How do I hash dicts in Python using NumPy?

In Python, you can generate a hash for dictionaries using NumPy by first converting the dictionary into a format that can be hashed, such as a tuple of its items. Below is an example of how to do this:

import numpy as np def hash_dict(d): # Convert dictionary items to a tuple items_tuple = tuple(sorted(d.items())) # Create a numpy array from the tuple and return its hash return hash(np.array(items_tuple)) # Example usage my_dict = {'a': 1, 'b': 2, 'c': 3} hashed_value = hash_dict(my_dict) print(f"Hashed value of the dictionary: {hashed_value}")

Python NumPy hash dictionary hashing