Instructions to use jonl521/modeling_simple with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use jonl521/modeling_simple with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("jonl521/modeling_simple", dtype="auto") - Notebooks
- Google Colab
- Kaggle
| """ | |
| Manages process groups for distributed compilation in TorchDynamo. | |
| This module handles the initialization and management of process groups used for | |
| distributed compilation. Key features: | |
| - Lazy initialization of compilation process groups | |
| - Only creates groups when distributed mode is enabled and available | |
| - Integrates with compiler_collectives configuration setting | |
| - Provides a single global process group for compilation coordination | |
| The process group is created only when needed and if the distributed environment | |
| is properly initialized, making it safe to import and use this module even in | |
| non-distributed scenarios. | |
| """ | |
| from typing import Optional | |
| import torch.distributed as dist | |
| from . import config | |
| _COMPILE_PG: Optional[dist.ProcessGroup] = None | |
| _GUARD_PG: Optional[dist.ProcessGroup] = None | |
| def get_compile_pg() -> Optional[dist.ProcessGroup]: | |
| if ( | |
| config.enable_compiler_collectives | |
| and dist.is_available() | |
| and dist.is_initialized() | |
| ): | |
| global _COMPILE_PG | |
| if _COMPILE_PG is None: | |
| # , timeout=datetime.timedelta(seconds=2) | |
| _COMPILE_PG = dist.distributed_c10d._new_group_with_tag( | |
| pg_tag="pt2_compile_pg" | |
| ) | |
| return _COMPILE_PG | |
| return None | |
| # NB: Unlike get_compile_pg, this is only called when guard collectives were | |
| # explicitly requested | |
| def get_guard_pg() -> Optional[dist.ProcessGroup]: | |
| if dist.is_available() and dist.is_initialized(): | |
| global _GUARD_PG | |
| if _GUARD_PG is None: | |
| _GUARD_PG = dist.distributed_c10d._new_group_with_tag(pg_tag="pt2_guard_pg") | |
| return _GUARD_PG | |
| return None | |