Jupyter notebook中不同文件之间的函数调用问题

    科技2024-01-23  94

    python开发环境jupyter notebook良好的交互式和模块化受到很多python开发人员的青睐,但是jupyter notebook是以json格式保存文件内容的,而不是python文件那样的普通格式,所以不能直接被python解析器解析,如何调用.ipynb中的module也成为一个问题。本文介绍一种方法,使得只要在我们的工作目录下放置一个python文件,就可以正常调用其他jupyter notebook文件。

    第一步

    建立一个.py文件(建议命名为ipynb_importer.py),然后将该.py文件上传到你的项目目录里边。例如你想在xxx.ipynb文件中导入另一个ipynb文件,那么把.py文件放在与这两个ipynb文件同目录下

    import io, os,sys,types from IPython import get_ipython from nbformat import read from IPython.core.interactiveshell import InteractiveShell class NotebookFinder(object): """Module finder that locates Jupyter Notebooks""" def __init__(self): self.loaders = {} def find_module(self, fullname, path=None): nb_path = find_notebook(fullname, path) if not nb_path: return key = path if path: # lists aren't hashable key = os.path.sep.join(path) if key not in self.loaders: self.loaders[key] = NotebookLoader(path) return self.loaders[key] def find_notebook(fullname, path=None): """find a notebook, given its fully qualified name and an optional path This turns "foo.bar" into "foo/bar.ipynb" and tries turning "Foo_Bar" into "Foo Bar" if Foo_Bar does not exist. """ name = fullname.rsplit('.', 1)[-1] if not path: path = [''] for d in path: nb_path = os.path.join(d, name + ".ipynb") if os.path.isfile(nb_path): return nb_path # let import Notebook_Name find "Notebook Name.ipynb" nb_path = nb_path.replace("_", " ") if os.path.isfile(nb_path): return nb_path class NotebookLoader(object): """Module Loader for Jupyter Notebooks""" def __init__(self, path=None): self.shell = InteractiveShell.instance() self.path = path def load_module(self, fullname): """import a notebook as a module""" path = find_notebook(fullname, self.path) print ("importing Jupyter notebook from %s" % path) # load the notebook object with io.open(path, 'r', encoding='utf-8') as f: nb = read(f, 4) # create the module and add it to sys.modules # if name in sys.modules: # return sys.modules[name] mod = types.ModuleType(fullname) mod.__file__ = path mod.__loader__ = self mod.__dict__['get_ipython'] = get_ipython sys.modules[fullname] = mod # extra work to ensure that magics that would affect the user_ns # actually affect the notebook module's ns save_user_ns = self.shell.user_ns self.shell.user_ns = mod.__dict__ try: for cell in nb.cells: if cell.cell_type == 'code': # transform the input to executable Python code = self.shell.input_transformer_manager.transform_cell(cell.source) # run the code in themodule exec(code, mod.__dict__) finally: self.shell.user_ns = save_user_ns return mod sys.meta_path.append(NotebookFinder())

    第二步

    在需要调用其他.ipynb中函数的单元格中 import 这个文件,即:

    import ipynb_importer import 你的ipynb文件 现在就可以正常调用了(注意语句顺序,必须先导入ipynb_importer再导入你的ipynb文件)
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