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import importlib |
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import importlib.util |
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import os |
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import sys |
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def attach(package_name, submodules=None, submod_attrs=None): |
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"""Attach lazily loaded submodules, functions, or other attributes. |
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Typically, modules import submodules and attributes as follows:: |
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import mysubmodule |
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import anothersubmodule |
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from .foo import someattr |
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The idea is to replace a package's `__getattr__`, `__dir__`, and |
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`__all__`, such that all imports work exactly the way they did |
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before, except that they are only imported when used. |
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The typical way to call this function, replacing the above imports, is:: |
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__getattr__, __lazy_dir__, __all__ = lazy.attach( |
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__name__, |
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['mysubmodule', 'anothersubmodule'], |
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{'foo': 'someattr'} |
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) |
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This functionality requires Python 3.7 or higher. |
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Parameters |
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---------- |
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package_name : str |
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Typically use ``__name__``. |
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submodules : set |
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List of submodules to attach. |
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submod_attrs : dict |
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Dictionary of submodule -> list of attributes / functions. |
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These attributes are imported as they are used. |
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Returns |
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------- |
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__getattr__, __dir__, __all__ |
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""" |
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if submod_attrs is None: |
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submod_attrs = {} |
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if submodules is None: |
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submodules = set() |
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else: |
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submodules = set(submodules) |
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attr_to_modules = { |
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attr: mod for mod, attrs in submod_attrs.items() for attr in attrs |
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} |
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__all__ = list(submodules | attr_to_modules.keys()) |
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def __getattr__(name): |
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if name in submodules: |
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return importlib.import_module(f'{package_name}.{name}') |
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elif name in attr_to_modules: |
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submod = importlib.import_module( |
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f'{package_name}.{attr_to_modules[name]}' |
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) |
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return getattr(submod, name) |
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else: |
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raise AttributeError(f'No {package_name} attribute {name}') |
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def __dir__(): |
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return __all__ |
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eager_import = os.environ.get('EAGER_IMPORT', '') |
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if eager_import not in ['', '0', 'false']: |
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for attr in set(attr_to_modules.keys()) | submodules: |
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__getattr__(attr) |
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return __getattr__, __dir__, list(__all__) |
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def load(fullname): |
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"""Return a lazily imported proxy for a module. |
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We often see the following pattern:: |
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def myfunc(): |
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import scipy as sp |
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sp.argmin(...) |
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.... |
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This is to prevent a module, in this case `scipy`, from being |
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imported at function definition time, since that can be slow. |
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This function provides a proxy module that, upon access, imports |
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the actual module. So the idiom equivalent to the above example is:: |
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sp = lazy.load("scipy") |
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def myfunc(): |
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sp.argmin(...) |
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.... |
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The initial import time is fast because the actual import is delayed |
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until the first attribute is requested. The overall import time may |
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decrease as well for users that don't make use of large portions |
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of the library. |
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Parameters |
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---------- |
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fullname : str |
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The full name of the module or submodule to import. For example:: |
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sp = lazy.load('scipy') # import scipy as sp |
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spla = lazy.load('scipy.linalg') # import scipy.linalg as spla |
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Returns |
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------- |
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pm : importlib.util._LazyModule |
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Proxy module. Can be used like any regularly imported module. |
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Actual loading of the module occurs upon first attribute request. |
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""" |
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try: |
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return sys.modules[fullname] |
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except KeyError: |
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pass |
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spec = importlib.util.find_spec(fullname) |
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if spec is None: |
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raise ModuleNotFoundError(f"No module name '{fullname}'") |
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module = importlib.util.module_from_spec(spec) |
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sys.modules[fullname] = module |
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loader = importlib.util.LazyLoader(spec.loader) |
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loader.exec_module(module) |
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return module |
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