Most efficient way to randomly choose a word from a file with a list of words

  • Context: Python 
  • Thread starter Thread starter Wrichik Basu
  • Start date Start date
  • Tags Tags
    File Random
Click For Summary
SUMMARY

The most efficient method to randomly select a word from a file in Python 3.12, based on a specific starting letter, involves either loading the entire file into memory as a dictionary or utilizing an SQLite database. Preprocessing the word list into indexed files or using a database with an index can significantly enhance performance. A recommended SQL query for SQLite is: SELECT word FROM word WHERE word LIKE 'a%' ORDER BY RANDOM() LIMIT 1;. This approach minimizes memory overhead while ensuring rapid response times, crucial for applications like Discord bots.

PREREQUISITES
  • Python 3.12 programming skills
  • Understanding of SQLite database management
  • Familiarity with SQL queries and indexing
  • Basic knowledge of file I/O operations in Python
NEXT STEPS
  • Implement a Python dictionary to map letters to functions for random word selection
  • Learn about SQLite indexing techniques to optimize query performance
  • Explore the use of websockets for reducing latency in bot communication
  • Research file handling techniques for large datasets in Python
USEFUL FOR

Developers creating Discord bots, data engineers optimizing word selection algorithms, and anyone interested in efficient file handling and database management in Python.

  • #31
Filip Larsen said:
if whatever partial information is needed from a large file can be retrieved without reading and parsing the whole file and storing it memory first, then it likely will be more performant to not load the whole file in memory
Even leaving aside the web bot issue, the OP requirements, as far as I can see, cannot be met without loading and parsing the whole file in some way, since you have to randomly select a word. If the file is sorted by initial letter (as at least one of the ones linked to in the OP is), you might be able to get away with just loading the portion of it contaning words beginning with the chosen letter to randomly select a word, but even for that you would have to know what portion that is in advance, i.e., you would have had to load the entire file and parse it in order to generate the information about what portion of the file contains words starting with each letter. You could do the latter in a pre-processing step and store the results in a second file, I suppose.
 
Technology news on Phys.org
  • #32
PeterDonis said:
cannot be met without loading and parsing the whole file
Sure it can. In the Bad Old Days this was done all the tine. You get your letter, say Q, and the file header tells you where in the file the Q's start, and you start reading from there.

However, just because you can do it this way does not mean you should. The data file is not large - it is small. An unreasonable version is ~10 MB and a reasonable one 5-10% of that. One floppy disk (remember those?).

This is not a lot of data, and one should not attack the problem as if there were.
 
  • #33
Vanadium 50 said:
the file header
If there is one that contains the necessary data. In the examples the OP linked to, there wasn't.
 
  • #34
Vanadium 50 said:
One floppy disk (remember those?).
I do, yes. My first PC only had floppy drives (two of them), and I had things configured to use a RAM disk for frequently used files because loading them from floppy was so slow.
 
  • Like
Likes   Reactions: jedishrfu
  • #35
Fortunately, HDDs are faster than floppies. They can read that much data in a fraction of a second. I have small dictionary as part of a program (12K words) and the loading time is a small fraction of a second.

If instead of "header", I wrote "index" would that be clearer? The OPs dictionary need not be a flat file. It can have a more complex structure, like an index at the front. This is at least a 50 year old solution.

Fundamentally, though, this is not a lot of data. Treating this as if it did is likely not to lead to he optimal solution.
 
  • #36
Vanadium 50 said:
The OPs dictionary need not be a flat file.
Yes, files like the ones the OP linked to could be pre-processed to add an index section at the front.
 

Similar threads

  • · Replies 7 ·
Replies
7
Views
4K
  • · Replies 1 ·
Replies
1
Views
3K
  • · Replies 8 ·
Replies
8
Views
2K
  • · Replies 11 ·
Replies
11
Views
2K
  • · Replies 4 ·
Replies
4
Views
7K
  • · Replies 1 ·
Replies
1
Views
2K
Replies
7
Views
3K
  • · Replies 5 ·
Replies
5
Views
3K
  • · Replies 8 ·
Replies
8
Views
2K
Replies
1
Views
3K