﻿interscale.module.GIN
=====================

.. currentmodule:: interscale.module

.. add toctree option to make autodoc generate the pages

.. autoclass:: GIN



Attributes table
~~~~~~~~~~~~~~~~

.. autosummary::

    ~GIN.CHECKPOINT_HYPER_PARAMS_KEY
    ~GIN.CHECKPOINT_HYPER_PARAMS_NAME
    ~GIN.CHECKPOINT_HYPER_PARAMS_TYPE
    ~GIN.T_destination
    ~GIN.automatic_optimization
    ~GIN.call_super_init
    ~GIN.current_epoch
    ~GIN.device
    ~GIN.device_mesh
    ~GIN.dtype
    ~GIN.dump_patches
    ~GIN.example_input_array
    ~GIN.fabric
    ~GIN.global_rank
    ~GIN.global_step
    ~GIN.hparams
    ~GIN.hparams_initial
    ~GIN.local_rank
    ~GIN.logger
    ~GIN.loggers
    ~GIN.on_gpu
    ~GIN.strict_loading
    ~GIN.trainer
    ~GIN.training





Methods table
~~~~~~~~~~~~~

.. autosummary::

    ~GIN.add_module
    ~GIN.all_gather
    ~GIN.apply
    ~GIN.backward
    ~GIN.bfloat16
    ~GIN.buffers
    ~GIN.children
    ~GIN.clip_gradients
    ~GIN.compile
    ~GIN.configure_callbacks
    ~GIN.configure_gradient_clipping
    ~GIN.configure_model
    ~GIN.configure_optimizers
    ~GIN.configure_sharded_model
    ~GIN.cpu
    ~GIN.cuda
    ~GIN.double
    ~GIN.eval
    ~GIN.extra_repr
    ~GIN.float
    ~GIN.forward
    ~GIN.freeze
    ~GIN.from_config
    ~GIN.get_buffer
    ~GIN.get_extra_state
    ~GIN.get_local_embeddings
    ~GIN.get_model_summary
    ~GIN.get_parameter
    ~GIN.get_submodule
    ~GIN.half
    ~GIN.ipu
    ~GIN.load_from_checkpoint
    ~GIN.load_state_dict
    ~GIN.log
    ~GIN.log_dict
    ~GIN.lr_scheduler_step
    ~GIN.lr_schedulers
    ~GIN.manual_backward
    ~GIN.modules
    ~GIN.mtia
    ~GIN.named_buffers
    ~GIN.named_children
    ~GIN.named_modules
    ~GIN.named_parameters
    ~GIN.on_after_backward
    ~GIN.on_after_batch_transfer
    ~GIN.on_before_backward
    ~GIN.on_before_batch_transfer
    ~GIN.on_before_optimizer_step
    ~GIN.on_before_zero_grad
    ~GIN.on_fit_end
    ~GIN.on_fit_start
    ~GIN.on_load_checkpoint
    ~GIN.on_predict_batch_end
    ~GIN.on_predict_batch_start
    ~GIN.on_predict_end
    ~GIN.on_predict_epoch_end
    ~GIN.on_predict_epoch_start
    ~GIN.on_predict_model_eval
    ~GIN.on_predict_start
    ~GIN.on_save_checkpoint
    ~GIN.on_test_batch_end
    ~GIN.on_test_batch_start
    ~GIN.on_test_end
    ~GIN.on_test_epoch_end
    ~GIN.on_test_epoch_start
    ~GIN.on_test_model_eval
    ~GIN.on_test_model_train
    ~GIN.on_test_start
    ~GIN.on_train_batch_end
    ~GIN.on_train_batch_start
    ~GIN.on_train_end
    ~GIN.on_train_epoch_end
    ~GIN.on_train_epoch_start
    ~GIN.on_train_start
    ~GIN.on_validation_batch_end
    ~GIN.on_validation_batch_start
    ~GIN.on_validation_end
    ~GIN.on_validation_epoch_end
    ~GIN.on_validation_epoch_start
    ~GIN.on_validation_model_eval
    ~GIN.on_validation_model_train
    ~GIN.on_validation_model_zero_grad
    ~GIN.on_validation_start
    ~GIN.optimizer_step
    ~GIN.optimizer_zero_grad
    ~GIN.optimizers
    ~GIN.parameters
    ~GIN.predict
    ~GIN.predict_dataloader
    ~GIN.predict_step
    ~GIN.prepare_data
    ~GIN.print
    ~GIN.register_backward_hook
    ~GIN.register_buffer
    ~GIN.register_forward_hook
    ~GIN.register_forward_pre_hook
    ~GIN.register_full_backward_hook
    ~GIN.register_full_backward_pre_hook
    ~GIN.register_load_state_dict_post_hook
    ~GIN.register_load_state_dict_pre_hook
    ~GIN.register_module
    ~GIN.register_parameter
    ~GIN.register_state_dict_post_hook
    ~GIN.register_state_dict_pre_hook
    ~GIN.remove_ignored_hparams
    ~GIN.requires_grad_
    ~GIN.save_hyperparameters
    ~GIN.set_extra_state
    ~GIN.set_submodule
    ~GIN.setup
    ~GIN.share_memory
    ~GIN.state_dict
    ~GIN.teardown
    ~GIN.test_dataloader
    ~GIN.test_step
    ~GIN.to
    ~GIN.to_empty
    ~GIN.to_onnx
    ~GIN.to_tensorrt
    ~GIN.to_torchscript
    ~GIN.toggle_optimizer
    ~GIN.toggled_optimizer
    ~GIN.train
    ~GIN.train_dataloader
    ~GIN.training_step
    ~GIN.transfer_batch_to_device
    ~GIN.type
    ~GIN.unfreeze
    ~GIN.untoggle_optimizer
    ~GIN.val_dataloader
    ~GIN.validation_step
    ~GIN.xpu
    ~GIN.zero_grad





Attributes
~~~~~~~~~~



.. autoattribute:: GIN.CHECKPOINT_HYPER_PARAMS_KEY

.. autoattribute:: GIN.CHECKPOINT_HYPER_PARAMS_NAME

.. autoattribute:: GIN.CHECKPOINT_HYPER_PARAMS_TYPE

.. autoattribute:: GIN.T_destination

.. autoattribute:: GIN.automatic_optimization

.. autoattribute:: GIN.call_super_init

.. autoattribute:: GIN.current_epoch

.. autoattribute:: GIN.device

.. autoattribute:: GIN.device_mesh

.. autoattribute:: GIN.dtype

.. autoattribute:: GIN.dump_patches

.. autoattribute:: GIN.example_input_array

.. autoattribute:: GIN.fabric

.. autoattribute:: GIN.global_rank

.. autoattribute:: GIN.global_step

.. autoattribute:: GIN.hparams

.. autoattribute:: GIN.hparams_initial

.. autoattribute:: GIN.local_rank

.. autoattribute:: GIN.logger

.. autoattribute:: GIN.loggers

.. autoattribute:: GIN.on_gpu

.. autoattribute:: GIN.strict_loading

.. autoattribute:: GIN.trainer

.. autoattribute:: GIN.training






Methods
~~~~~~~



.. automethod:: GIN.add_module

.. automethod:: GIN.all_gather

.. automethod:: GIN.apply

.. automethod:: GIN.backward

.. automethod:: GIN.bfloat16

.. automethod:: GIN.buffers

.. automethod:: GIN.children

.. automethod:: GIN.clip_gradients

.. automethod:: GIN.compile

.. automethod:: GIN.configure_callbacks

.. automethod:: GIN.configure_gradient_clipping

.. automethod:: GIN.configure_model

.. automethod:: GIN.configure_optimizers

.. automethod:: GIN.configure_sharded_model

.. automethod:: GIN.cpu

.. automethod:: GIN.cuda

.. automethod:: GIN.double

.. automethod:: GIN.eval

.. automethod:: GIN.extra_repr

.. automethod:: GIN.float

.. automethod:: GIN.forward

.. automethod:: GIN.freeze

.. automethod:: GIN.from_config

.. automethod:: GIN.get_buffer

.. automethod:: GIN.get_extra_state

.. automethod:: GIN.get_local_embeddings

.. automethod:: GIN.get_model_summary

.. automethod:: GIN.get_parameter

.. automethod:: GIN.get_submodule

.. automethod:: GIN.half

.. automethod:: GIN.ipu

.. automethod:: GIN.load_from_checkpoint

.. automethod:: GIN.load_state_dict

.. automethod:: GIN.log

.. automethod:: GIN.log_dict

.. automethod:: GIN.lr_scheduler_step

.. automethod:: GIN.lr_schedulers

.. automethod:: GIN.manual_backward

.. automethod:: GIN.modules

.. automethod:: GIN.mtia

.. automethod:: GIN.named_buffers

.. automethod:: GIN.named_children

.. automethod:: GIN.named_modules

.. automethod:: GIN.named_parameters

.. automethod:: GIN.on_after_backward

.. automethod:: GIN.on_after_batch_transfer

.. automethod:: GIN.on_before_backward

.. automethod:: GIN.on_before_batch_transfer

.. automethod:: GIN.on_before_optimizer_step

.. automethod:: GIN.on_before_zero_grad

.. automethod:: GIN.on_fit_end

.. automethod:: GIN.on_fit_start

.. automethod:: GIN.on_load_checkpoint

.. automethod:: GIN.on_predict_batch_end

.. automethod:: GIN.on_predict_batch_start

.. automethod:: GIN.on_predict_end

.. automethod:: GIN.on_predict_epoch_end

.. automethod:: GIN.on_predict_epoch_start

.. automethod:: GIN.on_predict_model_eval

.. automethod:: GIN.on_predict_start

.. automethod:: GIN.on_save_checkpoint

.. automethod:: GIN.on_test_batch_end

.. automethod:: GIN.on_test_batch_start

.. automethod:: GIN.on_test_end

.. automethod:: GIN.on_test_epoch_end

.. automethod:: GIN.on_test_epoch_start

.. automethod:: GIN.on_test_model_eval

.. automethod:: GIN.on_test_model_train

.. automethod:: GIN.on_test_start

.. automethod:: GIN.on_train_batch_end

.. automethod:: GIN.on_train_batch_start

.. automethod:: GIN.on_train_end

.. automethod:: GIN.on_train_epoch_end

.. automethod:: GIN.on_train_epoch_start

.. automethod:: GIN.on_train_start

.. automethod:: GIN.on_validation_batch_end

.. automethod:: GIN.on_validation_batch_start

.. automethod:: GIN.on_validation_end

.. automethod:: GIN.on_validation_epoch_end

.. automethod:: GIN.on_validation_epoch_start

.. automethod:: GIN.on_validation_model_eval

.. automethod:: GIN.on_validation_model_train

.. automethod:: GIN.on_validation_model_zero_grad

.. automethod:: GIN.on_validation_start

.. automethod:: GIN.optimizer_step

.. automethod:: GIN.optimizer_zero_grad

.. automethod:: GIN.optimizers

.. automethod:: GIN.parameters

.. automethod:: GIN.predict

.. automethod:: GIN.predict_dataloader

.. automethod:: GIN.predict_step

.. automethod:: GIN.prepare_data

.. automethod:: GIN.print

.. automethod:: GIN.register_backward_hook

.. automethod:: GIN.register_buffer

.. automethod:: GIN.register_forward_hook

.. automethod:: GIN.register_forward_pre_hook

.. automethod:: GIN.register_full_backward_hook

.. automethod:: GIN.register_full_backward_pre_hook

.. automethod:: GIN.register_load_state_dict_post_hook

.. automethod:: GIN.register_load_state_dict_pre_hook

.. automethod:: GIN.register_module

.. automethod:: GIN.register_parameter

.. automethod:: GIN.register_state_dict_post_hook

.. automethod:: GIN.register_state_dict_pre_hook

.. automethod:: GIN.remove_ignored_hparams

.. automethod:: GIN.requires_grad_

.. automethod:: GIN.save_hyperparameters

.. automethod:: GIN.set_extra_state

.. automethod:: GIN.set_submodule

.. automethod:: GIN.setup

.. automethod:: GIN.share_memory

.. automethod:: GIN.state_dict

.. automethod:: GIN.teardown

.. automethod:: GIN.test_dataloader

.. automethod:: GIN.test_step

.. automethod:: GIN.to

.. automethod:: GIN.to_empty

.. automethod:: GIN.to_onnx

.. automethod:: GIN.to_tensorrt

.. automethod:: GIN.to_torchscript

.. automethod:: GIN.toggle_optimizer

.. automethod:: GIN.toggled_optimizer

.. automethod:: GIN.train

.. automethod:: GIN.train_dataloader

.. automethod:: GIN.training_step

.. automethod:: GIN.transfer_batch_to_device

.. automethod:: GIN.type

.. automethod:: GIN.unfreeze

.. automethod:: GIN.untoggle_optimizer

.. automethod:: GIN.val_dataloader

.. automethod:: GIN.validation_step

.. automethod:: GIN.xpu

.. automethod:: GIN.zero_grad


