@langchain/openai/dist/azure/embeddings.js

OpenAI integrations for LangChain.js

import { AzureOpenAI as AzureOpenAIClient, } from "openai";
import { getEnvironmentVariable } from "@langchain/core/utils/env";
import { OpenAIEmbeddings } from "../embeddings.js";
import { getEndpoint } from "../utils/azure.js";
import { wrapOpenAIClientError } from "../utils/openai.js";
export class AzureOpenAIEmbeddings extends OpenAIEmbeddings {
    constructor(fields) {
        super(fields);
        Object.defineProperty(this, "azureOpenAIApiVersion", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: void 0
        });
        Object.defineProperty(this, "azureOpenAIApiKey", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: void 0
        });
        Object.defineProperty(this, "azureADTokenProvider", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: void 0
        });
        Object.defineProperty(this, "azureOpenAIApiInstanceName", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: void 0
        });
        Object.defineProperty(this, "azureOpenAIApiDeploymentName", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: void 0
        });
        Object.defineProperty(this, "azureOpenAIBasePath", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: void 0
        });
        this.batchSize = fields?.batchSize ?? 1;
        this.azureOpenAIApiKey =
            fields?.azureOpenAIApiKey ??
                fields?.apiKey ??
                getEnvironmentVariable("AZURE_OPENAI_API_KEY");
        this.azureOpenAIApiVersion =
            fields?.azureOpenAIApiVersion ??
                fields?.openAIApiVersion ??
                getEnvironmentVariable("AZURE_OPENAI_API_VERSION");
        this.azureOpenAIBasePath =
            fields?.azureOpenAIBasePath ??
                getEnvironmentVariable("AZURE_OPENAI_BASE_PATH");
        this.azureOpenAIApiInstanceName =
            fields?.azureOpenAIApiInstanceName ??
                getEnvironmentVariable("AZURE_OPENAI_API_INSTANCE_NAME");
        this.azureOpenAIApiDeploymentName =
            (fields?.azureOpenAIApiEmbeddingsDeploymentName ||
                fields?.azureOpenAIApiDeploymentName) ??
                (getEnvironmentVariable("AZURE_OPENAI_API_EMBEDDINGS_DEPLOYMENT_NAME") ||
                    getEnvironmentVariable("AZURE_OPENAI_API_DEPLOYMENT_NAME"));
        this.azureADTokenProvider = fields?.azureADTokenProvider;
    }
    async embeddingWithRetry(request) {
        if (!this.client) {
            const openAIEndpointConfig = {
                azureOpenAIApiDeploymentName: this.azureOpenAIApiDeploymentName,
                azureOpenAIApiInstanceName: this.azureOpenAIApiInstanceName,
                azureOpenAIApiKey: this.azureOpenAIApiKey,
                azureOpenAIBasePath: this.azureOpenAIBasePath,
                azureADTokenProvider: this.azureADTokenProvider,
                baseURL: this.clientConfig.baseURL,
            };
            const endpoint = getEndpoint(openAIEndpointConfig);
            const params = {
                ...this.clientConfig,
                baseURL: endpoint,
                timeout: this.timeout,
                maxRetries: 0,
            };
            if (!this.azureADTokenProvider) {
                params.apiKey = openAIEndpointConfig.azureOpenAIApiKey;
            }
            if (!params.baseURL) {
                delete params.baseURL;
            }
            params.defaultHeaders = {
                ...params.defaultHeaders,
                "User-Agent": params.defaultHeaders?.["User-Agent"]
                    ? `${params.defaultHeaders["User-Agent"]}: langchainjs-azure-openai-v2`
                    : `langchainjs-azure-openai-v2`,
            };
            this.client = new AzureOpenAIClient({
                apiVersion: this.azureOpenAIApiVersion,
                azureADTokenProvider: this.azureADTokenProvider,
                deployment: this.azureOpenAIApiDeploymentName,
                ...params,
            });
        }
        const requestOptions = {};
        if (this.azureOpenAIApiKey) {
            requestOptions.headers = {
                "api-key": this.azureOpenAIApiKey,
                ...requestOptions.headers,
            };
            requestOptions.query = {
                "api-version": this.azureOpenAIApiVersion,
                ...requestOptions.query,
            };
        }
        return this.caller.call(async () => {
            try {
                const res = await this.client.embeddings.create(request, requestOptions);
                return res;
            }
            catch (e) {
                const error = wrapOpenAIClientError(e);
                throw error;
            }
        });
    }
}