feat(HTTP Request Tool Node): Use DynamicStructuredTool with models supporting it (no-changelog) (#10246)

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Eugene 2024-08-07 11:20:17 +02:00 committed by GitHub
parent fa17391dbd
commit a936680768
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11 changed files with 382 additions and 26 deletions

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@ -38,7 +38,7 @@ export async function openAiFunctionsAgentExecute(
const memory = (await this.getInputConnectionData(NodeConnectionType.AiMemory, 0)) as
| BaseChatMemory
| undefined;
const tools = await getConnectedTools(this, nodeVersion >= 1.5);
const tools = await getConnectedTools(this, nodeVersion >= 1.5, false);
const outputParsers = await getOptionalOutputParsers(this);
const options = this.getNodeParameter('options', 0, {}) as {
systemMessage?: string;

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@ -90,7 +90,7 @@ export async function toolsAgentExecute(this: IExecuteFunctions): Promise<INodeE
| BaseChatMemory
| undefined;
const tools = (await getConnectedTools(this, true)) as Array<DynamicStructuredTool | Tool>;
const tools = (await getConnectedTools(this, true, false)) as Array<DynamicStructuredTool | Tool>;
const outputParser = (await getOptionalOutputParsers(this))?.[0];
let structuredOutputParserTool: DynamicStructuredTool | undefined;

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@ -313,7 +313,7 @@ export class OpenAiAssistant implements INodeType {
async execute(this: IExecuteFunctions): Promise<INodeExecutionData[][]> {
const nodeVersion = this.getNode().typeVersion;
const tools = await getConnectedTools(this, nodeVersion > 1);
const tools = await getConnectedTools(this, nodeVersion > 1, false);
const credentials = await this.getCredentials('openAiApi');
const items = this.getInputData();

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@ -12,6 +12,7 @@ import { NodeConnectionType, NodeOperationError, tryToParseAlphanumericString }
import { DynamicTool } from '@langchain/core/tools';
import { getConnectionHintNoticeField } from '../../../utils/sharedFields';
import { N8nTool } from '../../../utils/N8nTool';
import {
configureHttpRequestFunction,
configureResponseOptimizer,
@ -19,6 +20,7 @@ import {
prepareToolDescription,
configureToolFunction,
updateParametersAndOptions,
makeToolInputSchema,
} from './utils';
import {
@ -38,7 +40,7 @@ export class ToolHttpRequest implements INodeType {
name: 'toolHttpRequest',
icon: { light: 'file:httprequest.svg', dark: 'file:httprequest.dark.svg' },
group: ['output'],
version: 1,
version: [1, 1.1],
description: 'Makes an HTTP request and returns the response data',
subtitle: '={{ $parameter.toolDescription }}',
defaults: {
@ -394,9 +396,24 @@ export class ToolHttpRequest implements INodeType {
optimizeResponse,
);
const description = prepareToolDescription(toolDescription, toolParameters);
let tool: DynamicTool | N8nTool;
const tool = new DynamicTool({ name, description, func });
// If the node version is 1.1 or higher, we use the N8nTool wrapper:
// it allows to use tool as a DynamicStructuredTool and have a fallback to DynamicTool
if (this.getNode().typeVersion >= 1.1) {
const schema = makeToolInputSchema(toolParameters);
tool = new N8nTool(this, {
name,
description: toolDescription,
func,
schema,
});
} else {
// Keep the old behavior for nodes with version 1.0
const description = prepareToolDescription(toolDescription, toolParameters);
tool = new DynamicTool({ name, description, func });
}
return {
response: tool,

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@ -27,6 +27,8 @@ import type {
SendIn,
ToolParameter,
} from './interfaces';
import type { DynamicZodObject } from '../../../types/zod.types';
import { z } from 'zod';
const genericCredentialRequest = async (ctx: IExecuteFunctions, itemIndex: number) => {
const genericType = ctx.getNodeParameter('genericAuthType', itemIndex) as string;
@ -566,7 +568,7 @@ export const configureToolFunction = (
httpRequest: (options: IHttpRequestOptions) => Promise<any>,
optimizeResponse: (response: string) => string,
) => {
return async (query: string): Promise<string> => {
return async (query: string | IDataObject): Promise<string> => {
const { index } = ctx.addInputData(NodeConnectionType.AiTool, [[{ json: { query } }]]);
let response: string = '';
@ -581,18 +583,22 @@ export const configureToolFunction = (
if (query) {
let dataFromModel;
try {
dataFromModel = jsonParse<IDataObject>(query);
} catch (error) {
if (toolParameters.length === 1) {
dataFromModel = { [toolParameters[0].name]: query };
} else {
throw new NodeOperationError(
ctx.getNode(),
`Input is not a valid JSON: ${error.message}`,
{ itemIndex },
);
if (typeof query === 'string') {
try {
dataFromModel = jsonParse<IDataObject>(query);
} catch (error) {
if (toolParameters.length === 1) {
dataFromModel = { [toolParameters[0].name]: query };
} else {
throw new NodeOperationError(
ctx.getNode(),
`Input is not a valid JSON: ${error.message}`,
{ itemIndex },
);
}
}
} else {
dataFromModel = query;
}
for (const parameter of toolParameters) {
@ -727,6 +733,8 @@ export const configureToolFunction = (
}
}
} catch (error) {
console.error(error);
const errorMessage = 'Input provided by model is not valid';
if (error instanceof NodeOperationError) {
@ -765,3 +773,38 @@ export const configureToolFunction = (
return response;
};
};
function makeParameterZodSchema(parameter: ToolParameter) {
let schema: z.ZodTypeAny;
if (parameter.type === 'string') {
schema = z.string();
} else if (parameter.type === 'number') {
schema = z.number();
} else if (parameter.type === 'boolean') {
schema = z.boolean();
} else if (parameter.type === 'json') {
schema = z.record(z.any());
} else {
schema = z.string();
}
if (!parameter.required) {
schema = schema.optional();
}
if (parameter.description) {
schema = schema.describe(parameter.description);
}
return schema;
}
export function makeToolInputSchema(parameters: ToolParameter[]): DynamicZodObject {
const schemaEntries = parameters.map((parameter) => [
parameter.name,
makeParameterZodSchema(parameter),
]);
return z.object(Object.fromEntries(schemaEntries));
}

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@ -493,7 +493,7 @@ export class ToolWorkflow implements INodeType {
if (useSchema) {
try {
// We initialize these even though one of them will always be empty
// it makes it easer to navigate the ternary operator
// it makes it easier to navigate the ternary operator
const jsonExample = this.getNodeParameter('jsonSchemaExample', itemIndex, '') as string;
const inputSchema = this.getNodeParameter('inputSchema', itemIndex, '') as string;

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@ -163,7 +163,7 @@ export async function execute(this: IExecuteFunctions, i: number): Promise<INode
const agent = new OpenAIAssistantRunnable({ assistantId, client, asAgent: true });
const tools = await getConnectedTools(this, nodeVersion > 1);
const tools = await getConnectedTools(this, nodeVersion > 1, false);
let assistantTools;
if (tools.length) {

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@ -219,7 +219,7 @@ export async function execute(this: IExecuteFunctions, i: number): Promise<INode
if (hideTools !== 'hide') {
const enforceUniqueNames = nodeVersion > 1;
externalTools = await getConnectedTools(this, enforceUniqueNames);
externalTools = await getConnectedTools(this, enforceUniqueNames, false);
}
if (externalTools.length) {

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@ -0,0 +1,169 @@
import { N8nTool } from './N8nTool';
import { createMockExecuteFunction } from 'n8n-nodes-base/test/nodes/Helpers';
import { z } from 'zod';
import type { INode } from 'n8n-workflow';
import { DynamicStructuredTool, DynamicTool } from '@langchain/core/tools';
const mockNode: INode = {
id: '1',
name: 'Mock node',
typeVersion: 2,
type: 'n8n-nodes-base.mock',
position: [60, 760],
parameters: {
operation: 'test',
},
};
describe('Test N8nTool wrapper as DynamicStructuredTool', () => {
it('should wrap a tool', () => {
const func = jest.fn();
const ctx = createMockExecuteFunction({}, mockNode);
const tool = new N8nTool(ctx, {
name: 'Dummy Tool',
description: 'A dummy tool for testing',
func,
schema: z.object({
foo: z.string(),
}),
});
expect(tool).toBeInstanceOf(DynamicStructuredTool);
});
});
describe('Test N8nTool wrapper - DynamicTool fallback', () => {
it('should convert the tool to a dynamic tool', () => {
const func = jest.fn();
const ctx = createMockExecuteFunction({}, mockNode);
const tool = new N8nTool(ctx, {
name: 'Dummy Tool',
description: 'A dummy tool for testing',
func,
schema: z.object({
foo: z.string(),
}),
});
const dynamicTool = tool.asDynamicTool();
expect(dynamicTool).toBeInstanceOf(DynamicTool);
});
it('should format fallback description correctly', () => {
const func = jest.fn();
const ctx = createMockExecuteFunction({}, mockNode);
const tool = new N8nTool(ctx, {
name: 'Dummy Tool',
description: 'A dummy tool for testing',
func,
schema: z.object({
foo: z.string(),
bar: z.number().optional(),
qwe: z.boolean().describe('Boolean description'),
}),
});
const dynamicTool = tool.asDynamicTool();
expect(dynamicTool.description).toContain('foo: (description: , type: string, required: true)');
expect(dynamicTool.description).toContain(
'bar: (description: , type: number, required: false)',
);
expect(dynamicTool.description).toContain(
'qwe: (description: Boolean description, type: boolean, required: true)',
);
});
it('should handle empty parameter list correctly', () => {
const func = jest.fn();
const ctx = createMockExecuteFunction({}, mockNode);
const tool = new N8nTool(ctx, {
name: 'Dummy Tool',
description: 'A dummy tool for testing',
func,
schema: z.object({}),
});
const dynamicTool = tool.asDynamicTool();
expect(dynamicTool.description).toEqual('A dummy tool for testing');
});
it('should parse correct parameters', async () => {
const func = jest.fn();
const ctx = createMockExecuteFunction({}, mockNode);
const tool = new N8nTool(ctx, {
name: 'Dummy Tool',
description: 'A dummy tool for testing',
func,
schema: z.object({
foo: z.string().describe('Foo description'),
bar: z.number().optional(),
}),
});
const dynamicTool = tool.asDynamicTool();
const testParameters = { foo: 'some value' };
await dynamicTool.func(JSON.stringify(testParameters));
expect(func).toHaveBeenCalledWith(testParameters);
});
it('should recover when 1 parameter is passed directly', async () => {
const func = jest.fn();
const ctx = createMockExecuteFunction({}, mockNode);
const tool = new N8nTool(ctx, {
name: 'Dummy Tool',
description: 'A dummy tool for testing',
func,
schema: z.object({
foo: z.string().describe('Foo description'),
}),
});
const dynamicTool = tool.asDynamicTool();
const testParameter = 'some value';
await dynamicTool.func(testParameter);
expect(func).toHaveBeenCalledWith({ foo: testParameter });
});
it('should recover when JS object is passed instead of JSON', async () => {
const func = jest.fn();
const ctx = createMockExecuteFunction({}, mockNode);
const tool = new N8nTool(ctx, {
name: 'Dummy Tool',
description: 'A dummy tool for testing',
func,
schema: z.object({
foo: z.string().describe('Foo description'),
}),
});
const dynamicTool = tool.asDynamicTool();
await dynamicTool.func('{ foo: "some value" }');
expect(func).toHaveBeenCalledWith({ foo: 'some value' });
});
});

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@ -0,0 +1,113 @@
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,
});
}
}

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@ -1,17 +1,19 @@
import { NodeConnectionType, NodeOperationError, jsonStringify } from 'n8n-workflow';
import type {
EventNamesAiNodesType,
IDataObject,
IExecuteFunctions,
IWebhookFunctions,
} from 'n8n-workflow';
import { NodeConnectionType, NodeOperationError, jsonStringify } from 'n8n-workflow';
import type { BaseChatModel } from '@langchain/core/language_models/chat_models';
import type { BaseOutputParser } from '@langchain/core/output_parsers';
import type { BaseMessage } from '@langchain/core/messages';
import { DynamicTool, type Tool } from '@langchain/core/tools';
import type { Tool } from '@langchain/core/tools';
import type { BaseLLM } from '@langchain/core/language_models/llms';
import type { BaseChatMemory } from 'langchain/memory';
import type { BaseChatMessageHistory } from '@langchain/core/chat_history';
import { N8nTool } from './N8nTool';
import { DynamicTool } from '@langchain/core/tools';
function hasMethods<T>(obj: unknown, ...methodNames: Array<string | symbol>): obj is T {
return methodNames.every(
@ -178,7 +180,11 @@ export function serializeChatHistory(chatHistory: BaseMessage[]): string {
.join('\n');
}
export const getConnectedTools = async (ctx: IExecuteFunctions, enforceUniqueNames: boolean) => {
export const getConnectedTools = async (
ctx: IExecuteFunctions,
enforceUniqueNames: boolean,
convertStructuredTool: boolean = true,
) => {
const connectedTools =
((await ctx.getInputConnectionData(NodeConnectionType.AiTool, 0)) as Tool[]) || [];
@ -186,8 +192,10 @@ export const getConnectedTools = async (ctx: IExecuteFunctions, enforceUniqueNam
const seenNames = new Set<string>();
const finalTools = [];
for (const tool of connectedTools) {
if (!(tool instanceof DynamicTool)) continue;
if (!(tool instanceof DynamicTool) && !(tool instanceof N8nTool)) continue;
const { name } = tool;
if (seenNames.has(name)) {
@ -197,7 +205,13 @@ export const getConnectedTools = async (ctx: IExecuteFunctions, enforceUniqueNam
);
}
seenNames.add(name);
if (convertStructuredTool && tool instanceof N8nTool) {
finalTools.push(tool.asDynamicTool());
} else {
finalTools.push(tool);
}
}
return connectedTools;
return finalTools;
};