I am trying to create a function that applies random values to a range of parameters that are used in another function where the random sequence does not repeat.
The reason: used for random hyper parameter tuning and to cut down on processing by not repeating sequence.
Example Code:

num_evals = 2500

parameters = {
        'n_parameter_1': range(2,100),
        'n_parameter_2': range(1,20),
        'n_parameter_3': range(2,150),
              }  

for i in range(num_evals):
        n_parameter_1 = random.choice(parameters['n_parameter_1'])
        n_parameter_2 = random.choice(parameters['n_parameter_2'])
        n_parameter_3 = random.choice(parameters['n_parameter_3'])


The results then get populated to a file with the random parameters used to generate.
I need help with the second bit.
As this function runs over time, you start getting sequences that look like this:
n_parameter_1 = 54, n_parameter_2 = 15, n_parameter_3 = 120
n_parameter_1 = 10, n_parameter_2 = 12, n_parameter_3 = 89
n_parameter_1 = 54, n_parameter_2 = 15, n_parameter_3 = 120
I want to avoid the last sequence by either capturing the sequences in a list or dataframe etc. (already saving the sequences) that the function checks and then generates a new/different sequence if there is a duplicate sequence in the list.
Thanks for the help in advance.

Non-Repeating Random Numbers for Multiple Variables
You can store sequences in a set and then check if a sequence is already in the set.
num_evals = 2500
i = 0

parameters = {
        'n_parameter_1': range(2,100),
        'n_parameter_2': range(1,20),
        'n_parameter_3': range(2,150),
              }  

sequences = set()

while i < num_evals:
        n_parameter_1 = random.choice(parameters['n_parameter_1'])
        n_parameter_2 = random.choice(parameters['n_parameter_2'])
        n_parameter_3 = random.choice(parameters['n_parameter_3'])
        sequence = (n_parameter_1, n_parameter_2, n_parameter_3)
        if sequence not in sequences:
            sequences.add(sequence)
            i += 1

The for loop has been changed to a while loop to allow for the conditional increment.
