|
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) |