在jupyter notebook中呼叫.ipynb檔案方式
正常來說在jupyter notebook 中只能呼叫.py檔案,要想要呼叫jupyter notebook自己的檔案會報錯。
Jupyter Notebook官網介紹了一種簡單的方法:
http://jupyter-notebook.readthedocs.io/en/latest/examples/Notebook/Importing%20Notebooks.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
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。
新建一個檔案foo.ipynb
def foo(): print("foo")
再新建一個ipynb檔案,呼叫foo這個檔案
import Ipynb_importer import foo foo.foo()
執行結果如下:
importing Jupyter notebook from foo.ipynb
foo
補充知識:jupyter notebook_主函式檔案如何呼叫類檔案
使用jupyter notebook編寫python程式,rw_visual.jpynb是寫的主函式,random_walk.jpynb是類(如圖)。在主函式中將類例項化後執行會報錯,經網路查詢解決了問題,缺少Ipynb_importer.py這樣一個連結檔案。
解決方法:
1、在同一路徑下建立名為Ipynb_importer.py的檔案:File-->download as-->Python(.py),該檔案內容如下:
#!/usr/bin/env python # coding: utf-8 # In[ ]: import io,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,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,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('.'," ") 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,self.path) print ("importing Jupyter notebook from %s" % path) # load the notebook object with io.open(path,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())
2、在主函式中import Ipynb_importer
import matplotlib.pyplot as plt import Ipynb_importer from random_walk import RandomWalk rw = RandomWalk() rw.fill_walk() plt.scatter(rw.x_values,rw.y_values,s=15) plt.show()
3、執行主函式,呼叫成功
ps:random_walk.jpynb檔案內容如下:
from random import choice class RandomWalk(): def __init__(self,num_points=5000): self.num_points = num_points self.x_values = [0] self.y_values = [0] def fill_walk(self): while len(self.x_values) < self.num_points: x_direction = choice([1,-1]) x_distance = choice([0,1,2,3,4]) x_step = x_direction * x_distance y_direction = choice([1,-1]) y_distance = choice([0,4]) y_step = y_direction * y_distance if x_step == 0 and y_step == 0: continue next_x = self.x_values[-1] + x_step next_y = self.y_values[-1] + y_step self.x_values.append(next_x) self.y_values.append(next_y)
執行結果:
以上這篇在jupyter notebook中呼叫.ipynb檔案方式就是小編分享給大家的全部內容了,希望能給大家一個參考,也希望大家多多支援我們。