mirrors/LibreTranslate

Fork 1

mirror of https://github.com/LibreTranslate/LibreTranslate.git synced 2024-12-12 18:26:35 +00:00

Chiller Dragon 4d86dd1ef2

Take down offline instance trans.zillyhuhn.com

2024-11-26 16:32:37 +08:00

37 KiB

Raw Blame History

LibreTranslate

Try it online! | API Docs | Community Forum

Free and Open Source Machine Translation API, entirely self-hosted. Unlike other APIs, it doesn't rely on proprietary providers such as Google or Azure to perform translations. Instead, its translation engine is powered by the open source Argos Translate library.

Try it online! | API Docs

API Examples

Simple

Request:

const res = await fetch("https://libretranslate.com/translate", {
  method: "POST",
  body: JSON.stringify({
    q: "Hello!",
    source: "en",
    target: "es",
  }),
  headers: { "Content-Type": "application/json" },
});

console.log(await res.json());

Response:

{
    "translatedText": "¡Hola!"
}

List of language codes: https://libretranslate.com/languages

Auto Detect Language

Request:

const res = await fetch("https://libretranslate.com/translate", {
  method: "POST",
  body: JSON.stringify({
    q: "Ciao!",
    source: "auto",
    target: "en",
  }),
  headers: { "Content-Type": "application/json" },
});

console.log(await res.json());

Response:

{
    "detectedLanguage": {
        "confidence": 83,
        "language": "it"
    },
    "translatedText": "Bye!"
}

HTML

Request:

const res = await fetch("https://libretranslate.com/translate", {
  method: "POST",
  body: JSON.stringify({
    q: '<p class="green">Hello!</p>',
    source: "en",
    target: "es",
    format: "html",
  }),
  headers: { "Content-Type": "application/json" },
});

console.log(await res.json());

Response:

{
    "translatedText": "<p class=\"green\">¡Hola!</p>"
}

Alternative Translations

Request:

const res = await fetch("https://libretranslate.com/translate", {
  method: "POST",
  body: JSON.stringify({
    q: "Hello",
    source: "en",
    target: "it",
    format: "text",
    alternatives: 3,
  }),
  headers: { "Content-Type": "application/json" },
});

console.log(await res.json());

Response:

{
    "alternatives": [
        "Salve",
        "Pronto"
    ],
    "translatedText": "Ciao"
}

Install and Run

You can run your own API server with just a few lines of setup!

Make sure you have Python installed (3.8 or higher is recommended), then simply run:

pip install libretranslate
libretranslate [args]

Then open a web browser to http://localhost:5000

By default LibreTranslate will install support for all available languages. To only load certain languages and reduce startup time, you can use the --load-only argument:

libretranslate --load-only en,es,fr

Check also all other arguments below.

On Ubuntu 20.04 you can also use the install script available at https://github.com/argosopentech/LibreTranslate-init

Run with Docker

You can also run the application with docker:

Linux/macOS

./run.sh [args]

Windows

run.bat [args]

Build and Run

See CONTRIBUTING.md for information on how to build and run the project yourself.

CUDA

You can use hardware acceleration to speed up translations on a GPU machine with CUDA 12.4.1 and nvidia-docker installed.

Run this version with:

docker compose -f docker-compose.cuda.yml up -d --build

Arguments

Arguments passed to the process or set via environment variables are split into two kinds.

Settings or runtime flags used to toggle specific runmodes or disable parts of the application. These act as toggle when added or removed.
Configuration parameters to set various limits and configure the application. These require a parameter to be passed to function, if removed the default parameters are used.

Settings / Flags

Argument	Description	Default Setting	Env. name
--debug	Enable debug environment	`Disabled`	LT_DEBUG
--ssl	Whether to enable SSL	`Disabled`	LT_SSL
--api-keys	Enable API keys database for per-client rate limits when --req-limit is reached	`Don't use API keys`	LT_API_KEYS
--require-api-key-origin	Require use of an API key for programmatic access to the API, unless the request origin matches this domain	`No restrictions on domain origin`	LT_REQUIRE_API_KEY_ORIGIN
--require-api-key-secret	Require use of an API key for programmatic access to the API, unless the client also sends a secret match	`No secrets required`	LT_REQUIRE_API_KEY_SECRET
--suggestions	Allow user suggestions	`Disabled`	LT_SUGGESTIONS
--disable-files-translation	Disable files translation	`File translation allowed`	LT_DISABLE_FILES_TRANSLATION
--disable-web-ui	Disable web ui	`Web Ui enabled`	LT_DISABLE_WEB_UI
--update-models	Update language models at startup	`Only on if no models found`	LT_UPDATE_MODELS
--metrics	Enable the /metrics endpoint for exporting Prometheus usage metrics	`Disabled`	LT_METRICS

Configuration Parameters

Argument	Description	Default Parameter	Env. name
--host	Set host to bind the server to	`127.0.0.1`	LT_HOST
--port	Set port to bind the server to	`5000`	LT_PORT
--char-limit	Set character limit	`No limit`	LT_CHAR_LIMIT
--req-limit	Set maximum number of requests per minute per client (outside of limits set by api keys)	`No limit`	LT_REQ_LIMIT
--req-limit-storage	Storage URI to use for request limit data storage. See Flask Limiter	`memory://`	LT_REQ_LIMIT_STORAGE
--req-time-cost	Considers a time cost (in seconds) for request limiting purposes. If a request takes 10 seconds and this value is set to 5, the request cost is either 2 or the actual request cost (whichever is greater).	`No time cost`	LT_REQ_TIME_COST
--batch-limit	Set maximum number of texts to translate in a batch request	`No limit`	LT_BATCH_LIMIT
--ga-id	Enable Google Analytics on the API client page by providing an ID	`Empty (no tracking)`	LT_GA_ID
--frontend-language-source	Set frontend default language - source	`auto`	LT_FRONTEND_LANGUAGE_SOURCE
--frontend-language-target	Set frontend default language - target	`locale` (match site's locale)	LT_FRONTEND_LANGUAGE_TARGET
--frontend-timeout	Set frontend translation timeout	`500`	LT_FRONTEND_TIMEOUT
--api-keys-db-path	Use a specific path inside the container for the local database. Can be absolute or relative	`db/api_keys.db`	LT_API_KEYS_DB_PATH
--api-keys-remote	Use this remote endpoint to query for valid API keys instead of using the local database	`Empty (use local db instead)`	LT_API_KEYS_REMOTE
--get-api-key-link	Show a link in the UI where to direct users to get an API key	`Empty (no link shown on web ui)`	LT_GET_API_KEY_LINK
--shared-storage	Shared storage URI to use for multi-process data sharing (e.g. when using gunicorn)	`memory://`	LT_SHARED_STORAGE
--secondary	Mark this instance as a secondary instance to avoid conflicts with the primary node in multi-node setups	`Primary node`	LT_SECONDARY
--load-only	Set available languages	`Empty (use all from argostranslate)`	LT_LOAD_ONLY
--threads	Set number of threads	`4`	LT_THREADS
--metrics-auth-token	Protect the /metrics endpoint by allowing only clients that have a valid Authorization Bearer token	`Empty (no auth required)`	LT_METRICS_AUTH_TOKEN
--url-prefix	Add prefix to URL: example.com:5000/url-prefix/	`/`	LT_URL_PREFIX

Notes:

Each argument has an equivalent environment variable that can be used instead. The env. variables overwrite the default values but have lower priority than the command arguments and are particularly useful if used with Docker. The environment variable names are the upper-snake-case of the equivalent command argument's name with a LT prefix.
To configure requirement for api key to use, set --req-limit to 0 and add the --api-keys flag. Requests made without a proper api key will be rejected.
Setting --update-models will update models regardless of whether updates are available or not.

Update

Software

If you installed with pip:

pip install -U libretranslate

If you're using docker:

docker pull libretranslate/libretranslate

Language Models

Start the program with the --update-models argument. For example: libretranslate --update-models or ./run.sh --update-models.

Alternatively you can also run the scripts/install_models.py script.

Run with WSGI and Gunicorn

pip install gunicorn
gunicorn --bind 0.0.0.0:5000 'wsgi:app'

You can pass application arguments directly to Gunicorn via:

gunicorn --bind 0.0.0.0:5000 'wsgi:app(api_keys=True)'

Kubernetes Deployment

See Medium article by JM Robles and the improved k8s.yaml by @rasos.

Helm Chart

Based on @rasos work you can now install LibreTranslate on Kubernetes using Helm.

A Helm chart is now available in the helm-chart repository where you can find more details.

You can quickly install LibreTranslate on Kubernetes using Helm with the following command:

helm repo add libretranslate https://libretranslate.github.io/helm-chart/
helm repo update
helm search repo libretranslate

helm install libretranslate libretranslate/libretranslate --namespace libretranslate --create-namespace

Manage API Keys

LibreTranslate supports per-user limit quotas, e.g. you can issue API keys to users so that they can enjoy higher requests limits per minute (if you also set --req-limit). By default all users are rate-limited based on --req-limit, but passing an optional api_key parameter to the REST endpoints allows a user to enjoy higher request limits. You can also specify different character limits that bypass the default --char-limit value on a per-key basis.

To use API keys simply start LibreTranslate with the --api-keys option. If you modified the API keys database path with the option --api-keys-db-path, you must specify the path with the same argument flag when using the ltmanage keys command.

Add New Keys

To issue a new API key with 120 requests per minute limits:

ltmanage keys add 120

To issue a new API key with 120 requests per minute and a maximum of 5,000 characters per request:

ltmanage keys add 120 --char-limit 5000

If you changed the API keys database path:

ltmanage keys --api-keys-db-path path/to/db/dbName.db add 120

Remove Keys

ltmanage keys remove <api-key>

View Keys

ltmanage keys

Prometheus Metrics

LibreTranslate has Prometheus exporter capabilities when you pass the --metrics argument at startup (disabled by default). When metrics are enabled, a /metrics endpoint is mounted on the instance:

http://localhost:5000/metrics

# HELP libretranslate_http_requests_in_flight Multiprocess metric
# TYPE libretranslate_http_requests_in_flight gauge
libretranslate_http_requests_in_flight{api_key="",endpoint="/translate",request_ip="127.0.0.1"} 0.0
# HELP libretranslate_http_request_duration_seconds Multiprocess metric
# TYPE libretranslate_http_request_duration_seconds summary
libretranslate_http_request_duration_seconds_count{api_key="",endpoint="/translate",request_ip="127.0.0.1",status="200"} 0.0
libretranslate_http_request_duration_seconds_sum{api_key="",endpoint="/translate",request_ip="127.0.0.1",status="200"} 0.0

You can then configure prometheus.yml to read the metrics:

scrape_configs:
  - job_name: "libretranslate"

    # Needed only if you use --metrics-auth-token
    #authorization:
    #credentials: "mytoken"

    static_configs:
      - targets: ["localhost:5000"]

To secure the /metrics endpoint you can also use --metrics-auth-token mytoken.

If you use Gunicorn, make sure to create a directory for storing multiprocess data metrics and set PROMETHEUS_MULTIPROC_DIR:

mkdir -p /tmp/prometheus_data
rm /tmp/prometheus_data/*
export PROMETHEUS_MULTIPROC_DIR=/tmp/prometheus_data
gunicorn -c scripts/gunicorn_conf.py --bind 0.0.0.0:5000 'wsgi:app(metrics=True)'

Language Bindings

You can use the LibreTranslate API using the following bindings:

Rust: https://github.com/DefunctLizard/libretranslate-rs
Node.js: https://github.com/franciscop/translate
TypeScript: https://github.com/tderflinger/libretranslate-ts
.Net: https://github.com/sigaloid/LibreTranslate.Net
Go: https://github.com/SnakeSel/libretranslate
Python: https://github.com/argosopentech/LibreTranslate-py
PHP: https://github.com/jefs42/libretranslate
C++: https://github.com/argosopentech/LibreTranslate-cpp
Swift: https://github.com/wacumov/libretranslate
Unix: https://github.com/argosopentech/LibreTranslate-sh
Shell: https://github.com/Hayao0819/Hayao-Tools/tree/master/libretranslate-sh
Java: https://github.com/suuft/libretranslate-java
Ruby: https://github.com/noesya/libretranslate
R: https://github.com/myanesp/libretranslateR

Discourse Plugin

You can use the official discourse translator plugin to translate Discourse topics with LibreTranslate. To install it simply modify /var/discourse/containers/app.yml:

## Plugins go here
## see https://meta.discourse.org/t/19157 for details
hooks:
  after_code:
    - exec:
        cd: $home/plugins
        cmd:
          - git clone https://github.com/discourse/docker_manager.git
          - git clone https://github.com/discourse/discourse-translator
    ...

Then issue ./launcher rebuild app. From the Discourse's admin panel then select "LibreTranslate" as a translation provider and set the relevant endpoint configurations.

See it in action on this page.

Mobile Apps

LibreTranslator is an Android app available on the Play Store and in the F-Droid store that uses the LibreTranslate API.
LiTranslate is an iOS app available on the App Store that uses the LibreTranslate API.

Web browser

minbrowser is a web browser with integrated LibreTranslate support.
A LibreTranslate Firefox addon is currently a work in progress.

Mirrors

This is a list of public LibreTranslate instances, some require an API key. If you want to add a new URL, please open a pull request.

URL	API Key Required	Links
libretranslate.com	✔️	[ Get API Key ] [ Service Status ]
translate.terraprint.co	-
translate.lotigara.ru	-

TOR/i2p Mirrors

URL
lt.vernccvbvyi5qhfzyqengccj7lkove6bjot2xhh5kajhwvidqafczrad.onion
lt.vern.i2p

Adding New Language Models

You have two options to create new language models:

Most of the training data is from Opus, which is an open source parallel corpus. Check also NLLU

Localization

The LibreTranslate Web UI is available in all the languages for which LibreTranslate can translate to. It can also (roughly) translate itself! Some languages might not appear in the UI since they haven't been reviewed by a human yet. You can enable all languages by turning on --debug mode.

To help improve or review the UI translations:

Go to https://hosted.weblate.org/projects/libretranslate/app/#translations. All changes are automatically pushed to this repository.
Once all strings have been reviewed/edited, open a pull request and change libretranslate/locales/{code}/meta.json:

{
 "name": "<Language>",
 "reviewed": true <-- Change this from false to true
}

UI Languages

Language	Reviewed	Weblate Link
Arabic		Edit
Azerbaijani		Edit
Basque	✔️	Edit
Chinese		Edit
Chinese (Traditional)		Edit
Czech	✔️	Edit
Danish		Edit
Dutch		Edit
English	✔️	Edit
Esperanto	✔️	Edit
Finnish		Edit
French	✔️	Edit
German	✔️	Edit
Greek		Edit
Hebrew		Edit
Hindi		Edit
Hungarian		Edit
Indonesian		Edit
Irish		Edit
Italian	✔️	Edit
Japanese		Edit
Kabyle	✔️	Edit
Korean	✔️	Edit
Occitan		Edit
Persian		Edit
Polish		Edit
Portuguese	✔️	Edit
Russian	✔️	Edit
Slovak		Edit
Spanish	✔️	Edit
Swedish		Edit
Turkish		Edit
Ukrainian	✔️	Edit
Vietnamese		Edit

Roadmap

Help us by opening a pull request!

Language bindings for every computer language
Improved translations

Any other idea is welcome also.

FAQ

Can I use your API server at libretranslate.com for my application in production?

In short, yes, but only if you buy an API key. You can always run LibreTranslate for free on your own server of course.

Some translations on libretranslate.com are different than the self-hosted ones. Why?

By default language models are loaded from the argos-index. Sometimes we deploy models on libretranslate.com that haven't been added to the argos-index yet, such as those converted from OPUS (thread)

Where are the language models saved?

In $HOME/.local/share/argos-translate/packages. On Windows that's C:\Users\youruser\.local\share\argos-translate\packages.

Can I use LibreTranslate behind a reverse proxy, like Apache2 or Caddy?

Yes, here are config examples for Apache2 and Caddy that redirect a subdomain (with HTTPS certificate) to LibreTranslate running on a docker at localhost.

sudo docker run -ti --rm -p 127.0.0.1:5000:5000 libretranslate/libretranslate

You can remove 127.0.0.1 on the above command if you want to be able to access it from domain.tld:5000, in addition to subdomain.domain.tld (this can be helpful to determine if there is an issue with Apache2 or the docker container).

Add --restart unless-stopped if you want this docker to start on boot, unless manually stopped.

Apache config

Replace [YOUR_DOMAIN] with your full domain; for example, translate.domain.tld or libretranslate.domain.tld.

Remove # on the ErrorLog and CustomLog lines to log requests.

#Libretranslate

#Redirect http to https
<VirtualHost *:80>
    ServerName http://[YOUR_DOMAIN]
    Redirect / https://[YOUR_DOMAIN]
    # ErrorLog ${APACHE_LOG_DIR}/error.log
    # CustomLog ${APACHE_LOG_DIR}/tr-access.log combined
 </VirtualHost>

#https
<VirtualHost *:443>
    ServerName https://[YOUR_DOMAIN]

    ProxyPass / http://127.0.0.1:5000/
    ProxyPassReverse / http://127.0.0.1:5000/
    ProxyPreserveHost On

    SSLEngine on
    SSLCertificateFile /etc/letsencrypt/live/[YOUR_DOMAIN]/fullchain.pem
    SSLCertificateKeyFile /etc/letsencrypt/live/[YOUR_DOMAIN]/privkey.pem
    SSLCertificateChainFile /etc/letsencrypt/live/[YOUR_DOMAIN]/fullchain.pem

    # ErrorLog ${APACHE_LOG_DIR}/tr-error.log
    # CustomLog ${APACHE_LOG_DIR}/tr-access.log combined
</VirtualHost>

Add this to an existing site config, or a new file in /etc/apache2/sites-available/new-site.conf and run sudo a2ensite new-site.conf.

To get a HTTPS subdomain certificate, install certbot (snap), run sudo certbot certonly --manual --preferred-challenges dns and enter your information (with subdomain.domain.tld as the domain). Add a DNS TXT record with your domain registrar when asked. This will save your certificate and key to /etc/letsencrypt/live/{subdomain.domain.tld}/. Alternatively, comment the SSL lines out if you don't want to use HTTPS.

Caddy config

Replace [YOUR_DOMAIN] with your full domain; for example, translate.domain.tld or libretranslate.domain.tld.

#Libretranslate
[YOUR_DOMAIN] {
  reverse_proxy localhost:5000
}

Add this to an existing Caddyfile or save it as Caddyfile in any directory and run sudo caddy reload in that same directory.

NGINX config

Replace [YOUR_DOMAIN] with your full domain; for example, translate.domain.tld or libretranslate.domain.tld.

Remove # on the access_log and error_log lines to disable logging.

server {
  listen 80;
  server_name [YOUR_DOMAIN];
  return 301 https://$server_name$request_uri;
}

server {
  listen 443 http2 ssl;
  server_name [YOUR_DOMAIN];

  #access_log off;
  #error_log off;

  # SSL Section
  ssl_certificate /etc/letsencrypt/live/[YOUR_DOMAIN]/fullchain.pem;
  ssl_certificate_key /etc/letsencrypt/live/[YOUR_DOMAIN]/privkey.pem;

  ssl_protocols TLSv1.2 TLSv1.3;

  # Using the recommended cipher suite from: https://wiki.mozilla.org/Security/Server_Side_TLS
  ssl_ciphers 'ECDHE-ECDSA-AES128-GCM-SHA256:ECDHE-RSA-AES128-GCM-SHA256:ECDHE-ECDSA-AES256-GCM-SHA384:ECDHE-RSA-AES256-GCM-SHA384:ECDHE-ECDSA-CHACHA20-POLY1305:ECDHE-RSA-CHACHA20-POLY1305:DHE-RSA-AES128-GCM-SHA256:DHE-RSA-AES256-GCM-SHA384';

  ssl_session_timeout 10m;
  ssl_session_cache shared:MozSSL:10m;  # about 40000 sessions
  ssl_session_tickets off;

  # Specifies a curve for ECDHE ciphers.
  ssl_ecdh_curve prime256v1;
  # Server should determine the ciphers, not the client
  ssl_prefer_server_ciphers on;


  # Header section
  add_header Strict-Transport-Security  "max-age=31536000; includeSubDomains; preload" always;
  add_header Referrer-Policy            "strict-origin" always;

  add_header X-Frame-Options            "SAMEORIGIN"    always;
  add_header X-XSS-Protection           "1; mode=block" always;
  add_header X-Content-Type-Options     "nosniff"       always;
  add_header X-Download-Options         "noopen"        always;
  add_header X-Robots-Tag               "none"          always;

  add_header Feature-Policy             "microphone 'none'; camera 'none'; geolocation 'none';"  always;
  # Newer header but not everywhere supported
  add_header Permissions-Policy         "microphone=(), camera=(), geolocation=()" always;

  # Remove X-Powered-By, which is an information leak
  fastcgi_hide_header X-Powered-By;

  # Do not send nginx server header
  server_tokens off;

  # GZIP Section
  gzip on;
  gzip_disable "msie6";

  gzip_vary on;
  gzip_proxied any;
  gzip_comp_level 6;
  gzip_buffers 16 8k;
  gzip_http_version 1.1;
  gzip_min_length 256;
  gzip_types text/xml text/javascript font/ttf font/eot font/otf application/x-javascript application/atom+xml application/javascript application/json application/manifest+json application/rss+xml application/x-web-app-manifest+json application/xhtml+xml application/xml image/svg+xml image/x-icon text/css text/plain;

  location / {
      proxy_pass http://127.0.0.1:5000/;
      proxy_set_header Host $http_host;
      proxy_set_header X-Real-IP $remote_addr;
      proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
      proxy_set_header X-Forwarded-Proto $scheme;
      client_max_body_size 0;
  }
}

Add this to an existing NGINX config or save it as libretranslate in the /etc/nginx/site-enabled directory and run sudo nginx -s reload.

Can I do batch translations?

Yes, pass an array of strings instead of a string to the q field:

const res = await fetch("https://libretranslate.com/translate", {
  method: "POST",
  body: JSON.stringify({
    q: ["Hello", "world"],
    source: "en",
    target: "es",
  }),
  headers: { "Content-Type": "application/json" },
});

console.log(await res.json());
// {
//     "translatedText": [
//         "Hola",
//         "mundo"
//     ]
// }

Contributing

We welcome contributions! Here's some ideas:

Train a new language model using Locomotive. For example, we want to train improved neural networks for German and many other languages.
Can you beat the performance of our language models? Train a new one and let's compare it. To submit your model make a post on the community forum with a link to download your .argosmodel file and some sample text that your model has translated.
Pick an issue to work on.

Credits

This work is largely possible thanks to Argos Translate, which powers the translation engine.

License

GNU Affero General Public License v3

Trademark

See Trademark Guidelines

37 KiB Raw Blame History

LibreTranslate

API Examples

Simple

Auto Detect Language

HTML

Alternative Translations

Install and Run

Run with Docker

Linux/macOS

Windows

Build and Run

CUDA

Arguments

Settings / Flags

Configuration Parameters

Notes:

Update

Software

Language Models

Run with WSGI and Gunicorn

Kubernetes Deployment

Helm Chart

Manage API Keys

Add New Keys

Remove Keys

View Keys

Prometheus Metrics

Language Bindings

Discourse Plugin

Mobile Apps

Web browser

Mirrors

TOR/i2p Mirrors

Adding New Language Models

Localization

UI Languages

Roadmap

FAQ

Can I use your API server at libretranslate.com for my application in production?

Some translations on libretranslate.com are different than the self-hosted ones. Why?

Where are the language models saved?

Can I use LibreTranslate behind a reverse proxy, like Apache2 or Caddy?

Can I do batch translations?

Contributing

Credits

License

Trademark

37 KiB

Raw Blame History