import random import json import operator num_samples = [20000, 50000, 230000, 500000] min_values = [-9.99, -19.99, -99.99, -99.99] max_values = [9.99, 19.99, 99.99, 99.99] vals_floats = ["%.2f", "%.3f", "%.3f", "%.4f"] result_floats = ["%.2f", "%.3f", "%.4f", "%.4f"] operations = { '+': operator.add, '-': operator.sub, '*': operator.mul, '/': operator.truediv } def safe_division(numerator, denominator): return numerator if denominator == 0 else numerator / denominator for idx, _ in enumerate(num_samples): data = [] for _ in range(num_samples[idx]): num1, num2, num3 = None, None, None while num1 in [None, 0., -0.] or num2 in [None, 0., -0.] or num3 in [None, 0., -0.]: num1 = float(vals_floats[idx] % random.uniform(min_values[idx], max_values[idx])) num2 = float(vals_floats[idx] % random.uniform(min_values[idx], max_values[idx])) num3 = float(vals_floats[idx] % random.uniform(min_values[idx], max_values[idx])) operation1 = random.choice(list(operations.keys())) operation2 = random.choice(list(operations.keys())) if random.choice([True, False]): expression = f"({num1} {operation1} {num2}) {operation2} {num3}" intermediate_result = safe_division(num1, num2) if operation1 == '/' else operations[operation1](num1, num2) result = safe_division(intermediate_result, num3) if operation2 == '/' and intermediate_result != 0 else operations[operation2](intermediate_result, num3) else: expression = f"{num1} {operation1} {num2} {operation2} {num3}" intermediate_result = safe_division(num1, num2) if operation1 == '/' else operations[operation1](num1, num2) result = safe_division(intermediate_result, num3) if operation2 == '/' else operations[operation2](intermediate_result, num3) output = result_floats[idx] % result data.append({'instruction': expression, 'output': output}) out_file = f'arithmetic-float-complex_{idx}.json' with open(out_file, 'w') as f: json.dump(data, f)