Ejemplo n.º 1
0
        def _dist_worker_task_fn(backend, fn, args, kwargs_dict):
            from ignite.distributed.utils import _set_model, finalize

            model = _HorovodDistModel.create_from_backend(backend)
            _set_model(model)
            fn(model.get_local_rank(), *args, **kwargs_dict)
            finalize()
Ejemplo n.º 2
0
        def _dist_worker_task_fn(
            local_rank: int,
            backend: str,
            fn: Callable,
            args: Tuple,
            kw_dict: Mapping,
            world_size: int,
            nprocs_per_node: int,
            node_rank: int,
            master_addr: str,
            master_port: str,
            kw: Any,
        ) -> None:
            from ignite.distributed.utils import _set_model, finalize

            copy_env_vars = os.environ.copy()

            os.environ["LOCAL_RANK"] = str(local_rank)
            os.environ["RANK"] = str(node_rank * nprocs_per_node + local_rank)
            os.environ["WORLD_SIZE"] = str(world_size)
            os.environ["MASTER_ADDR"] = str(master_addr)
            os.environ["MASTER_PORT"] = str(master_port)

            model = _NativeDistModel.create_from_backend(backend, **kw)
            _set_model(model)
            fn(local_rank, *args, **kw_dict)
            finalize()

            os.environ.clear()
            os.environ.update(copy_env_vars)
Ejemplo n.º 3
0
        def _dist_worker_task_fn(backend: str, fn: Callable, args: Tuple, kwargs_dict: Mapping) -> None:
            from ignite.distributed.utils import _set_model, finalize

            model = _HorovodDistModel.create_from_backend(backend)
            _set_model(model)
            fn(model.get_local_rank(), *args, **kwargs_dict)
            finalize()
Ejemplo n.º 4
0
        def _dist_worker_task_fn(
            local_rank: int,
            backend: str,
            fn: Callable,
            args: Tuple,
            kw_dict: Mapping,
            world_size: int,
            nprocs_per_node: int,
            node_rank: int,
            master_addr: Optional[str],
            master_port: Optional[str],
            init_method: str,
            kw: Any,
        ) -> None:
            from ignite.distributed.utils import _set_model, finalize

            copy_env_vars = os.environ.copy()

            rank = node_rank * nprocs_per_node + local_rank
            os.environ["LOCAL_RANK"] = str(local_rank)
            os.environ["RANK"] = str(rank)
            os.environ["WORLD_SIZE"] = str(world_size)

            arg_world_size = world_size  # type: Optional[int]
            arg_rank = rank  # type: Optional[int]
            if init_method == "env://":
                os.environ["MASTER_ADDR"] = str(master_addr)
                os.environ["MASTER_PORT"] = str(master_port)
                arg_world_size = None
                arg_rank = None

            model = _NativeDistModel.create_from_backend(
                backend,
                init_method=init_method,
                world_size=arg_world_size,
                rank=arg_rank,
                **kw)
            _set_model(model)
            fn(local_rank, *args, **kw_dict)
            finalize()

            os.environ.clear()
            os.environ.update(copy_env_vars)
Ejemplo n.º 5
0
        def _dist_worker_task_fn(local_rank, backend, fn, args, kw_dict,
                                 world_size, nprocs_per_node, node_rank,
                                 master_addr, master_port, kw):
            from ignite.distributed.utils import _set_model, finalize

            copy_env_vars = dict(os.environ)

            os.environ["LOCAL_RANK"] = str(local_rank)
            os.environ["RANK"] = str(node_rank * nprocs_per_node + local_rank)
            os.environ["WORLD_SIZE"] = str(world_size)
            os.environ["MASTER_ADDR"] = str(master_addr)
            os.environ["MASTER_PORT"] = str(master_port)

            model = _NativeDistModel.create_from_backend(backend, **kw)
            _set_model(model)
            fn(local_rank, *args, **kw_dict)
            finalize()

            os.environ = copy_env_vars
Ejemplo n.º 6
0
 def __exit__(self, *args, **kwargs):
     if (self.backend is not None) and self._spawn_params is None:
         self.logger.info(
             "Finalized processing group with backend: '{}'".format(
                 self.backend))
         idist.finalize()
Ejemplo n.º 7
0
 def __exit__(self, *args: Any, **kwargs: Any) -> None:
     if (self.backend is not None) and self._spawn_params is None:
         self.logger.info(
             f"Finalized processing group with backend: '{self.backend}'")
         idist.finalize()