Index _ | A | B | C | D | E | F | G | H | I | L | M | N | O | P | R | S | T | V | W _ __init__() (sequifier.infer.Inferer method) (sequifier.preprocess.Preprocessor method) A access() (sequifier.training_api.OptimizationRuntime method) accumulate() (sequifier.training_api.OptimizationRuntime method) accumulation_index (sequifier.training_api.RunState attribute) (sequifier.training_api.StepIdentity attribute) accumulation_steps (sequifier.training_api.StepIdentity attribute) AdEMAMix (class in sequifier.optimizers.ademamix) adjust_and_infer_embedding() (sequifier.infer.Inferer method) adjust_and_infer_generative() (sequifier.infer.Inferer method) aliases (sequifier.api.ParameterDescriptor attribute) applied (sequifier.training_api.StepResult attribute) apply_final_norm (sequifier.api.DecodeRequest attribute) apply_inference_column_types() (in module sequifier.infer) apply_inference_tensor_types() (in module sequifier.infer) apply_output_transform (sequifier.api.DecodeRequest attribute) assign_sequence_to_split() (in module sequifier.helpers) axes (sequifier.api.TraceSite attribute) B backbone_parent_revision_id (sequifier.training_api.RunState attribute) barrier() (sequifier.training_api.DistributedDataParallelStrategy method) (sequifier.training_api.DistributedStrategy method) (sequifier.training_api.LocalStrategy method) batch (sequifier.training_api.RunState attribute) (sequifier.training_api.StepIdentity attribute) best_model_state_dict (sequifier.training_api.RunState attribute) best_validation_loss (sequifier.training_api.RunState attribute) branch_path (sequifier.api.ParameterDescriptor attribute) build_args_config() (in module sequifier.sequifier) build_masks() (sequifier.helpers.ModelWindowSamplingPlan method) (sequifier.helpers.ResolvedWindowView method) build_transformer_network() (in module sequifier.api) build_valid_mask() (in module sequifier.helpers) build_window_batch() (in module sequifier.io.window_sampling) C calculate_item_positions() (in module sequifier.infer) candidate_input_starts (sequifier.helpers.ModelWindowSamplingPlan property) canonical_name (sequifier.api.ParameterDescriptor attribute) canonical_parameter_name() (in module sequifier.api) CanonicalHyperparameterSearchConfig (class in sequifier.config.hyperparameter_search_config) canonicalize_state_dict() (in module sequifier.api) capture_boundary_state() (sequifier.training_api.OptimizationRuntime method) capture_model_state() (sequifier.training_api.DistributedStrategy method) (sequifier.training_api.FullyShardedStrategy method) (sequifier.training_api.LocalStrategy method) capture_optimizer_state() (sequifier.training_api.DistributedStrategy method) (sequifier.training_api.FullyShardedStrategy method) (sequifier.training_api.LocalStrategy method) CaptureRequest (class in sequifier.api) captures (sequifier.api.TracedModelOutput attribute) cast_columns_to_string() (in module sequifier.preprocess) clone (sequifier.api.CaptureRequest attribute) combine_maps() (in module sequifier.preprocess) combine_multiprocessing_outputs() (in module sequifier.preprocess) combine_parquet_files() (in module sequifier.preprocess) compile_canonical_hyperparameter_search_config() (in module sequifier.config.hyperparameter_search_config) complete_step() (sequifier.training_api.OptimizationRuntime method) component (sequifier.api.ParameterDescriptor attribute) ComposableTransformerNetwork (class in sequifier.api) configure_determinism() (in module sequifier.helpers) configure_logger() (in module sequifier.helpers) configured_window_stride() (in module sequifier.helpers) construct_index_maps() (in module sequifier.helpers) context_length (sequifier.api.ComposableTransformerNetwork property) cpu_offload (sequifier.training_api.FullyShardedStrategy attribute) create() (sequifier.training_api.OptimizationRuntime class method) 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) D DatasetMetadata (class in sequifier.config.metadata) DatasetTrainingSpecModel (class in sequifier.config.train_config) decode() (sequifier.api.ModelInterfaceModule method) decode_representation() (sequifier.api.ComposableTransformerNetwork method) decoder (sequifier.config.train_config.ModelSpecModel property) decoder_input() (sequifier.api.ModelInterfaceModule method) DecodeRequest (class in sequifier.api) deep_merge_config() (in module sequifier.config.composition) delete_files() (in module sequifier.preprocess) depth_parameter (sequifier.api.ParameterDescriptor attribute) derive_target_column_types() (in module sequifier.helpers) descriptors() (sequifier.api.ParameterCatalog method) detach (sequifier.api.CaptureRequest attribute) device (sequifier.training_api.DistributedStrategy attribute) (sequifier.training_api.LocalStrategy attribute) dim_model (sequifier.api.ComposableTransformerNetwork property) disable_gradient_clipping (sequifier.training_api.TrainingDirective attribute) DistributedDataParallelStrategy (class in sequifier.training_api) DistributedStrategy (class in sequifier.training_api) dtype (sequifier.api.ParameterDescriptor attribute) E encode() (sequifier.api.ComposableTransformerNetwork method) EncodedOutput (class in sequifier.api) EncodeRequest (class in sequifier.api) epoch (sequifier.training_api.RunState attribute) (sequifier.training_api.StepIdentity attribute) epochs_without_improvement (sequifier.training_api.RunState attribute) expand_to_batch_size() (sequifier.infer.Inferer method) extract_inline_metadata() (in module sequifier.config.metadata) extract_sequences() (in module sequifier.preprocess) extract_subsequences() (in module sequifier.preprocess) F fill_number() (in module sequifier.infer) finalize() (sequifier.training_api.DistributedDataParallelStrategy method) (sequifier.training_api.DistributedStrategy method) (sequifier.training_api.LocalStrategy method) find_unused_parameters (sequifier.training_api.DistributedDataParallelStrategy attribute) fingerprint() (sequifier.api.ParameterCatalog method) first_eligible_start_indices() (sequifier.helpers.ModelWindowSamplingPlan method) format_version (sequifier.api.ModelArtifact attribute) forward() (sequifier.api.ComposableTransformerNetwork method) from_state_dict() (sequifier.api.ModelArtifact class method) (sequifier.training_api.RunState class method) from_training_config() (sequifier.api.ModelExecutionConfig class method) FullyShardedStrategy (class in sequifier.training_api) G gather() (sequifier.helpers.ModelWindowSamplingPlan method) gather_objects() (sequifier.training_api.DistributedDataParallelStrategy method) (sequifier.training_api.DistributedStrategy method) (sequifier.training_api.LocalStrategy method) get_batch_limits() (in module sequifier.preprocess) get_best_model_path() (in module sequifier.helpers) get_combined_statistics() (in module sequifier.preprocess) get_embeddings() (in module sequifier.infer) get_embeddings_pt() (in module sequifier.infer) get_group_bounds() (in module sequifier.preprocess) get_last_training_batch_timedelta() (in module sequifier.helpers) get_left_pad_lengths_from_preprocessed_data() (in module sequifier.helpers) get_optimizer_class() (in module sequifier.optimizers.optimizers) get_probs_preds_autoregressive() (in module sequifier.infer) get_probs_preds_from_df() (in module sequifier.infer) get_probs_preds_from_dict() (in module sequifier.infer) get_scheduler_class() (in module sequifier.optimizers.optimizers) get_subsequence_starts() (in module sequifier.preprocess) get_torch_dtype() (in module sequifier.helpers) global_batch_step (sequifier.training_api.RunState attribute) (sequifier.training_api.StepIdentity attribute) GlobalTrainingSpecModel (class in sequifier.config.train_config) gradient_clip_norm (sequifier.training_api.TrainingDirective attribute) gradient_policy (sequifier.training_api.OptimizationRuntime attribute) H hyperparameter_search() (in module sequifier.hyperparameter_search) HyperparameterSearchConfig (in module sequifier.config.hyperparameter_search_config) I increase_indent() (sequifier.io.yaml.TrainModelDumper method) infer() (in module sequifier.infer) infer_embedding() (in module sequifier.infer) (sequifier.infer.Inferer method) infer_generative() (in module sequifier.infer) (sequifier.infer.Inferer method) infer_pure() (sequifier.infer.Inferer method) infer_worker() (in module sequifier.infer) inference_output_path() (in module sequifier.infer) InferenceConfig (class in sequifier.config.infer_config) Inferer (class in sequifier.infer) InfererModel (in module sequifier.config.infer_config) ingest() (sequifier.api.ModelInterfaceModule method) ingestion (sequifier.config.train_config.ModelSpecModel property) insert_top_folder() (in module sequifier.preprocess) interface_name (sequifier.api.EncodeRequest attribute) Intervention (class in sequifier.api) intervention (sequifier.api.InterventionBinding attribute) InterventionBinding (class in sequifier.api) invert_normalization() (sequifier.infer.Inferer method) iterator_positions (sequifier.training_api.RunState attribute) L load_composed_yaml_config() (in module sequifier.config.composition) load_dataset_metadata() (in module sequifier.config.metadata) load_hyperparameter_search_config() (in module sequifier.config.hyperparameter_search_config) load_inference_model() (in module sequifier.train) load_model_artifact() (in module sequifier.api) load_non_optimizer_state() (sequifier.training_api.OptimizationRuntime method) load_onnx_target_decoder_ids() (in module sequifier.infer) load_parquet_folder_dataset() (in module sequifier.infer) load_precomputed_id_maps() (in module sequifier.preprocess) load_pt_dataset() (in module sequifier.infer) load_weights_from_run_checkpoint() (in module sequifier.api) LoadedInferenceModel (class in sequifier.train) LoadedTrainConfig (class in sequifier.config.train_config) local_rank (sequifier.training_api.DistributedStrategy attribute) (sequifier.training_api.LocalStrategy attribute) LocalStrategy (class in sequifier.training_api) logits (sequifier.api.ModelOutput attribute) M main() (in module sequifier.sequifier) make() (in module sequifier.make) merge_complementary_config_fragments() (in module sequifier.config.composition) merge_config_fragments() (in module sequifier.config.composition) metadata (sequifier.api.ModelArtifact attribute) metadata_config_path_from_preprocessing_data_path() (in module sequifier.helpers) mixed_precision_dtype (sequifier.training_api.FullyShardedStrategy attribute) model_config (sequifier.api.ModelArtifact attribute) (sequifier.config.hyperparameter_search_config.CanonicalHyperparameterSearchConfig attribute) (sequifier.config.infer_config.InferenceConfig attribute) (sequifier.config.infer_config.ResolvedInferenceConfig attribute) (sequifier.config.metadata.DatasetMetadata attribute) (sequifier.config.preprocess_config.PreprocessorModel attribute) (sequifier.config.train_config.DatasetTrainingSpecModel attribute) (sequifier.config.train_config.GlobalTrainingSpecModel attribute) (sequifier.config.train_config.ModelInterfaceSpecModel attribute) (sequifier.config.train_config.ModelSpecModel attribute) (sequifier.config.train_config.ResolvedSequifierConfig attribute) (sequifier.config.train_config.SequifierConfig attribute) (sequifier.config.train_config.TrainingPlanModel attribute) model_post_init() (sequifier.config.hyperparameter_search_config.CanonicalHyperparameterSearchConfig method) model_state_dict (sequifier.api.ModelArtifact attribute) ModelArtifact (class in sequifier.api) ModelArtifactMetadata (class in sequifier.api) ModelExecutionConfig (class in sequifier.api) ModelInterfaceModule (class in sequifier.api) ModelInterfaceSpecModel (class in sequifier.config.train_config) ModelOutput (class in sequifier.api) ModelSpecModel (class in sequifier.config.train_config) ModelWindowSamplingPlan (class in sequifier.helpers) ModelWindowView (class in sequifier.helpers) module sequifier.api sequifier.config.composition sequifier.config.hyperparameter_search_config sequifier.config.infer_config sequifier.config.metadata sequifier.config.preprocess_config sequifier.config.train_config sequifier.helpers sequifier.hyperparameter_search sequifier.infer sequifier.io.sequifier_dataset_from_file sequifier.io.sequifier_dataset_from_folder_parquet sequifier.io.sequifier_dataset_from_folder_parquet_lazy sequifier.io.sequifier_dataset_from_folder_pt sequifier.io.sequifier_dataset_from_folder_pt_lazy sequifier.io.window_sampling sequifier.io.yaml sequifier.make sequifier.optimizers.ademamix sequifier.optimizers.optimizers sequifier.preprocess sequifier.sequifier sequifier.train sequifier.training_api N name (sequifier.api.TraceSite attribute) normalize() (in module sequifier.infer) normalize_path() (in module sequifier.helpers) numpy_storage_to_pytorch() (in module sequifier.helpers) numpy_to_pytorch() (in module sequifier.helpers) O objective() (in module sequifier.hyperparameter_search) OptimizationRuntime (class in sequifier.training_api) optimizer (sequifier.training_api.OptimizationRuntime attribute) optimizer_step (sequifier.training_api.OptimizationRuntime attribute) (sequifier.training_api.RunState attribute) (sequifier.training_api.StepIdentity attribute) output (sequifier.api.TracedModelOutput attribute) overflow (sequifier.training_api.StepResult attribute) P parameter() (sequifier.api.ParameterCatalog method) parameter_group_updates (sequifier.training_api.TrainingDirective attribute) parameter_id (sequifier.api.ParameterDescriptor attribute) parameter_kind (sequifier.api.ParameterDescriptor attribute) ParameterCatalog (class in sequifier.api) ParameterDescriptor (class in sequifier.api) phase_epoch (sequifier.training_api.RunState attribute) phase_epoch_complete (sequifier.training_api.RunState attribute) phase_index (sequifier.training_api.RunState attribute) positions (sequifier.api.CaptureRequest attribute) (sequifier.api.DecodeRequest attribute) prediction_positions (sequifier.api.ModelOutput attribute) prepare_inference_batches() (sequifier.infer.Inferer method) prepare_network() (sequifier.training_api.DistributedDataParallelStrategy method) (sequifier.training_api.DistributedStrategy method) (sequifier.training_api.FullyShardedStrategy method) (sequifier.training_api.LocalStrategy method) prepare_optimizer_parameters() (sequifier.training_api.DistributedStrategy method) (sequifier.training_api.LocalStrategy method) 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) provenance (sequifier.api.ModelArtifactMetadata attribute) R rank (sequifier.training_api.DistributedStrategy attribute) (sequifier.training_api.LocalStrategy attribute) (sequifier.training_api.StepIdentity attribute) read_data() (in module sequifier.helpers) reason (sequifier.training_api.TrainingDirective attribute) regularization_loss() (sequifier.api.ComposableTransformerNetwork method) represent_numpy_float() (in module sequifier.io.yaml) represent_numpy_int() (in module sequifier.io.yaml) represent_sequifier_object() (in module sequifier.io.yaml) representation (sequifier.api.EncodedOutput attribute) resolve_inference_config() (in module sequifier.config.infer_config) resolve_interface() (sequifier.api.ComposableTransformerNetwork method) resolve_sequifier_config() (in module sequifier.config.train_config) resolve_unified_polars_numeric_dtype() (in module sequifier.helpers) ResolvedInferenceConfig (class in sequifier.config.infer_config) ResolvedSequifierConfig (class in sequifier.config.train_config) ResolvedWindowView (class in sequifier.helpers) restore() (sequifier.training_api.RunState method) restore_boundary_state() (sequifier.training_api.OptimizationRuntime method) restore_model_state() (sequifier.training_api.DistributedStrategy method) (sequifier.training_api.FullyShardedStrategy method) (sequifier.training_api.LocalStrategy method) restore_optimizer_state() (sequifier.training_api.DistributedStrategy method) (sequifier.training_api.FullyShardedStrategy method) (sequifier.training_api.LocalStrategy method) retain_grad (sequifier.api.CaptureRequest attribute) run_id (sequifier.training_api.RunState attribute) run_training() (in module sequifier.train) RunState (class in sequifier.training_api) S sample_counts() (sequifier.helpers.ModelWindowSamplingPlan method) sample_trial() (sequifier.config.hyperparameter_search_config.CanonicalHyperparameterSearchConfig method) sample_with_cumsum() (in module sequifier.infer) scaler (sequifier.training_api.OptimizationRuntime attribute) scheduler (sequifier.training_api.OptimizationRuntime attribute) scheduler_policy (sequifier.training_api.OptimizationRuntime attribute) scheduler_state_updates (sequifier.training_api.TrainingDirective attribute) select() (sequifier.api.ParameterCatalog method) semantic_group (sequifier.api.ParameterDescriptor attribute) sequifier.api module sequifier.config.composition module sequifier.config.hyperparameter_search_config module sequifier.config.infer_config module sequifier.config.metadata module sequifier.config.preprocess_config module sequifier.config.train_config module sequifier.helpers module sequifier.hyperparameter_search module sequifier.infer module sequifier.io.sequifier_dataset_from_file module sequifier.io.sequifier_dataset_from_folder_parquet module sequifier.io.sequifier_dataset_from_folder_parquet_lazy module sequifier.io.sequifier_dataset_from_folder_pt module sequifier.io.sequifier_dataset_from_folder_pt_lazy module sequifier.io.window_sampling module sequifier.io.yaml module sequifier.make module sequifier.optimizers.ademamix module sequifier.optimizers.optimizers module sequifier.preprocess module sequifier.sequifier module sequifier.train module sequifier.training_api module SequifierConfig (class in sequifier.config.train_config) SequifierDatasetFromFile (class in sequifier.io.sequifier_dataset_from_file) SequifierDatasetFromFolderParquet (class in sequifier.io.sequifier_dataset_from_folder_parquet) SequifierDatasetFromFolderParquetLazy (class in sequifier.io.sequifier_dataset_from_folder_parquet_lazy) SequifierDatasetFromFolderPt (class in sequifier.io.sequifier_dataset_from_folder_pt) SequifierDatasetFromFolderPtLazy (class in sequifier.io.sequifier_dataset_from_folder_pt_lazy) session_id (sequifier.training_api.RunState attribute) set_epoch() (sequifier.io.sequifier_dataset_from_file.SequifierDatasetFromFile method) (sequifier.io.sequifier_dataset_from_folder_parquet.SequifierDatasetFromFolderParquet method) (sequifier.io.sequifier_dataset_from_folder_parquet_lazy.SequifierDatasetFromFolderParquetLazy method) (sequifier.io.sequifier_dataset_from_folder_pt.SequifierDatasetFromFolderPt method) (sequifier.io.sequifier_dataset_from_folder_pt_lazy.SequifierDatasetFromFolderPtLazy method) set_pdeathsig() (in module sequifier.hyperparameter_search) set_start_batch() (sequifier.io.sequifier_dataset_from_file.SequifierDatasetFromFile method) (sequifier.io.sequifier_dataset_from_folder_parquet.SequifierDatasetFromFolderParquet method) (sequifier.io.sequifier_dataset_from_folder_parquet_lazy.SequifierDatasetFromFolderParquetLazy method) (sequifier.io.sequifier_dataset_from_folder_pt.SequifierDatasetFromFolderPt method) (sequifier.io.sequifier_dataset_from_folder_pt_lazy.SequifierDatasetFromFolderPtLazy method) setup_parser() (in module sequifier.sequifier) shape (sequifier.api.ParameterDescriptor attribute) shared_parameter_id (sequifier.api.ParameterDescriptor attribute) site (sequifier.api.InterventionBinding attribute) sites (sequifier.api.CaptureRequest attribute) skip_next_scheduler_step (sequifier.training_api.OptimizationRuntime attribute) skip_optimizer_step (sequifier.training_api.TrainingDirective attribute) skip_scheduler_step (sequifier.training_api.TrainingDirective attribute) snapshot() (sequifier.training_api.RunState method) source_index (sequifier.training_api.RunState attribute) source_scheduler_state (sequifier.training_api.RunState attribute) state_dict() (sequifier.api.ModelArtifact method) (sequifier.training_api.OptimizationRuntime method) (sequifier.training_api.RunState method) step() (sequifier.optimizers.ademamix.AdEMAMix method) step_scheduler() (sequifier.training_api.OptimizationRuntime method) StepIdentity (class in sequifier.training_api) StepResult (class in sequifier.training_api) stop_after_step (sequifier.training_api.TrainingDirective attribute) stop_requested (sequifier.training_api.StepResult attribute) StoredWindowLayout (class in sequifier.helpers) structural_metadata() (sequifier.api.ComposableTransformerNetwork method) subset_to_input_columns() (in module sequifier.helpers) T target_columns (sequifier.api.DecodeRequest attribute) trace() (sequifier.api.ComposableTransformerNetwork method) trace_catalog (sequifier.api.ComposableTransformerNetwork property) trace_catalog_for() (sequifier.api.ComposableTransformerNetwork method) trace_sites (sequifier.api.ModelArtifactMetadata attribute) TracedModelOutput (class in sequifier.api) TraceSite (class in sequifier.api) train_worker() (in module sequifier.train) TrainingDirective (class in sequifier.training_api) TrainingPlanModel (class in sequifier.config.train_config) TrainModel (in module sequifier.config.train_config) TrainModelDumper (class in sequifier.io.yaml) transform() (sequifier.api.Intervention method) V validate() (sequifier.api.ModelArtifact method) validate_compiled_search() (sequifier.config.hyperparameter_search_config.CanonicalHyperparameterSearchConfig method) validate_model_execution_plans() (sequifier.config.train_config.ResolvedSequifierConfig method) values (sequifier.api.ModelExecutionConfig attribute) verify_variable_order() (in module sequifier.infer) W width (sequifier.api.TraceSite attribute) WindowedInferenceBatch (class in sequifier.infer) WindowSampleIndex (class in sequifier.helpers) world_size (sequifier.training_api.DistributedStrategy attribute) (sequifier.training_api.LocalStrategy attribute) (sequifier.training_api.StepIdentity attribute) write_data() (in module sequifier.helpers)