<commit_before># This Python code will be merged with the C code in main.c

import array

def isclose(a, b):
    return abs(a - b) < 1e-3

def test():
    tests = [
        isclose(add(0.1, 0.2), 0.3),
        isclose(add_f(0.1, 0.2), 0.3),
    ]

    ar = array.array('f', [1, 2, 3.5])
    productf(ar)
    tests.append(isclose(ar[0], 7))

    if 'add_d' in globals():<commit_msg>examples/natmod/features2: Update for uarray module.<commit_after># This Python code will be merged with the C code in main.c

import uarray as array

def isclose(a, b):
    return abs(a - b) < 1e-3

def test():
    tests = [
        isclose(add(0.1, 0.2), 0.3),
        isclose(add_f(0.1, 0.2), 0.3),
    ]

    ar = array.array('f', [1, 2, 3.5])
    productf(ar)
    tests.append(isclose(ar[0], 7))

    if 'add_d' in globals():
{'fraction_non_alphanumeric': 0.17016029593094945, 'fraction_numerical': 0.05055487053020962, 'mean_word_length': 2.56140350877193, 'pattern_counts': {'":': 0, '<': 5, '<?xml version=': 0, '>': 3, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '226016', 'n_tokens_mistral': 351, 'n_tokens_neox': 329, 'n_words': 91}