mirror of
https://github.com/n8n-io/n8n.git
synced 2024-11-15 17:14:05 -08:00
114 lines
3.7 KiB
TypeScript
114 lines
3.7 KiB
TypeScript
|
import type { DynamicStructuredToolInput } from '@langchain/core/tools';
|
||
|
import { DynamicStructuredTool, DynamicTool } from '@langchain/core/tools';
|
||
|
import type { IExecuteFunctions, IDataObject } from 'n8n-workflow';
|
||
|
import { NodeConnectionType, jsonParse, NodeOperationError } from 'n8n-workflow';
|
||
|
import { StructuredOutputParser } from 'langchain/output_parsers';
|
||
|
import type { ZodTypeAny } from 'zod';
|
||
|
import { ZodBoolean, ZodNullable, ZodNumber, ZodObject, ZodOptional } from 'zod';
|
||
|
|
||
|
const getSimplifiedType = (schema: ZodTypeAny) => {
|
||
|
if (schema instanceof ZodObject) {
|
||
|
return 'object';
|
||
|
} else if (schema instanceof ZodNumber) {
|
||
|
return 'number';
|
||
|
} else if (schema instanceof ZodBoolean) {
|
||
|
return 'boolean';
|
||
|
} else if (schema instanceof ZodNullable || schema instanceof ZodOptional) {
|
||
|
return getSimplifiedType(schema.unwrap());
|
||
|
}
|
||
|
|
||
|
return 'string';
|
||
|
};
|
||
|
|
||
|
const getParametersDescription = (parameters: Array<[string, ZodTypeAny]>) =>
|
||
|
parameters
|
||
|
.map(
|
||
|
([name, schema]) =>
|
||
|
`${name}: (description: ${schema.description ?? ''}, type: ${getSimplifiedType(schema)}, required: ${!schema.isOptional()})`,
|
||
|
)
|
||
|
.join(',\n ');
|
||
|
|
||
|
export const prepareFallbackToolDescription = (toolDescription: string, schema: ZodObject<any>) => {
|
||
|
let description = `${toolDescription}`;
|
||
|
|
||
|
const toolParameters = Object.entries<ZodTypeAny>(schema.shape);
|
||
|
|
||
|
if (toolParameters.length) {
|
||
|
description += `
|
||
|
Tool expects valid stringified JSON object with ${toolParameters.length} properties.
|
||
|
Property names with description, type and required status:
|
||
|
${getParametersDescription(toolParameters)}
|
||
|
ALL parameters marked as required must be provided`;
|
||
|
}
|
||
|
|
||
|
return description;
|
||
|
};
|
||
|
|
||
|
export class N8nTool extends DynamicStructuredTool {
|
||
|
private context: IExecuteFunctions;
|
||
|
|
||
|
constructor(context: IExecuteFunctions, fields: DynamicStructuredToolInput) {
|
||
|
super(fields);
|
||
|
|
||
|
this.context = context;
|
||
|
}
|
||
|
|
||
|
asDynamicTool(): DynamicTool {
|
||
|
const { name, func, schema, context, description } = this;
|
||
|
|
||
|
const parser = new StructuredOutputParser(schema);
|
||
|
|
||
|
const wrappedFunc = async function (query: string) {
|
||
|
let parsedQuery: object;
|
||
|
|
||
|
// First we try to parse the query using the structured parser (Zod schema)
|
||
|
try {
|
||
|
parsedQuery = await parser.parse(query);
|
||
|
} catch (e) {
|
||
|
// If we were unable to parse the query using the schema, we try to gracefully handle it
|
||
|
let dataFromModel;
|
||
|
|
||
|
try {
|
||
|
// First we try to parse a JSON with more relaxed rules
|
||
|
dataFromModel = jsonParse<IDataObject>(query, { acceptJSObject: true });
|
||
|
} catch (error) {
|
||
|
// In case of error,
|
||
|
// If model supplied a simple string instead of an object AND only one parameter expected, we try to recover the object structure
|
||
|
if (Object.keys(schema.shape).length === 1) {
|
||
|
const parameterName = Object.keys(schema.shape)[0];
|
||
|
dataFromModel = { [parameterName]: query };
|
||
|
} else {
|
||
|
// Finally throw an error if we were unable to parse the query
|
||
|
throw new NodeOperationError(
|
||
|
context.getNode(),
|
||
|
`Input is not a valid JSON: ${error.message}`,
|
||
|
);
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// If we were able to parse the query with a fallback, we try to validate it using the schema
|
||
|
// Here we will throw an error if the data still does not match the schema
|
||
|
parsedQuery = schema.parse(dataFromModel);
|
||
|
}
|
||
|
|
||
|
try {
|
||
|
// Call tool function with parsed query
|
||
|
const result = await func(parsedQuery);
|
||
|
|
||
|
return result;
|
||
|
} catch (e) {
|
||
|
const { index } = context.addInputData(NodeConnectionType.AiTool, [[{ json: { query } }]]);
|
||
|
void context.addOutputData(NodeConnectionType.AiTool, index, e);
|
||
|
|
||
|
return e.toString();
|
||
|
}
|
||
|
};
|
||
|
|
||
|
return new DynamicTool({
|
||
|
name,
|
||
|
description: prepareFallbackToolDescription(description, schema),
|
||
|
func: wrappedFunc,
|
||
|
});
|
||
|
}
|
||
|
}
|