呼叫jupyter notebook檔案內的函式一種簡單方法
阿新 • • 發佈:2019-01-04
python開發環境jupyter notebook良好的互動式和模組化受到很多python開發人員的青睞,但是jupyter notebook是以json格式儲存檔案內容的,而不是python檔案那樣的普通格式,所以不能直接被python解析器解析,如何呼叫.ipynb中的module也成為一個問題。本文介紹一種方法,使得只要在我們的工作目錄下放置一個python檔案,就可以正常呼叫其他jupyter notebook檔案。
Jupyter Notebook官網介紹了一種簡單的方法:
http://jupyter-notebook.readthedocs.io/en/latest/examples/Notebook/Importing Notebooks.html
新增jupyter notebook解析檔案
首先,建立一個python檔案,例如Ipynb_importer.py,程式碼如下:
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())
呼叫jupyter notebook module
在我們的jupyter notebook檔案裡呼叫Ipynb_importer.py,接下來我們就可以像呼叫普通python檔案一樣呼叫其他.ipynb檔案裡的module了,例如有一個IpynbModule.ipynb檔案,裡面定義了一個foo函式:
呼叫例子如下:
只要在我們的工作目錄下放置Ipynb_importer.py檔案,就可以正常呼叫所有的jupyter notebook檔案。 這種方法的本質就是使用一個jupyter notenook解析器先對.ipynb檔案進行解析,把檔案內的各個模組載入到記憶體裡供其他python檔案呼叫。