From 88f472e5d221670c57e03c44e1934f366e26becf Mon Sep 17 00:00:00 2001 From: Dave Date: Mon, 1 May 2023 17:18:14 -0400 Subject: [PATCH] Add LangchainJS Examples (#146) --- examples/langchain/.gitignore | 2 + examples/langchain/JS.Dockerfile | 6 + examples/langchain/README.md | 31 + examples/langchain/docker-compose.yaml | 25 + .../langchainjs-localai-example/.gitignore | 2 + .../.vscode/launch.json | 20 + .../package-lock.json | 2313 +++++++++++++++++ .../langchainjs-localai-example/package.json | 21 + .../langchainjs-localai-example/src/index.mts | 79 + .../langchainjs-localai-example/tsconfig.json | 15 + examples/langchain/models/completion.tmpl | 1 + examples/langchain/models/gpt-3.5-turbo.yaml | 17 + examples/langchain/models/gpt4all.tmpl | 4 + 13 files changed, 2536 insertions(+) create mode 100644 examples/langchain/.gitignore create mode 100644 examples/langchain/JS.Dockerfile create mode 100644 examples/langchain/README.md create mode 100644 examples/langchain/docker-compose.yaml create mode 100644 examples/langchain/langchainjs-localai-example/.gitignore create mode 100644 examples/langchain/langchainjs-localai-example/.vscode/launch.json create mode 100644 examples/langchain/langchainjs-localai-example/package-lock.json create mode 100644 examples/langchain/langchainjs-localai-example/package.json create mode 100644 examples/langchain/langchainjs-localai-example/src/index.mts create mode 100644 examples/langchain/langchainjs-localai-example/tsconfig.json create mode 100644 examples/langchain/models/completion.tmpl create mode 100644 examples/langchain/models/gpt-3.5-turbo.yaml create mode 100644 examples/langchain/models/gpt4all.tmpl diff --git a/examples/langchain/.gitignore b/examples/langchain/.gitignore new file mode 100644 index 0000000..98850a5 --- /dev/null +++ b/examples/langchain/.gitignore @@ -0,0 +1,2 @@ +models/ggml-koala-13B-4bit-128g +models/ggml-gpt4all-j \ No newline at end of file diff --git a/examples/langchain/JS.Dockerfile b/examples/langchain/JS.Dockerfile new file mode 100644 index 0000000..1032093 --- /dev/null +++ b/examples/langchain/JS.Dockerfile @@ -0,0 +1,6 @@ +FROM node:latest +COPY ./langchainjs-localai-example /app +WORKDIR /app +RUN npm install +RUN npm run build +ENTRYPOINT [ "npm", "run", "start" ] \ No newline at end of file diff --git a/examples/langchain/README.md b/examples/langchain/README.md new file mode 100644 index 0000000..8aebab0 --- /dev/null +++ b/examples/langchain/README.md @@ -0,0 +1,31 @@ +# langchain + +Example of using langchain in TypeScript, with the standard OpenAI llm module, and LocalAI. + +Example for python langchain to follow at a later date + +Set up to make it easy to modify the `index.mts` file to look like any langchain example file. + +**Please Note** - This is a tech demo example at this time. ggml-gpt4all-j has pretty terrible results for most langchain applications with the settings used in this example. + +## Setup + +```bash +# Clone LocalAI +git clone https://github.com/go-skynet/LocalAI + +cd LocalAI/examples/langchain + +# (optional) - Edit the example code in typescript. +# vi ./langchainjs-localai-example/index.ts + +# Download gpt4all-j to models/ +wget https://gpt4all.io/models/ggml-gpt4all-j.bin -O models/ggml-gpt4all-j + +# start with docker-compose +docker-compose up --build +``` + +## Copyright + +Some of the example code in index.mts is adapted from the langchainjs project and is Copyright (c) Harrison Chase. Used under the terms of the MIT license, as is the remainder of this code. \ No newline at end of file diff --git a/examples/langchain/docker-compose.yaml b/examples/langchain/docker-compose.yaml new file mode 100644 index 0000000..7bd77cd --- /dev/null +++ b/examples/langchain/docker-compose.yaml @@ -0,0 +1,25 @@ +version: '3.6' + +services: + api: + image: quay.io/go-skynet/local-ai:latest + build: + context: ../../ + dockerfile: Dockerfile.dev + ports: + - 8080:8080 + environment: + - DEBUG=true + - MODELS_PATH=/models + volumes: + - ./models:/models:cached + command: ["/usr/bin/local-ai" ] + + langchainjs: + build: + context: . + dockerfile: JS.Dockerfile + environment: + - 'OPENAI_API_KEY=sk-XXXXXXXXXXXXXXXXXXXX' + - 'OPENAI_API_HOST=http://api:8080/v1' + - 'MODEL_NAME=gpt-3.5-turbo' #gpt-3.5-turbo' # ggml-gpt4all-j' # ggml-koala-13B-4bit-128g' \ No newline at end of file diff --git a/examples/langchain/langchainjs-localai-example/.gitignore b/examples/langchain/langchainjs-localai-example/.gitignore new file mode 100644 index 0000000..b947077 --- /dev/null +++ b/examples/langchain/langchainjs-localai-example/.gitignore @@ -0,0 +1,2 @@ +node_modules/ +dist/ diff --git a/examples/langchain/langchainjs-localai-example/.vscode/launch.json b/examples/langchain/langchainjs-localai-example/.vscode/launch.json new file mode 100644 index 0000000..2ee41d6 --- /dev/null +++ b/examples/langchain/langchainjs-localai-example/.vscode/launch.json @@ -0,0 +1,20 @@ +{ + // Use IntelliSense to learn about possible attributes. + // Hover to view descriptions of existing attributes. + // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 + "version": "0.2.0", + "configurations": [ + { + "type": "node", + "request": "launch", + "name": "Launch Program", + // "skipFiles": [ + // "/**" + // ], + "program": "${workspaceFolder}\\dist\\index.mjs", + "outFiles": [ + "${workspaceFolder}/**/*.js" + ] + } + ] +} \ No newline at 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b/examples/langchain/langchainjs-localai-example/package.json @@ -0,0 +1,21 @@ +{ + "name": "langchainjs-localai-example", + "version": "0.1.0", + "description": "Trivial Example of using langchain + the OpenAI API + LocalAI together", + "main": "index.mjs", + "scripts": { + "build": "tsc --build", + "clean": "tsc --build --clean", + "start": "node --trace-warnings dist/index.mjs" + }, + "author": "dave@gray101.com", + "license": "MIT", + "devDependencies": { + "@types/node": "^18.16.3", + "typescript": "^5.0.4" + }, + "dependencies": { + "langchain": "^0.0.67", + "typeorm": "^0.3.15" + } +} diff --git a/examples/langchain/langchainjs-localai-example/src/index.mts b/examples/langchain/langchainjs-localai-example/src/index.mts new file mode 100644 index 0000000..ec01a5b --- /dev/null +++ b/examples/langchain/langchainjs-localai-example/src/index.mts @@ -0,0 +1,79 @@ +import { OpenAIChat } from "langchain/llms/openai"; +import { loadQAStuffChain } from "langchain/chains"; +import { Document } from "langchain/document"; +import { initializeAgentExecutorWithOptions } from "langchain/agents"; +import {Calculator} from "langchain/tools/calculator"; + +const pathToLocalAi = process.env['OPENAI_API_HOST'] || 'http://api:8080/v1'; +const fakeApiKey = process.env['OPENAI_API_KEY'] || '-'; +const modelName = process.env['MODEL_NAME'] || 'gpt-3.5-turbo'; + +function getModel(): OpenAIChat { + return new OpenAIChat({ + prefixMessages: [ + { + role: "system", + content: "You are a helpful assistant that answers in pirate language", + }, + ], + modelName: modelName, + maxTokens: 50, + openAIApiKey: fakeApiKey, + maxRetries: 2 + }, { + basePath: pathToLocalAi, + apiKey: fakeApiKey, + }); +} + +// Minimal example. +export const run = async () => { + const model = getModel(); + console.log(`about to model.call at ${new Date().toUTCString()}`); + const res = await model.call( + "What would be a good company name a company that makes colorful socks?" + ); + console.log(`${new Date().toUTCString()}`); + console.log({ res }); +}; + +await run(); + +// This example uses the `StuffDocumentsChain` +export const run2 = async () => { + const model = getModel(); + const chainA = loadQAStuffChain(model); + const docs = [ + new Document({ pageContent: "Harrison went to Harvard." }), + new Document({ pageContent: "Ankush went to Princeton." }), + ]; + const resA = await chainA.call({ + input_documents: docs, + question: "Where did Harrison go to college?", + }); + console.log({ resA }); +}; + +await run2(); + +// Quickly thrown together example of using tools + agents. +// This seems like it should work, but it doesn't yet. +export const temporarilyBrokenToolTest = async () => { + const model = getModel(); + + const executor = await initializeAgentExecutorWithOptions([new Calculator(true)], model, { + agentType: "zero-shot-react-description", + }); + + console.log("Loaded agent."); + + const input = `What is the value of (500 *2) + 350 - 13?`; + + console.log(`Executing with input "${input}"...`); + + const result = await executor.call({ input }); + + console.log(`Got output ${result.output}`); +} + +await temporarilyBrokenToolTest(); diff --git a/examples/langchain/langchainjs-localai-example/tsconfig.json b/examples/langchain/langchainjs-localai-example/tsconfig.json new file mode 100644 index 0000000..84129d2 --- /dev/null +++ b/examples/langchain/langchainjs-localai-example/tsconfig.json @@ -0,0 +1,15 @@ +{ + "compilerOptions": { + "target": "es2022", + "lib": ["ES2022", "DOM"], + "module": "ES2022", + "moduleResolution": "node", + "strict": true, + "esModuleInterop": true, + "allowSyntheticDefaultImports": true, + "isolatedModules": true, + "outDir": "./dist" + }, + "include": ["src", "test"], + "exclude": ["node_modules", "dist"] +} diff --git a/examples/langchain/models/completion.tmpl b/examples/langchain/models/completion.tmpl new file mode 100644 index 0000000..9867cfc --- /dev/null +++ b/examples/langchain/models/completion.tmpl @@ -0,0 +1 @@ +{{.Input}} \ No newline at end of file diff --git a/examples/langchain/models/gpt-3.5-turbo.yaml b/examples/langchain/models/gpt-3.5-turbo.yaml new file mode 100644 index 0000000..156ec42 --- /dev/null +++ b/examples/langchain/models/gpt-3.5-turbo.yaml @@ -0,0 +1,17 @@ +name: gpt-3.5-turbo +parameters: + model: ggml-gpt4all-j # ggml-koala-13B-4bit-128g + top_k: 80 + temperature: 0.2 + top_p: 0.7 +context_size: 1024 +threads: 4 +stopwords: +- "HUMAN:" +- "GPT:" +roles: + user: " " + system: " " +template: + completion: completion + chat: completion # gpt4all \ No newline at end of file diff --git a/examples/langchain/models/gpt4all.tmpl b/examples/langchain/models/gpt4all.tmpl new file mode 100644 index 0000000..f76b080 --- /dev/null +++ b/examples/langchain/models/gpt4all.tmpl @@ -0,0 +1,4 @@ +The prompt below is a question to answer, a task to complete, or a conversation to respond to; decide which and write an appropriate response. +### Prompt: +{{.Input}} +### Response: