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Translate any dataset using Google Translate API

Project description

dataset-translator

A robust CLI tool for translating text columns in datasets using Google Translate, with support for protected words, retries, and checkpoint recovery.

Features

  • ⚡️ Asynchronous
    • Leverages Python’s asyncio for concurrent translation of text batches.
  • 📦 Batch Processing
    • Translates texts in batches to improve API efficiency.
  • 💾 Checkpointing
    • Saves completed translations periodically to prevent data loss during long-running tasks. Supports resuming from the last checkpoint.
  • 🔄 Retry Mechanism
    • Automatically retries failed translation batches with exponential backoff.
  • 🛡️ Protected Words
    • Preserves specific terms/phrases from being translated.
  • 🚑 Failure Handling
    • Supports re-processing of previously failed translations using a dedicated "only-failed" mode.

Installation

pip install dataset-translator

Usage

dataset-translator <path_to_dataset> ./output en eu \
  -c instruction -c output

Key Options

Option Description
--columns | -c Columns to translate (multiple allowed). Required unless using --only-failed. You can pass this flag multiple times for several columns.
--protected-words | -p Comma-separated list or @file.txt of protected words.
--file-format | -f File format to use: csv, parquet, or auto (automatic detection; default: auto).
--batch-size | -b Number of texts per translation request (default: 1).
--max-concurrency Maximum concurrent translation requests (default: 1).
--checkpoint-step Number of successful translations between checkpoints (default: 500).
--max-retries Maximum retry attempts per batch before marking as failed (default: 3).
--max-failure-cycles Number of full retry cycles for previously failed translations (default: 3).
--only-failed Process only previously failed translations from the checkpoint directory (default: False).

Supported Languages

Here is the list of languages that are supported (free of restrictions, without subscription) by the service at translate.googleapis.com:

Code Language
af Afrikaans
sq Albanian
am Amharic
ar Arabic
hy Armenian
as Assamese
ay Aymara
az Azerbaijani
bm Bambara
eu Basque
be Belarusian
bn Bengali
bho Bhojpuri
bs Bosnian
bg Bulgarian
ca Catalan
ceb Cebuano
ny Chichewa
zh-CN Chinese (Simplified)
zh-TW Chinese (Traditional)
co Corsican
hr Croatian
cs Czech
da Danish
fa-AF Dari
dv Dhivehi
doi Dogri
nl Dutch
en English
eo Esperanto
et Estonian
ee Ewe
tl Filipino
fi Finnish
fr French
fy Frisian
gl Galician
ka Georgian
de German
el Greek
gn Guarani
gu Gujarati
ht Haitian Creole
ha Hausa
haw Hawaiian
iw Hebrew
hi Hindi
hmn Hmong
hu Hungarian
is Icelandic
ig Igbo
ilo Ilocano
id Indonesian
ga Irish
it Italian
ja Japanese
jw Javanese
kn Kannada
kk Kazakh
km Khmer
rw Kinyarwanda
gom Konkani
ko Korean
kri Krio
ku Kurdish (Kurmanji)
ckb Kurdish (Sorani)
ky Kyrgyz
lo Lao
la Latin
lv Latvian
ln Lingala
lt Lithuanian
lg Luganda
lb Luxembourgish
mk Macedonian
mai Maithili
mg Malagasy
ms Malay
ms-Arab Malay (Jawi)
ml Malayalam
mt Maltese
mi Maori
mr Marathi
mni-Mtei Meiteilon (Manipuri)
lus Mizo
mn Mongolian
my Myanmar (Burmese)
ne Nepali
bm-Nkoo NKo
no Norwegian
or Odia (Oriya)
om Oromo
ps Pashto
fa Persian
pl Polish
pt Portuguese (Brazil)
pt-PT Portuguese (Portugal)
pa Punjabi (Gurmukhi)
pa-Arab Punjabi (Shahmukhi)
qu Quechua
ro Romanian
ru Russian
sm Samoan
sa Sanskrit
gd Scots Gaelic
nso Sepedi
sr Serbian
st Sesotho
sn Shona
sd Sindhi
si Sinhala
sk Slovak
sl Slovenian
so Somali
es Spanish
su Sundanese
sw Swahili
sv Swedish
tg Tajik
ta Tamil
tt Tatar
te Telugu
th Thai
ti Tigrinya
ts Tsonga
tr Turkish
tk Turkmen
ak Twi
uk Ukrainian
ur Urdu
ug Uyghur
uz Uzbek
vi Vietnamese
cy Welsh
xh Xhosa
yi Yiddish
yo Yoruba
zu Zulu

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