UNPKG

@ai-sdk/google-vertex

Version:
320 lines (285 loc) • 10.5 kB
import { InvalidArgumentError, NoSuchModelError, type LanguageModelV4, type ProviderV4, } from '@ai-sdk/provider'; import { convertUint8ArrayToBase64, isValidHostnamePart, loadOptionalSetting, parseProviderOptions, withoutTrailingSlash, type FetchFunction, type Resolvable, } from '@ai-sdk/provider-utils'; import { anthropicTools, AnthropicLanguageModel, } from '@ai-sdk/anthropic/internal'; import { googleVertexAnthropicProviderOptions, type GoogleVertexAnthropicModelId, } from './google-vertex-anthropic-options'; type GoogleVertexAnthropicTools = Pick< typeof anthropicTools, | 'bash_20241022' | 'bash_20250124' | 'textEditor_20241022' | 'textEditor_20250124' | 'textEditor_20250429' | 'textEditor_20250728' | 'computer_20241022' | 'webSearch_20250305' | 'toolSearchRegex_20251119' | 'toolSearchBm25_20251119' >; /** * Tools supported by Google Vertex Anthropic. * This is a subset of the full Anthropic tools - only these are recognized by the Vertex API. */ export const googleVertexAnthropicTools: GoogleVertexAnthropicTools = { /** * The bash tool enables Claude to execute shell commands in a persistent bash session, * allowing system operations, script execution, and command-line automation. * * Image results are supported. */ bash_20241022: anthropicTools.bash_20241022, /** * The bash tool enables Claude to execute shell commands in a persistent bash session, * allowing system operations, script execution, and command-line automation. * * Image results are supported. */ bash_20250124: anthropicTools.bash_20250124, /** * Claude can use an Anthropic-defined text editor tool to view and modify text files, * helping you debug, fix, and improve your code or other text documents. * * Supported models: Claude Sonnet 3.5 */ textEditor_20241022: anthropicTools.textEditor_20241022, /** * Claude can use an Anthropic-defined text editor tool to view and modify text files, * helping you debug, fix, and improve your code or other text documents. * * Supported models: Claude Sonnet 3.7 */ textEditor_20250124: anthropicTools.textEditor_20250124, /** * Claude can use an Anthropic-defined text editor tool to view and modify text files. * Note: This version does not support the "undo_edit" command. * @deprecated Use textEditor_20250728 instead */ textEditor_20250429: anthropicTools.textEditor_20250429, /** * Claude can use an Anthropic-defined text editor tool to view and modify text files. * Note: This version does not support the "undo_edit" command and adds optional max_characters parameter. * Supported models: Claude Sonnet 4, Opus 4, and Opus 4.1 */ textEditor_20250728: anthropicTools.textEditor_20250728, /** * Claude can interact with computer environments through the computer use tool, which * provides screenshot capabilities and mouse/keyboard control for autonomous desktop interaction. * * Image results are supported. */ computer_20241022: anthropicTools.computer_20241022, /** * Creates a web search tool that gives Claude direct access to real-time web content. */ webSearch_20250305: anthropicTools.webSearch_20250305, /** * Creates a tool search tool that uses regex patterns to find tools. * * The tool search tool enables Claude to work with hundreds or thousands of tools * by dynamically discovering and loading them on-demand. * * Use `providerOptions: { anthropic: { deferLoading: true } }` on other tools * to mark them for deferred loading. */ toolSearchRegex_20251119: anthropicTools.toolSearchRegex_20251119, /** * Creates a tool search tool that uses BM25 (natural language) to find tools. * * The tool search tool enables Claude to work with hundreds or thousands of tools * by dynamically discovering and loading them on-demand. * * Use `providerOptions: { anthropic: { deferLoading: true } }` on other tools * to mark them for deferred loading. */ toolSearchBm25_20251119: anthropicTools.toolSearchBm25_20251119, }; export interface GoogleVertexAnthropicProvider extends ProviderV4 { /** * Creates a model for text generation. */ (modelId: GoogleVertexAnthropicModelId): LanguageModelV4; /** * Creates a model for text generation. */ languageModel(modelId: GoogleVertexAnthropicModelId): LanguageModelV4; /** * Anthropic tools supported by Google Vertex. * Note: Only a subset of Anthropic tools are available on Vertex. * Supported tools: bash_20241022, bash_20250124, textEditor_20241022, * textEditor_20250124, textEditor_20250429, textEditor_20250728, * computer_20241022, webSearch_20250305, toolSearchRegex_20251119, * toolSearchBm25_20251119 */ tools: typeof googleVertexAnthropicTools; /** * @deprecated Use `embeddingModel` instead. */ textEmbeddingModel(modelId: string): never; } export interface GoogleVertexAnthropicProviderSettings { /** * Google Cloud project ID. Defaults to the value of the `GOOGLE_VERTEX_PROJECT` environment variable. */ project?: string; /** * Google Cloud region. Defaults to the value of the `GOOGLE_VERTEX_LOCATION` environment variable. */ location?: string; /** * Enable native structured output in `structuredOutputMode: 'auto'` for Claude * 4.5 and newer. Defaults to false. Requires the Google Cloud organization * policy to allow the `structured_outputs` feature for each model used. * This does not enable strict tool input schemas. */ supportsNativeStructuredOutput?: boolean; /** * Use a different URL prefix for API calls, e.g. to use proxy servers. * The default prefix is `https://api.anthropic.com/v1`. */ baseURL?: string; /** * Custom headers to include in the requests. */ headers?: Resolvable<Record<string, string | undefined>>; /** * Custom fetch implementation. You can use it as a middleware to intercept requests, * or to provide a custom fetch implementation for e.g. testing. */ fetch?: FetchFunction; } /** * Create a Google Vertex Anthropic provider instance. */ export function createGoogleVertexAnthropic( options: GoogleVertexAnthropicProviderSettings = {}, ): GoogleVertexAnthropicProvider { const getBaseURL = () => { const baseURL = withoutTrailingSlash(options.baseURL); if (baseURL != null) { return baseURL; } const location = loadOptionalSetting({ settingValue: options.location, environmentVariableName: 'GOOGLE_VERTEX_LOCATION', }); if (location != null && !isValidHostnamePart(location)) { throw new InvalidArgumentError({ argument: 'location', message: 'Invalid Google Vertex location. Expected a single DNS label (letters, digits, and hyphens). Use `baseURL` for custom endpoints.', }); } const project = loadOptionalSetting({ settingValue: options.project, environmentVariableName: 'GOOGLE_VERTEX_PROJECT', }); const getHost = () => { if (location === 'global') { return 'aiplatform.googleapis.com'; } else if (location === 'eu' || location === 'us') { return `aiplatform.${location}.rep.googleapis.com`; } else { return `${location}-aiplatform.googleapis.com`; } }; return `https://${getHost()}/v1/projects/${project}/locations/${location}/publishers/anthropic/models`; }; const createChatModel = (modelId: GoogleVertexAnthropicModelId) => new AnthropicLanguageModel(modelId, { provider: 'googleVertex.anthropic.messages', baseURL: getBaseURL(), headers: options.headers ?? {}, fetch: options.fetch, buildRequestUrl: (baseURL, isStreaming) => `${baseURL}/${modelId}:${ isStreaming ? 'streamRawPredict' : 'rawPredict' }`, transformRequestBody: args => { // Remove model from args and add anthropic version const { model: _model, ...rest } = args; return { ...rest, anthropic_version: 'vertex-2023-10-16', }; }, transformRequestHeaders: async (headers, providerOptions) => { const vertexOptions = await parseProviderOptions({ provider: 'vertex', providerOptions, schema: googleVertexAnthropicProviderOptions, }); // Explicit headers take precedence, regardless of their casing. if ( vertexOptions?.labels == null || Object.keys(headers).some( name => name.toLowerCase() === 'x-vertex-ai-labels' && headers[name] != null, ) ) { return headers; } return { ...headers, 'x-vertex-ai-labels': convertUint8ArrayToBase64( new TextEncoder().encode(JSON.stringify(vertexOptions.labels)), ), }; }, // Google Vertex Anthropic doesn't support URL sources, force download and base64 conversion supportedUrls: () => ({}), // Native output is default-denied by GCP policy and requires Claude 4.5+. supportsNativeStructuredOutput: options.supportsNativeStructuredOutput === true && supportsNativeStructuredOutput(modelId), // Native final output does not opt in to strict tool input schemas. supportsStrictTools: false, }); const provider = function (modelId: GoogleVertexAnthropicModelId) { if (new.target) { throw new Error( 'The Anthropic model function cannot be called with the new keyword.', ); } return createChatModel(modelId); }; provider.specificationVersion = 'v4' as const; provider.languageModel = createChatModel; provider.chat = createChatModel; provider.messages = createChatModel; provider.embeddingModel = (modelId: string) => { throw new NoSuchModelError({ modelId, modelType: 'embeddingModel' }); }; provider.textEmbeddingModel = provider.embeddingModel; provider.imageModel = (modelId: string) => { throw new NoSuchModelError({ modelId, modelType: 'imageModel' }); }; provider.tools = googleVertexAnthropicTools; return provider; } function supportsNativeStructuredOutput(modelId: string): boolean { const version = /^claude-[a-z]+-(\d+)(?:-(\d+))?(?:@|$)/.exec(modelId); return ( version != null && (Number(version[1]) > 4 || (Number(version[1]) === 4 && Number(version[2]) >= 5)) ); }