langchain
Version:
Typescript bindings for langchain
134 lines (132 loc) • 4.7 kB
TypeScript
import { AgentMiddleware } from "./types.js";
import { z } from "zod/v3";
//#region src/agents/middleware/modelRetry.d.ts
/**
* Configuration options for the Model Retry Middleware.
*/
declare const ModelRetryMiddlewareOptionsSchema: z.ZodObject<{
/**
* Behavior when all retries are exhausted. Options:
* - `"continue"` (default): Return an AIMessage with error details, allowing
* the agent to potentially handle the failure gracefully.
* - `"error"`: Re-raise the exception, stopping agent execution.
* - Custom function: Function that takes the exception and returns a string
* for the AIMessage content, allowing custom error formatting.
*/
onFailure: z.ZodDefault<z.ZodUnion<[z.ZodLiteral<"error">, z.ZodLiteral<"continue">, z.ZodFunction<z.ZodTuple<[z.ZodType<Error, z.ZodTypeDef, Error>], z.ZodUnknown>, z.ZodString>]>>;
} & {
maxRetries: z.ZodDefault<z.ZodNumber>;
retryOn: z.ZodDefault<z.ZodUnion<[z.ZodFunction<z.ZodTuple<[z.ZodType<Error, z.ZodTypeDef, Error>], z.ZodUnknown>, z.ZodBoolean>, z.ZodArray<z.ZodType<new (...args: any[]) => Error, z.ZodTypeDef, new (...args: any[]) => Error>, "many">]>>;
backoffFactor: z.ZodDefault<z.ZodNumber>;
initialDelayMs: z.ZodDefault<z.ZodNumber>;
maxDelayMs: z.ZodDefault<z.ZodNumber>;
jitter: z.ZodDefault<z.ZodBoolean>;
}, "strip", z.ZodTypeAny, {
maxRetries: number;
retryOn: (new (...args: any[]) => Error)[] | ((args_0: Error, ...args: unknown[]) => boolean);
backoffFactor: number;
initialDelayMs: number;
maxDelayMs: number;
jitter: boolean;
onFailure: "continue" | "error" | ((args_0: Error, ...args: unknown[]) => string);
}, {
maxRetries?: number | undefined;
retryOn?: (new (...args: any[]) => Error)[] | ((args_0: Error, ...args: unknown[]) => boolean) | undefined;
backoffFactor?: number | undefined;
initialDelayMs?: number | undefined;
maxDelayMs?: number | undefined;
jitter?: boolean | undefined;
onFailure?: "continue" | "error" | ((args_0: Error, ...args: unknown[]) => string) | undefined;
}>;
type ModelRetryMiddlewareConfig = z.input<typeof ModelRetryMiddlewareOptionsSchema>;
/**
* Middleware that automatically retries failed model calls with configurable backoff.
*
* Supports retrying on specific exceptions and exponential backoff.
*
* @example Basic usage with default settings (2 retries, exponential backoff)
* ```ts
* import { createAgent, modelRetryMiddleware } from "langchain";
*
* const agent = createAgent({
* model: "openai:gpt-4o",
* tools: [searchTool],
* middleware: [modelRetryMiddleware()],
* });
* ```
*
* @example Retry specific exceptions only
* ```ts
* import { modelRetryMiddleware } from "langchain";
*
* const retry = modelRetryMiddleware({
* maxRetries: 4,
* retryOn: [TimeoutError, NetworkError],
* backoffFactor: 1.5,
* });
* ```
*
* @example Custom exception filtering
* ```ts
* function shouldRetry(error: Error): boolean {
* // Only retry on rate limit errors
* if (error.name === "RateLimitError") {
* return true;
* }
* // Or check for specific HTTP status codes
* if (error.name === "HTTPError" && "statusCode" in error) {
* const statusCode = (error as any).statusCode;
* return statusCode === 429 || statusCode === 503;
* }
* return false;
* }
*
* const retry = modelRetryMiddleware({
* maxRetries: 3,
* retryOn: shouldRetry,
* });
* ```
*
* @example Return error message instead of raising
* ```ts
* const retry = modelRetryMiddleware({
* maxRetries: 4,
* onFailure: "continue", // Return AIMessage with error instead of throwing
* });
* ```
*
* @example Custom error message formatting
* ```ts
* const formatError = (error: Error) =>
* `Model call failed: ${error.message}. Please try again later.`;
*
* const retry = modelRetryMiddleware({
* maxRetries: 4,
* onFailure: formatError,
* });
* ```
*
* @example Constant backoff (no exponential growth)
* ```ts
* const retry = modelRetryMiddleware({
* maxRetries: 5,
* backoffFactor: 0.0, // No exponential growth
* initialDelayMs: 2000, // Always wait 2 seconds
* });
* ```
*
* @example Raise exception on failure
* ```ts
* const retry = modelRetryMiddleware({
* maxRetries: 2,
* onFailure: "error", // Re-raise exception instead of returning message
* });
* ```
*
* @param config - Configuration options for the retry middleware
* @returns A middleware instance that handles model failures with retries
*/
declare function modelRetryMiddleware(config?: ModelRetryMiddlewareConfig): AgentMiddleware;
//#endregion
export { ModelRetryMiddlewareConfig, modelRetryMiddleware };
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