Embed any image into a prime number.
Project description
Primify
Transform any image into a prime number that looks like the image if glanced upon from far away.
How does it work
We proceed in 5 steps:
-
We resize the image to contain at most a
--max_digits
amount of pixels. -
Run various image processing steps like edge enhancement and smoothing before converting the image into grey-scale.
-
We then quantise the image into just having 5 to 10 greyness levels.
Note: There are multiple different methods for quantising the color levels and some methods will produces better results for some images. Make sure to play around with the --method
parameter to get the best result.
-
Now we map each greyness level to a digit, et voila, we have embedded the picture into a number.
-
It now remains to tweak some of the digits until we find a prime number that still looks like the image.
Note: According to the prime number theorem, the density of prime numbers is asymptotically of order 1/log(n). Hence, if we have a number with m digits, the number of primality tests that we expect to do until we hit a prime number is roughly proportional to m. Since we use the Baillie–PSW primality test, the overall expected computational complexity of our prime searching procedure is O(n*log(n)³).
How to use
You can either import the PrimeImage
class from primify.py
or use primify.py
as a command-line tool.
Requirements
Make sure you meet all the dependencies inside the requirements.txt
. I would recommend to use pypy, as it seems to decrease compiling time by about 20%.
Command-line tool
usage: primify.py [-h] [--image IMAGE_PATH] [--max_digits MAX_DIGITS]
[--method {0,1,2}] [--output_dir OUTPUT_DIR]
[--output_file OUTPUT_FILE] [-v]
Command-line tool for converting images to primes
optional arguments:
-h, --help show this help message and exit
--image IMAGE_PATH Source image to be converted.
--max_digits MAX_DIGITS
Maximal number of digits the prime can have.
--method {0,1,2} Method for converting image. Tweak 'till happy
--output_dir OUTPUT_DIR
Directory of the output text file
--output_file OUTPUT_FILE
File name of the text file containing the prime.
-v Verbose output (Recommended!)
Thus, if you have the source image at ./source.png
and you want to convert it into a prime contained in ./prime/prime.txt
which has at most 5000 digits and using conversion method 0 (other options are 1 or 2). Then you should run:
python primify.py -v --image ./source.png --max_digits 5000 --method 0 --output_dir ./prime/ --output_file prime.txt
Importing the PrimeImage class
you can also simply import the PrimeImage
class from primify.py
and use that class in your own code. Take a look at the source code to see what methods and attributes there are.
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