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Drop-in replacement for Python's random module that records and can replay seeds

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*** NOTE: Discontinued. *** This project is discontinued. The author now considers this to be a poor method. A superior method is to always use a fixed seed during development. See the Anne of Green Garbles gen-from-model.py script for more information.


seedbank

One of the gotchas with writing programs that use randomness is reproducibility.

Like, if you're developing a Markov-chain-based generator for NaNoGenMo, and you're running it a few times while tweaking it, and — hey, that output was pretty interesting! — but you've already pressed ctrl-C and now it's gone forever.

A good solution is to write your program so that it can take a given random seed as input somehow, and if one is not given, pick one randomly and report it somehow, for possible future use.

You could implement that pattern using a command-line option and whatnot, but that gets tedious and possibly inconsistent if you're developing multiple such programs. So seedbank aims to make it dead simple — a one-line change to your script.

Usage

First, make sure the seedbank module is on your PYTHONPATH. For example, you might add this line to your .bashrc:

export PYTHONPATH=/path/to/this/repo/src:$PYTHONPATH

Then, in your Python program, where you would normally say

import random

you instead say

import seedbank as random

and you can continue to use all the functions in the random module as normal, while seedbank takes care of the seeding and reporting in the following manner:

  • If the environment variable SEEDBANK_SEED was set,
    • If it was set to an integer, it uses that as the seed for the random number generator.
    • If it was set to LAST, it uses the last seed that was recorded in the log file, as the seed.
    • Otherwise, it picks an integer at random to use as the seed.
  • After the seed is picked, it appends a line to a logfile which contains the name of the script, the timestamp, and the chosen seed. If a file called seedbank.log exists in your home directory, that file will be used as the logfile. Otherwise, the file seedbank.log in the current directory will be used (it will be created if it doesn't exist.)

Then, if you ever want to re-run with a seed that was picked, you can review the log file, pick the seed you want, and set SEEDBANK_SEED to that. Or just set SEEDBANK_SEED=LAST to re-use the immediately previous seed.

You can of course import individual functions from seedbank as if they were from random, and that works too:

from seedbank import choice, randint

Example

The programs in bin/ in this repo demonstrate the concept. Example transcript:

$ bin/seedbank_demo1
eoaeuio
$ bin/seedbank_demo1
aoueo
$ cat seedbank.log 
bin/seedbank_demo1: 2015-10-11 10:39:11.440595: 615184
bin/seedbank_demo1: 2015-10-11 10:39:12.495845: 100141
$ SEEDBANK_SEED=615184 bin/seedbank_demo1
eoaeuio
$ 

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Drop-in replacement for Python's random module that records and can replay seeds

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