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Use GPT to automatically translate at compile time. A tool for slang.

slang_gpt #

Use GPT to automatically translate your app at compile time.

This is library is intended to be used with slang.

Currently, only the OpenAI API is supported.

Motivation #

Google Translate and other translation services are great, but they are not perfect.

One of the biggest issues is that they are not context aware. For example, the word "bank" can be translated to "Bank" or "Ufer" in German depending on the context.

With GPT and some prompt engineering, we can get context aware translations.

Getting Started #

# pubspec.yaml
dependencies:
  slang: <version>

dev_dependencies:
  slang_gpt: <version>

Add the gpt entry to build.yaml or slang.yaml.

# existing config
base_locale: fr
fallback_strategy: base_locale
input_directory: lib/i18n
input_file_pattern: .i18n.json
output_directory: lib/i18n

# add this
gpt:
  model: gpt-4
  description: |
    "River Adventure" is a game where you need to cross a river by jumping on stones.
    The game is over when you either fall into the water or reach the other side.

Let's run this:

dart run slang_gpt --target=fr --api-key=<api-key>

Configuration #

Key Type Usage Required Default
model String Model name YES
max_input_length int Max input characters per request NO (inferred by model)
temperature double Temperature parameter for GPT NO (API default)
description String App description YES
excludes List List of locales to exclude NO []

Command line arguments #

Argument Description Required Default
--target= Target language NO (all existing locales)
--api-key= API key YES
-f / --full Skip partial translation NO (partial translation)
-d / --debug Write chat to file NO (no chat output)
--outdir= Output directory NO* (using config)

Models #

Model name Provider Context length Cost per 1k input token Cost per input word (English)
gpt-3.5-turbo Open AI 4096 $0.0015 $0.000001125
gpt-3.5-turbo-16k Open AI 16384 $0.003 $0.00000225
gpt-4 Open AI 8192 $0.03 $0.0000225

GPT context length #

Each model has a different context length. Try to avoid exceeding it as the model starts to "forget".

Luckily, slang_gpt supports splitting the input into multiple requests.

The max_input_length is optional and defaults to some heuristic.

If you work with less common languages and the model starts to forget, try to reduce the max_input_length.

Alternatively, you can also use a model with a larger context length.

Partial translation #

By default, slang_gpt will only translate missing keys to reduce costs.

You may add the --full flag to translate all keys.

dart run slang_gpt --target=fr --full --api-key=<api-key>

To avoid a specific subset of keys from being translated, you may add the ignoreGpt modifier to the key:

{
  "key1": "This will be translated",
  "key2(ignoreGpt)": {
    "key3": "This will be ignored"
  }
}

Target language #

By default, slang_gpt will translate to all existing locales.

You may add the --target flag to translate to a specific locale. This may be useful if you want to translate to a new locale.

Additionally, you may also use predefined language sets (keep in mind that English must be the base locale):

By GDP (Gross Domestic Product):

Flag Languages
--target=gdp-3 ["zh-Hans", "es", "ja"]
--target=gdp-5 ["zh-Hans", "es", "ja", "de", "fr"]
--target=gdp-10 ["zh-Hans", "es", "ja", "de", "fr", "pt", "ar", "it", "ru", "ko"]

By region and population:

Flag Languages
--target=eu-3 ["de", "fr", "it"]
--target=eu-5 ["de", "fr", "it", "es", "pl"]
--target=eu-10 ["de", "fr", "it", "es", "pl", "ro", "nl", "cs", "el", "sv"]
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Use GPT to automatically translate at compile time. A tool for slang.

Repository (GitHub)
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Contributing

Documentation

API reference

License

MIT (LICENSE)

Dependencies

collection, http, slang

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