelib.typehints.typevars) MultilabelDictionaryEncoder (class in instancelib.labels.encoder) multisort() (in module instancelib.utils.func)

N

name (instancelib.feature_extraction.base.BaseVectorizer property) (instancelib.feature_extraction.BaseVectorizer property) (instancelib.feature_extraction.SklearnVectorizer property) (instancelib.feature_extraction.textsklearn.SklearnVectorizer property) (instancelib.machinelearning.base.AbstractClassifier property) named_providers (instancelib.environment.base.Environment property) (instancelib.environment.Environment property)

new_data (instancelib.instances.combination.CombinationProvider attribute) no_vector() (in module instancelib.ingest.spreadsheet) not_in_supersets() (in module instancelib.utils.func) NoVectorsException NumpyFromMatrix (class in instancelib.instances.memoryvectorstorage) NumpyMemoryStorage (class in instancelib.instances.memoryvectorstorage) NumpyToMatrix (class in instancelib.instances.memoryvectorstorage)

O

one_hot_encoded_extractor() (in module instancelib.ingest.spreadsheet)

P

pandas_to_env() (in module instancelib.ingest.spreadsheet) pandas_to_env_with_id() (in module instancelib.ingest.spreadsheet) PandasDataset (class in instancelib.instances.dataset) parents (instancelib.instances.children.MemoryChildrenMixin attribute) (instancelib.instances.memory.AbstractMemoryProvider attribute) (instancelib.instances.memory.DataPointProvider attribute) (instancelib.instances.text.TextInstanceProvider attribute) PMT (class in instancelib.typehints.typevars) powerset() (in module instancelib.utils.func)

predict() (instancelib.machinelearning.base.AbstractClassifier method) predict_instances() (instancelib.machinelearning.base.AbstractClassifier method) predict_proba() (instancelib.machinelearning.base.AbstractClassifier method) predict_proba_instances() (instancelib.machinelearning.base.AbstractClassifier method) predict_proba_instances_raw() (instancelib.machinelearning.base.AbstractClassifier method) predict_proba_provider() (instancelib.machinelearning.base.AbstractClassifier method) predict_proba_provider_raw() (instancelib.machinelearning.base.AbstractClassifier method) predict_proba_raw() (instancelib.machinelearning.base.AbstractClassifier method) predict_provider() (instancelib.machinelearning.base.AbstractClassifier method) PVT (class in instancelib.typehints.typevars)

Q

Qrel (class in instancelib.ingest.qrel)

R

read_csv_dataset() (in module instancelib.ingest.spreadsheet) read_docids() (in module instancelib.ingest.qrel) read_doctexts() (in module instancelib.ingest.qrel) read_excel_dataset() (in module instancelib.ingest.spreadsheet) read_only (instancelib.instances.combination.CombinationProvider attribute) read_qrel() (in module instancelib.ingest.qrel) read_qrel_dataset() (in module instancelib.ingest.qrel) read_topics() (in module instancelib.ingest.qrel) ReadOnlyDataset (class in instancelib.instances.dataset) ReadOnlyProvider (class in instancelib.instances.dataset) rebuild_index() (instancelib.instances.hdf5vector.HDF5VectorStorage method) register_hook() (instancelib.instances.combination.UpdateHookInstance method) relevancy (instancelib.ingest.qrel.Qrel attribute) reload() (instancelib.instances.hdf5vector.HDF5VectorStorage method) (instancelib.instances.memoryvectorstorage.MemoryVectorStorage method) (instancelib.instances.vectorstorage.VectorStorage method)

remove_labels() (instancelib.labels.base.LabelProvider method) (instancelib.labels.LabelProvider method) (instancelib.labels.memory.MemoryLabelProvider method) (instancelib.labels.MemoryLabelProvider method) rename_labels() (instancelib.labels.memory.MemoryLabelProvider class method) (instancelib.labels.MemoryLabelProvider class method) representation (instancelib.instances.base.Instance property) (instancelib.instances.base.TypeInfo attribute) (instancelib.instances.memory.DataPoint property) (instancelib.instances.tablebacked.RowInstance property) (instancelib.instances.tablebacked.TableInstance property) ROInstanceProvider (class in instancelib.instances.base) RowInstance (class in instancelib.instances.tablebacked) RT (class in instancelib.typehints.typevars)

S

save() (instancelib.feature_extraction.doc2vec.Doc2VecVectorizer method) (instancelib.utils.saveablemodel.SaveableInnerModel method) SaveableInnerModel (class in instancelib.utils.saveablemodel) SeparateContextVectorizer (class in instancelib.feature_extraction.base) seq_or_map_to_map() (in module instancelib.utils.func) set_labels() (instancelib.labels.base.LabelProvider method) (instancelib.labels.LabelProvider method) (instancelib.labels.memory.MemoryLabelProvider method) (instancelib.labels.MemoryLabelProvider method) set_named_provider() (instancelib.environment.base.Environment method) (instancelib.environment.Environment method) (instancelib.environment.memory.AbstractMemoryEnvironment method) set_target_labels() (instancelib.machinelearning.base.AbstractClassifier method) shuffle() (instancelib.environment.memory.MemoryEnvironment class method) (instancelib.environment.MemoryEnvironment class method) (instancelib.instances.memory.AbstractMemoryProvider class method)

single_or_collection() (in module instancelib.utils.func) SklearnLabelEncoder (class in instancelib.labels.encoder) SklearnMultiLabelEncoder (class in instancelib.labels.encoder) SklearnVectorizer (class in instancelib.feature_extraction) (class in instancelib.feature_extraction.textsklearn) slicer() (in module instancelib.utils.numpy) sort_on() (in module instancelib.utils.func) split_marker (instancelib.instances.hdf5pandas.HDF5TextInstance property) (instancelib.instances.text.MemoryTextInstance property) (instancelib.instances.text.TextInstance property) split_tokenizer() (in module instancelib.feature_extraction.doc2vec) StackVectorizer (class in instancelib.feature_extraction.base) storage (instancelib.instances.tablebacked.TableProvider attribute) (instancelib.instances.tablebacked.TableProviderRO attribute) SubsetExtractor (class in instancelib.instances.extractors) SubtractionProvider (class in instancelib.instances.base)

T

TableInstance (class in instancelib.instances.tablebacked) TableProvider (class in instancelib.instances.tablebacked) TableProviderRO (class in instancelib.instances.tablebacked) text_builder() (in module instancelib.ingest.spreadsheet) text_concatenation() (in module instancelib.ingest.spreadsheet) text_from_pandas_multilabel() (in module instancelib.ingest.spreadsheet) TextEnvironment (class in instancelib.environment.text) TextInstance (class in instancelib.instances.text) TextInstanceProvider (class in instancelib.instances.text) TextInstanceVectorizer (class in instancelib.feature_extraction) (class in instancelib.feature_extraction.textinstance) to_bicolumn_proba() (in module instancelib.utils.numpy) to_dict() (instancelib.instances.base.Instance method) to_dicts() (in module instancelib.ingest.spreadsheet) to_environment() (in module instancelib.ingest.spreadsheet) to_key() (in module instancelib.utils.to_key) to_matrix (instancelib.instances.memoryvectorstorage.MemoryVectorStorage attribute) (instancelib.instances.memoryvectorstorage.NumpyMemoryStorage attribute) to_pandas() (in module instancelib.export.pandas) (instancelib.environment.base.Environment method) (instancelib.environment.Environment method)

tokenized (instancelib.instances.hdf5pandas.HDF5TextInstance property) (instancelib.instances.text.MemoryTextInstance property) (instancelib.instances.text.TextInstance property) tokenizer (instancelib.feature_extraction.doc2vec.Doc2VecVectorizer attribute) topic (instancelib.ingest.qrel.Qrel attribute) train_test_split() (instancelib.environment.base.Environment method) (instancelib.environment.Environment method) transform() (instancelib.feature_extraction.base.BaseVectorizer method) (instancelib.feature_extraction.base.SeparateContextVectorizer method) (instancelib.feature_extraction.base.StackVectorizer method) (instancelib.feature_extraction.BaseVectorizer method) (instancelib.feature_extraction.doc2vec.Doc2VecVectorizer method) (instancelib.feature_extraction.SklearnVectorizer method) (instancelib.feature_extraction.textinstance.TextInstanceVectorizer method) (instancelib.feature_extraction.TextInstanceVectorizer method) (instancelib.feature_extraction.textsklearn.SklearnVectorizer method) translate_keys() (instancelib.labels.memory.MemoryLabelProvider class method) (instancelib.labels.MemoryLabelProvider class method) TrecDataset (class in instancelib.ingest.qrel) type_info (instancelib.instances.base.Instance property) (instancelib.instances.base.ROInstanceProvider property) TypeInfo (class in instancelib.instances.base)

U

union() (in module instancelib.utils.func) unzip_chain() (in module instancelib.utils.func) update_external() (instancelib.instances.dataset.ReadOnlyProvider method) (instancelib.instances.external.ExternalProvider method) (instancelib.instances.hdf5pandas.HDF5TextProvider method)

update_hook() (instancelib.instances.combination.UpdateHookInstance method) UpdateHookInstance (class in instancelib.instances.combination)

V

value_map() (in module instancelib.utils.func) vector (instancelib.instances.base.Instance property) (instancelib.instances.base.TypeInfo attribute) (instancelib.instances.memory.DataPoint property) (instancelib.instances.tablebacked.RowInstance property) (instancelib.instances.tablebacked.TableInstance property) vector_chunker() (instancelib.instances.base.AbstractBucketProvider method) (instancelib.instances.base.ROInstanceProvider method) (instancelib.instances.combination.CombinationProvider method) (instancelib.instances.hdf5.ExternalVectorInstanceProvider method) vector_chunker_selector() (instancelib.instances.base.AbstractBucketProvider method) (instancelib.instances.base.ROInstanceProvider method) (instancelib.instances.combination.CombinationProvider method) (instancelib.instances.hdf5.ExternalVectorInstanceProvider method) (instancelib.instances.tablebacked.TableProviderRO method)

vector_storage_location (instancelib.instances.hdf5.HDF5VectorInstanceProvider attribute) (instancelib.instances.hdf5pandas.HDF5TextProvider attribute) vectorize() (in module instancelib.functions.vectorize) vectorize_provider() (in module instancelib.functions.vectorize) vectorized_data_map() (instancelib.instances.base.Instance static method) (instancelib.instances.base.ROInstanceProvider method) vectorized_map() (instancelib.instances.base.ROInstanceProvider method) vectorizers (instancelib.feature_extraction.base.StackVectorizer attribute) vectors (instancelib.instances.tablebacked.TableProviderRO attribute) vectors_chunker() (instancelib.instances.hdf5vector.HDF5VectorStorage method) VectorStorage (class in instancelib.instances.vectorstorage) vectorstorage (instancelib.instances.hdf5.ExternalVectorInstanceProvider attribute) (instancelib.instances.hdf5pandas.HDF5TextProvider attribute) VT (class in instancelib.typehints.typevars)

W

with_vector (instancelib.instances.base.ROInstanceProvider property) without_vector (instancelib.instances.base.ROInstanceProvider property) writeable (instancelib.instances.combination.CombinationProvider attribute) (instancelib.instances.hdf5vector.HDF5VectorStorage property) (instancelib.instances.vectorstorage.VectorStorage property)

writeable() (instancelib.instances.memoryvectorstorage.MemoryVectorStorage method)

Z

zip_chain() (in module instancelib.utils.func)