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229 lines
7.0 KiB
TypeScript
229 lines
7.0 KiB
TypeScript
import { AnthropicProvider, AnthropicProviderOptions, createAnthropic } from '@ai-sdk/anthropic'
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import {
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createGoogleGenerativeAI,
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GoogleGenerativeAIProvider,
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GoogleGenerativeAIProviderOptions,
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} from '@ai-sdk/google'
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import { createOpenAI, OpenAIProvider, OpenAIResponsesProviderOptions } from '@ai-sdk/openai'
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import { LanguageModel, ModelMessage, streamText } from 'ai'
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import {
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AgentModelDefinition,
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AgentModelName,
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getAgentModelDefinition,
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isValidModelName,
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} from '../../shared/models'
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import { DebugPart } from '../../shared/schema/PromptPartDefinitions'
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import { AgentAction } from '../../shared/types/AgentAction'
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import { AgentPrompt } from '../../shared/types/AgentPrompt'
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import { Streaming } from '../../shared/types/Streaming'
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import { Environment } from '../environment'
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import { buildMessages } from '../prompt/buildMessages'
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import { buildSystemPrompt } from '../prompt/buildSystemPrompt'
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import { getModelName } from '../prompt/getModelName'
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import { closeAndParseJson } from './closeAndParseJson'
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export class AgentService {
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openai: OpenAIProvider
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anthropic: AnthropicProvider
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google: GoogleGenerativeAIProvider
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constructor(env: Environment) {
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this.openai = createOpenAI({ apiKey: env.OPENAI_API_KEY })
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this.anthropic = createAnthropic({ apiKey: env.ANTHROPIC_API_KEY })
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this.google = createGoogleGenerativeAI({ apiKey: env.GOOGLE_API_KEY })
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}
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getModel(modelName: AgentModelName): LanguageModel {
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const modelDefinition = getAgentModelDefinition(modelName)
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const provider = modelDefinition.provider
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return this[provider](modelDefinition.id)
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}
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async *stream(prompt: AgentPrompt): AsyncGenerator<Streaming<AgentAction>> {
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try {
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for await (const event of this.streamActions(prompt)) {
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yield event
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}
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} catch (error: any) {
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console.error('Stream error:', error)
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throw error
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}
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}
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private async *streamActions(prompt: AgentPrompt): AsyncGenerator<Streaming<AgentAction>> {
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const modelName = getModelName(prompt)
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const model = this.getModel(modelName)
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if (typeof model === 'string') {
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throw new Error('Model is a string, not a LanguageModel')
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}
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const { modelId, provider } = model
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if (!isValidModelName(modelId)) {
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throw new Error(`Model ${modelId} is not in AGENT_MODEL_DEFINITIONS`)
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}
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const modelDefinition = getAgentModelDefinition(modelId)
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const systemPrompt = buildSystemPrompt(prompt)
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// Build messages with provider-specific options
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const messages: ModelMessage[] = []
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// Add system prompt with Anthropic caching if applicable
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if (provider === 'anthropic.messages') {
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// Anthropic requires explicit cache breakpoints. We set one at the end of the
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// system prompt to cache all system content (which generally changes together).
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messages.push({
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role: 'system',
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content: systemPrompt,
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providerOptions: {
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anthropic: { cacheControl: { type: 'ephemeral' } },
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},
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})
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} else {
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messages.push({
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role: 'system',
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content: systemPrompt,
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})
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}
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// Add prompt messages
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const promptMessages = buildMessages(prompt)
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messages.push(...promptMessages)
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// Check for debug flags and log if enabled
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const debugPart = prompt.debug as DebugPart | undefined
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if (debugPart) {
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if (debugPart.logSystemPrompt) {
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const promptWithoutSchema = buildSystemPrompt(prompt, { withSchema: false })
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console.log('[DEBUG] System Prompt (without schema):\n', promptWithoutSchema)
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}
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if (debugPart.logMessages) {
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console.log('[DEBUG] Messages:\n', JSON.stringify(promptMessages, null, 2))
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}
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}
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// Prefill the assistant turn to force the JSON start, where the model allows it.
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// Opus 4.7+ and Sonnet 4.6 reject last-assistant-turn prefills (400), so skip it there.
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if (modelDefinition.supportsPrefill) {
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messages.push({
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role: 'assistant',
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content: '{"actions": [{"_type":',
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})
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}
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try {
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const { textStream } = streamText({
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model,
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messages,
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maxOutputTokens: 8192,
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// Opus 4.7+ removed `temperature` (and top_p/top_k); sending it returns a 400.
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...(modelDefinition.supportsTemperature ? { temperature: 0 } : {}),
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providerOptions: getProviderOptions(modelDefinition),
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onAbort() {
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console.warn('Stream actions aborted')
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},
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onError: (e) => {
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console.error('Stream text error:', e)
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throw e
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},
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})
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const canForceResponseStart =
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(provider === 'anthropic.messages' || provider === 'google.generative-ai') &&
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modelDefinition.supportsPrefill
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let buffer = canForceResponseStart ? '{"actions": [{"_type":' : ''
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let cursor = 0
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let maybeIncompleteAction: AgentAction | null = null
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let startTime = Date.now()
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for await (const text of textStream) {
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buffer += text
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const partialObject = closeAndParseJson(buffer)
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if (!partialObject) continue
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const actions = partialObject.actions
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if (!Array.isArray(actions)) continue
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if (actions.length === 0) continue
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// If the events list is ahead of the cursor, we know we've completed the current event
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// We can complete the event and move the cursor forward
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if (actions.length > cursor) {
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const action = actions[cursor - 1] as AgentAction
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if (action) {
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yield {
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...action,
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complete: true,
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time: Date.now() - startTime,
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}
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maybeIncompleteAction = null
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}
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cursor++
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}
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// Now let's check the (potentially new) current event
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// And let's yield it in its (potentially incomplete) state
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const action = actions[cursor - 1] as AgentAction
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if (action) {
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// If we don't have an incomplete event yet, this is the start of a new one
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if (!maybeIncompleteAction) {
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startTime = Date.now()
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}
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maybeIncompleteAction = action
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// Yield the potentially incomplete event
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yield {
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...action,
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complete: false,
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time: Date.now() - startTime,
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}
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}
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}
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// If we've finished receiving events, but there's still an incomplete event, we need to complete it
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if (maybeIncompleteAction) {
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yield {
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...maybeIncompleteAction,
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complete: true,
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time: Date.now() - startTime,
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}
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}
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} catch (error: any) {
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console.error('streamActions error:', error)
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throw error
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}
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}
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}
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type StreamTextProviderOptions = NonNullable<Parameters<typeof streamText>[0]['providerOptions']>
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/**
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* Map a model definition's reasoning preferences to AI SDK provider options.
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* Only the matching provider's options are set; the SDK ignores the rest.
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*/
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function getProviderOptions(definition: AgentModelDefinition): StreamTextProviderOptions {
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switch (definition.provider) {
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case 'anthropic':
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return {
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anthropic: {
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thinking:
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definition.thinking === 'adaptive' ? { type: 'adaptive' } : { type: 'disabled' },
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...(definition.effort ? { effort: definition.effort } : {}),
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} satisfies AnthropicProviderOptions,
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}
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case 'google':
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return {
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google: {
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thinkingConfig: { thinkingLevel: definition.thinkingLevel },
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} satisfies GoogleGenerativeAIProviderOptions,
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}
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case 'openai':
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return {
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openai: {
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reasoningEffort: definition.reasoningEffort,
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} satisfies OpenAIResponsesProviderOptions,
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}
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}
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}
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