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tools.ts
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tools.ts
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import { z } from "zod";
import {
CallbackManager,
CallbackManagerForToolRun,
Callbacks,
parseCallbackConfigArg,
} from "./callbacks/manager.js";
import {
BaseLangChain,
type BaseLangChainParams,
} from "./language_models/base.js";
import { ensureConfig, type RunnableConfig } from "./runnables/config.js";
import type { RunnableFunc, RunnableInterface } from "./runnables/base.js";
// eslint-disable-next-line @typescript-eslint/no-explicit-any
type ZodAny = z.ZodObject<any, any, any, any>;
/**
* Parameters for the Tool classes.
*/
export interface ToolParams extends BaseLangChainParams {}
/**
* Custom error class used to handle exceptions related to tool input parsing.
* It extends the built-in `Error` class and adds an optional `output`
* property that can hold the output that caused the exception.
*/
export class ToolInputParsingException extends Error {
output?: string;
constructor(message: string, output?: string) {
super(message);
this.output = output;
}
}
export interface StructuredToolInterface<T extends ZodAny = ZodAny>
extends RunnableInterface<
(z.output<T> extends string ? string : never) | z.input<T>,
string
> {
lc_namespace: string[];
schema: T | z.ZodEffects<T>;
/**
* @deprecated Use .invoke() instead. Will be removed in 0.3.0.
*
* Calls the tool with the provided argument, configuration, and tags. It
* parses the input according to the schema, handles any errors, and
* manages callbacks.
* @param arg The input argument for the tool.
* @param configArg Optional configuration or callbacks for the tool.
* @param tags Optional tags for the tool.
* @returns A Promise that resolves with a string.
*/
call(
arg: (z.output<T> extends string ? string : never) | z.input<T>,
configArg?: Callbacks | RunnableConfig,
/** @deprecated */
tags?: string[]
): Promise<string>;
name: string;
description: string;
returnDirect: boolean;
}
/**
* Base class for Tools that accept input of any shape defined by a Zod schema.
*/
export abstract class StructuredTool<
T extends ZodAny = ZodAny
> extends BaseLangChain<
(z.output<T> extends string ? string : never) | z.input<T>,
string
> {
abstract schema: T | z.ZodEffects<T>;
get lc_namespace() {
return ["langchain", "tools"];
}
constructor(fields?: ToolParams) {
super(fields ?? {});
}
protected abstract _call(
arg: z.output<T>,
runManager?: CallbackManagerForToolRun,
config?: RunnableConfig
): Promise<string>;
/**
* Invokes the tool with the provided input and configuration.
* @param input The input for the tool.
* @param config Optional configuration for the tool.
* @returns A Promise that resolves with a string.
*/
async invoke(
input: (z.output<T> extends string ? string : never) | z.input<T>,
config?: RunnableConfig
): Promise<string> {
return this.call(input, ensureConfig(config));
}
/**
* @deprecated Use .invoke() instead. Will be removed in 0.3.0.
*
* Calls the tool with the provided argument, configuration, and tags. It
* parses the input according to the schema, handles any errors, and
* manages callbacks.
* @param arg The input argument for the tool.
* @param configArg Optional configuration or callbacks for the tool.
* @param tags Optional tags for the tool.
* @returns A Promise that resolves with a string.
*/
async call(
arg: (z.output<T> extends string ? string : never) | z.input<T>,
configArg?: Callbacks | RunnableConfig,
/** @deprecated */
tags?: string[]
): Promise<string> {
let parsed;
try {
parsed = await this.schema.parseAsync(arg);
} catch (e) {
throw new ToolInputParsingException(
`Received tool input did not match expected schema`,
JSON.stringify(arg)
);
}
const config = parseCallbackConfigArg(configArg);
const callbackManager_ = await CallbackManager.configure(
config.callbacks,
this.callbacks,
config.tags || tags,
this.tags,
config.metadata,
this.metadata,
{ verbose: this.verbose }
);
const runManager = await callbackManager_?.handleToolStart(
this.toJSON(),
typeof parsed === "string" ? parsed : JSON.stringify(parsed),
config.runId,
undefined,
undefined,
undefined,
config.runName
);
delete config.runId;
let result;
try {
result = await this._call(parsed, runManager, config);
} catch (e) {
await runManager?.handleToolError(e);
throw e;
}
await runManager?.handleToolEnd(result);
return result;
}
abstract name: string;
abstract description: string;
returnDirect = false;
}
export interface ToolInterface extends StructuredToolInterface {
/**
* @deprecated Use .invoke() instead. Will be removed in 0.3.0.
*
* Calls the tool with the provided argument and callbacks. It handles
* string inputs specifically.
* @param arg The input argument for the tool, which can be a string, undefined, or an input of the tool's schema.
* @param callbacks Optional callbacks for the tool.
* @returns A Promise that resolves with a string.
*/
call(
arg: string | undefined | z.input<this["schema"]>,
callbacks?: Callbacks | RunnableConfig
): Promise<string>;
}
/**
* Base class for Tools that accept input as a string.
*/
export abstract class Tool extends StructuredTool {
schema = z
.object({ input: z.string().optional() })
.transform((obj) => obj.input);
constructor(fields?: ToolParams) {
super(fields);
}
/**
* @deprecated Use .invoke() instead. Will be removed in 0.3.0.
*
* Calls the tool with the provided argument and callbacks. It handles
* string inputs specifically.
* @param arg The input argument for the tool, which can be a string, undefined, or an input of the tool's schema.
* @param callbacks Optional callbacks for the tool.
* @returns A Promise that resolves with a string.
*/
call(
arg: string | undefined | z.input<this["schema"]>,
callbacks?: Callbacks | RunnableConfig
): Promise<string> {
return super.call(
typeof arg === "string" || !arg ? { input: arg } : arg,
callbacks
);
}
}
export interface BaseDynamicToolInput extends ToolParams {
name: string;
description: string;
returnDirect?: boolean;
}
/**
* Interface for the input parameters of the DynamicTool class.
*/
export interface DynamicToolInput extends BaseDynamicToolInput {
func: (
input: string,
runManager?: CallbackManagerForToolRun,
config?: RunnableConfig
) => Promise<string>;
}
/**
* Interface for the input parameters of the DynamicStructuredTool class.
*/
export interface DynamicStructuredToolInput<T extends ZodAny = ZodAny>
extends BaseDynamicToolInput {
func: (
input: z.infer<T>,
runManager?: CallbackManagerForToolRun,
config?: RunnableConfig
) => Promise<string>;
schema: T;
}
/**
* A tool that can be created dynamically from a function, name, and description.
*/
export class DynamicTool extends Tool {
static lc_name() {
return "DynamicTool";
}
name: string;
description: string;
func: DynamicToolInput["func"];
constructor(fields: DynamicToolInput) {
super(fields);
this.name = fields.name;
this.description = fields.description;
this.func = fields.func;
this.returnDirect = fields.returnDirect ?? this.returnDirect;
}
/**
* @deprecated Use .invoke() instead. Will be removed in 0.3.0.
*/
async call(
arg: string | undefined | z.input<this["schema"]>,
configArg?: RunnableConfig | Callbacks
): Promise<string> {
const config = parseCallbackConfigArg(configArg);
if (config.runName === undefined) {
config.runName = this.name;
}
return super.call(arg, config);
}
/** @ignore */
async _call(
input: string,
runManager?: CallbackManagerForToolRun,
config?: RunnableConfig
): Promise<string> {
return this.func(input, runManager, config);
}
}
/**
* A tool that can be created dynamically from a function, name, and
* description, designed to work with structured data. It extends the
* StructuredTool class and overrides the _call method to execute the
* provided function when the tool is called.
*/
export class DynamicStructuredTool<
T extends ZodAny = ZodAny
> extends StructuredTool<T> {
static lc_name() {
return "DynamicStructuredTool";
}
name: string;
description: string;
func: DynamicStructuredToolInput<T>["func"];
schema: T;
constructor(fields: DynamicStructuredToolInput<T>) {
super(fields);
this.name = fields.name;
this.description = fields.description;
this.func = fields.func;
this.returnDirect = fields.returnDirect ?? this.returnDirect;
this.schema = fields.schema;
}
/**
* @deprecated Use .invoke() instead. Will be removed in 0.3.0.
*/
async call(
arg: z.output<T>,
configArg?: RunnableConfig | Callbacks,
/** @deprecated */
tags?: string[]
): Promise<string> {
const config = parseCallbackConfigArg(configArg);
if (config.runName === undefined) {
config.runName = this.name;
}
return super.call(arg, config, tags);
}
protected _call(
arg: z.output<T>,
runManager?: CallbackManagerForToolRun,
config?: RunnableConfig
): Promise<string> {
return this.func(arg, runManager, config);
}
}
/**
* Abstract base class for toolkits in LangChain. Toolkits are collections
* of tools that agents can use. Subclasses must implement the `tools`
* property to provide the specific tools for the toolkit.
*/
export abstract class BaseToolkit {
abstract tools: StructuredToolInterface[];
getTools(): StructuredToolInterface[] {
return this.tools;
}
}
/**
* Parameters for the tool function.
* @template {ZodAny} RunInput The input schema for the tool.
*/
interface ToolWrapperParams<RunInput extends ZodAny = ZodAny>
extends ToolParams {
/**
* The name of the tool. If using with an LLM, this
* will be passed as the tool name.
*/
name: string;
/**
* The description of the tool.
* @default `${fields.name} tool`
*/
description?: string;
/**
* The input schema for the tool. If using an LLM, this
* will be passed as the tool schema to generate arguments
* for.
*/
schema?: RunInput;
}
/**
* Creates a new StructuredTool instance with the provided function, name, description, and schema.
* @function
* @template {ZodAny} RunInput The input schema for the tool.
*
* @param {RunnableFunc<RunInput, string>} func - The function to invoke when the tool is called.
* @param fields - An object containing the following properties:
* @param {string} fields.name The name of the tool.
* @param {string | undefined} fields.description The description of the tool. Defaults to either the description on the Zod schema, or `${fields.name} tool`.
* @param {z.ZodObject<any, any, any, any>} fields.schema The Zod schema defining the input for the tool.
*
* @returns {StructuredTool<RunInput, string>} A new StructuredTool instance.
*/
export function tool<RunInput extends ZodAny = ZodAny>(
func: RunnableFunc<z.infer<RunInput>, string>,
fields: ToolWrapperParams<RunInput>
) {
const schema =
fields.schema ??
z.object({ input: z.string().optional() }).transform((obj) => obj.input);
const description =
fields.description ?? schema.description ?? `${fields.name} tool`;
return new DynamicStructuredTool<RunInput>({
name: fields.name,
description,
schema: schema as RunInput,
func: async (input, _runManager, config) => func(input, config),
});
}