| | <! |
| |
|
| | 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 |