| 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) |