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Working with large models

Dispatching and Offloading Models

[[autodoc]] big_modeling.init_empty_weights [[autodoc]] big_modeling.cpu_offload [[autodoc]] big_modeling.cpu_offload_with_hook [[autodoc]] big_modeling.disk_offload [[autodoc]] big_modeling.dispatch_model [[autodoc]] big_modeling.load_checkpoint_and_dispatch [[autodoc]] big_modeling.load_checkpoint_in_model [[autodoc]] utils.infer_auto_device_map

Model Hooks

Hook Classes

[[autodoc]] hooks.ModelHook [[autodoc]] hooks.AlignDevicesHook [[autodoc]] hooks.SequentialHook

Adding Hooks

[[autodoc]] hooks.add_hook_to_module [[autodoc]] hooks.attach_execution_device_hook [[autodoc]] hooks.attach_align_device_hook [[autodoc]] hooks.attach_align_device_hook_on_blocks

Removing Hooks

[[autodoc]] hooks.remove_hook_from_module [[autodoc]] hooks.remove_hook_from_submodules