2024-09-04 03:06:17 -07:00
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import { DynamicStructuredTool } from '@langchain/core/tools';
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2024-10-02 04:31:22 -07:00
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import type { IExecuteFunctions, INodeParameters, INodeType } from 'n8n-workflow';
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import { jsonParse, NodeConnectionType, NodeOperationError } from 'n8n-workflow';
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2024-09-04 03:06:17 -07:00
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import { z } from 'zod';
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2024-10-02 04:31:22 -07:00
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type AllowedTypes = 'string' | 'number' | 'boolean' | 'json';
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interface FromAIArgument {
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key: string;
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description?: string;
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type?: AllowedTypes;
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defaultValue?: string | number | boolean | Record<string, unknown>;
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2024-09-04 03:06:17 -07:00
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}
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/**
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2024-10-02 04:31:22 -07:00
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* AIParametersParser
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*
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* This class encapsulates the logic for parsing node parameters, extracting $fromAI calls,
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* generating Zod schemas, and creating LangChain tools.
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2024-09-04 03:06:17 -07:00
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*/
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2024-10-02 04:31:22 -07:00
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class AIParametersParser {
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private ctx: IExecuteFunctions;
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2024-09-04 03:06:17 -07:00
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2024-10-02 04:31:22 -07:00
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/**
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* Constructs an instance of AIParametersParser.
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* @param ctx The execution context.
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*/
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constructor(ctx: IExecuteFunctions) {
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this.ctx = ctx;
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}
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/**
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* Generates a Zod schema based on the provided FromAIArgument placeholder.
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* @param placeholder The FromAIArgument object containing key, type, description, and defaultValue.
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* @returns A Zod schema corresponding to the placeholder's type and constraints.
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*/
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private generateZodSchema(placeholder: FromAIArgument): z.ZodTypeAny {
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let schema: z.ZodTypeAny;
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switch (placeholder.type?.toLowerCase()) {
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case 'string':
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schema = z.string();
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break;
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case 'number':
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schema = z.number();
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break;
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case 'boolean':
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schema = z.boolean();
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break;
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case 'json':
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schema = z.record(z.any());
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break;
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default:
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schema = z.string();
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}
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if (placeholder.description) {
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schema = schema.describe(`${schema.description ?? ''} ${placeholder.description}`.trim());
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}
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if (placeholder.defaultValue !== undefined) {
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schema = schema.default(placeholder.defaultValue);
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}
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return schema;
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}
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/**
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* Recursively traverses the nodeParameters object to find all $fromAI calls.
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* @param payload The current object or value being traversed.
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* @param collectedArgs The array collecting FromAIArgument objects.
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*/
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private traverseNodeParameters(payload: unknown, collectedArgs: FromAIArgument[]) {
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if (typeof payload === 'string') {
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const fromAICalls = this.extractFromAICalls(payload);
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fromAICalls.forEach((call) => collectedArgs.push(call));
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} else if (Array.isArray(payload)) {
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payload.forEach((item: unknown) => this.traverseNodeParameters(item, collectedArgs));
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} else if (typeof payload === 'object' && payload !== null) {
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Object.values(payload).forEach((value) => this.traverseNodeParameters(value, collectedArgs));
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}
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}
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/**
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* Extracts all $fromAI calls from a given string
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* @param str The string to search for $fromAI calls.
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* @returns An array of FromAIArgument objects.
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*
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* This method uses a regular expression to find the start of each $fromAI function call
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* in the input string. It then employs a character-by-character parsing approach to
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* accurately extract the arguments of each call, handling nested parentheses and quoted strings.
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*
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* The parsing process:
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* 1. Finds the starting position of a $fromAI call using regex.
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* 2. Iterates through characters, keeping track of parentheses depth and quote status.
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* 3. Handles escaped characters within quotes to avoid premature quote closing.
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* 4. Builds the argument string until the matching closing parenthesis is found.
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* 5. Parses the extracted argument string into a FromAIArgument object.
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* 6. Repeats the process for all $fromAI calls in the input string.
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*
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*/
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private extractFromAICalls(str: string): FromAIArgument[] {
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const args: FromAIArgument[] = [];
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// Regular expression to match the start of a $fromAI function call
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const pattern = /\$fromAI\s*\(\s*/gi;
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let match: RegExpExecArray | null;
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while ((match = pattern.exec(str)) !== null) {
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const startIndex = match.index + match[0].length;
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let current = startIndex;
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let inQuotes = false;
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let quoteChar = '';
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let parenthesesCount = 1;
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let argsString = '';
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// Parse the arguments string, handling nested parentheses and quotes
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while (current < str.length && parenthesesCount > 0) {
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const char = str[current];
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if (inQuotes) {
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// Handle characters inside quotes, including escaped characters
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if (char === '\\' && current + 1 < str.length) {
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argsString += char + str[current + 1];
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current += 2;
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continue;
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}
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if (char === quoteChar) {
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inQuotes = false;
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quoteChar = '';
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}
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argsString += char;
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} else {
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// Handle characters outside quotes
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if (['"', "'", '`'].includes(char)) {
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inQuotes = true;
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quoteChar = char;
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} else if (char === '(') {
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parenthesesCount++;
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} else if (char === ')') {
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parenthesesCount--;
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}
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// Only add characters if we're still inside the main parentheses
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if (parenthesesCount > 0 || char !== ')') {
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argsString += char;
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}
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}
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current++;
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}
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// If parentheses are balanced, parse the arguments
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if (parenthesesCount === 0) {
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try {
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const parsedArgs = this.parseArguments(argsString);
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args.push(parsedArgs);
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} catch (error) {
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// If parsing fails, throw an ApplicationError with details
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throw new NodeOperationError(
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this.ctx.getNode(),
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`Failed to parse $fromAI arguments: ${argsString}: ${error}`,
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);
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}
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} else {
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// Log an error if parentheses are unbalanced
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throw new NodeOperationError(
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this.ctx.getNode(),
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`Unbalanced parentheses while parsing $fromAI call: ${str.slice(startIndex)}`,
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);
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}
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}
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return args;
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2024-09-04 03:06:17 -07:00
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}
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2024-10-02 04:31:22 -07:00
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/**
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* Parses the arguments of a single $fromAI function call.
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* @param argsString The string containing the function arguments.
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* @returns A FromAIArgument object.
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*/
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private parseArguments(argsString: string): FromAIArgument {
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// Split arguments by commas not inside quotes
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const args: string[] = [];
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let currentArg = '';
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let inQuotes = false;
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let quoteChar = '';
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let escapeNext = false;
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for (let i = 0; i < argsString.length; i++) {
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const char = argsString[i];
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if (escapeNext) {
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currentArg += char;
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escapeNext = false;
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continue;
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}
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if (char === '\\') {
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escapeNext = true;
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continue;
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}
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if (['"', "'", '`'].includes(char)) {
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if (!inQuotes) {
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inQuotes = true;
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quoteChar = char;
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currentArg += char;
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} else if (char === quoteChar) {
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inQuotes = false;
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quoteChar = '';
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currentArg += char;
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} else {
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currentArg += char;
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}
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continue;
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}
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if (char === ',' && !inQuotes) {
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args.push(currentArg.trim());
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currentArg = '';
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continue;
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}
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currentArg += char;
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}
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if (currentArg) {
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args.push(currentArg.trim());
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}
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// Remove surrounding quotes if present
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const cleanArgs = args.map((arg) => {
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const trimmed = arg.trim();
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if (
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(trimmed.startsWith("'") && trimmed.endsWith("'")) ||
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(trimmed.startsWith('`') && trimmed.endsWith('`')) ||
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(trimmed.startsWith('"') && trimmed.endsWith('"'))
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) {
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return trimmed
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.slice(1, -1)
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.replace(/\\'/g, "'")
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.replace(/\\`/g, '`')
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.replace(/\\"/g, '"')
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.replace(/\\\\/g, '\\');
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}
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return trimmed;
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});
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const type = cleanArgs?.[2] || 'string';
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if (!['string', 'number', 'boolean', 'json'].includes(type.toLowerCase())) {
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throw new NodeOperationError(this.ctx.getNode(), `Invalid type: ${type}`);
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}
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2024-10-02 04:31:22 -07:00
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return {
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key: cleanArgs[0] || '',
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description: cleanArgs[1],
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type: (cleanArgs?.[2] ?? 'string') as AllowedTypes,
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defaultValue: this.parseDefaultValue(cleanArgs[3]),
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};
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}
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2024-10-02 04:31:22 -07:00
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/**
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* Parses the default value, preserving its original type.
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* @param value The default value as a string.
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* @returns The parsed default value in its appropriate type.
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*/
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private parseDefaultValue(
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value: string | undefined,
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): string | number | boolean | Record<string, unknown> | undefined {
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if (value === undefined || value === '') return undefined;
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const lowerValue = value.toLowerCase();
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if (lowerValue === 'true') return true;
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if (lowerValue === 'false') return false;
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if (!isNaN(Number(value))) return Number(value);
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try {
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return jsonParse(value);
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} catch {
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return value;
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}
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}
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2024-10-02 04:31:22 -07:00
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/**
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* Generates a description for a node based on the provided parameters.
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* @param node The node type.
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* @param nodeParameters The parameters of the node.
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* @returns A string description for the node.
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*/
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private getDescription(node: INodeType, nodeParameters: INodeParameters): string {
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const manualDescription = nodeParameters.toolDescription as string;
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if (nodeParameters.descriptionType === 'auto') {
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const resource = nodeParameters.resource as string;
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const operation = nodeParameters.operation as string;
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let description = node.description.description;
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if (resource) {
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description += `\n Resource: ${resource}`;
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}
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if (operation) {
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description += `\n Operation: ${operation}`;
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}
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return description.trim();
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}
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if (nodeParameters.descriptionType === 'manual') {
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return manualDescription ?? node.description.description;
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}
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return node.description.description;
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}
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2024-10-02 04:31:22 -07:00
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/**
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* Creates a DynamicStructuredTool from a node.
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* @param node The node type.
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* @param nodeParameters The parameters of the node.
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* @returns A DynamicStructuredTool instance.
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*/
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public createTool(node: INodeType, nodeParameters: INodeParameters): DynamicStructuredTool {
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const collectedArguments: FromAIArgument[] = [];
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this.traverseNodeParameters(nodeParameters, collectedArguments);
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// Validate each collected argument
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const nameValidationRegex = /^[a-zA-Z0-9_-]{1,64}$/;
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const keyMap = new Map<string, FromAIArgument>();
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for (const argument of collectedArguments) {
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if (argument.key.length === 0 || !nameValidationRegex.test(argument.key)) {
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const isEmptyError = 'You must specify a key when using $fromAI()';
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const isInvalidError = `Parameter key \`${argument.key}\` is invalid`;
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const error = new Error(argument.key.length === 0 ? isEmptyError : isInvalidError);
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throw new NodeOperationError(this.ctx.getNode(), error, {
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description:
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'Invalid parameter key, must be between 1 and 64 characters long and only contain letters, numbers, underscores, and hyphens',
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});
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}
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if (keyMap.has(argument.key)) {
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// If the key already exists in the Map
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const existingArg = keyMap.get(argument.key)!;
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// Check if the existing argument has the same description and type
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if (
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existingArg.description !== argument.description ||
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existingArg.type !== argument.type
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) {
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// If not, throw an error for inconsistent duplicate keys
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throw new NodeOperationError(
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this.ctx.getNode(),
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`Duplicate key '${argument.key}' found with different description or type`,
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{
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description:
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'Ensure all $fromAI() calls with the same key have consistent descriptions and types',
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},
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);
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}
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// If the duplicate key has consistent description and type, it's allowed (no action needed)
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} else {
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// If the key doesn't exist in the Map, add it
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keyMap.set(argument.key, argument);
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}
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}
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// Remove duplicate keys, latest occurrence takes precedence
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const uniqueArgsMap = collectedArguments.reduce((map, arg) => {
|
|
|
|
map.set(arg.key, arg);
|
|
|
|
return map;
|
|
|
|
}, new Map<string, FromAIArgument>());
|
2024-09-04 03:06:17 -07:00
|
|
|
|
2024-10-02 04:31:22 -07:00
|
|
|
const uniqueArguments = Array.from(uniqueArgsMap.values());
|
2024-09-04 03:06:17 -07:00
|
|
|
|
2024-10-02 04:31:22 -07:00
|
|
|
// Generate Zod schema from unique arguments
|
|
|
|
const schemaObj = uniqueArguments.reduce((acc: Record<string, z.ZodTypeAny>, placeholder) => {
|
|
|
|
acc[placeholder.key] = this.generateZodSchema(placeholder);
|
|
|
|
return acc;
|
|
|
|
}, {});
|
|
|
|
|
|
|
|
const schema = z.object(schemaObj).required();
|
|
|
|
const description = this.getDescription(node, nodeParameters);
|
|
|
|
const nodeName = this.ctx.getNode().name.replace(/ /g, '_');
|
|
|
|
const name = nodeName || node.description.name;
|
|
|
|
|
|
|
|
const tool = new DynamicStructuredTool({
|
|
|
|
name,
|
|
|
|
description,
|
|
|
|
schema,
|
|
|
|
func: async (functionArgs: z.infer<typeof schema>) => {
|
|
|
|
const { index } = this.ctx.addInputData(NodeConnectionType.AiTool, [
|
|
|
|
[{ json: functionArgs }],
|
|
|
|
]);
|
|
|
|
|
|
|
|
try {
|
|
|
|
// Execute the node with the proxied context
|
|
|
|
const result = await node.execute?.bind(this.ctx)();
|
|
|
|
|
|
|
|
// Process and map the results
|
|
|
|
const mappedResults = result?.[0]?.flatMap((item) => item.json);
|
|
|
|
|
|
|
|
// Add output data to the context
|
|
|
|
this.ctx.addOutputData(NodeConnectionType.AiTool, index, [
|
|
|
|
[{ json: { response: mappedResults } }],
|
|
|
|
]);
|
|
|
|
|
|
|
|
// Return the stringified results
|
|
|
|
return JSON.stringify(mappedResults);
|
|
|
|
} catch (error) {
|
|
|
|
const nodeError = new NodeOperationError(this.ctx.getNode(), error as Error);
|
|
|
|
this.ctx.addOutputData(NodeConnectionType.AiTool, index, nodeError);
|
|
|
|
return 'Error during node execution: ' + nodeError.description;
|
|
|
|
}
|
|
|
|
},
|
|
|
|
});
|
|
|
|
|
|
|
|
return tool;
|
|
|
|
}
|
2024-09-04 03:06:17 -07:00
|
|
|
}
|
|
|
|
|
|
|
|
/**
|
2024-10-02 04:31:22 -07:00
|
|
|
* Converts node into LangChain tool by analyzing node parameters,
|
|
|
|
* identifying placeholders using the $fromAI function, and generating a Zod schema. It then creates
|
|
|
|
* a DynamicStructuredTool that can be used in LangChain workflows.
|
|
|
|
*
|
|
|
|
* @param ctx The execution context.
|
|
|
|
* @param node The node type.
|
|
|
|
* @param nodeParameters The parameters of the node.
|
|
|
|
* @returns An object containing the DynamicStructuredTool instance.
|
2024-09-04 03:06:17 -07:00
|
|
|
*/
|
2024-10-02 04:31:22 -07:00
|
|
|
export function createNodeAsTool(
|
2024-09-04 03:06:17 -07:00
|
|
|
ctx: IExecuteFunctions,
|
|
|
|
node: INodeType,
|
|
|
|
nodeParameters: INodeParameters,
|
|
|
|
) {
|
2024-10-02 04:31:22 -07:00
|
|
|
const parser = new AIParametersParser(ctx);
|
|
|
|
|
2024-09-04 03:06:17 -07:00
|
|
|
return {
|
2024-10-02 04:31:22 -07:00
|
|
|
response: parser.createTool(node, nodeParameters),
|
2024-09-04 03:06:17 -07:00
|
|
|
};
|
|
|
|
}
|