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234 lines
6.7 KiB
TypeScript
234 lines
6.7 KiB
TypeScript
/**
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* Image model handlers: `handleImageGeneration` (dall-e-3 `/images/generations`)
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* and `handleImageDescription`, which sends the image to a vision chat model and
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* returns a `{ title, description }` pair.
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*/
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import type {
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IAgentRuntime,
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ImageDescriptionParams,
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ImageGenerationParams,
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RecordLlmCallDetails,
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} from "@elizaos/core";
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import { logger, ModelType, recordLlmCall } from "@elizaos/core";
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import type {
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ImageDescriptionResult,
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ImageGenerationResult,
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ImageQuality,
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ImageSize,
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ImageStyle,
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OpenAIChatCompletionResponse,
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OpenAIImageGenerationResponse,
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} from "../types";
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import {
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getAuthHeader,
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getBaseURL,
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getImageDescriptionAuthHeader,
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getImageDescriptionBaseURL,
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getImageDescriptionMaxTokens,
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getImageDescriptionModel,
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getImageModel,
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} from "../utils/config";
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import { emitModelUsageEvent } from "../utils/events";
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interface ExtendedImageGenerationParams extends ImageGenerationParams {
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quality?: ImageQuality;
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style?: ImageStyle;
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}
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const DEFAULT_IMAGE_DESCRIPTION_PROMPT =
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"Please analyze this image and provide a title and detailed description.";
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export async function handleImageGeneration(
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runtime: IAgentRuntime,
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params: ImageGenerationParams
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): Promise<ImageGenerationResult[]> {
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const modelName = getImageModel(runtime);
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const count = params.count ?? 1;
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const size: ImageSize = (params.size as ImageSize) ?? "1024x1024";
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const extendedParams = params as ExtendedImageGenerationParams;
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logger.debug(`[OpenAI] Using IMAGE model: ${modelName}`);
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if (typeof params.prompt !== "string" || params.prompt.trim().length === 0) {
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throw new Error("IMAGE generation requires a non-empty prompt");
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}
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if (count < 1 || count > 10) {
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throw new Error("IMAGE count must be between 1 and 10");
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}
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const baseURL = getBaseURL(runtime);
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const requestBody: Record<string, string | number> = {
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model: modelName,
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prompt: params.prompt,
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n: count,
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size,
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};
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if (extendedParams.quality) {
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requestBody.quality = extendedParams.quality;
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}
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if (extendedParams.style) {
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requestBody.style = extendedParams.style;
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}
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const details: RecordLlmCallDetails = {
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model: modelName,
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systemPrompt: "",
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userPrompt: params.prompt,
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temperature: 0,
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maxTokens: 0,
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purpose: "external_llm",
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actionType: "openai.images.generate",
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};
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const data = await recordLlmCall(runtime, details, async () => {
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const response = await fetch(`${baseURL}/images/generations`, {
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method: "POST",
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headers: {
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...getAuthHeader(runtime),
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"Content-Type": "application/json",
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},
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body: JSON.stringify(requestBody),
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});
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if (!response.ok) {
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const errorText = await response.text().catch(() => "Unknown error");
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throw new Error(
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`OpenAI image generation failed: ${response.status} ${response.statusText} - ${errorText}`
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);
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}
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const responseData = (await response.json()) as OpenAIImageGenerationResponse;
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details.response = JSON.stringify(responseData.data);
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return responseData;
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});
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if (data.data.length === 0) {
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throw new Error("OpenAI API returned no images");
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}
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return data.data.map((item) => ({
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url: item.url,
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revisedPrompt: item.revised_prompt,
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}));
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}
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function parseTitleFromResponse(content: string): string {
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const titleMatch = content.match(/title[:\s]+(.+?)(?:\n|$)/i);
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return titleMatch?.[1]?.trim() ?? "Image Analysis";
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}
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function parseDescriptionFromResponse(content: string): string {
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return content.replace(/title[:\s]+(.+?)(?:\n|$)/i, "").trim();
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}
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export async function handleImageDescription(
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runtime: IAgentRuntime,
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params: ImageDescriptionParams | string
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): Promise<ImageDescriptionResult> {
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const modelName = getImageDescriptionModel(runtime);
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const paramsWithMaxTokens = params as ImageDescriptionParams & { maxTokens?: number };
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const maxTokens =
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typeof params === "object" && typeof paramsWithMaxTokens.maxTokens === "number"
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? paramsWithMaxTokens.maxTokens
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: getImageDescriptionMaxTokens(runtime);
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logger.debug(`[OpenAI] Using IMAGE_DESCRIPTION model: ${modelName}`);
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let imageUrl: string;
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let promptText: string;
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if (typeof params === "string") {
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imageUrl = params;
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promptText = DEFAULT_IMAGE_DESCRIPTION_PROMPT;
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} else {
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imageUrl = params.imageUrl;
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promptText = params.prompt ?? DEFAULT_IMAGE_DESCRIPTION_PROMPT;
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}
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if (!imageUrl || imageUrl.trim().length === 0) {
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throw new Error("IMAGE_DESCRIPTION requires a valid image URL");
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}
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const baseURL = getImageDescriptionBaseURL(runtime);
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const requestBody = {
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model: modelName,
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messages: [
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{
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role: "user",
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content: [
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{ type: "text", text: promptText },
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{ type: "image_url", image_url: { url: imageUrl } },
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],
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},
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],
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max_tokens: maxTokens,
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};
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const details: RecordLlmCallDetails = {
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model: modelName,
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systemPrompt: "",
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userPrompt: promptText,
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temperature: 0,
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maxTokens,
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purpose: "external_llm",
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actionType: "openai.chat.completions.create",
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};
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const data = await recordLlmCall(runtime, details, async () => {
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const response = await fetch(`${baseURL}/chat/completions`, {
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method: "POST",
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headers: {
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...getImageDescriptionAuthHeader(runtime),
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"Content-Type": "application/json",
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},
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body: JSON.stringify(requestBody),
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});
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if (!response.ok) {
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const errorText = await response.text().catch(() => "Unknown error");
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throw new Error(
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`OpenAI image description failed: ${response.status} ${response.statusText} - ${errorText}`
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);
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}
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const responseData = (await response.json()) as OpenAIChatCompletionResponse;
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const responseContent = responseData.choices[0]?.message.content;
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if (!responseContent) {
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throw new Error("OpenAI API returned empty image description");
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}
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details.response = responseContent;
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if (responseData.usage) {
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details.promptTokens = responseData.usage.prompt_tokens;
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details.completionTokens = responseData.usage.completion_tokens;
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}
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return responseData;
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});
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if (data.usage) {
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emitModelUsageEvent(
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runtime,
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ModelType.IMAGE_DESCRIPTION,
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typeof params === "string" ? params : (params.prompt ?? ""),
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{
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promptTokens: data.usage.prompt_tokens,
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completionTokens: data.usage.completion_tokens,
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totalTokens: data.usage.total_tokens,
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}
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);
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}
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const firstChoice = data.choices[0];
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const content = firstChoice?.message.content;
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if (!content) {
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throw new Error("OpenAI API returned empty image description");
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}
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return {
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title: parseTitleFromResponse(content),
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description: parseDescriptionFromResponse(content),
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};
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}
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