""" lazy_loader =========== Makes it easy to load subpackages and functions on demand. """ import ast import importlib import importlib.util import inspect import os import sys import types __all__ = ["attach", "load", "attach_stub"] def attach(package_name, submodules=None, submod_attrs=None): """Attach lazily loaded submodules, functions, or other attributes. Typically, modules import submodules and attributes as follows:: import mysubmodule import anothersubmodule from .foo import someattr The idea is to replace a package's `__getattr__`, `__dir__`, and `__all__`, such that all imports work exactly the way they would with normal imports, except that the import occurs upon first use. The typical way to call this function, replacing the above imports, is:: __getattr__, __dir__, __all__ = lazy.attach( __name__, ['mysubmodule', 'anothersubmodule'], {'foo': ['someattr']} ) This functionality requires Python 3.7 or higher. Parameters ---------- package_name : str Typically use ``__name__``. submodules : set List of submodules to attach. submod_attrs : dict Dictionary of submodule -> list of attributes / functions. These attributes are imported as they are used. Returns ------- __getattr__, __dir__, __all__ """ if submod_attrs is None: submod_attrs = {} if submodules is None: submodules = set() else: submodules = set(submodules) attr_to_modules = { attr: mod for mod, attrs in submod_attrs.items() for attr in attrs } __all__ = list(sorted(submodules | attr_to_modules.keys())) def __getattr__(name): if name in submodules: return importlib.import_module(f"{package_name}.{name}") elif name in attr_to_modules: submod_path = f"{package_name}.{attr_to_modules[name]}" submod = importlib.import_module(submod_path) attr = getattr(submod, name) # If the attribute lives in a file (module) with the same # name as the attribute, ensure that the attribute and *not* # the module is accessible on the package. if name == attr_to_modules[name]: pkg = sys.modules[package_name] pkg.__dict__[name] = attr return attr else: raise AttributeError(f"No {package_name} attribute {name}") def __dir__(): return __all__ if os.environ.get("EAGER_IMPORT", ""): for attr in set(attr_to_modules.keys()) | submodules: __getattr__(attr) return __getattr__, __dir__, list(__all__) class DelayedImportErrorModule(types.ModuleType): def __init__(self, frame_data, *args, **kwargs): self.__frame_data = frame_data super().__init__(*args, **kwargs) def __getattr__(self, x): if x in ("__class__", "__file__", "__frame_data"): super().__getattr__(x) else: fd = self.__frame_data raise ModuleNotFoundError( f"No module named '{fd['spec']}'\n\n" "This error is lazily reported, having originally occured in\n" f' File {fd["filename"]}, line {fd["lineno"]}, in {fd["function"]}\n\n' f'----> {"".join(fd["code_context"]).strip()}' ) def load(fullname, error_on_import=False): """Return a lazily imported proxy for a module. We often see the following pattern:: def myfunc(): from numpy import linalg as la la.norm(...) .... This is to prevent a module, in this case `numpy`, from being imported at function definition time, since that can be slow. This function provides a proxy module that, upon access, imports the actual module. So the idiom equivalent to the above example is:: la = lazy.load("numpy.linalg") def myfunc(): la.norm(...) .... The initial import time is fast because the actual import is delayed until the first attribute is requested. The overall import time may decrease as well for users that don't make use of large portions of the library. Parameters ---------- fullname : str The full name of the module or submodule to import. For example:: sp = lazy.load('scipy') # import scipy as sp spla = lazy.load('scipy.linalg') # import scipy.linalg as spla error_on_import : bool Whether to postpone raising import errors until the module is accessed. If set to `True`, import errors are raised as soon as `load` is called. Returns ------- pm : importlib.util._LazyModule Proxy module. Can be used like any regularly imported module. Actual loading of the module occurs upon first attribute request. """ try: return sys.modules[fullname] except KeyError: pass spec = importlib.util.find_spec(fullname) if spec is None: if error_on_import: raise ModuleNotFoundError(f"No module named '{fullname}'") else: try: parent = inspect.stack()[1] frame_data = { "spec": fullname, "filename": parent.filename, "lineno": parent.lineno, "function": parent.function, "code_context": parent.code_context, } return DelayedImportErrorModule(frame_data, "DelayedImportErrorModule") finally: del parent module = importlib.util.module_from_spec(spec) sys.modules[fullname] = module loader = importlib.util.LazyLoader(spec.loader) loader.exec_module(module) return module class _StubVisitor(ast.NodeVisitor): """AST visitor to parse a stub file for submodules and submod_attrs.""" def __init__(self): self._submodules = set() self._submod_attrs = {} def visit_ImportFrom(self, node: ast.ImportFrom): if node.level != 1: raise ValueError( "Only within-module imports are supported (`from .* import`)" ) if node.module: attrs: list = self._submod_attrs.setdefault(node.module, []) attrs.extend(alias.name for alias in node.names) else: self._submodules.update(alias.name for alias in node.names) def attach_stub(package_name: str, filename: str): """Attach lazily loaded submodules, functions from a type stub. This is a variant on ``attach`` that will parse a `.pyi` stub file to infer ``submodules`` and ``submod_attrs``. This allows static type checkers to find imports, while still providing lazy loading at runtime. Parameters ---------- package_name : str Typically use ``__name__``. filename : str Path to `.py` file which has an adjacent `.pyi` file. Typically use ``__file__``. Returns ------- __getattr__, __dir__, __all__ The same output as ``attach``. Raises ------ ValueError If a stub file is not found for `filename`, or if the stubfile is formmated incorrectly (e.g. if it contains an relative import from outside of the module) """ stubfile = ( filename if filename.endswith("i") else f"{os.path.splitext(filename)[0]}.pyi" ) if not os.path.exists(stubfile): raise ValueError(f"Cannot load imports from non-existent stub {stubfile!r}") with open(stubfile) as f: stub_node = ast.parse(f.read()) visitor = _StubVisitor() visitor.visit(stub_node) return attach(package_name, visitor._submodules, visitor._submod_attrs)