From 5fe9984661ae4bf49a756cbfb8ffb3aa6160398c Mon Sep 17 00:00:00 2001 From: Twisha Bansal Date: Wed, 4 Feb 2026 14:48:03 +0530 Subject: [PATCH] add langchain js sample --- .../pre_post_processing/js/langchain/agent.js | 162 ++ .../js/langchain/package-lock.json | 1851 +++++++++++++++++ .../js/langchain/package.json | 19 + 3 files changed, 2032 insertions(+) create mode 100644 docs/en/samples/pre_post_processing/js/langchain/agent.js create mode 100644 docs/en/samples/pre_post_processing/js/langchain/package-lock.json create mode 100644 docs/en/samples/pre_post_processing/js/langchain/package.json diff --git a/docs/en/samples/pre_post_processing/js/langchain/agent.js b/docs/en/samples/pre_post_processing/js/langchain/agent.js new file mode 100644 index 0000000000..6a02196a95 --- /dev/null +++ b/docs/en/samples/pre_post_processing/js/langchain/agent.js @@ -0,0 +1,162 @@ +// Copyright 2026 Google LLC +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. + +import { ToolboxClient } from "@toolbox-sdk/core"; +import { ChatVertexAI } from "@langchain/google-vertexai"; +import { AgentExecutor, createToolCallingAgent } from "langchain/agents"; +import { ChatPromptTemplate } from "@langchain/core/prompts"; +import { tool } from "@langchain/core/tools"; +import { fileURLToPath } from "url"; +import process from "process"; + +const systemPrompt = ` + You're a helpful hotel assistant. You handle hotel searching, booking and + cancellations. When the user searches for a hotel, mention it's name, id, + location and price tier. Always mention hotel ids while performing any + searches. This is very important for any operations. For any bookings or + cancellations, please provide the appropriate confirmation. Be sure to + update checkin or checkout dates if mentioned by the user. + Don't ask for confirmations from the user. +`; + +/** + * Pre-processing: Enforce Business Rules + * @param {string} name + * @param {object} args + * @returns {string|null} Error message if blocked, null otherwise + */ +function checkBusinessRules(name, args) { + console.log(`POLICY CHECK: Intercepting '${name}'`); + + if (name === "update-hotel" && args.checkin_date && args.checkout_date) { + try { + const start = new Date(args.checkin_date); + const end = new Date(args.checkout_date); + const duration = (end - start) / (1000 * 60 * 60 * 24); // days + + if (duration > 14) { + console.log("BLOCKED: Stay too long"); + return "Error: Maximum stay duration is 14 days."; + } + } catch (e) { + // Ignore invalid dates + } + } + return null; +} + +/** + * Post-processing: Enrich Response + * @param {string} name + * @param {any} result + * @returns {any} Enriched result + */ +function enrichResponse(name, result) { + let content = result; + if (typeof result === 'object' && result !== null && result.content) { + content = result.content; + } + + if (name === "book-hotel" && typeof content === 'string' && !content.includes("Error")) { + const loyaltyBonus = 500; + const enrichedContent = `Booking Confirmed!\n You earned ${loyaltyBonus} Loyalty Points with this stay.\n\nSystem Details: ${content}`; + + if (typeof result === 'object' && result !== null) { + result.content = enrichedContent; + return result; + } + return enrichedContent; + } + return result; +} + +/** + * Wraps a tool to add pre- and post-processing logic. + * @param {import("@langchain/core/tools").StructuredTool} toolInstance + */ +function wrapToolWithBusinessLogic(toolInstance) { + const originalInvoke = toolInstance.invoke.bind(toolInstance); + + toolInstance.invoke = async (input, config) => { + // 1. Pre-processing + const validationError = checkBusinessRules(toolInstance.name, input); + if (validationError) { + return validationError; + } + + // 2. Execution + const result = await originalInvoke(input, config); + + // 3. Post-processing + return enrichResponse(toolInstance.name, result); + }; + + return toolInstance; +} + +/** + * Helper to run a single turn. + */ +async function runTurn(agentExecutor, input) { + console.log(`\nUSER: '${input}'`); + const result = await agentExecutor.invoke({ input }); + console.log("-" .repeat(50)); + console.log("Final Client Response:"); + console.log(`AI: ${result.output}`); +} + +async function main() { + const client = new ToolboxClient("http://127.0.0.1:5000"); + + try { + const rawTools = await client.loadToolset("my-toolset"); + + // Convert & Wrap tools + const tools = rawTools + .map(t => tool(t, { + name: t.getName(), + description: t.getDescription(), + schema: t.getParamSchema() + })) + .map(wrapToolWithBusinessLogic); + + const model = new ChatVertexAI({ + model: "gemini-2.5-flash", + temperature: 0, + }); + + const prompt = ChatPromptTemplate.fromMessages([ + ["system", systemPrompt], + ["placeholder", "{chat_history}"], + ["human", "{input}"], + ["placeholder", "{agent_scratchpad}"], + ]); + + const agent = createToolCallingAgent({ llm: model, tools, prompt }); + const agentExecutor = new AgentExecutor({ agent, tools, verbose: false }); + + // Turn 1: Booking + await runTurn(agentExecutor, "Book hotel with id 3."); + + // Turn 2: Policy Violation + await runTurn(agentExecutor, "Update my hotel with id 3 with checkin date 2025-01-18 and checkout date 2025-02-10"); + + } catch (error) { + console.error("Error running agent:", error); + } +} + +if (process.argv[1] === fileURLToPath(import.meta.url)) { + main(); +} \ No newline at end of file diff --git a/docs/en/samples/pre_post_processing/js/langchain/package-lock.json b/docs/en/samples/pre_post_processing/js/langchain/package-lock.json new file mode 100644 index 0000000000..7547db31bb --- /dev/null +++ b/docs/en/samples/pre_post_processing/js/langchain/package-lock.json @@ -0,0 +1,1851 @@ +{ + "name": "langchain", + "version": "1.0.0", + "lockfileVersion": 3, + "requires": 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