I try to run the following codes on Spyder (Python 2.7.11):
# -*- coding: utf-8 -*-
import numpy as np
import pandas as pd
%matplotlib inline
import matplotlib.pyplot as plt
import matplotlib.cm as cm
import tensorflow as tf
# settings
LEARNING_RATE = 1e-4
# set to 20000 on local environment to get 0.99 accuracy
TRAINING_ITERATIONS = 2000
DROPOUT = 0.5
BATCH_SIZE = 50
# set to 0 to train on all available data
VALIDATION_SIZE = 2000
# image number to output
IMAGE_TO_DISPLAY = 10
But I got this error:
line 10
%matplotlib inline
^
SyntaxError: invalid syntax.
I appreciate if anybody gives me an explanation.
P.S. the code is from Kaggle competition project: Digit Recognizer
Line magics are only supported by the IPython command line. They cannot simply be used inside a script, because %something
is not correct Python syntax.
If you want to do this from a script you have to get access to the IPython API and then call the run_line_magic
function.
Instead of %matplotlib inline
, you will have to do something like this in your script:
from IPython import get_ipython
get_ipython().run_line_magic('matplotlib', 'inline')
A similar approach is described in this answer, but it uses the deprecated magic
function.
Note that the script still needs to run in IPython. Under vanilla Python the get_ipython
function returns None
and get_ipython().run_line_magic
will raise an AttributeError
.