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| <!--Copyright 2021 The HuggingFace Team. All rights reserved. | |
| Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with | |
| the License. You may obtain a copy of the License at | |
| http://www.apache.org/licenses/LICENSE-2.0 | |
| Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on | |
| an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the | |
| specific language governing permissions and limitations under the License. | |
| --> | |
| # Working with large models | |
| ## Dispatching and Offloading Models | |
| [[autodoc]] big_modeling.init_empty_weights | |
| [[autodoc]] big_modeling.cpu_offload | |
| [[autodoc]] big_modeling.disk_offload | |
| [[autodoc]] big_modeling.dispatch_model | |
| [[autodoc]] big_modeling.load_checkpoint_and_dispatch | |
| ## 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 |