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Goslate: Free Google Translate API

Project description


Google has updated its translation service recently with a ticket mechanism to prevent simple crawler program like goslate from accessing. Though a more sophisticated crawler may still work technically, however it would have crossed the fine line between using the service and breaking the service. goslate will not be updated to break google’s ticket mechanism. Free lunch is over. Thanks for using.

goslate provides you free python API to google translation service by querying google translation website.

It is:

  • Free: get translation through public google web site without fee
  • Fast: batch, cache and concurrently fetch
  • Simple: single file module, just Goslate().translate('Hi!', 'zh')

Simple Usage

The basic usage is simple:

>>> import goslate
>>> gs = goslate.Goslate()
>>> print(gs.translate('hello world', 'de'))
hallo welt


goslate support both Python2 and Python3. You could install it via:

$ pip install goslate

or just download latest directly and use

futures pacakge is optional but recommended to install for best performance in large text translation task.

Proxy Support

Proxy support could be added as following:

import urllib2
import goslate

proxy_handler = urllib2.ProxyHandler({"http" : ""})
proxy_opener = urllib2.build_opener(urllib2.HTTPHandler(proxy_handler),

gs_with_proxy = goslate.Goslate(opener=proxy_opener)
translation = gs_with_proxy.translate("hello world", "de")


Romanization or latinization (or romanisation, latinisation), in linguistics, is the conversion of writing from a different writing system to the Roman (Latin) script, or a system for doing so.

For example, pinyin is the default romanlization method for Chinese language.

You could get translation in romanlized writing as following:

>>> import goslate
>>> roman_gs = goslate.Goslate(writing=goslate.WRITING_ROMAN)
>>> print(roman_gs.translate('China', 'zh'))

You could also get translation in both native writing system and ramon writing system

>>> import goslate
>>> gs = goslate.Goslate(writing=goslate.WRITING_NATIVE_AND_ROMAN)
>>> gs.translate('China', 'zh')
('中国', 'Zhōngguó')

You could see the result will be a tuple in this case: (Translation-in-Native-Writing, Translation-in-Roman-Writing)

Language Detection

Sometimes all you need is just find out which language the text is:

>>> import golsate
>>> gs = goslate.Goslate()
>>> language_id = gs.detect('hallo welt')
>>> language_id
>>> gs.get_languages()[language_id]

Concurrent Querying

It is not necessary to roll your own multi-thread solution to speed up massive translation. Goslate already done it for you. It utilizes concurrent.futures for concurent querying. The max worker number is 120 by default.

The worker number could be changed as following:

>>> import golsate
>>> import concurrent.futures
>>> executor = concurrent.futures.ThreadPoolExecutor(max_workers=200)
>>> gs = goslate.Goslate(executor=executor)
>>> it = gs.translate(['text1', 'text2', 'text3'])
>>> list(it)
['tranlation1', 'translation2', 'translation3']

It is adviced to install concurrent.futures backport lib in python2.7 (python3 has it by default) to enable concurrent querying.

The input could be list, tuple or any iterater, even the file object which iterate line by line

>>> translated_lines = gs.translate(open('readme.txt'))
>>> translation = '\n'.join(translated_lines)

Do not worry about short texts will increase the query time. Internally, goslate will join small text into one big text to reduce the unnecessary query round trips.

Batch Translation

Google translation does not support very long text, goslate bypass this limitation by split the long text internally before send to Google and join the mutiple results into one translation text to the end user.

>>> import golsate
>>> with open('the game of thrones.txt', 'r') as f:
>>>     novel_text =
>>> gs = goslate.Goslate()
>>> gs.translate(novel_text)

Performance Consideration

Goslate use batch and concurrent fetch aggresivelly to achieve maximized translation speed internally.

All you need to do is reducing API calling times by utilize batch tranlation and concurrent querying.

For example, say if you want to translate 3 big text files. Instead of manually translate them one by one, line by line:

import golsate

big_files = ['a.txt', 'b.txt', 'c.txt']
gs = goslate.Goslate()

translation = []
for big_file in big_files:
    with open(big_file, 'r') as f:
        translated_lines = []
        for line in f:
            translated_line = gs.translate(line)


It is better to leave them to Goslate totally. The following code is not only simpler but also much faster (+100x) :

import golsate

big_files = ['a.txt', 'b.txt', 'c.txt']
gs = goslate.Goslate()

translation_iter = gs.translate(open(big_file, 'r').read() for big_file in big_files)
translation = list(translation_iter)

Internally, goslate will first adjust the text to make them not so big that do not fit Google query API nor so small that increase the total HTTP querying times. Then it will use concurrent query to speed thing even further.

Lookup Details in Dictionary

If you want detail dictionary explaination for a single word/phrase, you could

>>> import goslate
>>> gs = goslate.Goslate()
>>> gs.lookup_dictionary('sun', 'de')
[[['Sonne', 'sun', 0]],
   [['Sonne', ['sun', 'Sun', 'Sol'], 0.44374731, 'die']],
   ['der Sonne aussetzen'],
   [['der Sonne aussetzen', ['sun'], 1.1544633e-06]],
 [['en'], [0.9447732]]]

There are 2 limitaion for this API:

  • The result is a complex list structure which you have to parse for your own usage
  • The input must be a single word/phase, batch translation and concurrent querying are not supported

Query Error

If you get HTTP 5xx error, it is probably because google has banned your client IP address from transation querying.

You could verify it by access google translation service in browser manully.

You could try the following to overcome this issue:

  • query through a HTTP/SOCK5 proxy, see Proxy Support
  • using another google domain for translation: gs = Goslate(service_urls=[''])
  • wait for 3 seconds before issue another querying

Command Line Interface is also a command line tool which you could use directly

  • Translate stdin input into Chinese in GBK encoding

    $ echo "hello world" | -t zh-CN -o gbk
  • Translate 2 text files into Chinese, output to UTF-8 file

    $ -t zh-CN -o utf-8 source/1.txt "source 2.txt" > output.txt

use --help for detail usage

$ -h

What’s New


  • Add new API Goslate.lookup_dictionary() to get detail information for a single word/phrase, thanks for Adam’s suggestion
  • Improve document with more user scenario and performance consideration


  • [fix bug] update to adapt latest google translation service changes


  • [fix bug] fix compatible issue with latest google translation service json format changes
  • [fix bug] unit test failure


  • [new feature] Translation in roman writing system (romanlization), thanks for Javier del Alamo’s contribution.
  • [new feature] Customizable service URL. you could provide multiple google translation service URLs for better concurrency performance
  • [new option] roman writing translation option for CLI
  • [fix bug] Google translation may change normal space to no-break space
  • [fix bug] Google web API changed for getting supported language list

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