agsamantha/node_modules/@langchain/community/dist/embeddings/minimax.js

import { getEnvironmentVariable } from "@langchain/core/utils/env";
import { Embeddings } from "@langchain/core/embeddings";
import { chunkArray } from "@langchain/core/utils/chunk_array";
/**
 * Class for generating embeddings using the Minimax API. Extends the
 * Embeddings class and implements MinimaxEmbeddingsParams
 * @example
 * ```typescript
 * const embeddings = new MinimaxEmbeddings();
 *
 * // Embed a single query
 * const queryEmbedding = await embeddings.embedQuery("Hello world");
 * console.log(queryEmbedding);
 *
 * // Embed multiple documents
 * const documentsEmbedding = await embeddings.embedDocuments([
 *   "Hello world",
 *   "Bye bye",
 * ]);
 * console.log(documentsEmbedding);
 * ```
 */
export class MinimaxEmbeddings extends Embeddings {
    constructor(fields) {
        const fieldsWithDefaults = { maxConcurrency: 2, ...fields };
        super(fieldsWithDefaults);
        Object.defineProperty(this, "modelName", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: "embo-01"
        });
        Object.defineProperty(this, "model", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: "embo-01"
        });
        Object.defineProperty(this, "batchSize", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: 512
        });
        Object.defineProperty(this, "stripNewLines", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: true
        });
        Object.defineProperty(this, "minimaxGroupId", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: void 0
        });
        Object.defineProperty(this, "minimaxApiKey", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: void 0
        });
        Object.defineProperty(this, "apiKey", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: void 0
        });
        Object.defineProperty(this, "type", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: "db"
        });
        Object.defineProperty(this, "apiUrl", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: void 0
        });
        Object.defineProperty(this, "basePath", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: "https://api.minimax.chat/v1"
        });
        Object.defineProperty(this, "headers", {
            enumerable: true,
            configurable: true,
            writable: true,
            value: void 0
        });
        this.minimaxGroupId =
            fields?.minimaxGroupId ?? getEnvironmentVariable("MINIMAX_GROUP_ID");
        if (!this.minimaxGroupId) {
            throw new Error("Minimax GroupID  not found");
        }
        this.minimaxApiKey =
            fields?.apiKey ??
                fields?.minimaxApiKey ??
                getEnvironmentVariable("MINIMAX_API_KEY");
        this.apiKey = this.minimaxApiKey;
        if (!this.apiKey) {
            throw new Error("Minimax ApiKey not found");
        }
        this.modelName =
            fieldsWithDefaults?.model ?? fieldsWithDefaults?.modelName ?? this.model;
        this.model = this.modelName;
        this.batchSize = fieldsWithDefaults?.batchSize ?? this.batchSize;
        this.type = fieldsWithDefaults?.type ?? this.type;
        this.stripNewLines =
            fieldsWithDefaults?.stripNewLines ?? this.stripNewLines;
        this.basePath = fields?.configuration?.basePath ?? this.basePath;
        this.apiUrl = `${this.basePath}/embeddings`;
        this.headers = fields?.configuration?.headers ?? this.headers;
    }
    /**
     * Method to generate embeddings for an array of documents. Splits the
     * documents into batches and makes requests to the Minimax API to generate
     * embeddings.
     * @param texts Array of documents to generate embeddings for.
     * @returns Promise that resolves to a 2D array of embeddings for each document.
     */
    async embedDocuments(texts) {
        const batches = chunkArray(this.stripNewLines ? texts.map((t) => t.replace(/\n/g, " ")) : texts, this.batchSize);
        const batchRequests = batches.map((batch) => this.embeddingWithRetry({
            model: this.model,
            texts: batch,
            type: this.type,
        }));
        const batchResponses = await Promise.all(batchRequests);
        const embeddings = [];
        for (let i = 0; i < batchResponses.length; i += 1) {
            const batch = batches[i];
            const { vectors: batchResponse } = batchResponses[i];
            for (let j = 0; j < batch.length; j += 1) {
                embeddings.push(batchResponse[j]);
            }
        }
        return embeddings;
    }
    /**
     * Method to generate an embedding for a single document. Calls the
     * embeddingWithRetry method with the document as the input.
     * @param text Document to generate an embedding for.
     * @returns Promise that resolves to an embedding for the document.
     */
    async embedQuery(text) {
        const { vectors } = await this.embeddingWithRetry({
            model: this.model,
            texts: [this.stripNewLines ? text.replace(/\n/g, " ") : text],
            type: this.type,
        });
        return vectors[0];
    }
    /**
     * Private method to make a request to the Minimax API to generate
     * embeddings. Handles the retry logic and returns the response from the
     * API.
     * @param request Request to send to the Minimax API.
     * @returns Promise that resolves to the response from the API.
     */
    async embeddingWithRetry(request) {
        const makeCompletionRequest = async () => {
            const url = `${this.apiUrl}?GroupId=${this.minimaxGroupId}`;
            const response = await fetch(url, {
                method: "POST",
                headers: {
                    "Content-Type": "application/json",
                    Authorization: `Bearer ${this.apiKey}`,
                    ...this.headers,
                },
                body: JSON.stringify(request),
            });
            const json = await response.json();
            return json;
        };
        return this.caller.call(makeCompletionRequest);
    }
}