"""Context class for BackPACK.""" from typing import Callable, Iterable, List, Tuple, Type from torch.nn import Module from torch.utils.hooks import RemovableHandle from backpack.extensions.backprop_extension import BackpropExtension from backpack.utils.hooks import no_op class CTX: """Global Class holding the configuration of the backward pass.""" active_exts: Tuple[BackpropExtension] = tuple() debug: bool = False extension_hook: Callable[[Module], None] = no_op hook_handles: List[RemovableHandle] = [] retain_graph: bool = False @staticmethod def set_active_exts(active_exts: Iterable[BackpropExtension]) -> None: """Set the active backpack extensions. Args: active_exts: the extensions """ CTX.active_exts = tuple(active_exts) @staticmethod def get_active_exts() -> Tuple[BackpropExtension]: """Get the currently active extensions. Returns: active extensions """ return CTX.active_exts @staticmethod def add_hook_handle(hook_handle: RemovableHandle) -> None: """Add the hook handle to internal variable hook_handles. Args: hook_handle: the removable handle """ CTX.hook_handles.append(hook_handle) @staticmethod def remove_hooks() -> None: """Remove all hooks.""" for handle in CTX.hook_handles: handle.remove() CTX.hook_handles = [] @staticmethod def is_extension_active(*extension_classes: Type[BackpropExtension]) -> bool: """Returns whether the specified class is currently active. Args: *extension_classes: classes to test Returns: whether at least one of the specified extensions is active """ return any(isinstance(ext, extension_classes) for ext in CTX.get_active_exts()) @staticmethod def get_debug() -> bool: """Whether debug mode is active. Returns: whether debug mode is active """ return CTX.debug @staticmethod def set_debug(debug: bool) -> None: """Set debug mode. Args: debug: the mode to set """ CTX.debug = debug @staticmethod def get_extension_hook() -> Callable[[Module], None]: """Return the current extension hook to be run after all other extensions. Returns: current extension hook """ return CTX.extension_hook @staticmethod def set_extension_hook(extension_hook: Callable[[Module], None]) -> None: """Set the current extension hook. Args: extension_hook: the extension hook to run after all other extensions """ CTX.extension_hook = extension_hook @staticmethod def set_retain_graph(retain_graph: bool) -> None: """Set retain_graph. Args: retain_graph: new value for retain_graph """ CTX.retain_graph = retain_graph @staticmethod def get_retain_graph() -> bool: """Get retain_graph. Returns: retain_graph """ return CTX.retain_graph