Python reads like English.

print('Hello World')

≈0%

of the world speaks English.

Everyone else has to learn English to learn Python.

What if it read like yours?

print('Hello World')

EspañolΕλληνικά中文کوردی

Introducing

UniPy

Code, translate, and run Python in 5 more languages.

EnglishEspañol→ English .py

print('Hello World')
x = 3
for i in range(x):
    print(i)
    if i % 2 == 0:
        print('even')

01Translate the terms

02Map back to Python

03Run it

222 built-in functions and modules, expanded, machine-translated, then corrected by native speakers.

PYTHONSPANISHGREEKMANDARINKURDISH

printimprimirτύπωσε打印چاپکردن

integerenteroακέραιη整数ژمارەیەکی تەواو

Syntax ErrorError de sintaxisΣυντακτικό λάθος语法错误هەڵەی ڕستەسازی

The interpreter swaps each term for its English twin, writes a new .py file, and runs it.

imprimir→print para→for en→in rango→range si→if

deterministicstrings untouchedno code lost in translation

Write in either editor and translate both ways.

OUTPUT · ENGLISH

OUTPUT · ESPAÑOL

Machine translation, out of the box

Share of terms translated correctly, before native speakers stepped in.

A baseline — with significant room for improvement in lower-resourced languages.

PyTorchNumPyDomain-adapted translationClassroom user studies

Joshua Otten · Antonios Anastasopoulos · Kevin Moran

ICSME 2023 · IEEE International Conference on Software Maintenance and Evolution (NIER)

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