diff --git a/.github/workflows/npm-publish.yml b/.github/workflows/npm-publish.yml index d9c53a7..46e1cc9 100644 --- a/.github/workflows/npm-publish.yml +++ b/.github/workflows/npm-publish.yml @@ -15,7 +15,7 @@ jobs: - uses: actions/setup-node@v3 with: node-version: 18.17.0 - - run: npm i && npm test + - run: npm i --force && npm test publish-npm: needs: build diff --git a/.github/workflows/pull-request.yml b/.github/workflows/pull-request.yml index a1e760c..3ea6d14 100644 --- a/.github/workflows/pull-request.yml +++ b/.github/workflows/pull-request.yml @@ -6,7 +6,7 @@ name: Pull Request CI action on: pull_request: # Sequence of patterns matched against refs/heads - branches: + branches: - main jobs: @@ -17,4 +17,4 @@ jobs: - uses: actions/setup-node@v3 with: node-version: 18.17.0 - - run: npm i && npm test && npm run build \ No newline at end of file + - run: npm i --force && npm test && npm run build diff --git a/README.md b/README.md index 73e5df9..b92ce12 100644 --- a/README.md +++ b/README.md @@ -1,14 +1,12 @@ - + [![Publish new version to NPM](https://github.com/dev-jpnobrega/ai-agent/actions/workflows/npm-publish.yml/badge.svg)](https://github.com/dev-jpnobrega/ai-agent/actions/workflows/npm-publish.yml) # AI Agent -AI Agent simplifies the implementation and use of generative AI with LangChain, was inspired by the project [autogent](https://github.com/microsoft/autogen) +AI Agent simplifies the implementation and use of generative AI with LangChain, you can add components such as vectorized search services (check options in "link"), conversation history (check options in "link"), custom databases (check options in "link") and API contracts ([OpenAPI](https://swagger.io/blog/api-design/openapi-driven-api-design/)). - - -## Installation +# Installation Use the package manager [npm](https://www.npmjs.com/) to install AI Agent. @@ -16,24 +14,72 @@ Use the package manager [npm](https://www.npmjs.com/) to install AI Agent. npm install ai-agent ``` -## Usage +## Simple use + +LLM + Prompt Engineering + +```javascript +const agent = new Agent({ + name: '', + systemMesssage: '', + llmConfig: { + type: '', // Check availability at + model: '', + instance: '', // Optional + apiKey: '', // Optional + }, + chatConfig: { + temperature: 0, + }, +}); + +// If stream enabled, receiver on token +agent.on('onToken', async (token) => { + console.warn('token:', token); +}); + +agent.on('onMessage', async (message) => { + console.warn('MESSAGE:', message); +}); + +await agent.call({ + question: 'What is the best way to get started with Azure?', + chatThreadID: '', + stream: true, +}); +``` + +## Using with Chat History + +When you use LLM + Chat history all message exchange is persisted and sent to LLM. -### Simple use ```javascript const agent = new Agent({ name: '', systemMesssage: '', + chatConfig: { + temperature: 0, + }, llmConfig: { type: '', // Check availability at model: '', instance: '', // Optional apiKey: '', // Optional }, - chatConfig: { - temperature: 0, + dbHistoryConfig: { + type: '', // Check availability at + host: '', // Optional + port: "", // Optional + sessionTTL: '' // Optional. Time the conversation will be saved in the database + limit: '' // Optional. Limit set for maximum messages included in conversation prompt }, }); + // If stream enabled, receiver on token + agent.on('onToken', async (token) => { + console.warn('token:', token); + }); + agent.on('onMessage', async (message) => { console.warn('MESSAGE:', message); }); @@ -41,12 +87,20 @@ npm install ai-agent await agent.call({ question: 'What is the best way to get started with Azure?', chatThreadID: '', + stream: true, }); ``` -### Using with Vector stores -When using LLM + Vector stores the Agent finds the documents relevant to the requested input. +## Using with Vector stores + +When using LLM + Vector stores the Agent finds the documents relevant to the requested input. The documents found are used for the context of the Agent. + +### Example of the concept of vectorized search + + +

+ ```javascript const agent = new Agent({ name: '', @@ -61,7 +115,7 @@ The documents found are used for the context of the Agent. apiKey: '', // Optional }, vectorStoreConfig: { - type: '', // Check availability at + type: '', // Check availability at apiKey: '', // Optional indexes: [''], // Your indexes name. Optional vectorFieldName: '', // Optional @@ -72,6 +126,11 @@ The documents found are used for the context of the Agent. }, }); + // If stream enabled, receiver on token + agent.on('onToken', async (token) => { + console.warn('token:', token); + }); + agent.on('onMessage', async (message) => { console.warn('MESSAGE:', message); }); @@ -79,9 +138,106 @@ The documents found are used for the context of the Agent. await agent.call({ question: 'What is the best way to get started with Azure?', chatThreadID: '', + stream: true, }); ``` +## Using with Database custom + +SQL + LLM for prompt construction is a concept that involves using both Structured Query Language (SQL) and LLMs to create queries or prompts for data retrieval or interaction with databases. This approach leverages the power of SQL for database-specific commands and the capabilities of LLMs to generate natural language prompts, making it easier for users to interact with databases and retrieve information in a more user-friendly and intuitive manner. + +### Example of the concept of SQL + LLM + + +

+ +```javascript +const agent = new Agent({ + name: '', + systemMesssage: '', + chatConfig: { + temperature: 0, + }, + llmConfig: { + type: '', // Check availability at + model: '', + instance: '', // Optional + apiKey: '', // Optional + }, + dataSourceConfig: { + type: '', // Check availability at + username: '', // Require + password: '', // Require + host: '', // Require + name: '', // Require + includesTables: [''], // Optional + ssl: '', // Optional + maxResult: '', // Optional. Limit set for maximum data included in conversation prompt. + customizeSystemMessage: '', // Optional. Adds prompt specifications for custom database operations. + }, +}); + +// If stream enabled, receiver on token +agent.on('onToken', async (token) => { + console.warn('token:', token); +}); + +agent.on('onMessage', async (message) => { + console.warn('MESSAGE:', message); +}); + +await agent.call({ + question: 'What is the best way to get started with Azure?', + chatThreadID: '', + stream: true, +}); +``` + +## Using with OpenAPI contract + +OpenAPI + LLM for prompt construction is a concept that combines OpenAPI, a standard for documenting and describing RESTful APIs, with large language models (LLMs). This fusion allows for the automated generation of prompts or queries for interacting with APIs. By using LLMs to understand the OpenAPI specifications and generate natural language prompts, it simplifies and streamlines the process of interfacing with APIs, making it more user-friendly and accessible. + +### Example of the concept of SQL + OpenAPI + + +

+ +```javascript +const agent = new Agent({ + name: '', + systemMesssage: '', + chatConfig: { + temperature: 0, + }, + llmConfig: { + type: '', // Check availability at + model: '', + instance: '', // Optional + apiKey: '', // Optional + }, + openAPIConfig: { + xApiKey: '', // Optional. Using request API + data: '', // Require. OpenAPI contract + customizeSystemMessage: '', // Optional. Adds prompt specifications for custom openAPI operations. + }, +}); + +// If stream enabled, receiver on token +agent.on('onToken', async (token) => { + console.warn('token:', token); +}); + +agent.on('onMessage', async (message) => { + console.warn('MESSAGE:', message); +}); + +await agent.call({ + question: 'What is the best way to get started with Azure?', + chatThreadID: '', + stream: true, +}); +``` + ## Contributing If you've ever wanted to contribute to open source, and a great cause, now is your chance! @@ -102,9 +258,9 @@ See the [contributing docs](CONTRIBUTING.md) for more information + ## License -[Apache-2.0](LICENSE) - +[Apache-2.0](LICENSE) diff --git a/ai-agent.png b/docs/media/ai-agent.png similarity index 100% rename from ai-agent.png rename to docs/media/ai-agent.png diff --git a/docs/media/open-api-img.png b/docs/media/open-api-img.png new file mode 100644 index 0000000..688253e Binary files /dev/null and b/docs/media/open-api-img.png differ diff --git a/docs/media/sql-img.png b/docs/media/sql-img.png new file mode 100644 index 0000000..23d7a1e Binary files /dev/null and b/docs/media/sql-img.png differ diff --git a/docs/media/vector-store-img.png b/docs/media/vector-store-img.png new file mode 100644 index 0000000..324bd2a Binary files /dev/null and b/docs/media/vector-store-img.png differ diff --git a/package-lock.json b/package-lock.json index 87a9e2c..ba6a7e6 100644 --- a/package-lock.json +++ b/package-lock.json @@ -1,26 +1,29 @@ { "name": "ai-agent-enterprise", - "version": "0.0.45", + "version": "0.0.48", "lockfileVersion": 3, "requires": true, "packages": { "": { "name": "ai-agent-enterprise", - "version": "0.0.45", + "version": "0.0.48", "license": "Apache-2.0", "dependencies": { "@aws-crypto/sha256-js": "^5.2.0", "@aws-sdk/credential-provider-node": "^3.521.0", "@aws-sdk/types": "^3.521.0", + "@langchain/community": "^0.3.4", + "@langchain/core": "0.3.8", "@langchain/google-genai": "^0.0.10", + "@langchain/openai": "0.3.5", + "@langchain/redis": "^0.1.0", "@smithy/eventstream-codec": "^2.1.2", "@smithy/protocol-http": "^3.2.0", "@smithy/signature-v4": "^2.1.2", "@smithy/util-utf8": "^2.1.1", "ai": "^2.2.10", "ioredis": "^5.3.2", - "langchain": "^0.0.178", - "openapi-types": "^12.1.3", + "langchain": "^0.3.4", "typeorm": "0.3.17" }, "devDependencies": { @@ -45,52 +48,18 @@ "node": ">=16" } }, - "node_modules/@aashutoshrathi/word-wrap": { - "version": "1.2.6", - "resolved": "https://registry.npmjs.org/@aashutoshrathi/word-wrap/-/word-wrap-1.2.6.tgz", - 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"integrity": "sha512-j9iR8g+/t0lArF4V6NE/QCfT+CO7iLqrXAHZbJdo+LfjqP1vR8Fg5bSiaq6Q2lOD1AUEVrEVIgABvBFYojJVYQ==", + "version": "2.6.0", + "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.6.0.tgz", + "integrity": "sha512-a6ae//JvKDEra2kdi1qzCyrJW/WZCgFi8ydDV+eXExl95t+5R+ijnqHJbz9tmMh8FUjx3iv2fCQ4dclAQlO2UQ==", "bin": { "yaml": "bin.mjs" }, @@ -12589,19 +11890,19 @@ } }, "node_modules/zod": { - "version": "3.22.4", - "resolved": "https://registry.npmjs.org/zod/-/zod-3.22.4.tgz", - "integrity": "sha512-iC+8Io04lddc+mVqQ9AZ7OQ2MrUKGN+oIQyq1vemgt46jwCwLfhq7/pwnBnNXXXZb8VTVLKwp9EDkx+ryxIWmg==", + "version": "3.23.8", + "resolved": "https://registry.npmjs.org/zod/-/zod-3.23.8.tgz", + "integrity": "sha512-XBx9AXhXktjUqnepgTiE5flcKIYWi/rme0Eaj+5Y0lftuGBq+jyRu/md4WnuxqgP1ubdpNCsYEYPxrzVHD8d6g==", "funding": { "url": "https://github.com/sponsors/colinhacks" } }, "node_modules/zod-to-json-schema": { - "version": "3.22.4", - "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.22.4.tgz", - "integrity": "sha512-2Ed5dJ+n/O3cU383xSY28cuVi0BCQhF8nYqWU5paEpl7fVdqdAmiLdqLyfblbNdfOFwFfi/mqU4O1pwc60iBhQ==", + "version": "3.23.5", + "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.23.5.tgz", + "integrity": "sha512-5wlSS0bXfF/BrL4jPAbz9da5hDlDptdEppYfe+x4eIJ7jioqKG9uUxOwPzqof09u/XeVdrgFu29lZi+8XNDJtA==", "peerDependencies": { - "zod": "^3.22.4" + "zod": "^3.23.3" } } } diff --git a/package.json b/package.json index 5e05c8f..4f3ae10 100644 --- a/package.json +++ b/package.json @@ -1,7 +1,6 @@ { "name": "ai-agent-enterprise", - "description": "AI Agent simplifies the implementation and use of generative AI with LangChain", - "version": "0.0.48", + "description": "AI Agent simplifies the implementation and use of generative AI with LangChain, you can add components such as vectorized search services, conversation history, custom databases and API contracts", "main": "./build/index.js", "types": "./build/index.d.ts", "files": [ @@ -16,16 +15,16 @@ "test:integration": "jest --config test.json --forceExit --collectCoverage true test/integration", "test:unit": "jest --config test.json --forceExit --testPathIgnorePatterns test/integration --collectCoverage true", "test": "glob -c \"node --loader tsx --no-warnings --test\" \"./tests/**/*.test.ts\"", - "build": "tsc", "lint": "eslint ./src ./test", "lint:fix": "eslint --fix ./src ./test", + "build": "tsc", "prepublish": "npm run build" }, "keywords": [ "ai", "agent", "langchain", - "generative", + "generative-ai", "ai-agent" ], "author": "", @@ -36,17 +35,23 @@ "@aws-crypto/sha256-js": "^5.2.0", "@aws-sdk/credential-provider-node": "^3.521.0", "@aws-sdk/types": "^3.521.0", + "@langchain/community": "^0.3.4", + "@langchain/core": "0.3.8", "@langchain/google-genai": "^0.0.10", + "@langchain/openai": "0.3.5", + "@langchain/redis": "^0.1.0", "@smithy/eventstream-codec": "^2.1.2", "@smithy/protocol-http": "^3.2.0", "@smithy/signature-v4": "^2.1.2", "@smithy/util-utf8": "^2.1.1", "ai": "^2.2.10", "ioredis": "^5.3.2", - "langchain": "^0.0.178", - "openapi-types": "^12.1.3", + "langchain": "^0.3.4", "typeorm": "0.3.17" }, + "overrides": { + "@langchain/core": "0.3.8" + }, "devDependencies": { "@babel/core": "^7.25.2", "@babel/preset-env": "^7.25.4", diff --git a/src/agent.base.ts b/src/agent.base.ts index b64ad7c..3ca2efe 100644 --- a/src/agent.base.ts +++ b/src/agent.base.ts @@ -1,6 +1,10 @@ import { EventEmitter } from 'events'; +import { IInputProps } from './interface/agent.interface'; class AgentBaseCommand extends EventEmitter { + async call(args: IInputProps): Promise { + throw new Error('Method not implemented.'); + } execute(args: any): Promise { throw new Error('Method not implemented.'); } diff --git a/src/agent.ts b/src/agent.ts index 18fa65b..8e50bbd 100644 --- a/src/agent.ts +++ b/src/agent.ts @@ -1,65 +1,113 @@ -import { BaseChatModel } from 'langchain/chat_models/base'; -import { BufferMemory } from 'langchain/memory'; -import { VectorStore } from 'langchain/vectorstores/base'; +import { BaseLanguageModel } from '@langchain/core/language_models/base'; +import { nanoid } from 'ai'; import AgentBaseCommand from './agent.base'; + import { IAgent, IAgentConfig, IDatabaseConfig, IInputProps, - IVectorStoreConfig, } from './interface/agent.interface'; -import { nanoid } from 'ai'; -import { interpolate } from './helpers/string.helpers'; +import EVENTS_NAME from './helpers/events.name'; import { ChainService, IChainService } from './services/chain'; import { ChatHistoryFactory, IChatHistory } from './services/chat-history'; import LLMFactory from './services/llm'; -import VectorStoreFactory from './services/vector-store'; - -const EVENTS_NAME = { - onMessage: 'onMessage', - onToken: 'onToken', - onEnd: 'onEnd', - onError: 'onError', - onMessageSystem: 'onMessageSystem', - onMessageHuman: 'onMessageHuman', -}; +import { RunnableWithMessageHistory } from '@langchain/core/runnables'; +/** + * Represents an Agent that extends the AgentBaseCommand and implements the IAgent interface. + * This class is responsible for handling the setup and execution of language model interactions, + * managing chat history, and emitting events based on the interactions. + */ class Agent extends AgentBaseCommand implements IAgent { + /** + * The name of the agent. + */ private _name: string; - private _llm: BaseChatModel; - private _vectorService: VectorStore; + /** + * The language model used by the agent. + */ + private _llm: BaseLanguageModel; + + /** + * The service responsible for building chains of interactions. + */ private _chainService: IChainService; + /** + * The chat history associated with the agent. + */ private _chatHistory: IChatHistory; - private _bufferMemory: BufferMemory; + + /** + * The logger used for logging messages. + */ private _logger: Console; + + /** + * The configuration settings for the agent. + */ private _settings: IAgentConfig; + /** + * Creates an instance of the Agent class. + * @param settings - The configuration settings for the agent. + */ constructor(settings: IAgentConfig) { super(); - this._logger = console; this._settings = settings; - this.setup(settings); } + /** + * Sets up the agent with the provided settings. + * @param settings - The configuration settings for the agent. + */ private setup(settings: IAgentConfig): void { this._name = settings?.name || 'AssistentAgent'; this._llm = LLMFactory.create(settings.chatConfig, settings.llmConfig); this._chainService = new ChainService(settings); - if (settings?.vectorStoreConfig) - this._vectorService = VectorStoreFactory.create( - settings.vectorStoreConfig, - settings.llmConfig - ); + this.setMonitor(settings); } + /** + * Configures the monitoring settings for the agent. + * If monitoring is enabled in the provided settings, it sets up the necessary + * environment variables for LangChain tracing and logging. + * + * @param {IAgentConfig} settings - The configuration settings for the agent. + * @param {boolean} settings.monitor - Flag indicating if monitoring is enabled. + * @param {string} settings.monitor.endpoint - The endpoint for the monitoring service. + * @param {string} settings.monitor.apiKey - The API key for the monitoring service. + * @param {string} settings.monitor.projectName - The project name for the monitoring service. + * @returns {void} + */ + private setMonitor(settings: IAgentConfig): void { + if (!settings?.monitor) return; + + this._logger.log( + `Monitor enabled Agent ${this._name} project ${settings.monitor?.projectName}` + ); + + const { monitor } = settings; + + process.env.LANGCHAIN_TRACING_V2 = `true`; + process.env.LANGCHAIN_ENDPOINT = monitor.endpoint; + process.env.LANGCHAIN_API_KEY = monitor.apiKey; + process.env.LANGCHAIN_PROJECT = monitor.projectName; + } + + /** + * Builds the chat history for the given user session. + * @param userSessionId - The ID of the user session. + * @param settings - The database configuration settings. + * @returns A promise that resolves to the chat history. + */ private async buildHistory( userSessionId: string, settings: IDatabaseConfig @@ -68,82 +116,86 @@ class Agent extends AgentBaseCommand implements IAgent { this._chatHistory = await ChatHistoryFactory.create({ ...settings, - sessionId: userSessionId || nanoid(), // TODO + sessionId: userSessionId, }); return this._chatHistory; } - private async buildRelevantDocs( - args: IInputProps, - settings: IVectorStoreConfig - ): Promise { - if (!settings) return { relevantDocs: [], referenciesDocs: [] }; - - const { customFilters = null } = settings; - - const relevantDocs = await this._vectorService.similaritySearch( - args.question, - 10, - { - vectorFields: settings.vectorFieldName, - filter: customFilters - ? interpolate(customFilters, args) - : '', - } - ); + /** + * Streams data from a given chain and emits events for each chunk of data received. + * + * @param chain - The runnable chain that processes the input and returns a stream of data. + * @param input - The input data to be processed by the chain. + * @returns A promise that resolves to the concatenated string of all chunks received from the stream. + * + * @emits EVENTS_NAME.onToken - Emitted for each chunk of data received from the stream. + */ + private async stream( + chain: RunnableWithMessageHistory, + input: any + ): Promise { + const stream = await chain.stream(input, { + configurable: { sessionId: input?.chatThreadID || nanoid() }, + }); - const referenciesObjDocs: any = {}; - relevantDocs.map( - (doc: { metadata: any }) => - (referenciesObjDocs[doc.metadata] = doc.metadata) - ); + let finalMessage: string[] = []; + for await (const chunk of stream) { + finalMessage.push(chunk); + + this.emit(EVENTS_NAME.onToken, chunk); + } - return { - relevantDocs: relevantDocs.map((doc: any) => doc.pageContent).join('\n'), - referenciesDocs: Object.values(referenciesObjDocs), - }; + return ''.concat(...finalMessage); } + /** + * Calls the agent with the provided input properties. + * @param args - The input properties for the agent call. + * @returns A promise that resolves when the call is complete. + * + * @emits EVENTS_NAME.onMessage - Emitted with the concatenated final message once the stream is complete. + * @emits EVENTS_NAME.onToken - If stream enable, emitted for each chunk of data received from the stream. + * @emits EVENTS_NAME.onEnd - Emitted when the streaming process is terminated. + */ async call(args: IInputProps): Promise { - const { question, chatThreadID, context } = args; - try { const chatHistory = await this.buildHistory( - chatThreadID, + args?.chatThreadID, this._settings.dbHistoryConfig ); - const { relevantDocs, referenciesDocs } = await this.buildRelevantDocs( - args, - this._settings.vectorStoreConfig - ); - const chain = await this._chainService.build( this._llm, - question, - chatHistory.getBufferMemory() + args?.question, + chatHistory.getChatHistory(), + args?.context ); const chatMessages = await chatHistory.getMessages(); - const result = await chain.call({ - referencies: referenciesDocs, - relevant_docs: relevantDocs, - input_documents: [], - query: question, - question: question, - user_context: context, - chat_history: chatMessages, - format_chat_messages: chatHistory.getFormatedMessages(chatMessages), - user_prompt: this._settings.systemMesssage, - }); - - await chatHistory.addUserMessage(question); - await chatHistory.addAIChatMessage(result?.text); - - this.emit(EVENTS_NAME.onMessage, result?.text); + const input: any = { + ...args, + query: args?.question, + user_context: args?.context, + user_prompt: this._settings?.systemMesssage, + history: chatMessages, + format_chat_messages: await chatHistory.getFormatedMessages( + chatMessages + ), + }; + + let result = ''; + + if (args?.stream) { + result = await this.stream(chain, input); + } else { + result = await chain.invoke(input, { + configurable: { sessionId: args?.chatThreadID || nanoid() }, + }); + } + this.emit(EVENTS_NAME.onMessage, result); this.emit(EVENTS_NAME.onEnd, 'terminated'); } catch (error) { this._logger.error(error); @@ -153,6 +205,12 @@ class Agent extends AgentBaseCommand implements IAgent { } } + /** + * Executes the agent with the provided arguments. + * @param args - The arguments for the agent execution. + * @returns A promise that resolves when the execution is complete. + * @throws An error with the provided arguments. + */ execute(args: any): Promise { throw new Error(args); } diff --git a/src/helpers/events.name.ts b/src/helpers/events.name.ts new file mode 100644 index 0000000..bc52aeb --- /dev/null +++ b/src/helpers/events.name.ts @@ -0,0 +1,6 @@ +export default { + onMessage: 'onMessage', + onToken: 'onToken', + onEnd: 'onEnd', + onError: 'onError', +}; diff --git a/src/helpers/http-request.helpers.ts b/src/helpers/http-request.helpers.ts index 3047495..3096d01 100644 --- a/src/helpers/http-request.helpers.ts +++ b/src/helpers/http-request.helpers.ts @@ -28,7 +28,7 @@ function tryParseJSON(value: any) { } catch (error) { return value; } -}; +} function configureTimeout({ timeout }: any) { let timeoutId = null; @@ -66,15 +66,10 @@ async function formatResponse(response: Response, returnStream: any) { }, }; - return response.ok - ? formattedResponse - : Promise.reject(formattedResponse); + return response.ok ? formattedResponse : Promise.reject(formattedResponse); } -async function fetchRequest( - options = {} as any, - returnStream = false, -) { +async function fetchRequest(options = {} as any, returnStream = false) { try { const abortSignal = configureTimeout(options); @@ -95,15 +90,8 @@ async function fetchRequest( return formatResponse(response, returnStream); } catch (error) { const fetchRequestError = new FetchRequestError(error); - - console.error({ - details: fetchRequestError, - error: fetchRequestError.name, - message: `[COMMONS-FETCH-REQUEST]-ERROR: ${fetchRequestError.name} - ${fetchRequestError.message}`, - }); - throw fetchRequestError; } -}; +} export default fetchRequest; diff --git a/src/interface/agent.interface.ts b/src/interface/agent.interface.ts index 11903c0..0ade91d 100644 --- a/src/interface/agent.interface.ts +++ b/src/interface/agent.interface.ts @@ -1,20 +1,35 @@ +import EventEmitter from 'events'; import { DataSource } from 'typeorm'; +export type MONITOR_TYPE = + | 'langchain-smith' + | 'smith-shared' + | 'aws-cloudwatch' + | 'google-stackdriver'; export type LLM_TYPE = 'azure' | 'gpt' | 'aws' | 'google'; export type DATABASE_TYPE = 'cosmos' | 'redis' | 'postgres'; export const SYSTEM_MESSAGE_DEFAULT = ` - You are a helpful AI assistant. - Solve tasks using your coding and language skills. - In the following cases, suggest python code (in a python coding block) or shell script (in a sh coding block) or javascript (in a javascript coding block) for the user to execute. - 1. When you need to collect info, use the code to output the info you need, for example, browse or search the web, download/read a file, print the content of a webpage or a file, get the current date/time, check the operating system. After sufficient info is printed and the task is ready to be solved based on your language skill, you can solve the task by yourself. - 2. When you need to perform some task with code, use the code to perform the task and output the result. Finish the task smartly. - Solve the task step by step if you need to. If a plan is not provided, explain your plan first. Be clear which step uses code, and which step uses your language skill. - When using code, you must indicate the script type in the code block. The user cannot provide any other feedback or perform any other action beyond executing the code you suggest. The user can't modify your code. So do not suggest incomplete code which requires users to modify. Don't use a code block if it's not intended to be executed by the user. - If you want the user to save the code in a file before executing it, put # filename: inside the code block as the first line. Don't include multiple code blocks in one response. Do not ask users to copy and paste the result. Instead, use 'print' function for the output when relevant. Check the execution result returned by the user. - If the result indicates there is an error, fix the error and output the code again. Suggest the full code instead of partial code or code changes. If the error can't be fixed or if the task is not solved even after the code is executed successfully, analyze the problem, revisit your assumption, collect additional info you need, and think of a different approach to try. - When you find an answer, verify the answer carefully. Include verifiable evidence in your response if possible. - Reply "TERMINATE" in the end when everything is done. + Given the following inputs, formulate a concise and relevant response:\n + 1. User Rules (from USER CONTEXT > USER RULES), if provided\n + 2. User Context (from USER CONTEXT > CONTEXT), if available\n + 3. Document Context (from Context found in documents), if provided\n + 4. API Output (from API Result), if available\n + 5. Database output (from database result), if available. If database output is filled, use it for final answer, do not manipulate.\n\n\n\n + + Response Guidelines:\n + - Prioritize User Rules and User Context if they are filled in.\n + - Do not generate or fabricate information:\n + Only use the data explicitly provided in the User Rules, User Context, Document Context, API Output, and Database Output. If the necessary information is not available, inform the user that the data is missing or request more details. Do not speculate or make assumptions beyond the provided information.\n + - Ignore irrelevant conversation logs that dont pertain directly to the user's query.\n + - Only respond if a clear question is asked.\n + - The question must be a single sentence.\n + - Remove punctuation from the question.\n + - Remove any non-essential words or irrelevant information from the question.\n\n + + Focus on Accuracy and Timeliness:\n + - Check for inconsistencies: If there are contradictions between different sources (e.g., documents, database, or user context), prioritize the most reliable information or request clarification from the user.\n + - Consider time relevance: Always take into account the temporal nature of information, prioritizing the most updated and contextually relevant data.\n\n `; export interface IDatabaseConfig { @@ -29,7 +44,7 @@ export interface IDatabaseConfig { database?: string | number; container?: string; synchronize?: boolean; - limit?: number; + limit?: number; } export interface IDataSourceConfig { @@ -53,7 +68,7 @@ export interface IChatConfig { topP?: number; frequencyPenalty?: number; presencePenalty?: number; - maxTokens?: number; + maxTokens?: number; } export interface ILLMConfig { @@ -61,7 +76,7 @@ export interface ILLMConfig { model: string; instance?: string; apiKey: string; - apiVersion: string; + apiVersion: string; secretAccessKey?: string; sessionToken?: string; region?: string; @@ -76,33 +91,89 @@ export interface IVectorStoreConfig { vectorFieldName: string; model?: string; customFilters?: string; + top?: number; +} + +/** + * Configuration interface for a monitor. + * + * @interface IMonitorConfig + * @property {MONITOR_TYPE} type - The type of the monitor. + * @property {string} apiKey - The API key used for authentication. + * @property {string} projectName - The name of the project being monitored. + * @property {string} endpoint - The endpoint URL for the monitor. + */ +export interface IMonitorConfig { + type: MONITOR_TYPE; + apiKey: string; + projectName: string; + endpoint: string; } +/** + * Configuration interface for an agent. + * + * @property {string} [name] - Optional name of the agent. + * @property {boolean} [debug] - Optional flag to enable debug mode. + * @property {string} [systemMesssage] - Optional system message for the agent. + * @property {ILLMConfig} llmConfig - Configuration for the language model. + * @property {IChatConfig} chatConfig - Configuration for the chat settings. + * @property {IDatabaseConfig} [dbHistoryConfig] - Optional configuration for database history. + * @property {IVectorStoreConfig} [vectorStoreConfig] - Optional configuration for vector store. + * @property {IDataSourceConfig} [dataSourceConfig] - Optional configuration for data source. + * @property {IOpenAPIConfig} [openAPIConfig] - Optional configuration for OpenAPI. + * @property {IMonitorConfig} [monitor] - Optional configuration for monitoring. + */ export interface IAgentConfig { name?: string; debug?: boolean; - systemMesssage?: string | typeof SYSTEM_MESSAGE_DEFAULT; + systemMesssage?: string; llmConfig: ILLMConfig; chatConfig: IChatConfig; dbHistoryConfig?: IDatabaseConfig; vectorStoreConfig?: IVectorStoreConfig; dataSourceConfig?: IDataSourceConfig; openAPIConfig?: IOpenAPIConfig; + monitor?: IMonitorConfig; } +/** + * Interface representing the input properties for an agent. + */ export interface IInputProps { + /** + * The question to be asked. + * @optional + */ question?: string; + + /** + * The user session identifier. + * @optional + */ userSessionId?: string; + + /** + * The chat thread identifier. + * @optional + */ chatThreadID?: string; - context?: string; + + /** + * The context in which the question is asked. + * @optional + */ + context?: string; + + /** + * Flag indicating whether the response should be streamed. + * @optional + */ + stream?: boolean; } export interface TModel extends Record {} -export interface IAgent { +export interface IAgent extends EventEmitter { call(input: IInputProps): Promise; - - emit(event: string, ...args: any[]): void; - - on(eventName: string | symbol, listener: (...args: any[]) => void): this; } diff --git a/src/services/chain/index.ts b/src/services/chain/index.ts index b99bc1c..0d38568 100644 --- a/src/services/chain/index.ts +++ b/src/services/chain/index.ts @@ -1,9 +1,4 @@ -import { - BaseChain, - SequentialChain, - loadQAMapReduceChain, -} from 'langchain/chains'; -import { BaseChatModel } from 'langchain/chat_models/base'; +import { BaseLanguageModel } from '@langchain/core/language_models/base'; import { BasePromptTemplate, @@ -11,28 +6,41 @@ import { HumanMessagePromptTemplate, MessagesPlaceholder, SystemMessagePromptTemplate, -} from 'langchain/prompts'; + AIMessagePromptTemplate, +} from '@langchain/core/prompts'; -import { AIMessage } from 'langchain/schema'; -import { - IAgentConfig, - SYSTEM_MESSAGE_DEFAULT, -} from '../../interface/agent.interface'; +import { IAgentConfig } from '../../interface/agent.interface'; import OpenAPIChain from './openapi-chain'; import SqlChain from './sql-chain'; +import VectorStoreChain from './vector-store-chain'; + +import { + Runnable, + RunnableLike, + RunnableSequence, + RunnableWithMessageHistory, +} from '@langchain/core/runnables'; +import { StringOutputParser } from '@langchain/core/output_parsers'; interface IChain { - create(llm: BaseChatModel, ...args: any): Promise; + create( + llm: BaseLanguageModel, + ...args: any + ): Promise>; } interface IChainService { - build(llm: BaseChatModel, ...args: any): Promise; + build( + llm: BaseLanguageModel, + ...args: any + ): Promise>; } class ChainService { private _settings: IAgentConfig; private _isSQLChainEnabled: boolean; private _isOpenAPIChainEnabled: boolean; + private _isVectorStoreEnabled: boolean; constructor(settings: IAgentConfig) { this._settings = settings; @@ -51,114 +59,142 @@ class ChainService { enabledChains.push(new OpenAPIChain(settings.openAPIConfig)); } + if (settings.vectorStoreConfig) { + this._isVectorStoreEnabled = true; + enabledChains.push(new VectorStoreChain(settings)); + } + return enabledChains; } - private buildSystemMessages(systemMessages: string): string { - let builtMessage = systemMessages; - - builtMessage += '\n'; + private buildSystemMessages(): string { + let builtMessage = ''; builtMessage += ` - Given the user context, question and conversation log, the document context, the API output, and the following database output, formulate a response from a knowledge base.\n - You must follow the following rules and priorities when generating and responding:\n - - Always prioritize user prompt over conversation record.\n - - Ignore any conversation logs that are not directly related to the user question.\n - - Only try to answer if a question is asked.\n + Given the following inputs, formulate a concise and relevant response:\n + 1. User Rules (from USER CONTEXT > USER RULES), if provided\n + 2. User Context (from USER CONTEXT > CONTEXT), if available\n + 3. Document Context (from Context found in documents), if provided\n + 4. API Output (from API Result), if available\n + 5. Database output (from database result), if available. If database output is filled, use it for final answer, do not manipulate.\n\n\n\n + + Response Guidelines:\n + - Prioritize User Rules and User Context if they are filled in.\n + - Do not generate or fabricate information:\n + Only use the data explicitly provided in the User Rules, User Context, Document Context, API Output, and Database Output. If the necessary information is not available, inform the user that the data is missing or request more details. Do not speculate or make assumptions beyond the provided information.\n + - Ignore irrelevant conversation logs that dont pertain directly to the user's query.\n + - Only respond if a clear question is asked.\n - The question must be a single sentence.\n - - You must remove any punctuation from the question.\n - - You must remove any words that are not relevant to the question.\n - - If you are unable to formulate a answer, respond in a friendly manner so the user can rephrase the question.\n\n - - USER CONTEXT:\n - USER RULES: {user_prompt}\n - CONTEXT: {user_context}\n - -------------------------------------- - CHAT HISTORY: {format_chat_messages}\n - -------------------------------------- - Context found in documents: {relevant_docs}\n - -------------------------------------- - Name of reference files: {referencies}\n + - Remove punctuation from the question.\n + - Remove any non-essential words or irrelevant information from the question.\n\n + + Focus on Accuracy and Timeliness:\n + - Check for inconsistencies: If there are contradictions between different sources (e.g., documents, database, or user context), prioritize the most reliable information or request clarification from the user.\n + - Consider time relevance: Always take into account the temporal nature of information, prioritizing the most updated and contextually relevant data.\n\n + + Input Data:\n + - User Rules: {user_prompt}\n + - User Context: {user_context}\n `; if (this._isSQLChainEnabled) { builtMessage += ` - -------------------------------------- - Database Result: {sqlResult}\n - Query executed: {sqlQuery}\n - -------------------------------------- + - Database Result: {sqlResult}\n + - Query executed: {sqlQuery}\n `; } + if (this._isVectorStoreEnabled) { + builtMessage += ` + - Document Context: {relevantDocs}\n + `; + } + // - Reference Files: {referencies}\n if (this._isOpenAPIChainEnabled) { builtMessage += ` - -------------------------------------- - API Result: {openAPIResult}\n - -------------------------------------- + - API Result: {openAPIResult}\n `; } + builtMessage += ` + Question:\n + - {question}\n + `; + return builtMessage; } - private buildPromptTemplate(systemMessages: string): BasePromptTemplate { + private buildPromptTemplate(): BasePromptTemplate { const combine_messages = [ - SystemMessagePromptTemplate.fromTemplate( - this.buildSystemMessages(systemMessages) - ), - new MessagesPlaceholder('chat_history'), - new AIMessage('Hello! How can I help?'), + SystemMessagePromptTemplate.fromTemplate(this.buildSystemMessages()), + new MessagesPlaceholder('history'), + AIMessagePromptTemplate.fromTemplate('Hello! How can I help?'), HumanMessagePromptTemplate.fromTemplate('{question}'), ]; const CHAT_COMBINE_PROMPT = - ChatPromptTemplate.fromPromptMessages(combine_messages); + ChatPromptTemplate.fromMessages(combine_messages); return CHAT_COMBINE_PROMPT; } - private async buildChains( - llm: BaseChatModel, + private async createChains( + enabledChains: IChain[], + llm: BaseLanguageModel, ...args: any - ): Promise { - const enabledChains = this.checkEnabledChains(this._settings); + ): Promise[] | Runnable> { + const prompt = this.buildPromptTemplate(); - const chainQA = loadQAMapReduceChain(llm, { - combinePrompt: this.buildPromptTemplate( - this._settings.systemMesssage || SYSTEM_MESSAGE_DEFAULT - ), - }); + const chainQA = prompt.pipe(llm).pipe(new StringOutputParser()); - const chains = await Promise.all( + const chains: RunnableLike[] = await Promise.all( enabledChains.map( async (chain: IChain) => await chain.create(llm, ...args) ) ); - return chains.concat(chainQA); + if (chains.length === 0) return chainQA; + + chains.push(chainQA); + + return chains; } - public async build(llm: BaseChatModel, ...args: any): Promise { - const { memoryChat } = args; - const chains = await this.buildChains(llm, args); - - const enhancementChain = new SequentialChain({ - chains, - inputVariables: [ - 'query', - 'referencies', - 'relevant_docs', - 'input_documents', - 'question', - 'chat_history', - 'format_chat_messages', - 'user_prompt', - 'user_context', - ], - verbose: this._settings.debug || false, - memory: memoryChat, + private async buildChains( + llm: BaseLanguageModel, + ...args: any + ): Promise | Runnable> { + const enabledChains = this.checkEnabledChains(this._settings); + + const chains = await this.createChains(enabledChains, llm, ...args); + + if (chains instanceof Runnable) return chains; + + return RunnableSequence.from( + chains as [ + RunnableLike, + ...RunnableLike[], + RunnableLike + ] + ); + } + + public async build( + llm: BaseLanguageModel, + ...args: any + ): Promise> { + const [, chatHistory] = args; + const runnable = await this.buildChains(llm, ...args); + + const chainWithHistory = new RunnableWithMessageHistory({ + runnable, + getMessageHistory: (_) => { + return chatHistory; + }, + inputMessagesKey: 'question', + historyMessagesKey: 'history', }); - return enhancementChain; + return chainWithHistory; } } diff --git a/src/services/chain/openapi-base-chain.ts b/src/services/chain/openapi-base-chain.ts index 4533718..9719b5b 100644 --- a/src/services/chain/openapi-base-chain.ts +++ b/src/services/chain/openapi-base-chain.ts @@ -1,20 +1,16 @@ -import { CallbackManagerForChainRun } from 'langchain/callbacks'; import { BaseChain, ChainInputs, createOpenAPIChain } from 'langchain/chains'; -import { BaseChatModel } from 'langchain/chat_models/base'; -import { BaseFunctionCallOptions } from 'langchain/dist/base_language'; +import { BaseChatModel } from '@langchain/core/language_models/chat_models'; import { BasePromptTemplate, ChatPromptTemplate, HumanMessagePromptTemplate, MessagesPlaceholder, SystemMessagePromptTemplate, -} from 'langchain/prompts'; -import { ChainValues } from 'langchain/schema'; -import type { OpenAPIV3_1 } from 'openapi-types'; +} from '@langchain/core/prompts'; export interface OpenApiBaseChainInput extends ChainInputs { - spec: string | OpenAPIV3_1.Document<{}>; - llm?: BaseChatModel; + spec: string; + llm?: BaseChatModel; customizeSystemMessage?: string; headers: Record; } @@ -77,20 +73,17 @@ export class OpenApiBaseChain extends BaseChain { try { const txtSplitJson = text.split('No function_call in message ')[1]; const txtJson = JSON.parse(txtSplitJson); - + return txtJson[0]?.text; - } catch (error) { + } catch (error) { return `Sorry, I could not find the answer to your question.`; - } + } } return text; } - async _call( - values: ChainValues, - runManager?: CallbackManagerForChainRun - ): Promise { + async _call(values: any, runManager?: any): Promise { this._logger.log('Values: ', values); this._logger.log('OPENAPI Input: ', values[this.inputKey]); @@ -104,7 +97,7 @@ export class OpenApiBaseChain extends BaseChain { verbose: true, }); - let answer:string = ''; + let answer: string = ''; try { const rs = await chain.invoke({ @@ -114,15 +107,15 @@ export class OpenApiBaseChain extends BaseChain { format_chat_messages: values?.format_chat_messages, user_prompt: this._input.customizeSystemMessage || '', }); - + this._logger.log('OPENAPI Resposta: ', answer); - + answer = rs?.response; } catch (error) { this._logger.error('OPENAPI Error: ', error); answer = this.tryParseText(error?.message); - } finally { + } finally { return { [this.outputKey]: answer }; } } diff --git a/src/services/chain/openapi-chain.ts b/src/services/chain/openapi-chain.ts index 8249ef1..8a2d1e8 100644 --- a/src/services/chain/openapi-chain.ts +++ b/src/services/chain/openapi-chain.ts @@ -1,40 +1,200 @@ -import { BaseChain } from 'langchain/chains'; -import { IOpenAPIConfig } from '../../interface/agent.interface'; +import { exec } from 'child_process'; + +import { JsonSpec } from 'langchain/tools'; +import { + RunnablePassthrough, + RunnableSequence, +} from '@langchain/core/runnables'; +import { BaseLanguageModel } from '@langchain/core/language_models/base'; +import { + AIMessagePromptTemplate, + BasePromptTemplate, + ChatPromptTemplate, + HumanMessagePromptTemplate, + MessagesPlaceholder, + SystemMessagePromptTemplate, +} from '@langchain/core/prompts'; -import { BaseChatModel } from 'langchain/chat_models/base'; -import { OpenApiBaseChain } from './openapi-base-chain'; +import { IOpenAPIConfig } from '../../interface/agent.interface'; import { IChain } from '.'; +const MESSAGES = { + apiSuccess: `The execution made for API returned successfully, this is the return data:`, + apiError: `The execution made for API returned error, this is the return data:`, +}; + class OpenAPIChain implements IChain { private _settings: IOpenAPIConfig; + private _outputKey = 'openAPIResult'; constructor(settings: IOpenAPIConfig) { this._settings = settings; } + private getOpenApiPrompt(): string { + return ` + You are an AI with expertise in OpenAPI and Swagger. Given the provided API schema (from SCHEMA) and the user prompt (from USER PROMPT), generate the appropriate curl command for API execution.\n + + Follow these rules to generate the curl command:\n + 1. Generate only the curl command: Output only the executable curl command, without any additional explanation or context.\n + 2. Avoid duplicate requests:\n + - If the same question has already been answered in CHAT HISTORY and result is success, use the previous answer and do not generate a new request.\n + - Only generate the request if the question is new.\n + 3. Respond only if a question is asked: Ensure that a valid question is present before attempting to generate the curl command.\n + + Input data:\n + - USER PROMPT: ${this._settings?.customizeSystemMessage}\n + - SCHEMA: {schema}\n + - CHAT HISTORY: {format_chat_messages}\n + - QUESTION: {question}\n\n + + API ANSWER: + `; + } + + private buildPromptTemplate(systemMessages: string): BasePromptTemplate { + const combine_messages = [ + SystemMessagePromptTemplate.fromTemplate(systemMessages), + new MessagesPlaceholder('history'), + AIMessagePromptTemplate.fromTemplate('Wait! We are searching our API.'), + HumanMessagePromptTemplate.fromTemplate('{question}'), + ]; + + const CHAT_COMBINE_PROMPT = + ChatPromptTemplate.fromMessages(combine_messages); + + return CHAT_COMBINE_PROMPT; + } + private getHeaders(): Record | undefined { if (!this._settings.xApiKey && !this._settings.authorization) return undefined; const temp: any = {}; - if (!this._settings?.xApiKey) - temp['x-api-key'] = this._settings.xApiKey; + if (this._settings?.xApiKey) temp['x-api-key'] = this._settings.xApiKey; - if (!this._settings?.authorization) + if (this._settings?.authorization) temp['Authorization'] = this._settings.authorization; return { ...temp }; } - public async create(llm: BaseChatModel, ...args: any): Promise { - return new OpenApiBaseChain({ - llm, - spec: this._settings.data, - customizeSystemMessage: this._settings.customizeSystemMessage || '', - headers: this.getHeaders(), + parserCurl(curl: string) { + const curlL = curl; + + if (curlL.startsWith('CURL') || curlL.startsWith('curl')) { + return curlL; + } + + if (curlL.includes('```bash')) { + const regex = /```(.*?)```/gs; + const matches = [...curlL.matchAll(regex)]; + const curlBlocks = matches.map((match) => match[1]); + + let curlCommand = curlBlocks[0].replace('bash', ''); + + return curlCommand.replace('\n', '').replace('\n', ''); + } + + if (curlL.includes('```sh')) { + const regex = /```(.*?)```/gs; + const matches = [...curlL.matchAll(regex)]; + const curlBlocks = matches.map((match) => match[1]); + + let curlCommand = curlBlocks[0].replace('sh', ''); + + return curlCommand.replace('\n', '').replace('\n', ''); + } + return; + } + + private async executeOpenAPI(input: any) { + return new Promise((resolve, reject) => { + try { + const curl = this.parserCurl(input?.curl?.content); + + if (!curl) return resolve(input?.curl?.content); + + exec(curl, (error, stdout, stderr) => { + if (error) { + return reject(error); + } + + return resolve(`${MESSAGES.apiSuccess} ${stdout}`); + }); + } catch (error) { + return reject(error); + } }); } + + private async buildCurlChain( + spec: JsonSpec, + llm: BaseLanguageModel + ): Promise> { + const prompt = this.buildPromptTemplate(this.getOpenApiPrompt()); + + const openAPICurlChain = RunnableSequence.from([ + { + schema: () => spec.obj, + question: (input) => input.question, + user_prompt: (input) => this._settings?.customizeSystemMessage, + history: (input) => input.history, + user_context: (input) => input.user_context, + format_chat_messages: (input) => input.format_chat_messages, + }, + prompt, + llm.bind({ stop: ['\nAPI ANSWER:'] }), + ]); + + return openAPICurlChain; + } + + public async create( + llm: BaseLanguageModel, + ...args: any + ): Promise> { + const spec = new JsonSpec(JSON.parse(this._settings.data)); + + const openAPIChain = RunnableSequence.from([ + { + schema: () => spec.obj, + user_prompt: () => this._settings?.customizeSystemMessage, + user_context: (input: any) => input.user_context, + history: (input: any) => input.history, + question: (input: any) => input.question, + query: (input: any) => input.query, + format_chat_messages: (input) => input.format_chat_messages, + curl: await this.buildCurlChain(spec, llm), + }, + { + schema: () => spec.obj, + user_prompt: () => this._settings?.customizeSystemMessage, + user_context: (input: any) => input.user_context, + history: (input: any) => input.history, + question: (input: any) => input.question, + query: (input: any) => input.query, + format_chat_messages: (input) => input.format_chat_messages, + response: this.executeOpenAPI.bind(this), + }, + { + [this._outputKey]: (previousStepResult: any) => { + return previousStepResult?.response; + }, + }, + ]); + + return RunnableSequence.from([ + RunnablePassthrough.assign({ + openAPIChain, + }), + RunnablePassthrough.assign({ + [this._outputKey]: (input: { openAPIChain: any }) => + input.openAPIChain[this._outputKey], + }), + ]); + } } -export default OpenAPIChain; \ No newline at end of file +export default OpenAPIChain; diff --git a/src/services/chain/sql-chain.ts b/src/services/chain/sql-chain.ts index 8f02253..7fab7e1 100644 --- a/src/services/chain/sql-chain.ts +++ b/src/services/chain/sql-chain.ts @@ -1,10 +1,13 @@ -import { BaseChain } from 'langchain/chains'; import { IDataSourceConfig } from '../../interface/agent.interface'; import SqlDatabaseChain from './sql-database-chain'; import { SqlDatabase } from 'langchain/sql_db'; -import { BaseChatModel } from 'langchain/chat_models/base'; -import { PromptTemplate } from 'langchain/prompts'; import { IChain } from './'; +import { + RunnablePassthrough, + RunnableSequence, +} from '@langchain/core/runnables'; +import { PromptTemplate } from '@langchain/core/prompts'; +import { BaseLanguageModel } from '@langchain/core/language_models/base'; class SqlChain implements IChain { private _settings: IDataSourceConfig; @@ -22,13 +25,16 @@ class SqlChain implements IChain { ${customizeSystemMessage}\n ------------\n DATA SCHEMA AND ROWS EXAMPLE: {schema}\n - ------------\n + -------------------------------------------\n + CHAT HISTORY:\n + {format_chat_messages}\n + -------------------------------------------\n QUESTION: {question}\n - ------------\n + -------------------------------------------\n SQL QUERY: {query}\n - ------------\n + -------------------------------------------\n SQLResult: {response}\n - ------------\n + -------------------------------------------\n NATURAL LANGUAGE RESPONSE:\n `; } @@ -46,13 +52,16 @@ class SqlChain implements IChain { return this._dataSourceInstance; } - public async create(llm: BaseChatModel, ...args: any): Promise { + public async create( + llm: BaseLanguageModel, + ...args: any + ): Promise> { const database = await this.getDataSourceInstance(); const systemTemplate = this.getSystemMessage( this._settings.customizeSystemMessage ); - const chainSQL = new SqlDatabaseChain( + const chainSQL = await new SqlDatabaseChain( { llm, database, @@ -64,8 +73,9 @@ class SqlChain implements IChain { 'response', 'schema', 'query', - 'chat_history', + 'history', 'user_context', + 'format_chat_messages', ], template: systemTemplate, }), @@ -73,9 +83,19 @@ class SqlChain implements IChain { }, this._settings?.customizeSystemMessage, this._settings?.includesTables - ); + ).build(...args); - return chainSQL; + return RunnableSequence.from([ + RunnablePassthrough.assign({ + chainSQL, + }), + RunnablePassthrough.assign({ + sqlResult: (input: { chainSQL: { sqlResult: any; sqlQuery: any } }) => + input.chainSQL?.sqlResult, + sqlQuery: (input: { chainSQL: { sqlResult: any; sqlQuery: any } }) => + input.chainSQL?.sqlQuery, + }), + ]); } } diff --git a/src/services/chain/sql-database-chain.ts b/src/services/chain/sql-database-chain.ts index f7ab938..76bcbf3 100644 --- a/src/services/chain/sql-database-chain.ts +++ b/src/services/chain/sql-database-chain.ts @@ -1,21 +1,17 @@ -import { CallbackManagerForChainRun } from 'langchain/callbacks'; -import { BaseChain } from 'langchain/chains'; -import { - DEFAULT_SQL_DATABASE_PROMPT, - SqlDatabaseChainInput, -} from 'langchain/chains/sql_db'; -import { BaseLanguageModel } from 'langchain/dist/base_language'; +import { BaseLanguageModel } from '@langchain/core/language_models/base'; + +import { SqlDatabase } from 'langchain/sql_db'; +import { RunnableSequence } from '@langchain/core/runnables'; +import { StringOutputParser } from '@langchain/core/output_parsers'; import { + AIMessagePromptTemplate, BasePromptTemplate, ChatPromptTemplate, HumanMessagePromptTemplate, MessagesPlaceholder, + PromptTemplate, SystemMessagePromptTemplate, -} from 'langchain/prompts'; -import { AIMessage, ChainValues } from 'langchain/schema'; -import { StringOutputParser } from 'langchain/schema/output_parser'; -import { RunnableSequence } from 'langchain/schema/runnable'; -import { SqlDatabase } from 'langchain/sql_db'; +} from '@langchain/core/prompts'; const MESSAGES_ERRORS = { dataTooBig: 'Data result is too big. Please, be more specific.', @@ -23,32 +19,17 @@ const MESSAGES_ERRORS = { dataError: 'Data result is error. Please, try again.', }; -/** - * Class that represents a SQL database chain in the LangChain framework. - * It extends the BaseChain class and implements the functionality - * specific to a SQL database chain. - * - * @security **Security Notice** - * This chain generates SQL queries for the given database. - * The SQLDatabase class provides a getTableInfo method that can be used - * to get column information as well as sample data from the table. - * To mitigate risk of leaking sensitive data, limit permissions - * to read and scope to the tables that are needed. - * Optionally, use the includesTables or ignoreTables class parameters - * to limit which tables can/cannot be accessed. - * - * @link See https://js.langchain.com/docs/security for more information. - * @example - * ```typescript - * const chain = new SqlDatabaseChain({ - * llm: new OpenAI({ temperature: 0 }), - * database: new SqlDatabase({ ...config }), - * }); - * - * const result = await chain.run("How many tracks are there?"); - * ``` - */ -export default class SqlDatabaseChain extends BaseChain { +export interface SqlDatabaseChainInput { + llm: BaseLanguageModel; + database: SqlDatabase; + topK?: number; + inputKey?: string; + outputKey?: string; + sqlOutputKey?: string; + prompt?: PromptTemplate; +} + +class SqlDatabaseChain { // LLM wrapper to use llm: BaseLanguageModel; @@ -56,7 +37,7 @@ export default class SqlDatabaseChain extends BaseChain { database: SqlDatabase; // Prompt to use to translate natural language to SQL. - prompt = DEFAULT_SQL_DATABASE_PROMPT; + prompt; // Number of results to return from the query topK = 5; @@ -79,7 +60,6 @@ export default class SqlDatabaseChain extends BaseChain { customMessage?: string, includeTables?: string[] ) { - super(fields); this.llm = fields.llm; this.database = fields.database; this.topK = fields.topK ?? this.topK; @@ -105,6 +85,9 @@ export default class SqlDatabaseChain extends BaseChain { USER RULES: {user_prompt}\n CONTEXT: {user_context}\n -------------------------------------------\n + CHAT HISTORY:\n + {format_chat_messages}\n + -------------------------------------------\n DATA SCHEMA AND ROWS EXAMPLE: \n {schema}\n -------------------------------------------\n @@ -168,76 +151,82 @@ export default class SqlDatabaseChain extends BaseChain { private buildPromptTemplate(systemMessages: string): BasePromptTemplate { const combine_messages = [ SystemMessagePromptTemplate.fromTemplate(systemMessages), - new MessagesPlaceholder('chat_history'), - new AIMessage('Wait! We are searching our database.'), + new MessagesPlaceholder('history'), + AIMessagePromptTemplate.fromTemplate( + 'Wait! We are searching our database.' + ), HumanMessagePromptTemplate.fromTemplate('{question}'), ]; const CHAT_COMBINE_PROMPT = - ChatPromptTemplate.fromPromptMessages(combine_messages); + ChatPromptTemplate.fromMessages(combine_messages); return CHAT_COMBINE_PROMPT; } - async _call( - values: ChainValues, - runManager?: CallbackManagerForChainRun - ): Promise { - const question: string = values[this.inputKey]; - const table_schema = await this.database.getTableInfo(this.includeTables); + private async buildSqlQueryChain( + tableSchema: string + ): Promise> { const prompt = this.buildPromptTemplate(this.getSQLPrompt()); const sqlQueryChain = RunnableSequence.from([ { - schema: () => table_schema, - question: (input: { question: string }) => input.question, - chat_history: () => values?.chat_history, - format_chat_messages: () => values?.format_chat_messages, - user_prompt: () => this.customMessage, - user_context: () => values?.user_context, + schema: () => tableSchema, + question: (input) => input.question, + user_prompt: (input) => this.customMessage, + history: (input) => input.history, + user_context: (input) => input.user_context, + format_chat_messages: (input) => input.format_chat_messages, }, prompt, this.llm.bind({ stop: ['\nSQLResult:'] }), ]); - const finalChain = RunnableSequence.from([ + return sqlQueryChain; + } + + private async executeSQLQuery(input: any) { + const text = input?.query?.content; + + try { + const sqlParserd = this.parserSQL(text); + + if (!sqlParserd) return text; + + await this.checkResultDatabase(this.database, sqlParserd); + + const queryResult = await this.database.run(sqlParserd); + + return queryResult; + } catch (error) { + console.error(error); + + return error?.message; + } + } + + async build(...args: any): Promise> { + const tableSchema = await this.database.getTableInfo(this.includeTables); + const sqlQueryChain = await this.buildSqlQueryChain(tableSchema); + + const sqlChain = RunnableSequence.from([ { question: (input: any) => input.question, - user_prompt: () => this.customMessage, - user_context: () => values?.user_context, - chat_history: () => values?.chat_history, + user_prompt: (input: any) => this.customMessage, + history: (input: any) => input.history, + user_context: (input: any) => input.user_context, + format_chat_messages: (input) => input.format_chat_messages, query: sqlQueryChain, }, { - table_info: () => table_schema, - input: () => question, - schema: () => table_schema, - chat_history: () => values?.chat_history, + schema: () => tableSchema, user_prompt: () => this.customMessage, - user_context: () => values?.user_context, + user_context: (input: any) => input.user_context, + history: (input: any) => input.history, question: (input: any) => input.question, query: (input: any) => input.query, - response: async (input: any) => { - const text = input.query.content; - - try { - const sqlParserd = this.parserSQL(text); - - if (!sqlParserd) return text; - - console.log(`SQL`, sqlParserd); - - await this.checkResultDatabase(this.database, sqlParserd); - - const queryResult = await this.database.run(sqlParserd); - - return queryResult; - } catch (error) { - console.error(error); - - return error?.message; - } - }, + format_chat_messages: (input) => input.format_chat_messages, + response: this.executeSQLQuery.bind(this), }, { [this.outputKey]: this.prompt @@ -249,23 +238,8 @@ export default class SqlDatabaseChain extends BaseChain { }, ]); - const result = await finalChain.invoke({ question }); - - return result; - } - - _chainType(): string { - return 'sql_chain' as const; - } - - get inputKeys(): string[] { - return [this.inputKey]; - } - - get outputKeys(): string[] { - if (this.sqlOutputKey != null) { - return [this.outputKey, this.sqlOutputKey]; - } - return [this.outputKey]; + return sqlChain; } } + +export default SqlDatabaseChain; diff --git a/src/services/chain/vector-store-chain.ts b/src/services/chain/vector-store-chain.ts new file mode 100644 index 0000000..6ea33c7 --- /dev/null +++ b/src/services/chain/vector-store-chain.ts @@ -0,0 +1,173 @@ +import { VectorStore } from '@langchain/core/vectorstores'; +import { + RunnablePassthrough, + RunnableSequence, +} from '@langchain/core/runnables'; +import { BaseLanguageModel } from '@langchain/core/language_models/base'; +import { + AIMessagePromptTemplate, + BasePromptTemplate, + ChatPromptTemplate, + HumanMessagePromptTemplate, + MessagesPlaceholder, + SystemMessagePromptTemplate, +} from '@langchain/core/prompts'; +import { createStuffDocumentsChain } from 'langchain/chains/combine_documents'; +import { createRetrievalChain } from 'langchain/chains/retrieval'; + +import { IAgentConfig, IInputProps } from '../../interface/agent.interface'; +import { IChain } from '.'; + +import VectorStoreFactory from '../vector-store'; +import { interpolate } from '../../helpers/string.helpers'; + +class VectorStoreChain implements IChain { + private _settings: IAgentConfig; + private _outputKey = 'relevantDocs'; + private _service: VectorStore; + private _llm: BaseLanguageModel; + + constructor(settings: IAgentConfig) { + this._settings = settings; + } + + private getVectorStorePrompt(): string { + return ` + Given the following inputs, formulate a concise and relevant response:\n + 1. User Rules (from USER CONTEXT > USER RULES), if provided\n + 2. User Context (from USER CONTEXT > CONTEXT), if available\n + 3. Document Context (from Context found in documents), if provided\n + 4. API Output (from API Result), if available\n + 5. Database output (from database result), if available. If database output is filled, use it for final answer, do not manipulate.\n\n\n\n + + Response Guidelines:\n + - Prioritize User Rules and User Context if they are filled in.\n + - Do not generate or fabricate information:\n + Only use the data explicitly provided in the User Rules, User Context and Document Context. If the necessary information is not available, inform the user that the data is missing or request more details. Do not speculate or make assumptions beyond the provided information.\n + - Ignore irrelevant conversation logs that dont pertain directly to the user's query.\n + - Only respond if a clear question is asked.\n + - The question must be a single sentence.\n + - Remove punctuation from the question.\n + - Remove any non-essential words or irrelevant information from the question.\n\n + + Focus on Accuracy and Timeliness:\n + - Check for inconsistencies: If there are contradictions between different sources (e.g., documents, database, or user context), prioritize the most reliable information or request clarification from the user.\n + - Consider time relevance: Always take into account the temporal nature of information, prioritizing the most updated and contextually relevant data.\n\n + + Input Data:\n + - User Rules: {user_prompt}\n + - User Context: {user_context}\n + - Document Context: {context}\n + `; + } + + private buildPromptTemplate(systemMessages: string): BasePromptTemplate { + const combine_messages = [ + SystemMessagePromptTemplate.fromTemplate(systemMessages), + new MessagesPlaceholder('history'), + AIMessagePromptTemplate.fromTemplate( + 'Wait! We are searching our VectorStore API.' + ), + HumanMessagePromptTemplate.fromTemplate('{question}'), + ]; + + const CHAT_COMBINE_PROMPT = + ChatPromptTemplate.fromMessages(combine_messages); + + return CHAT_COMBINE_PROMPT; + } + + private async executeAsRetrieval(input: any) { + console.log('input', input); + + const prompt = this.buildPromptTemplate(this.getVectorStorePrompt()); + + return new Promise(async (resolve, reject) => { + try { + const combineDocsChain = await createStuffDocumentsChain({ + llm: this._llm, + prompt, + }); + + const chain = await createRetrievalChain({ + retriever: this._service.asRetriever({ + k: this._settings.vectorStoreConfig?.top || 10, + filter: this._settings.vectorStoreConfig?.customFilters + ? interpolate( + this._settings.vectorStoreConfig?.customFilters, + input + ) + : '', + }), + combineDocsChain, + }); + + const response = await chain.invoke({ + input: input.question, + chat_history: input.history, + ...input, + }); + + return resolve(response); + } catch (error) { + console.error('Error executing as retrieval', error); + return reject(error); + } + }); + } + + private async buildVectorStoreChain(): Promise> { + const runnable = RunnableSequence.from([ + { + user_prompt: (input) => input.user_prompt, + user_context: (input: any) => input.user_context, + history: (input: any) => input.history, + question: (input: any) => input.question, + query: (input: any) => input.query, + format_chat_messages: (input) => input.format_chat_messages, + }, + { + user_prompt: (input) => input.user_prompt, + user_context: (input: any) => input.user_context, + history: (input: any) => input.history, + question: (input: any) => input.question, + query: (input: any) => input.query, + format_chat_messages: (input) => input.format_chat_messages, + response: this.executeAsRetrieval.bind(this), + }, + { + [this._outputKey]: (previousStepResult: any) => { + return previousStepResult?.response?.answer; + }, + }, + ]); + + return runnable; + } + + public async create( + llm: BaseLanguageModel, + ...args: any + ): Promise> { + this._llm = llm; + this._service = VectorStoreFactory.create( + this._settings.vectorStoreConfig, + this._settings.llmConfig + ); + + const vectorStoreChain = await this.buildVectorStoreChain(); + + return RunnableSequence.from([ + RunnablePassthrough.assign({ + vectorStoreChain, + }), + RunnablePassthrough.assign({ + [this._outputKey]: (input: { vectorStoreChain: any }) => { + return input.vectorStoreChain[this._outputKey]; + }, + }), + ]); + } +} + +export default VectorStoreChain; diff --git a/src/services/chat-history/index.ts b/src/services/chat-history/index.ts index 1adb3bf..7cbf2ca 100644 --- a/src/services/chat-history/index.ts +++ b/src/services/chat-history/index.ts @@ -1,18 +1,17 @@ import { IDatabaseConfig } from '../../interface/agent.interface'; -import { BaseChatMessageHistory, BaseMessage } from 'langchain/schema'; +import { BaseListChatMessageHistory } from '@langchain/core/chat_history'; +import { BaseMessage } from '@langchain/core/messages'; import RedisChatHistory from './redis-chat-history'; -import { BufferMemory } from 'langchain/memory'; import MemoryChatHistory from './memory-chat-history'; interface IChatHistory { addUserMessage(message: string): Promise; - addAIChatMessage(message: string): Promise; + addAIMessage(message: string): Promise; getMessages(): Promise; getFormatedMessages(messages: BaseMessage[]): string; clear(): Promise; - getChatHistory(): BaseChatMessageHistory; - getBufferMemory(): BufferMemory; + getChatHistory(): BaseListChatMessageHistory; } const Services = { @@ -22,13 +21,14 @@ const Services = { class ChatHistoryFactory { public static async create(settings: IDatabaseConfig): Promise { - const service = new Services[settings?.type](settings); + const Service = Services[settings?.type]; + // new Services[settings?.type](settings); - if (!service) { + if (!Service) { return await new MemoryChatHistory(settings).build(); } - return await service.build(); + return await new Service(settings).build(); } } diff --git a/src/services/chat-history/memory-chat-history.ts b/src/services/chat-history/memory-chat-history.ts index ec2c7f5..dbadb47 100644 --- a/src/services/chat-history/memory-chat-history.ts +++ b/src/services/chat-history/memory-chat-history.ts @@ -1,42 +1,43 @@ -import { BaseChatMessageHistory, BaseMessage } from 'langchain/schema'; +import { BaseListChatMessageHistory } from '@langchain/core/chat_history'; +import { BaseMessage } from '@langchain/core/messages'; import { IDatabaseConfig } from '../../interface/agent.interface'; import { IChatHistory } from '.'; import { BufferMemory } from 'langchain/memory'; class MemoryChatHistory implements IChatHistory { private _settings: IDatabaseConfig; - private _history: BaseChatMessageHistory; + private _history: BaseListChatMessageHistory; private _bufferMemory: BufferMemory; constructor(settings: IDatabaseConfig) { this._settings = settings; } + addAIMessage(message: string): Promise { + return this._history?.addAIMessage(message); + } addUserMessage(message: string): Promise { return this._history?.addUserMessage(message); } - addAIChatMessage(message: string): Promise { - return this._history?.addAIChatMessage(message); - } - async getMessages(): Promise { const messages = await this._history?.getMessages(); - const cut = messages - .slice(-(this._settings?.limit || 5)); + const cut = messages.slice(-(this._settings?.limit || 5)); return cut; } getFormatedMessages(messages: BaseMessage[]): string { - const formated = messages.map( - (message) => `${message._getType().toUpperCase()}: ${message.content}` - ).join('\n'); + const formated = messages + .map( + (message) => `${message._getType().toUpperCase()}: ${message.content}` + ) + .join('\n'); return formated; } - getChatHistory(): BaseChatMessageHistory { + getChatHistory(): BaseListChatMessageHistory { return this._history; } @@ -47,20 +48,22 @@ class MemoryChatHistory implements IChatHistory { clear(): Promise { return this._history?.clear(); } - + async build(): Promise { - const { ChatMessageHistory } = (await import('langchain/stores/message/in_memory')); + const { ChatMessageHistory } = await import( + '@langchain/community/stores/message/in_memory' + ); this._history = new ChatMessageHistory(); this._bufferMemory = new BufferMemory({ returnMessages: true, memoryKey: 'chat_history', - chatHistory: this._history, + chatHistory: this._history as BaseListChatMessageHistory, }); return this; } } -export default MemoryChatHistory; \ No newline at end of file +export default MemoryChatHistory; diff --git a/src/services/chat-history/redis-chat-history.ts b/src/services/chat-history/redis-chat-history.ts index ac585b4..78b397e 100644 --- a/src/services/chat-history/redis-chat-history.ts +++ b/src/services/chat-history/redis-chat-history.ts @@ -1,13 +1,12 @@ -import { BaseChatMessageHistory, BaseMessage } from 'langchain/schema'; +import { BaseListChatMessageHistory } from '@langchain/core/chat_history'; +import { BaseMessage } from '@langchain/core/messages'; import { IDatabaseConfig } from '../../interface/agent.interface'; import { IChatHistory } from '.'; -import { BufferMemory } from 'langchain/memory'; class RedisChatHistory implements IChatHistory { private _settings: IDatabaseConfig; private _redisClientInstance: any; - private _history: BaseChatMessageHistory; - private _bufferMemory: BufferMemory; + private _history: BaseListChatMessageHistory; constructor(settings: IDatabaseConfig) { this._settings = settings; @@ -35,12 +34,12 @@ class RedisChatHistory implements IChatHistory { return this._history?.addUserMessage(message); } - addAIChatMessage(message: string): Promise { - return this._history?.addAIChatMessage(message); + addAIMessage(message: string): Promise { + return this._history?.addAIMessage(message); } async getMessages(): Promise { - const messages = await this._history?.getMessages(); + const messages = (await this._history?.getMessages()).reverse(); const cut = messages.slice(-(this._settings?.limit || 5)); return cut; @@ -56,21 +55,17 @@ class RedisChatHistory implements IChatHistory { return formated; } - getChatHistory(): BaseChatMessageHistory { + getChatHistory(): BaseListChatMessageHistory { return this._history; } - getBufferMemory(): BufferMemory { - return this._bufferMemory; - } - clear(): Promise { return this._history?.clear(); } async build(): Promise { const { RedisChatMessageHistory } = await import( - 'langchain/stores/message/ioredis' + '@langchain/community/stores/message/ioredis' ); const client = await this.createClient(); @@ -81,12 +76,6 @@ class RedisChatHistory implements IChatHistory { client, }); - this._bufferMemory = new BufferMemory({ - returnMessages: true, - memoryKey: 'chat_history', - chatHistory: this._history, - }); - return this; } } diff --git a/src/services/llm/azure-llm-service.ts b/src/services/llm/azure-llm-service.ts index 5096a54..58c1db1 100644 --- a/src/services/llm/azure-llm-service.ts +++ b/src/services/llm/azure-llm-service.ts @@ -1,7 +1,7 @@ -import { BaseChatModel } from 'langchain/chat_models/base'; +import { BaseChatModel } from '@langchain/core/language_models/chat_models'; import { IChatConfig, ILLMConfig } from '../../interface/agent.interface'; -import { ChatOpenAI } from 'langchain/chat_models/openai'; - +import { ChatOpenAI } from '@langchain/openai'; +import { BaseLanguageModel } from '@langchain/core/language_models/base'; class AzureLLMService { private _chatSettings: IChatConfig; @@ -12,7 +12,7 @@ class AzureLLMService { this._llmSettings = llmSettings; } - public build(): BaseChatModel { + public build(): BaseLanguageModel { return new ChatOpenAI({ temperature: this._chatSettings.temperature, streaming: true, @@ -25,4 +25,4 @@ class AzureLLMService { } } -export default AzureLLMService; \ No newline at end of file +export default AzureLLMService; diff --git a/src/services/llm/bedrock-llm-service.ts b/src/services/llm/bedrock-llm-service.ts index 5371e5a..797caef 100644 --- a/src/services/llm/bedrock-llm-service.ts +++ b/src/services/llm/bedrock-llm-service.ts @@ -1,6 +1,5 @@ -import { BaseChatModel } from 'langchain/chat_models/base'; import { IChatConfig, ILLMConfig } from '../../interface/agent.interface'; -import { ChatBedrock } from 'langchain/chat_models/bedrock'; +import { BedrockChat } from '@langchain/community/chat_models/bedrock'; class BedrockLLMService { private _chatSettings: IChatConfig; @@ -11,8 +10,8 @@ class BedrockLLMService { this._llmSettings = llmSettings; } - public build(): BaseChatModel { - return new ChatBedrock({ + public build(): BedrockChat { + return new BedrockChat({ temperature: this._chatSettings.temperature, streaming: true, model: this._llmSettings.model, @@ -20,10 +19,10 @@ class BedrockLLMService { credentials: { accessKeyId: this._llmSettings.apiKey, secretAccessKey: this._llmSettings.secretAccessKey, - sessionToken: this._llmSettings.sessionToken + sessionToken: this._llmSettings.sessionToken, }, }); } } -export default BedrockLLMService; \ No newline at end of file +export default BedrockLLMService; diff --git a/src/services/llm/index.ts b/src/services/llm/index.ts index d04820a..e127c45 100644 --- a/src/services/llm/index.ts +++ b/src/services/llm/index.ts @@ -1,9 +1,9 @@ -import { BaseChatModel } from 'langchain/chat_models/base'; import { IChatConfig, ILLMConfig } from '../../interface/agent.interface'; import AzureLLMService from './azure-llm-service'; import GoogleLLMService from './google-llm-service'; import BedrockLLMService from './bedrock-llm-service'; +import { BaseLanguageModel } from '@langchain/core/language_models/base'; const ServiceLLM = { azure: AzureLLMService, @@ -15,7 +15,7 @@ class LLMFactory { public static create( chatSettings: IChatConfig, llmSettings: ILLMConfig - ): BaseChatModel { + ): BaseLanguageModel { return new ServiceLLM[llmSettings.type](chatSettings, llmSettings).build(); } } diff --git a/src/services/vector-store/azure-vector-store.ts b/src/services/vector-store/azure/azure-vector-store.ts similarity index 56% rename from src/services/vector-store/azure-vector-store.ts rename to src/services/vector-store/azure/azure-vector-store.ts index 27d8e6e..b44d6d9 100644 --- a/src/services/vector-store/azure-vector-store.ts +++ b/src/services/vector-store/azure/azure-vector-store.ts @@ -1,65 +1,20 @@ -import { Callbacks } from 'langchain/callbacks'; import { Document } from 'langchain/document'; -import { Embeddings } from 'langchain/embeddings/base'; -import { VectorStore } from 'langchain/vectorstores/base'; +import { VectorStore } from '@langchain/core/vectorstores'; import { nanoid } from 'nanoid'; - -import request from '../../helpers/http-request.helpers'; - -interface AzureSearchConfig { - name: string; - indexes: string[]; - apiKey: string; - apiVersion: string; - vectorFieldName: string; - model?: string; -} - -interface DocumentSearchResponseModel { - value: TModel[]; -} - -type DocumentSearchModel = { - '@search.score': number; -}; - -export interface AzureCogDocument extends Record { } - -type AzureCogVectorField = { - value: number[]; - fields: string; - k: number; -}; - -type AzureCogFilter = { - search?: string; - facets?: string[]; - filter?: string; - top?: number; - vectorFields: string; -}; - -type AzureCogRequestObject = { - select: string; - search: string; - facets: string[]; - filter: string; - vectors: AzureCogVectorField[]; - top: number; -}; - - -export interface FaqDocumentIndex extends AzureCogDocument { - id: string; - user: string; - chatThreadId: string; - embedding: number[]; - pageContent: string; - metadata: any; -} - -export class AzureCogSearch> extends VectorStore { +import request from '../../../helpers/http-request.helpers'; +import { + AzureCogFilter, + AzureCogRequestObject, + AzureSearchConfig, + DocumentSearchModel, + DocumentSearchResponseModel, +} from './azure-vector-types'; +import { Callbacks } from '@langchain/core/callbacks/manager'; + +export class AzureCogSearch< + TModel extends Record +> extends VectorStore { private _config: AzureSearchConfig; constructor(embeddings: any, dbConfig: AzureSearchConfig) { @@ -82,37 +37,12 @@ export class AzureCogSearch> extends Vect return `https://${this._config.name}.search.windows.net/indexes`; } - async addDocuments(documents: Document[]): Promise { - const texts = documents.map(({ pageContent }) => pageContent); - return this.addVectors( - await this.embeddings.embedDocuments(texts), - documents - ); + get apiVersion(): string { + return this._config.apiVersion; } - async similaritySearch( - query: string, - k?: number, - filter?: AzureCogFilter, - ): Promise[]> { - const results = await this.similaritySearchVectorWithScore( - await this.embeddings.embedQuery(query), - k || 4, - filter, - // filter.filter - ); - - return results.map(([doc, _score]) => doc); - } - - async similaritySearchWithScore( - query: string, - k?: number, - filter?: AzureCogFilter, - _callbacks: Callbacks | undefined = undefined - ): Promise<[Document, number][]> { - const embeddings = await this.embeddings.embedQuery(query); - return this.similaritySearchVectorWithScore(embeddings, k || 5, filter); + get apiKey(): string { + return this._config.apiKey; } async addVectors( @@ -139,42 +69,120 @@ export class AzureCogSearch> extends Vect const documentIndexRequest: DocumentSearchResponseModel = { value: indexes, }; + // TODO: indexes - const url = `${this.baseUrl}/${this._config.indexes[0]}/docs/index?api-version=${this._config.apiVersion}`; - const responseObj = await fetcher( - url, - documentIndexRequest, - this._config.apiKey - ); + const url = `${this.baseUrl}/${this._config.indexes[0]}/docs/index?api-version=${this.apiVersion}`; + const responseObj = await fetcher(url, documentIndexRequest, this.apiKey); + return responseObj.value.map((doc: any) => doc.key); } + async addDocuments(documents: Document[]): Promise { + const texts = documents.map(({ pageContent }) => pageContent); + return this.addVectors( + await this.embeddings.embedDocuments(texts), + documents + ); + } + + async similaritySearch( + query: string, + k?: number, + filter?: AzureCogFilter + ): Promise[]> { + const filterWithQuery = { + ...filter, + search: query, + }; + + const results = await this.similaritySearchVectorWithScore( + await this.embeddings.embedQuery(query), + k, + filterWithQuery + ); + + return results.map(([doc, _score]) => doc); + } + + async similaritySearchWithScore( + query: string, + k?: number, + filter?: AzureCogFilter, + _callbacks: Callbacks | undefined = undefined + ): Promise<[Document, number][]> { + const filterWithQuery = { + ...filter, + search: query, + }; + + const embeddings = await this.embeddings.embedQuery(query); + + return this.similaritySearchVectorWithScore(embeddings, k, filterWithQuery); + } + async similaritySearchVectorWithScore( query: number[], - k: number, + k?: number, filter?: AzureCogFilter, index?: string ): Promise<[Document, number][]> { - // TODO: indexes - const url = `${this.baseUrl}/${index || this._config.indexes[0]}/docs/search?api-version=${this._config.apiVersion}`; + const url = `${this.baseUrl}/${ + index || this._config.indexes[0] + }/docs/search?api-version=${this.apiVersion}`; + + const resultDocuments = (await fetcher( + url, + this.getSearchBody(filter, k || 10, query), + this.apiKey + )) as DocumentSearchResponseModel & DocumentSearchModel>; + + const formatDocs: [Document, number][] = resultDocuments.value.map( + (doc) => [ + doc as Document, + doc['@search.rerankerScore'] || doc['@search.score'] || 0, + ] + ); + + return formatDocs; + } - const searchBody: AzureCogRequestObject = { + private getSearchBody( + filter: AzureCogFilter, + k: number, + query?: number[] + ): AzureCogRequestObject { + // TODO: break-change, implementation for 2023-07-01-preview + if (this.apiVersion === '2023-07-01-preview') { + return { + select: 'pageContent, metadata', + search: filter?.search || '*', + facets: filter?.facets || [], + filter: filter?.filter || '', + vectors: [{ value: query, fields: filter?.vectorFields || '', k: k }], + top: filter?.top || k, + } as AzureCogRequestObject; + } + + return { select: 'pageContent, metadata', search: filter?.search || '*', facets: filter?.facets || [], filter: filter?.filter || '', - vectors: [{ value: query, fields: filter?.vectorFields || '', k: k }], - top: filter?.top || k, + queryType: 'semantic', + semanticConfiguration: 'config_page_content', + captions: 'extractive', + answers: 'extractive', + vectorQueries: [ + { + kind: 'vector', + vector: query, + fields: filter?.vectorFields || this._config.vectorFieldName || '', + k, + }, + ], + top: k, }; - - const resultDocuments = (await fetcher( - url, - searchBody, - this._config.apiKey - )) as DocumentSearchResponseModel & DocumentSearchModel>; - - return resultDocuments.value.map((doc) => [doc, doc['@search.score'] || 0]); } } diff --git a/src/services/vector-store/azure/azure-vector-types.ts b/src/services/vector-store/azure/azure-vector-types.ts new file mode 100644 index 0000000..c0615c6 --- /dev/null +++ b/src/services/vector-store/azure/azure-vector-types.ts @@ -0,0 +1,59 @@ +export interface AzureSearchConfig { + name: string; + indexes: string[]; + apiKey: string; + apiVersion: string; + vectorFieldName: string; + model?: string; +} + +export interface DocumentSearchResponseModel { + value: TModel[]; +} + +export type DocumentSearchModel = { + '@search.score': number; + '@search.rerankerScore': number; + [key: string]: any; +}; + +export type AzureCogVectorField = { + value?: number[]; + vector?: number[]; + kind?: string; + fields: string; + k: number; +}; + +export type AzureCogFilter = { + search?: string; + facets?: string[]; + filter?: string; + top?: number; + vectorFields: string; +}; + +export type AzureCogRequestObject = { + select: string; + search: string; + facets: string[]; + filter: string; + queryType: string; + semanticConfiguration: string; + captions: string; + answers: string; + vectorQueries?: AzureCogVectorField[]; + vectors?: AzureCogVectorField[]; + top: number; +}; + +export interface AzureCogDocument extends Record {} + +export interface FaqDocumentIndex extends AzureCogDocument { + id: string; + user: string; + chatThreadId: string; + embedding: number[]; + pageContent: string; + metadata: any; +} diff --git a/src/services/vector-store/index.ts b/src/services/vector-store/index.ts index 4f819d6..3e321ee 100644 --- a/src/services/vector-store/index.ts +++ b/src/services/vector-store/index.ts @@ -1,9 +1,12 @@ -import { VectorStore } from 'langchain/vectorstores/base'; -import { AzureCogSearch } from './azure-vector-store'; -import { ILLMConfig, IVectorStoreConfig } from '../../interface/agent.interface'; -import { OpenAIEmbeddings } from 'langchain/embeddings/openai'; +import { VectorStore } from '@langchain/core/vectorstores'; +import { AzureCogSearch } from './azure/azure-vector-store'; +import { + ILLMConfig, + IVectorStoreConfig, +} from '../../interface/agent.interface'; +import { OpenAIEmbeddings } from '@langchain/openai'; -const ServiceEmbeddings = { +const ServiceEmbeddings = { azure: OpenAIEmbeddings, } as any; @@ -12,7 +15,10 @@ const ServiceVectores = { } as any; class VectorStoreFactory { - public static create(settings: IVectorStoreConfig, llmSettings: ILLMConfig): VectorStore { + public static create( + settings: IVectorStoreConfig, + llmSettings: ILLMConfig + ): VectorStore { const embedding = new ServiceEmbeddings[settings.type]({ ...llmSettings, azureOpenAIApiVersion: llmSettings.apiVersion, @@ -20,11 +26,11 @@ class VectorStoreFactory { azureOpenAIApiInstanceName: llmSettings.instance, azureOpenAIApiDeploymentName: llmSettings.model, }); - + const service = new ServiceVectores[settings.type]( embedding, - settings, - ); + settings + ) as VectorStore; return service; } diff --git a/tests/agent.test.ts b/tests/agent.test.ts index d3cbf44..7526c75 100644 --- a/tests/agent.test.ts +++ b/tests/agent.test.ts @@ -1,4 +1,3 @@ -/* import { describe, it } from 'node:test'; import { strict as assert } from 'node:assert'; @@ -6,7 +5,7 @@ import Agent from '../src/agent'; import { DataSource } from 'typeorm'; import { IAgentConfig } from '../src/interface/agent.interface'; -const agentConfig = require(`./agent-configs/agent-tigre.json`); +const agentConfig = require(`./agent-configs/agent-cru.json`); describe('Agent test', () => { it('should Agent instance', (t, done) => { @@ -38,6 +37,16 @@ describe('Agent test', () => { const agent = new Agent(agentSettings); + agent.on('onToken', (error) => { + console.log('onToken:', error); + }); + + agent.on('onError', (error) => { + console.error('ERROR:', error); + done(); + process.exit(0); + }); + agent.on('onMessage', async (message) => { assert.ok(message, 'message is not null'); console.warn('MESSAGE:', message); @@ -46,10 +55,14 @@ describe('Agent test', () => { }); agent.call({ - question: 'quais os últimos 5 pedidos desse cliente?', - chatThreadID: '1', - context: 'Sou vendedor, meu telefone e o 1', + question: 'Quem ganhou a ultima copa do mundo?', + // question: 'Limpar o cache da pessoa a443bf0e-4c76-42f8-a084-c6544309f111?', + // question: 'Qual estoque do produto 2771?', + // question: 'O que preciso fazer para reprocessear um pedido SAC?', + // question: 'qUAL MINHAS VISITAS AMANHA?', + chatThreadID: '11', + // context: 'Eu me chamo Joao Paulo e sou Arquiteto de Software', + // context: 'Sou vendedor, meu telefone e o +5511970774145', }); }); }); -*/