Index _ | A | B | C | D | E | F | G | I | L | M | N | O | P | R | S | T | U | V _ __call__() (realtabformer.rtf_datacollator.RelationalDataCollator method) __str__() (realtabformer.rtf_exceptions.SampleEmptyError method) _build_tabular_trainer() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) _check_model() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) _convert_to_table() (realtabformer.rtf_sampler.REaLSampler method) _extract_column_info() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) _fit_relational() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) _fit_tabular() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) _generate() (realtabformer.rtf_sampler.REaLSampler method) _generate_vocab() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) _get_min_max_length() (realtabformer.rtf_sampler.RelationalSampler method) _get_relational_col_idx_ids() (realtabformer.rtf_sampler.RelationalSampler method) _init_relational() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) _init_tabular() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) _invalid_model_type() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) _normalize_gpt2_state_dict() (in module realtabformer.realtabformer) _prefix_allowed_tokens_fn() (realtabformer.rtf_sampler.REaLSampler method) (realtabformer.rtf_sampler.RelationalSampler method) (realtabformer.rtf_sampler.TabularSampler method) _process_seed_input() (realtabformer.rtf_sampler.TabularSampler method) _processes_sample() (realtabformer.rtf_sampler.REaLSampler method) _recover_data_values() (realtabformer.rtf_sampler.REaLSampler method) _sample_input_batch() (realtabformer.rtf_sampler.RelationalSampler method) _set_up_relational_coder_configs() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) _split_train_eval_dataset() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) _train_with_sensitivity() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) _validate_data() (realtabformer.rtf_sampler.REaLSampler method) _validate_get_device() (in module realtabformer.realtabformer) _validate_missing() (realtabformer.rtf_sampler.REaLSampler method) _validate_synth_sample() (realtabformer.rtf_sampler.REaLSampler method) A add_validator() (realtabformer.rtf_validators.ObservationValidator method) artefacts() (realtabformer.data_utils.TabularArtefact static method) B best_disc_model (realtabformer.data_utils.TabularArtefact attribute) BMEM (realtabformer.data_utils.SpecialTokens attribute) BOS (realtabformer.data_utils.SpecialTokens attribute) build_vocab() (in module realtabformer.data_utils) C CATEGORICAL (realtabformer.data_utils.ColDataType attribute) CLS (realtabformer.data_utils.SpecialTokens attribute) ColDataType (class in realtabformer.data_utils) compute_data_copying_predictions() (realtabformer.rtf_analyze.SyntheticDataBench static method) compute_discriminator_predictions() (realtabformer.rtf_analyze.SyntheticDataBench static method) compute_distance_to_closest_records() (realtabformer.rtf_analyze.SyntheticDataBench static method) compute_sensitivity_metric() (realtabformer.rtf_analyze.SyntheticDataBench static method) compute_sensitivity_threshold() (realtabformer.rtf_analyze.SyntheticDataBench static method) create_scheduler() (realtabformer.rtf_trainer.ResumableTrainer method) D DATETIME (realtabformer.data_utils.ColDataType attribute) decode_column_values() (in module realtabformer.data_utils) decode_partition_numeric_col() (in module realtabformer.data_utils) decode_processed_column() (in module realtabformer.data_utils) E EMEM (realtabformer.data_utils.SpecialTokens attribute) encode_column_values() (in module realtabformer.data_utils) encode_partition_numeric_col() (in module realtabformer.data_utils) encode_processed_column() (in module realtabformer.data_utils) EOS (realtabformer.data_utils.SpecialTokens attribute) extract_processed_column() (in module realtabformer.data_utils) F fit() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) fix_multi_decimal() (in module realtabformer.data_utils) G GeoValidator (class in realtabformer.rtf_validators) get_dcr() (realtabformer.rtf_analyze.SyntheticDataBench method) get_discriminator_performance() (realtabformer.rtf_analyze.SyntheticDataBench method) get_input_ids() (in module realtabformer.data_utils) get_ml_efficiency() (realtabformer.rtf_analyze.SyntheticDataBench method) get_relational_input_ids() (in module realtabformer.data_utils) get_token_id() (in module realtabformer.data_utils) get_uuid() (in module realtabformer.data_utils) I INVALID_NUMS_RE (in module realtabformer.data_utils) is_categorical_col() (in module realtabformer.data_utils) is_datetime_col() (in module realtabformer.data_utils) is_numeric_col() (in module realtabformer.data_utils) is_numeric_datetime_col() (in module realtabformer.data_utils) L label_pad_token_id (realtabformer.rtf_datacollator.RelationalDataCollator attribute) last_epoch_model (realtabformer.data_utils.TabularArtefact attribute) load_from_dir() (realtabformer.REaLTabFormer class method) (realtabformer.realtabformer.REaLTabFormer class method) logger (in module realtabformer.rtf_trainer) M make_dataset() (in module realtabformer.data_utils) make_relational_dataset() (in module realtabformer.data_utils) MASK (realtabformer.data_utils.SpecialTokens attribute) max_length (realtabformer.rtf_datacollator.RelationalDataCollator attribute) mean_best_disc_model (realtabformer.data_utils.TabularArtefact attribute) measure_ml_efficiency() (realtabformer.rtf_analyze.SyntheticDataBench static method) ModelFileName (class in realtabformer.data_utils) ModelType (class in realtabformer.data_utils) module realtabformer realtabformer.__main__ realtabformer.data_utils realtabformer.realtabformer realtabformer.rtf_analyze realtabformer.rtf_datacollator realtabformer.rtf_exceptions realtabformer.rtf_sampler realtabformer.rtf_trainer realtabformer.rtf_validators N names() (realtabformer.data_utils.ModelFileName static method) not_best_disc_model (realtabformer.data_utils.TabularArtefact attribute) NQ_COL (in module realtabformer.rtf_sampler) NUMERIC (realtabformer.data_utils.ColDataType attribute) NUMERIC_NA_TOKEN (in module realtabformer.data_utils) O ObservationValidator (class in realtabformer.rtf_validators) on_epoch_end() (realtabformer.rtf_trainer.SaveEpochEndCallback method) P PAD (realtabformer.data_utils.SpecialTokens attribute) pad_to_multiple_of (realtabformer.rtf_datacollator.RelationalDataCollator attribute) predict() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) (realtabformer.rtf_sampler.TabularSampler method) preprocess_data() (realtabformer.rtf_analyze.SyntheticDataBench static method) process_categorical_data() (in module realtabformer.data_utils) process_data() (in module realtabformer.data_utils) process_datetime_data() (in module realtabformer.data_utils) process_numeric_data() (in module realtabformer.data_utils) R RangeValidator (class in realtabformer.rtf_validators) REaLSampler (class in realtabformer.rtf_sampler) realtabformer module REaLTabFormer (class in realtabformer) (class in realtabformer.realtabformer) realtabformer.__main__ module realtabformer.data_utils module realtabformer.realtabformer module realtabformer.rtf_analyze module realtabformer.rtf_datacollator module realtabformer.rtf_exceptions module realtabformer.rtf_sampler module realtabformer.rtf_trainer module realtabformer.rtf_validators module register_synthetic_data() (realtabformer.rtf_analyze.SyntheticDataBench method) relational (realtabformer.data_utils.ModelType attribute) RelationalDataCollator (class in realtabformer.rtf_datacollator) RelationalSampler (class in realtabformer.rtf_sampler) remove_validator() (realtabformer.rtf_validators.ObservationValidator method) ResumableTrainer (class in realtabformer.rtf_trainer) return_tensors (realtabformer.rtf_datacollator.RelationalDataCollator attribute) RMASK (realtabformer.data_utils.SpecialTokens attribute) rtf_config_json (realtabformer.data_utils.ModelFileName attribute) rtf_model_pt (realtabformer.data_utils.ModelFileName attribute) S sample() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) sample_relational() (realtabformer.rtf_sampler.RelationalSampler method) sample_tabular() (realtabformer.rtf_sampler.TabularSampler method) SampleEmptyError SampleEmptyLimitError sampler_from_model() (realtabformer.rtf_sampler.RelationalSampler static method) (realtabformer.rtf_sampler.TabularSampler static method) save() (realtabformer.REaLTabFormer method) (realtabformer.realtabformer.REaLTabFormer method) SaveEpochEndCallback (class in realtabformer.rtf_trainer) SEP (realtabformer.data_utils.SpecialTokens attribute) SPECIAL_COL_SEP (in module realtabformer.data_utils) SpecialTokens (class in realtabformer.data_utils) SPTYPE (realtabformer.data_utils.SpecialTokens attribute) SyntheticDataBench (class in realtabformer.rtf_analyze) SyntheticDataExperiment (class in realtabformer.rtf_analyze) T tabular (realtabformer.data_utils.ModelType attribute) TabularArtefact (class in realtabformer.data_utils) TabularSampler (class in realtabformer.rtf_sampler) TEACHER_FORCING_PRE (in module realtabformer.data_utils) tokenize_numeric_col() (in module realtabformer.data_utils) tokens() (realtabformer.data_utils.SpecialTokens static method) types() (realtabformer.data_utils.ColDataType static method) (realtabformer.data_utils.ModelType static method) U UNK (realtabformer.data_utils.SpecialTokens attribute) V validate() (realtabformer.rtf_validators.GeoValidator method) (realtabformer.rtf_validators.ObservationValidator method) (realtabformer.rtf_validators.RangeValidator method) (realtabformer.rtf_validators.ValidatorBase method) validate_df() (realtabformer.rtf_validators.ObservationValidator method) ValidatorBase (class in realtabformer.rtf_validators)
