Mixture Density Network 3
Let’s continue looking at some coding techniques used in the code.
argparse
The argparse module makes it easy to write user-friendly command-line interfaces. The program defines what arguments it requires, and argparse will figure out how to parse those out of sys.argv. The argparse module also automatically generates help and usage messages, and issues errors when users give the program invalid arguments.
Example
The following code is a Python program that takes a list of integers and produces either the sum or the max:
import argparse
parser = argparse.ArgumentParser(description='Process some integers.')
parser.add_argument('integers', metavar='N', type=int, nargs='+',
help='an integer for the accumulator')
parser.add_argument('--sum', dest='accumulate', action='store_const',
const=sum, default=max,
help='sum the integers (default: find the max)')
args = parser.parse_args()
print(args.accumulate(args.integers))Assuming the above Python code is saved into a file called prog.py, it can be run at the command line and provides useful help messages:
$ python prog.py -h
usage: prog.py [-h] [--sum] N [N ...]
Process some integers.
positional arguments:
N an integer for the accumulator
options:
-h, --help show this help message and exit
--sum sum the integers (default: find the max)When run with the appropriate arguments, it prints either the sum or the max of the command-line integers:
$ python prog.py 1 2 3 4
4
$ python prog.py 1 2 3 4 --sum
10If invalid arguments are passed in, it will issue an error:
$ python prog.py a b c
usage: prog.py [-h] [--sum] N [N ...]
prog.py: error: argument N: invalid int value: 'a'This automatically creates objects.
I had previously converted it to a dict, but here I’m changing it back to an object. I’m using this:
class Struct:
def __init__(self, **entries):
self.__dict__.update(entries)
args = Struct(**param)