Welcome to Sequifier’s documentation!

Contents:

• Preprocessing Config
  • PreprocessorModel
• Training Config
  • LoadedTrainConfig
  • ModelSpecModel
  • ResolvedSequifierConfig
  • SequifierConfig
  • TrainModel
  • TrainingSpecModel
  • load_train_config_with_source()
  • resolve_sequifier_config()
• Inference Config
  • InferenceConfig
  • InfererModel
  • ResolvedInferenceConfig
  • resolve_inference_config()
• Config Composition and Metadata
  • deep_merge_config()
  • load_composed_yaml_config()
  • merge_complementary_config_fragments()
  • merge_config_fragments()
  • DatasetMetadata
  • extract_inline_metadata()
  • load_dataset_metadata()
• Hyperparameter Search Config
  • HyperparameterSearchConfig
  • ModelSpecHyperparameterSampling
  • TrainingSpecHyperparameterSampling
• Non-standard Optimizers
  • AdEMAMix
• Internals
  • build_args_config()
  • main()
  • setup_parser()
  • Preprocessor
  • cast_columns_to_string()
  • combine_maps()
  • combine_multiprocessing_outputs()
  • combine_parquet_files()
  • create_file_paths_for_multiple_files1()
  • create_file_paths_for_multiple_files2()
  • create_file_paths_for_single_file()
  • create_id_map()
  • delete_files()
  • extract_sequences()
  • extract_subsequences()
  • get_batch_limits()
  • get_combined_statistics()
  • get_group_bounds()
  • get_subsequence_starts()
  • insert_top_folder()
  • load_precomputed_id_maps()
  • preprocess()
  • preprocess_batch()
  • process_and_write_data_pt()
  • TransformerEmbeddingModel
  • TransformerModel
  • accumulate_class_counts()
  • cleanup()
  • infer_with_embedding_model()
  • infer_with_generative_model()
  • load_inference_model()
  • train()
  • train_worker()
  • Inferer
  • WindowedInferenceBatch
  • apply_inference_column_types()
  • apply_inference_tensor_types()
  • calculate_item_positions()
  • fill_number()
  • get_embeddings()
  • get_embeddings_pt()
  • get_probs_preds_autoregression()
  • get_probs_preds_from_df()
  • get_probs_preds_from_dict()
  • infer()
  • infer_embedding()
  • infer_generative()
  • infer_worker()
  • load_onnx_target_decoder_ids()
  • load_parquet_folder_dataset()
  • load_pt_dataset()
  • normalize()
  • sample_with_cumsum()
  • verify_variable_order()
  • make()
  • hyperparameter_search()
  • objective()
  • set_pdeathsig()
  • ModelWindowSamplingPlan
  • ModelWindowView
  • ResolvedWindowView
  • StoredWindowLayout
  • WindowSampleIndex
  • assign_sequence_to_split()
  • build_valid_mask()
  • configure_determinism()
  • configure_logger()
  • configured_model_window_stride()
  • construct_index_maps()
  • derive_target_column_types()
  • get_best_model_path()
  • get_last_training_batch_timedelta()
  • get_left_pad_lengths_from_preprocessed_data()
  • get_torch_dtype()
  • metadata_config_path_from_preprocessing_data_path()
  • normalize_path()
  • numpy_storage_to_pytorch()
  • numpy_to_pytorch()
  • read_data()
  • resolve_unified_polars_numeric_dtype()
  • subset_to_input_columns()
  • write_data()
  • TrainModelDumper
  • represent_dot_dict()
  • represent_numpy_float()
  • represent_numpy_int()
  • represent_sequifier_object()
  • SequifierDatasetFromFile
  • get_optimizer_class()

Indices and tables

• Index

• Module Index

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