Tạo đối tượng Translator, định cấu hình đối tượng đó bằng ngôn ngữ nguồn và ngôn ngữ đích:
Kotlin
// Create an English-German translator:valoptions=TranslatorOptions.Builder().setSourceLanguage(TranslateLanguage.ENGLISH).setTargetLanguage(TranslateLanguage.GERMAN).build()valenglishGermanTranslator=Translation.getClient(options)
Java
// Create an English-German translator:TranslatorOptionsoptions=newTranslatorOptions.Builder().setSourceLanguage(TranslateLanguage.ENGLISH).setTargetLanguage(TranslateLanguage.GERMAN).build();finalTranslatorenglishGermanTranslator=Translation.getClient(options);
Tránh lưu trữ quá nhiều mô hình ngôn ngữ trên thiết bị cùng một lúc.
Đảm bảo bạn đã tải mô hình dịch cần thiết xuống thiết bị.
Đừng gọi translate() cho đến khi bạn biết mô hình có sẵn.
Kotlin
varconditions=DownloadConditions.Builder().requireWifi().build()englishGermanTranslator.downloadModelIfNeeded(conditions).addOnSuccessListener{// Model downloaded successfully. Okay to start translating.// (Set a flag, unhide the translation UI, etc.)}.addOnFailureListener{exception->// Model couldn’t be downloaded or other internal error.// ...}
Java
DownloadConditionsconditions=newDownloadConditions.Builder().requireWifi().build();englishGermanTranslator.downloadModelIfNeeded(conditions).addOnSuccessListener(newOnSuccessListener(){@OverridepublicvoidonSuccess(Voidv){// Model downloaded successfully. Okay to start translating.// (Set a flag, unhide the translation UI, etc.)}}).addOnFailureListener(newOnFailureListener(){@OverridepublicvoidonFailure(@NonNullExceptione){// Model couldn’t be downloaded or other internal error.// ...}});
Mô hình ngôn ngữ có kích thước khoảng 30 MB, vì vậy, đừng tải xuống khi không cần thiết và chỉ tải xuống qua Wi-Fi trừ khi người dùng chỉ định khác. Bạn cũng nên xoá các mô hình không cần thiết.
Xem phần Quản lý rõ ràng các mô hình dịch.
Sau khi bạn xác nhận mô hình đã được tải xuống, hãy truyền một chuỗi văn bản bằng ngôn ngữ nguồn đến translate():
Văn bản đã dịch, bằng ngôn ngữ đích mà bạn đã định cấu hình, sẽ được truyền đến trình nghe thành công.
Đảm bảo rằng phương thức close() được gọi khi đối tượng Translator không còn được sử dụng nữa.
Nếu bạn đang sử dụng Trình dịch trong một Mảnh hoặc AppCompatActivity, một cách dễ dàng để thực hiện việc đó là gọi LifecycleOwner.getLifecycle() trên Mảnh hoặc AppCompatActivity, sau đó gọi Lifecycle.addObserver.
Ví dụ:
Xin lưu ý rằng điều này giả định rằng mã nằm bên trong một lớp triển khai LifecycleOwner (ví dụ: một Mảnh hoặc AppCompatActivity).
Quản lý rõ ràng các mô hình dịch
Khi bạn sử dụng API dịch như mô tả ở trên, Bộ công cụ máy học sẽ tự động tải các mô hình dịch theo ngôn ngữ xuống thiết bị nếu cần. Bạn cũng có thể quản lý rõ ràng các mô hình dịch mà bạn muốn có trên thiết bị bằng cách sử dụng API quản lý mô hình dịch của Bộ công cụ học máy. Điều này có thể
hữu ích nếu bạn muốn tải các mô hình xuống trước hoặc xoá các mô hình không cần thiết
khỏi thiết bị.
Kotlin
valmodelManager=RemoteModelManager.getInstance()// Get translation models stored on the device.modelManager.getDownloadedModels(TranslateRemoteModel::class.java).addOnSuccessListener{models->// ...}.addOnFailureListener{// Error.}// Delete the German model if it's on the device.valgermanModel=TranslateRemoteModel.Builder(TranslateLanguage.GERMAN).build()modelManager.deleteDownloadedModel(germanModel).addOnSuccessListener{// Model deleted.}.addOnFailureListener{// Error.}// Download the French model.valfrenchModel=TranslateRemoteModel.Builder(TranslateLanguage.FRENCH).build()valconditions=DownloadConditions.Builder().requireWifi().build()modelManager.download(frenchModel,conditions).addOnSuccessListener{// Model downloaded.}.addOnFailureListener{// Error.}
Java
RemoteModelManagermodelManager=RemoteModelManager.getInstance();// Get translation models stored on the device.modelManager.getDownloadedModels(TranslateRemoteModel.class).addOnSuccessListener(newOnSuccessListener<Set>(){@OverridepublicvoidonSuccess(Setmodels){// ...}}).addOnFailureListener(newOnFailureListener(){@OverridepublicvoidonFailure(@NonNullExceptione){// Error.}});// Delete the German model if it's on the device.TranslateRemoteModelgermanModel=newTranslateRemoteModel.Builder(TranslateLanguage.GERMAN).build();modelManager.deleteDownloadedModel(germanModel).addOnSuccessListener(newOnSuccessListener(){@OverridepublicvoidonSuccess(Voidv){// Model deleted.}}).addOnFailureListener(newOnFailureListener(){@OverridepublicvoidonFailure(@NonNullExceptione){// Error.}});// Download the French model.TranslateRemoteModelfrenchModel=newTranslateRemoteModel.Builder(TranslateLanguage.FRENCH).build();DownloadConditionsconditions=newDownloadConditions.Builder().requireWifi().build();modelManager.download(frenchModel,conditions).addOnSuccessListener(newOnSuccessListener(){@OverridepublicvoidonSuccess(Voidv){// Model downloaded.}}).addOnFailureListener(newOnFailureListener(){@OverridepublicvoidonFailure(@NonNullExceptione){// Error.}});
[null,null,["Cập nhật lần gần đây nhất: 2025-08-29 UTC."],[[["\u003cp\u003eML Kit can translate text between more than 50 languages using on-demand dynamic model downloads.\u003c/p\u003e\n"],["\u003cp\u003eYou need to create a \u003ccode\u003eTranslator\u003c/code\u003e object, download the necessary language model, and then use the \u003ccode\u003etranslate()\u003c/code\u003e method to translate text.\u003c/p\u003e\n"],["\u003cp\u003eExplicit model management allows you to pre-download, delete, and control language models on the device for optimized performance.\u003c/p\u003e\n"],["\u003cp\u003eIt's recommended to download models over Wi-Fi and delete unused models to save storage space and bandwidth.\u003c/p\u003e\n"],["\u003cp\u003eEnsure the \u003ccode\u003eclose()\u003c/code\u003e method is called when the \u003ccode\u003eTranslator\u003c/code\u003e object is no longer needed, potentially using LifecycleObserver for easier management in Fragments or Activities.\u003c/p\u003e\n"]]],["ML Kit facilitates text translation between over 50 languages. To use it, add the necessary dependencies to your project. Create a `Translator` object, specifying source and target languages. Download the required language model using `downloadModelIfNeeded`, preferably over Wi-Fi. After confirming the download, translate text using the `translate()` method. Finally, call the `close()` method when finished. Models can also be managed explicitly to download or delete them.\n"],null,["You can use ML Kit to translate text between languages. ML Kit\ncan translation between more than\n[50 languages](/ml-kit/languages/translation/translation-language-support).\n\n\u003cbr /\u003e\n\n| This API supports on demand dynamic model downloads. See [this guide](/ml-kit/tips/installation-paths) for more information.\n\nTry it out\n\n- Play around with [the sample app](https://github.com/googlesamples/mlkit/tree/master/android/translate) to see an example usage of this API.\n\nBefore you begin This API requires Android API level 21 or above. Make sure that your app's build file uses a `minSdkVersion` value of 21 or higher.\n\n1. In your project-level `build.gradle` file, make sure to include Google's Maven repository in both your `buildscript` and `allprojects` sections.\n2. Add the dependencies for the ML Kit Android libraries to your module's app-level gradle file, which is usually `app/build.gradle`: \n\n ```carbon\n dependencies {\n // ...\n\n implementation 'com.google.mlkit:translate:17.0.3'\n }\n ```\n\nTranslate a string of text\n\nTo translate a string between two languages:\n\n1. Create a\n [`Translator`](/android/reference/com/google/mlkit/nl/translate/Translator)\n object, configuring it with the source and target languages:\n\n Kotlin \n\n ```kotlin\n // Create an English-German translator:\n val options = TranslatorOptions.Builder()\n .setSourceLanguage(TranslateLanguage.ENGLISH)\n .setTargetLanguage(TranslateLanguage.GERMAN)\n .build()\n val englishGermanTranslator = Translation.getClient(options)\n ```\n\n Java \n\n ```java\n // Create an English-German translator:\n TranslatorOptions options =\n new TranslatorOptions.Builder()\n .setSourceLanguage(TranslateLanguage.ENGLISH)\n .setTargetLanguage(TranslateLanguage.GERMAN)\n .build();\n final Translator englishGermanTranslator =\n Translation.getClient(options);\n ```\n\n If you don't know the language of the input text, you can use the [Language\n Identification API](/ml-kit/language/identification) which\n gives you a language tag. Then convert the tag to a `TranslateLanguage`\n using [`TranslateLanguage.fromLanguageTag()`](/android/reference/com/google/mlkit/nl/translate/TranslateLanguage#public-static-string-fromlanguagetag-string-languagetag).\n\n Avoid keeping too many language models on the device at once.\n2. Make sure the required translation model has been downloaded to the device.\n Don't call `translate()` until you know the model is available.\n\n Kotlin \n\n ```kotlin\n var conditions = DownloadConditions.Builder()\n .requireWifi()\n .build()\n englishGermanTranslator.downloadModelIfNeeded(conditions)\n .addOnSuccessListener {\n // Model downloaded successfully. Okay to start translating.\n // (Set a flag, unhide the translation UI, etc.)\n }\n .addOnFailureListener { exception -\u003e\n // Model couldn't be downloaded or other internal error.\n // ...\n }\n ```\n\n Java \n\n ```java\n DownloadConditions conditions = new DownloadConditions.Builder()\n .requireWifi()\n .build();\n englishGermanTranslator.downloadModelIfNeeded(conditions)\n .addOnSuccessListener(\n new OnSuccessListener() {\n @Override\n public void onSuccess(Void v) {\n // Model downloaded successfully. Okay to start translating.\n // (Set a flag, unhide the translation UI, etc.)\n }\n })\n .addOnFailureListener(\n new OnFailureListener() {\n @Override\n public void onFailure(@NonNull Exception e) {\n // Model couldn't be downloaded or other internal error.\n // ...\n }\n });\n ```\n\n Language models are around 30MB, so don't download them unnecessarily, and\n only download them using Wi-Fi unless the user has specified otherwise. You\n should also delete unneeded models.\n See [Explicitly manage translation models](#manage-models).\n3. After you confirm the model has been downloaded, pass a string of text in\n the source language to\n [`translate()`](/android/reference/com/google/mlkit/nl/translate/Translator#public-taskstring-translate-string-input):\n\n Kotlin \n\n ```kotlin\n englishGermanTranslator.translate(text)\n .addOnSuccessListener { translatedText -\u003e\n // Translation successful.\n }\n .addOnFailureListener { exception -\u003e\n // Error.\n // ...\n }\n ```\n\n Java \n\n ```java\n englishGermanTranslator.translate(text)\n .addOnSuccessListener(\n new OnSuccessListener() {\n @Override\n public void onSuccess(@NonNull String translatedText) {\n // Translation successful.\n }\n })\n .addOnFailureListener(\n new OnFailureListener() {\n @Override\n public void onFailure(@NonNull Exception e) {\n // Error.\n // ...\n }\n });\n ```\n\n The translated text, in the target language you configured, is passed to the\n success listener.\n4. Ensure that the [`close()`](/android/reference/com/google/mlkit/nl/translate/Translator#public-void-close)\n method is called when the\n [`Translator`](/android/reference/com/google/mlkit/nl/translate/Translator)\n object will no longer be used.\n\n If you are using a Translator in a Fragment or AppCompatActivity, one easy\n way to do that is call [LifecycleOwner.getLifecycle()](https://developer.android.com/reference/androidx/lifecycle/LifecycleOwner#getLifecycle())\n on the Fragment or AppCompatActivity, and then call [Lifecycle.addObserver](https://developer.android.com/reference/androidx/lifecycle/Lifecycle#addObserver(androidx.lifecycle.LifecycleObserver)).\n For example: \n\n Kotlin \n\n ```kotlin\n val options = ...\n val translator = Translation.getClient(options)\n getLifecycle().addObserver(translator)\n ```\n\n Java \n\n ```java\n TranslatorOptions options = ...\n Translator translator = Translation.getClient(options);\n getLifecycle().addObserver(translator);\n ... use translator ...\n ```\n\n Note that this assumes that the code is inside of a class that implements\n LifecycleOwner (e.g. a Fragment or AppCompatActivity).\n\nExplicitly manage translation models\n\n\nWhen you use the translation API as described above, ML Kit automatically\ndownloads language-specific translation models to the device as required. You\ncan also explicitly manage the translation models you want available on the\ndevice by using ML Kit's translation model management API. This can be\nuseful if you want to download models ahead of time, or delete unneeded models\nfrom the device.\n\n\u003cbr /\u003e\n\nKotlin \n\n```kotlin\nval modelManager = RemoteModelManager.getInstance()\n\n// Get translation models stored on the device.\nmodelManager.getDownloadedModels(TranslateRemoteModel::class.java)\n .addOnSuccessListener { models -\u003e\n // ...\n }\n .addOnFailureListener {\n // Error.\n }\n\n// Delete the German model if it's on the device.\nval germanModel = TranslateRemoteModel.Builder(TranslateLanguage.GERMAN).build()\nmodelManager.deleteDownloadedModel(germanModel)\n .addOnSuccessListener {\n // Model deleted.\n }\n .addOnFailureListener {\n // Error.\n }\n\n// Download the French model.\nval frenchModel = TranslateRemoteModel.Builder(TranslateLanguage.FRENCH).build()\nval conditions = DownloadConditions.Builder()\n .requireWifi()\n .build()\nmodelManager.download(frenchModel, conditions)\n .addOnSuccessListener {\n // Model downloaded.\n }\n .addOnFailureListener {\n // Error.\n }\n```\n\nJava \n\n```java\nRemoteModelManager modelManager = RemoteModelManager.getInstance();\n\n// Get translation models stored on the device.\nmodelManager.getDownloadedModels(TranslateRemoteModel.class)\n .addOnSuccessListener(new OnSuccessListener\u003cSet\u003e() {\n @Override\n public void onSuccess(Set models) {\n // ...\n }\n })\n .addOnFailureListener(new OnFailureListener() {\n @Override\n public void onFailure(@NonNull Exception e) {\n // Error.\n }\n });\n\n// Delete the German model if it's on the device.\nTranslateRemoteModel germanModel =\n new TranslateRemoteModel.Builder(TranslateLanguage.GERMAN).build();\nmodelManager.deleteDownloadedModel(germanModel)\n .addOnSuccessListener(new OnSuccessListener() {\n @Override\n public void onSuccess(Void v) {\n // Model deleted.\n }\n })\n .addOnFailureListener(new OnFailureListener() {\n @Override\n public void onFailure(@NonNull Exception e) {\n // Error.\n }\n });\n\n// Download the French model.\nTranslateRemoteModel frenchModel =\n new TranslateRemoteModel.Builder(TranslateLanguage.FRENCH).build();\nDownloadConditions conditions = new DownloadConditions.Builder()\n .requireWifi()\n .build();\nmodelManager.download(frenchModel, conditions)\n .addOnSuccessListener(new OnSuccessListener() {\n @Override\n public void onSuccess(Void v) {\n // Model downloaded.\n }\n })\n .addOnFailureListener(new OnFailureListener() {\n @Override\n public void onFailure(@NonNull Exception e) {\n // Error.\n }\n });\n```"]]