Neural Machine Translation model
The Translation API's recognition engine supports a wide variety of languages for the Neural Machine Translation (NMT) model.
These languages are specified within a recognition request using language code parameters as noted on this page. Most language code parameters conform to ISO-639 identifiers, except where noted.
Translations from any language to any language in this list are supported. Romanization and transliteration are supported only on the Cloud Translation - Advanced API. The list is updated as new languages are added. You can also list the supported languages by using Cloud Translation - Basic or Cloud Translation - Advanced APIs.
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| Language | ISO-639 code |
|---|---|
| Afrikaans | af |
| Albanian | sq |
| Amharic | am |
| Arabic | ar |
| Armenian | hy |
| Assamese | as |
| Aymara | ay |
| Azerbaijani | az |
| Bambara | bm |
| Basque | eu |
| Belarusian | be |
| Bengali | bn |
| Bhojpuri | bho |
| Bosnian | bs |
| Bulgarian | bg |
| Catalan | ca |
| Cebuano | ceb |
| Chinese (Simplified) | zh-CN or zh (BCP-47) |
| Chinese (Traditional) | zh-TW (BCP-47) |
| Corsican | co |
| Croatian | hr |
| Czech | cs |
| Danish | da |
| Dhivehi | dv |
| Dogri | doi |
| Dutch | nl |
| English | en |
| Esperanto | eo |
| Estonian | et |
| Ewe | ee |
| Filipino (Tagalog) | fil |
| Finnish | fi |
| French | fr |
| Frisian | fy |
| Galician | gl |
| Georgian | ka |
| German | de |
| Greek | el |
| Guarani | gn |
| Gujarati | gu |
| Haitian Creole | ht |
| Hausa | ha |
| Hawaiian | haw |
| Hebrew | he or iw |
| Hindi | hi |
| Hmong | hmn |
| Hungarian | hu |
| Icelandic | is |
| Igbo | ig |
| Ilocano | ilo |
| Indonesian | id |
| Irish | ga |
| Italian | it |
| Japanese | ja |
| Javanese | jv or jw |
| Kannada | kn |
| Kazakh | kk |
| Khmer | km |
| Kinyarwanda | rw |
| Konkani | gom |
| Korean | ko |
| Krio | kri |
| Kurdish | ku |
| Kurdish (Sorani) | ckb |
| Kyrgyz | ky |
| Lao | lo |
| Latin | la |
| Latvian | lv |
| Lingala | ln |
| Lithuanian | lt |
| Luganda | lg |
| Luxembourgish | lb |
| Macedonian | mk |
| Maithili | mai |
| Malagasy | mg |
| Malay | ms |
| Malayalam | ml |
| Maltese | mt |
| Maori | mi |
| Marathi | mr |
| Meiteilon (Manipuri) | mni-Mtei |
| Mizo | lus |
| Mongolian | mn |
| Myanmar (Burmese) | my |
| Nepali | ne |
| Norwegian | no |
| Nyanja (Chichewa) | ny |
| Odia (Oriya) | or |
| Oromo | om |
| Pashto | ps |
| Persian | fa |
| Polish | pl |
| Portuguese (Portugal, Brazil) | pt |
| Punjabi | pa |
| Quechua | qu |
| Romanian | ro |
| Russian | ru |
| Samoan | sm |
| Sanskrit | sa |
| Scots Gaelic | gd |
| Sepedi | nso |
| Serbian | sr |
| Sesotho | st |
| Shona | sn |
| Sindhi | sd |
| Sinhala (Sinhalese) | si |
| Slovak | sk |
| Slovenian | sl |
| Somali | so |
| Spanish | es |
| Sundanese | su |
| Swahili | sw |
| Swedish | sv |
| Tagalog (Filipino) | tl |
| Tajik | tg |
| Tamil | ta |
| Tatar | tt |
| Telugu | te |
| Thai | th |
| Tigrinya | ti |
| Tsonga | ts |
| Turkish | tr |
| Turkmen | tk |
| Twi (Akan) | ak |
| Ukrainian | uk |
| Urdu | ur |
| Uyghur | ug |
| Uzbek | uz |
| Vietnamese | vi |
| Welsh | cy |
| Xhosa | xh |
| Yiddish | yi |
| Yoruba | yo |
| Zulu | zu |
Romanization and transliteration support
Romanization and transliteration support the following languages.
| Language | ISO-639 code | Romanization | Transliteration |
|---|---|---|---|
| Arabic | ar |
||
| Amharic | am |
||
| Bengali | bn |
||
| Belarusian | be |
||
| Gujarati | gu |
||
| Hindi | hi |
||
| Japanese | ja |
||
| Kannada | kn |
||
| Myanmar | uk |
||
| Russian | ru |
||
| Serbian | sr |
||
| Tamil | ta |
||
| Telugu | te |
||
| Ukrainian | uk |
Custom models
For Cloud Translation - Advanced, AutoML Translation supports the following language pairs for custom models. A supported language means that Google has an existing neural machine translation (NMT) model for that language, which AutoML Translation uses as a base to create a custom model during training.
| Language Pair | Language Codes |
|---|---|
| Afrikaans <-> English | af <-> en |
| Albanian <-> English | sq <-> en |
| Arabic <-> English | ar <-> en |
| Azerbaijani <-> English | az <-> en |
| Bengali <-> English | bn <-> en |
| Bulgarian <-> English | bg <-> en |
| Catalan <-> English | ca <-> en |
| Chinese (Simplified) <-> English | zh-CN * <-> en |
| Chinese (Traditional) <-> English | zh-TW <-> en |
| Croatian <-> English | hr <-> en |
| Czech <-> English | cs <-> en |
| Danish <-> English | da <-> en |
| Dutch <-> English | nl <-> en |
| Estonian <-> English | et <-> en |
| Finnish <-> English | fi <-> en |
| French <-> English | fr <-> en |
| Galician <-> English | gl <-> en |
| Georgian <-> English | ka <-> en |
| German <-> English | de <-> en |
| Greek <-> English | el <-> en |
| Gujarati <-> English | gu <-> en |
| Haitian Creole <-> English | ht <-> en |
| Hebrew <-> English | iw <-> en |
| Hindi <-> English | hi <-> en |
| Hungarian <-> English | hu <-> en |
| Icelandic <-> English | is <-> en |
| Indonesian <-> English | id <-> en |
| Italian <-> English | it <-> en |
| Japanese <-> English | ja <-> en |
| Korean <-> English | ko <-> en |
| Latvian <-> English | lv <-> en |
| Lithuanian <-> English | lt <-> en |
| Malay <-> English | ms <-> en |
| Marathi <-> English | mr <-> en |
| Norwegian <-> English | no <-> en |
| Persian <-> English | fa <-> en |
| Polish <-> English | pl <-> en |
| Portuguese <-> English | pt <-> en |
| Punjabi <-> English | pa <-> en |
| Romanian <-> English | ro <-> en |
| Russian <-> English | ru <-> en |
| Serbian <-> English | sr <-> en |
| Slovak <-> English | sk <-> en |
| Slovenian <-> English | sl <-> en |
| Spanish <-> English | es <-> en |
| Swahili <-> English | sw <-> en |
| Swedish <-> English | sv <-> en |
| Thai <-> English | th <-> en |
| Turkish <-> English | tr <-> en |
| Ukrainian <-> English | uk <-> en |
| Urdu <-> English | ur <-> en |
| Vietnamese <-> English | vi <-> en |
| Welsh <-> English | cy <-> en |
* Simplified Chinese can be specified either by zh-CN or
zh.
Supported codes for language variants
The following language codes are variants of the supported languages in the previous table. You can use these codes as the source or target language when you create datasets.
Google doesn't have base NMT models for these languages. Instead, Cloud Translation uses the language variant's associated base model for training custom models.
These codes are useful, for example, when you translate content for a particular
dialect or region. For example, suppose you have localized data for zh-HK that
you create a custom model for. When you perform translations, you can specify
the zh-HK language code, which points to your custom model and produces more
accurate translations for that locale.
The following table lists the language codes, their descriptions, and their associated base models that Cloud Translation uses when training custom models.
| Language code | Description | Base model |
|---|---|---|
zh-HK |
Hong Kong (Traditional) | zh-TW |
Translation LLM supported languages
The following languages pairs are supported for text translations that use the translation LLM and for adaptive translations.
| Language pair | Language codes |
|---|---|
| Arabic <-> English | ar <-> en |
| Chinese (Simplified) <-> English | zh-CN <-> en |
| French <-> English | fr <-> en |
| German <-> English | de <-> en |
| Hindi <-> English | hi <-> en |
| Italian <-> English | it <-> en |
| Japanese <-> English | ja <-> en |
| Korean <-> English | ko <-> en |
| Portuguese <-> English | pt <-> en |
| Russian <-> English | ru <-> en |
| Spanish <-> English | es <-> en |