Tokenization Service

The TokenizationService provides functionality to tokenize text using IBM watsonx.ai foundation models. It converts a text string into a sequence of tokens, returning the token count and optionally the individual token strings. Both synchronous and asynchronous invocation are supported.

Quick Start

TokenizationService service = TokenizationService.builder()
    .apiKey(WATSONX_API_KEY)
    .projectId(WATSONX_PROJECT_ID)
    .baseUrl(CloudRegion.DALLAS)
    .modelId("ibm/granite-4-h-small")
    .build();

TokenizationResponse response = service.tokenize("Tell me a joke");
System.out.println("Token count: " + response.result().tokenCount());
// → Token count: 4

Overview

The TokenizationService enables you to:

Count the number of tokens a text string produces for a given model.
Retrieve the individual token strings with returnTokens(true).
Run tokenization synchronously or asynchronously via CompletableFuture.

Service Configuration

Basic Setup

TokenizationService service = TokenizationService.builder()
    .apiKey(WATSONX_API_KEY)
    .projectId(WATSONX_PROJECT_ID)
    .baseUrl("https://us-south.ml.cloud.ibm.com") // or use CloudRegion
    .modelId("ibm/granite-4-h-small")
    .build();

Builder Parameters

Parameter	Type	Required	Description
`apiKey`	String	Conditional	API key for IBM Cloud authentication
`authenticator`	Authenticator	Conditional	Custom authentication (alternative to `apiKey`)
`projectId`	String	Conditional	Project ID where tokenization will run
`spaceId`	String	Conditional	Space ID (alternative to `projectId`)
`modelId`	String	Yes	Foundation model ID to use for tokenization
`baseUrl`	String/CloudRegion	Yes	watsonx.ai service base URL
`timeout`	Duration	No	Request timeout (default: 60 seconds)
`logRequests`	Boolean	No	Enable request logging (default: false)
`logResponses`	Boolean	No	Enable response logging (default: false)
`httpClient`	HttpClient	No	Custom HTTP client
`verifySsl`	Boolean	No	SSL certificate verification (default: true)
`version`	String	No	API version override

Either apiKey or authenticator must be provided. Either projectId or spaceId must be specified.

Examples

Count Tokens

Get the token count for a text string without retrieving the individual tokens:

TokenizationResponse response = service.tokenize("Write a tagline for an alumni association: Together we");
System.out.println("Token count: " + response.result().tokenCount());
// → Token count: 11

Retrieve Individual Tokens

Set returnTokens(true) to get the list of token strings in addition to the count:

TokenizationParameters parameters = TokenizationParameters.builder()
    .returnTokens(true)
    .build();

TokenizationResponse response = service.tokenize("Write a tagline for an alumni association: Together we", parameters);
System.out.println("Count:  " + response.result().tokenCount());
System.out.println("Tokens: " + response.result().tokens());
// → Count: 11
// → Tokens: [Write, a, tag, line, for, an, alumni, associ, ation:, Together, we]

Tokenization Parameters

The TokenizationParameters class controls the tokenization behavior per request.

Builder Reference

Parameter	Type	Description
`returnTokens`	Boolean	If `true`, the response includes the list of individual token strings in addition to the count. Default: `false` (count only)
`modelId`	String	Override the service-level model ID for this request
`projectId`	String	Override the default Project ID
`spaceId`	String	Override the default Space ID
`transactionId`	String	Request tracking ID sent as a header for tracing
`crypto`	String	Key reference for encrypting the inference request (e.g., IBM Key Protect CRN)

toTokenizationRequestParameters() returns null if returnTokens is not set, so no parameters block is included in the request body.

TokenizationResponse

Field	Type	Description
`modelId()`	String	Identifier of the model used for tokenization
`result()`	Result	The tokenization result
`result().tokenCount()`	int	Total number of tokens produced
`result().tokens()`	List<String>	Individual token strings. `null` if `returnTokens` was not set to `true`

Quick Start​

Overview​

Service Configuration​

Basic Setup​

Builder Parameters​

Examples​

Count Tokens​

Retrieve Individual Tokens​

Tokenization Parameters​

Builder Reference​

TokenizationResponse​

Related Resources​