Source code for lightning_fabric.plugins.environments.cluster_environment
# Copyright The Lightning AI team.
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# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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# http://www.apache.org/licenses/LICENSE-2.0
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# Unless required by applicable law or agreed to in writing, software
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from abc import ABC, abstractmethod
[docs]class ClusterEnvironment(ABC):
"""Specification of a cluster environment."""
@property
@abstractmethod
def creates_processes_externally(self) -> bool:
"""Whether the environment creates the subprocesses or not."""
@property
@abstractmethod
def main_address(self) -> str:
"""The main address through which all processes connect and communicate."""
@property
@abstractmethod
def main_port(self) -> int:
"""An open and configured port in the main node through which all processes communicate."""
[docs] @staticmethod
@abstractmethod
def detect() -> bool:
"""Detects the environment settings corresponding to this cluster and returns ``True`` if they match."""
[docs] @abstractmethod
def world_size(self) -> int:
"""The number of processes across all devices and nodes."""
@abstractmethod
def set_world_size(self, size: int) -> None:
pass
[docs] @abstractmethod
def global_rank(self) -> int:
"""The rank (index) of the currently running process across all nodes and devices."""
@abstractmethod
def set_global_rank(self, rank: int) -> None:
pass
[docs] @abstractmethod
def local_rank(self) -> int:
"""The rank (index) of the currently running process inside of the current node."""
[docs] @abstractmethod
def node_rank(self) -> int:
"""The rank (index) of the node on which the current process runs."""