@langchain/community
Version:
Third-party integrations for LangChain.js
104 lines (103 loc) • 4.32 kB
JavaScript
import { __exportAll } from "../_virtual/_rolldown/runtime.js";
import { ensureCacheExists } from "../utils/momento.js";
import { BaseCache, deserializeStoredGeneration, serializeGeneration } from "@langchain/core/caches";
import { CacheGet, CacheSet, InvalidArgumentError } from "@gomomento/sdk-core";
//#region src/caches/momento.ts
var momento_exports = /* @__PURE__ */ __exportAll({ MomentoCache: () => MomentoCache });
/**
* A cache that uses Momento as the backing store.
* See https://gomomento.com.
* @example
* ```typescript
* const cache = new MomentoCache({
* client: new CacheClient({
* configuration: Configurations.Laptop.v1(),
* credentialProvider: CredentialProvider.fromEnvironmentVariable({
* environmentVariableName: "MOMENTO_API_KEY",
* }),
* defaultTtlSeconds: 60 * 60 * 24, // Cache TTL set to 24 hours.
* }),
* cacheName: "langchain",
* });
* // Initialize the OpenAI model with Momento cache for caching responses
* const model = new ChatOpenAI({
* model: "gpt-4o-mini",
* cache,
* });
* await model.invoke("How are you today?");
* const cachedValues = await cache.lookup("How are you today?", "llmKey");
* ```
*/
var MomentoCache = class MomentoCache extends BaseCache {
client;
cacheName;
ttlSeconds;
constructor(props) {
super();
this.client = props.client;
this.cacheName = props.cacheName;
this.validateTtlSeconds(props.ttlSeconds);
this.ttlSeconds = props.ttlSeconds;
}
/**
* Create a new standard cache backed by Momento.
*
* @param {MomentoCacheProps} props The settings to instantiate the cache.
* @param {ICacheClient} props.client The Momento cache client.
* @param {string} props.cacheName The name of the cache to use to store the data.
* @param {number} props.ttlSeconds The time to live for the cache items. If not specified,
* the cache client default is used.
* @param {boolean} props.ensureCacheExists If true, ensure that the cache exists before returning.
* If false, the cache is not checked for existence. Defaults to true.
* @throws {@link InvalidArgumentError} if {@link props.ttlSeconds} is not strictly positive.
* @returns The Momento-backed cache.
*/
static async fromProps(props) {
const instance = new MomentoCache(props);
if (props.ensureCacheExists || props.ensureCacheExists === void 0) await ensureCacheExists(props.client, props.cacheName);
return instance;
}
/**
* Validate the user-specified TTL, if provided, is strictly positive.
* @param ttlSeconds The TTL to validate.
*/
validateTtlSeconds(ttlSeconds) {
if (ttlSeconds !== void 0 && ttlSeconds <= 0) throw new InvalidArgumentError("ttlSeconds must be positive.");
}
/**
* Lookup LLM generations in cache by prompt and associated LLM key.
* @param prompt The prompt to lookup.
* @param llmKey The LLM key to lookup.
* @returns The generations associated with the prompt and LLM key, or null if not found.
*/
async lookup(prompt, llmKey) {
const key = this.keyEncoder(prompt, llmKey);
const getResponse = await this.client.get(this.cacheName, key);
if (getResponse instanceof CacheGet.Hit) {
const value = getResponse.valueString();
const parsedValue = JSON.parse(value);
if (!Array.isArray(parsedValue)) return null;
return JSON.parse(value).map(deserializeStoredGeneration);
} else if (getResponse instanceof CacheGet.Miss) return null;
else if (getResponse instanceof CacheGet.Error) throw getResponse.innerException();
else throw new Error(`Unknown response type: ${getResponse.toString()}`);
}
/**
* Update the cache with the given generations.
*
* Note this overwrites any existing generations for the given prompt and LLM key.
*
* @param prompt The prompt to update.
* @param llmKey The LLM key to update.
* @param value The generations to store.
*/
async update(prompt, llmKey, value) {
const key = this.keyEncoder(prompt, llmKey);
const setResponse = await this.client.set(this.cacheName, key, JSON.stringify(value.map(serializeGeneration)), { ttl: this.ttlSeconds });
if (setResponse instanceof CacheSet.Success) {} else if (setResponse instanceof CacheSet.Error) throw setResponse.innerException();
else throw new Error(`Unknown response type: ${setResponse.toString()}`);
}
};
//#endregion
export { MomentoCache, momento_exports };
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