
loops import PredictionLoop, TrainingBatchLoop, TrainingEpochLoopįrom pytorch_lightning. tensorboard import TensorBoardLoggerįrom pytorch_lightning. base import DummyLogger, LoggerCollectionįrom pytorch_lightning. loggers import LightningLoggerBaseįrom pytorch_lightning. optimizer import LightningOptimizerįrom pytorch_lightning. datamodule import LightningDataModuleįrom pytorch_lightning. prediction_writer import BasePredictionWriterįrom pytorch_lightning. callbacks import Callback, EarlyStopping, ModelCheckpoint, ProgressBarBaseįrom pytorch_lightning. accelerators import Accelerator, IPUAcceleratorįrom pytorch_lightning.
#Railway empire trainer v1.1.1 license
# See the License for the specific language governing permissions andįrom argparse import ArgumentParser, Namespaceįrom typing import Any, Callable, cast, Dict, Iterable, List, Optional, Tuple, Unionįrom pytorch_lightning. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # distributed under the License is distributed on an "AS IS" BASIS,

#Railway empire trainer v1.1.1 software
# Unless required by applicable law or agreed to in writing, software


# You may obtain a copy of the License at # you may not use this file except in compliance with the License. # Licensed under the Apache License, Version 2.0 (the "License")

Trainer Class _init_ Function _init_debugging_flags Function _determine_data_use_amount Function _setup_on_init Function _call_and_handle_interrupt Function fit Function _fit_impl Function validate Function _validate_impl Function test Function _test_impl Function predict Function _predict_impl Function tune Function _restore_modules_and_callbacks Function _run Function _pre_dispatch Function _log_hyperparams Function _teardown Function run_stage Function _pre_training_routine Function _run_train Function _run_evaluate Function _run_predict Function _run_sanity_check Function _set_ckpt_path Function _call_setup_hook Function _call_configure_sharded_model Function _handle_meta_model Function _call_teardown_hook Function call_hook Function _call_lightning_module_hook Function _call_callback_hooks Function _call_ttp_hook Function _parse_devices Function _log_api_event Function _init_profiler Function _setup_profiler Function _log_device_info Function _on_exception Function accelerator Function training_type_plugin Function precision_plugin Function global_rank Function local_rank Function node_rank Function world_size Function _distrib_type Function _device_type Function num_nodes Function num_processes Function root_gpu Function tpu_cores Function ipus Function num_gpus Function devices Function data_parallel_device_ids Function lightning_module Function optimizers Function optimizers Function lr_schedulers Function lr_schedulers Function optimizer_frequencies Function optimizer_frequencies Function amp_backend Function precision Function scaler Function gpus Function model Function model Function log_dir Function use_amp Function is_global_zero Function slurm_job_id Function lightning_optimizers Function distributed_sampler_kwargs Function data_parallel Function progress_bar_dict Function _should_reload_dl_epoch Function enable_validation Function default_root_dir Function weights_save_path Function early_stopping_callback Function early_stopping_callbacks Function prediction_writer_callbacks Function checkpoint_callback Function checkpoint_callbacks Function progress_bar_callback Function resume_from_checkpoint Function save_checkpoint Function default_attributes Function get_deprecated_arg_names Function from_argparse_args Function parse_argparser Function match_env_arguments Function add_argparse_args Function interrupted Function training Function training Function testing Function testing Function predicting Function predicting Function tuning Function tuning Function validating Function validating Function evaluating Function sanity_checking Function sanity_checking Function global_step Function current_epoch Function max_epochs Function min_epochs Function max_steps Function min_steps Function is_last_batch Function fit_loop Function fit_loop Function validate_loop Function validate_loop Function test_loop Function test_loop Function predict_loop Function predict_loop Function _evaluation_loop Function _active_loop Function callback_metrics Function logged_metrics Function progress_bar_metrics Function _results Function _exit_gracefully_on_signal Function _should_terminate_gracefully Function weights_summary Function weights_summary Function _getstate_ Function _setstate_ Function terminate_on_nan Function terminate_on_nan Function _determine_batch_limits Function
