Index _ | A | B | C | D | E | F | G | H | I | J | L | M | N | O | P | R | S | T | V | W _ __getitem__() (sequifier.io.sequifier_dataset_from_folder.SequifierDatasetFromFolder method) __init__() (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling method) (sequifier.hyperparameter_search.HyperparameterSearcher method) (sequifier.io.sequifier_dataset_from_folder.SequifierDatasetFromFolder method) (sequifier.preprocess.Preprocessor method) __iter__() (sequifier.io.sequifier_dataset_from_file.SequifierDatasetFromFile method) __len__() (sequifier.io.sequifier_dataset_from_file.SequifierDatasetFromFile method) __setstate__() (sequifier.optimizers.ademamix.AdEMAMix method) A accumulation_steps (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) AdEMAMix (class in sequifier.optimizers.ademamix) autoregression (sequifier.config.infer_config.InfererModel attribute) autoregression_extra_steps (sequifier.config.infer_config.InfererModel attribute) B backend (sequifier.config.train_config.TrainingSpecModel attribute) batch_size (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) batches_per_file (sequifier.config.preprocess_config.PreprocessorModel attribute) (sequifier.preprocess.Preprocessor attribute) C cast_columns_to_string() (in module sequifier.preprocess) categorical_columns (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.train_config.TrainModel attribute) class_share_log_columns (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) class_weights (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) column_types (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.train_config.TrainModel attribute) combine_maps() (in module sequifier.preprocess) combine_multiprocessing_outputs() (in module sequifier.preprocess) combine_parquet_files() (in module sequifier.preprocess) configure_determinism() (in module sequifier.helpers) configure_logger() (in module sequifier.helpers) construct_index_maps() (in module sequifier.helpers) continue_preprocessing (sequifier.config.preprocess_config.PreprocessorModel attribute) continue_training (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) create_file_paths_for_multiple_files1() (in module sequifier.preprocess) create_file_paths_for_multiple_files2() (in module sequifier.preprocess) create_file_paths_for_single_file() (in module sequifier.preprocess) create_id_map() (in module sequifier.preprocess) criterion (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) D data_name_root (sequifier.preprocess.Preprocessor attribute) data_path (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.preprocess_config.PreprocessorModel attribute) delete_files() (in module sequifier.preprocess) device (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.train_config.TrainingSpecModel attribute) device_max_concat_length (sequifier.config.train_config.TrainingSpecModel attribute) dim_feedforward (sequifier.config.hyperparameter_search_config.ModelSpecHyperparameterSampling attribute) (sequifier.config.train_config.ModelSpecModel attribute) dim_model (sequifier.config.hyperparameter_search_config.ModelSpecHyperparameterSampling attribute) distributed (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.train_config.TrainingSpecModel attribute) dropout (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) E early_stopping_epochs (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) epochs (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) export_embedding_model (sequifier.config.train_config.TrainModel attribute) export_generative_model (sequifier.config.train_config.TrainModel attribute) export_onnx (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.train_config.TrainModel attribute) export_pt (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.train_config.TrainModel attribute) export_with_dropout (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.train_config.TrainModel attribute) extract_sequences() (in module sequifier.preprocess) extract_subsequences() (in module sequifier.preprocess) F feature_embedding_dims (sequifier.config.hyperparameter_search_config.ModelSpecHyperparameterSampling attribute) (sequifier.config.train_config.ModelSpecModel attribute) G get_batch_limits() (in module sequifier.preprocess) get_combined_statistics() (in module sequifier.preprocess) get_group_bounds() (in module sequifier.preprocess) get_optimizer_class() (in module sequifier.optimizers.optimizers) get_subsequence_starts() (in module sequifier.preprocess) get_torch_dtype() (in module sequifier.helpers) grid_sample() (sequifier.config.hyperparameter_search_config.HyperparameterSearch method) (sequifier.config.hyperparameter_search_config.ModelSpecHyperparameterSampling method) (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling method) H hp_search_name (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) hyperparameter_search() (in module sequifier.hyperparameter_search) (sequifier.hyperparameter_search.HyperparameterSearcher method) HyperparameterSearch (class in sequifier.config.hyperparameter_search_config) HyperparameterSearcher (class in sequifier.hyperparameter_search) I id_maps (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.train_config.TrainModel attribute) increase_indent() (sequifier.io.yaml.TrainModelDumper method) infer_with_dropout (sequifier.config.infer_config.InfererModel attribute) inference_batch_size (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.train_config.TrainModel attribute) InfererModel (class in sequifier.config.infer_config) initial_embedding_dim (sequifier.config.hyperparameter_search_config.ModelSpecHyperparameterSampling attribute) (sequifier.config.train_config.ModelSpecModel attribute) input_columns (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.train_config.TrainModel attribute) insert_top_folder() (in module sequifier.preprocess) J joint_embedding_dim (sequifier.config.hyperparameter_search_config.ModelSpecHyperparameterSampling attribute) (sequifier.config.train_config.ModelSpecModel attribute) L layer_autocast (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) layer_type_dtypes (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) learning_rate (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) load_full_data_to_ram (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.train_config.TrainingSpecModel attribute) load_precomputed_id_maps() (in module sequifier.preprocess) log_interval (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) loss_weights (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) M make() (in module sequifier.make) map_to_id (sequifier.config.infer_config.InfererModel attribute) max_rows (sequifier.config.preprocess_config.PreprocessorModel attribute) merge_output (sequifier.config.preprocess_config.PreprocessorModel attribute) (sequifier.preprocess.Preprocessor attribute) metadata_config_path (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.train_config.TrainModel attribute) model_config (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.hyperparameter_search_config.ModelSpecHyperparameterSampling attribute) (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.preprocess_config.PreprocessorModel attribute) (sequifier.config.train_config.ModelSpecModel attribute) (sequifier.config.train_config.TrainingSpecModel attribute) (sequifier.config.train_config.TrainModel attribute) model_config_write_path (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) model_hyperparameter_sampling (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) model_name (sequifier.config.train_config.TrainModel attribute) model_path (sequifier.config.infer_config.InfererModel attribute) model_spec (sequifier.config.train_config.TrainModel attribute) model_type (sequifier.config.infer_config.InfererModel attribute) ModelSpecHyperparameterSampling (class in sequifier.config.hyperparameter_search_config) ModelSpecModel (class in sequifier.config.train_config) module sequifier.config.hyperparameter_search_config sequifier.config.infer_config sequifier.config.preprocess_config sequifier.config.train_config sequifier.helpers sequifier.hyperparameter_search sequifier.io.sequifier_dataset_from_file sequifier.io.sequifier_dataset_from_folder sequifier.io.yaml sequifier.make sequifier.optimizers.ademamix sequifier.optimizers.optimizers sequifier.preprocess N n_classes (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.train_config.TrainModel attribute) n_combinations() (sequifier.config.hyperparameter_search_config.HyperparameterSearch method) (sequifier.config.hyperparameter_search_config.ModelSpecHyperparameterSampling method) (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling method) n_cores (sequifier.config.preprocess_config.PreprocessorModel attribute) (sequifier.preprocess.Preprocessor attribute) n_head (sequifier.config.hyperparameter_search_config.ModelSpecHyperparameterSampling attribute) (sequifier.config.train_config.ModelSpecModel attribute) n_samples (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) normalize_path() (in module sequifier.helpers) num_layers (sequifier.config.hyperparameter_search_config.ModelSpecHyperparameterSampling attribute) (sequifier.config.train_config.ModelSpecModel attribute) num_workers (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.train_config.TrainingSpecModel attribute) numpy_to_pytorch() (in module sequifier.helpers) O optimizer (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) output_probabilities (sequifier.config.infer_config.InfererModel attribute) P preprocess() (in module sequifier.preprocess) preprocess_batch() (in module sequifier.preprocess) Preprocessor (class in sequifier.preprocess) PreprocessorModel (class in sequifier.config.preprocess_config) process_and_write_data_pt() (in module sequifier.preprocess) process_by_file (sequifier.config.preprocess_config.PreprocessorModel attribute) project_root (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.preprocess_config.PreprocessorModel attribute) (sequifier.config.train_config.TrainModel attribute) (sequifier.preprocess.Preprocessor attribute) R random_sample() (sequifier.config.hyperparameter_search_config.HyperparameterSearch method) (sequifier.config.hyperparameter_search_config.ModelSpecHyperparameterSampling method) (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling method) read_data() (in module sequifier.helpers) read_format (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.preprocess_config.PreprocessorModel attribute) (sequifier.config.train_config.TrainModel attribute) real_columns (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.train_config.TrainModel attribute) represent_dot_dict() (in module sequifier.io.yaml) represent_numpy_float() (in module sequifier.io.yaml) represent_numpy_int() (in module sequifier.io.yaml) represent_sequifier_object() (in module sequifier.io.yaml) S sample() (sequifier.config.hyperparameter_search_config.HyperparameterSearch method) sample_from_distribution_columns (sequifier.config.infer_config.InfererModel attribute) save_interval_epochs (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) scheduler (sequifier.config.hyperparameter_search_config.TrainingSpecHyperparameterSampling attribute) (sequifier.config.train_config.TrainingSpecModel attribute) scheduler_step_on (sequifier.config.train_config.TrainingSpecModel attribute) search_strategy (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) seed (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.preprocess_config.PreprocessorModel attribute) (sequifier.config.train_config.TrainModel attribute) (sequifier.preprocess.Preprocessor attribute) selected_columns (sequifier.config.preprocess_config.PreprocessorModel attribute) seq_length (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.preprocess_config.PreprocessorModel attribute) (sequifier.config.train_config.TrainModel attribute) sequifier.config.hyperparameter_search_config module sequifier.config.infer_config module sequifier.config.preprocess_config module sequifier.config.train_config module sequifier.helpers module sequifier.hyperparameter_search module sequifier.io.sequifier_dataset_from_file module sequifier.io.sequifier_dataset_from_folder module sequifier.io.yaml module sequifier.make module sequifier.optimizers.ademamix module sequifier.optimizers.optimizers module sequifier.preprocess module SequifierDatasetFromFile (class in sequifier.io.sequifier_dataset_from_file) SequifierDatasetFromFolder (class in sequifier.io.sequifier_dataset_from_folder) set_epoch() (sequifier.io.sequifier_dataset_from_file.SequifierDatasetFromFile method) split_paths (sequifier.preprocess.Preprocessor attribute) split_ratios (sequifier.config.preprocess_config.PreprocessorModel attribute) step() (sequifier.optimizers.ademamix.AdEMAMix method) stride_by_split (sequifier.config.preprocess_config.PreprocessorModel attribute) subsequence_start_mode (sequifier.config.preprocess_config.PreprocessorModel attribute) subset_to_input_columns() (in module sequifier.helpers) T target_column_types (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.train_config.TrainModel attribute) target_columns (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.train_config.TrainModel attribute) target_dir (sequifier.preprocess.Preprocessor attribute) training_config_path (sequifier.config.infer_config.InfererModel attribute) training_data_path (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.train_config.TrainModel attribute) training_hyperparameter_sampling (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) training_spec (sequifier.config.train_config.TrainModel attribute) TrainingSpecHyperparameterSampling (class in sequifier.config.hyperparameter_search_config) TrainingSpecModel (class in sequifier.config.train_config) TrainModel (class in sequifier.config.train_config) TrainModelDumper (class in sequifier.io.yaml) V validation_data_path (sequifier.config.hyperparameter_search_config.HyperparameterSearch attribute) (sequifier.config.train_config.TrainModel attribute) W world_size (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.train_config.TrainingSpecModel attribute) write_data() (in module sequifier.helpers) write_format (sequifier.config.infer_config.InfererModel attribute) (sequifier.config.preprocess_config.PreprocessorModel attribute)