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config/ |
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FROM node:latest | ||
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WORKDIR /app | ||
#RUN npm init es6 -y | ||
RUN npm install typescript | ||
RUN npm install -D ts-node | ||
RUN npm install @types/node | ||
RUN npm install langchain | ||
RUN npm install openai | ||
RUN npm install dotenv | ||
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RUN npm i | ||
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COPY config/env ./.env | ||
COPY server/ /app | ||
RUN npm run build | ||
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CMD ["npm", "run", "start"] |
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ChatGPT & langchain example for node.js | ||
======================================= | ||
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This repository contains containerized code from [this tutorial](https://langchainers.hashnode.dev/getting-started-with-langchainjs) modified to use the ChatGPT language model, trained by OpenAI, into a node.js project using [LangChain.js](https://github.com/hwchase17/langchainjs), an API for language models. | ||
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Getting started | ||
To use this code, you will need to have a OpenAI API key. If you don't have one yet, you can get one by signing up at https://platform.openai.com | ||
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Once you have your API key, clone this repository and add the following with your key to `config/env`': | ||
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``` | ||
OPENAI_API_KEY={YOUR_API_KEY} | ||
``` | ||
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After this you can test it by building and running with: | ||
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``` | ||
docker build -t langchain_example . | ||
docker run -it langchain_example | ||
``` |
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{ | ||
"name": "", | ||
"version": "1.0.0", | ||
"description": "", | ||
"main": "index.js", | ||
"type": "module", | ||
"license": "AGPL-version-3.0", | ||
"private": false, | ||
"engines": { | ||
"node": ">= 14.0.0", | ||
"npm": ">= 6.0.0" | ||
}, | ||
"homepage": "", | ||
"repository": { | ||
"type": "git", | ||
"url": "" | ||
}, | ||
"bugs": "", | ||
"keywords": [], | ||
"author": { | ||
"name": "", | ||
"email": "", | ||
"url": "" | ||
}, | ||
"contributors": [], | ||
"scripts": { | ||
"build": "tsc", | ||
"start": "node ./dist/app.js", | ||
"dev": "ts-node --esm ./src/app.ts" | ||
}, | ||
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"dependencies": { | ||
"@types/node": "^18.14.6", | ||
"cors": "^2.8.5", | ||
"express": "^4.18.2", | ||
"formidable": "^3.2.5", | ||
"md5": "^2.3.0", | ||
"typescript": "^4.9.5" | ||
}, | ||
"devDependencies": { | ||
"ts-node": "^10.9.1" | ||
} | ||
} |
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//Import the OpenAPI Large Language Model (you can import other models here eg. Cohere) | ||
import { OpenAIChat } from "langchain/llms"; | ||
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//Import the BufferMemory module | ||
import { BufferMemory } from "langchain/memory"; | ||
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//Import the Chains module | ||
import { LLMChain } from "langchain/chains"; | ||
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//Import the PromptTemplate module | ||
import { PromptTemplate } from "langchain/prompts"; | ||
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//Load environment variables (populate process.env from .env file) | ||
import * as dotenv from "dotenv"; | ||
dotenv.config(); | ||
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export const run = async () => { | ||
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//Instantiate the BufferMemory passing the memory key for storing state | ||
const memory = new BufferMemory({ memoryKey: "chat_history" }); | ||
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//Instantiante the OpenAI model | ||
//Pass the "temperature" parameter which controls the RANDOMNESS of the model's output. A lower temperature will result in more predictable output, while a higher temperature will result in more random output. The temperature parameter is set between 0 and 1, with 0 being the most predictable and 1 being the most random | ||
const model = new OpenAIChat({ temperature: 0.9 }); | ||
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//Create the template. The template is actually a "parameterized prompt". A "parameterized prompt" is a prompt in which the input parameter names are used and the parameter values are supplied from external input | ||
//Note the input variables {chat_history} and {input} | ||
const template = `The following is a friendly conversation between a human and an AI. The AI is talkative and provides lots of specific details from its context. If the AI does not know the answer to a question, it truthfully says it does not know. The AI answers as Yoda. | ||
Current conversation: | ||
{chat_history} | ||
Human: {input} | ||
AI:`; | ||
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//Instantiate "PromptTemplate" passing the prompt template string initialized above | ||
const prompt = PromptTemplate.fromTemplate(template); | ||
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//Instantiate LLMChain, which consists of a PromptTemplate, an LLM and memory. | ||
const chain = new LLMChain({ llm: model, prompt, memory }); | ||
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//Run the chain passing a value for the {input} variable. The result will be stored in {chat_history} | ||
const res1 = await chain.call({ input: "Hi! I'm Morpheus." }); | ||
console.log({ res1 }); | ||
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//Run the chain again passing a value for the {input} variable. This time, the response from the last run ie. the value in {chat_history} will alo be passed as part of the prompt | ||
const res2 = await chain.call({ input: "What's my name?" }); | ||
console.log({ res2 }); | ||
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//BONUS!! | ||
const res3 = await chain.call({ input: "Which epic movie was I in and who was my protege?" }); | ||
console.log({ res3 }); | ||
}; | ||
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run(); |
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{ | ||
"compilerOptions": { | ||
/* Visit https://aka.ms/tsconfig to read more about this file */ | ||
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/* Projects */ | ||
// "incremental": true, /* Save .tsbuildinfo files to allow for incremental compilation of projects. */ | ||
// "composite": true, /* Enable constraints that allow a TypeScript project to be used with project references. */ | ||
// "tsBuildInfoFile": "./.tsbuildinfo", /* Specify the path to .tsbuildinfo incremental compilation file. */ | ||
// "disableSourceOfProjectReferenceRedirect": true, /* Disable preferring source files instead of declaration files when referencing composite projects. */ | ||
// "disableSolutionSearching": true, /* Opt a project out of multi-project reference checking when editing. */ | ||
// "disableReferencedProjectLoad": true, /* Reduce the number of projects loaded automatically by TypeScript. */ | ||
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/* Language and Environment */ | ||
"target": "es2020", /* Set the JavaScript language version for emitted JavaScript and include compatible library declarations. */ | ||
"lib": ["es2020"], /* Specify a set of bundled library declaration files that describe the target runtime environment. */ | ||
// "jsx": "preserve", /* Specify what JSX code is generated. */ | ||
// "experimentalDecorators": true, /* Enable experimental support for TC39 stage 2 draft decorators. */ | ||
// "emitDecoratorMetadata": true, /* Emit design-type metadata for decorated declarations in source files. */ | ||
// "jsxFactory": "", /* Specify the JSX factory function used when targeting React JSX emit, e.g. 'React.createElement' or 'h'. */ | ||
// "jsxFragmentFactory": "", /* Specify the JSX Fragment reference used for fragments when targeting React JSX emit e.g. 'React.Fragment' or 'Fragment'. */ | ||
// "jsxImportSource": "", /* Specify module specifier used to import the JSX factory functions when using 'jsx: react-jsx*'. */ | ||
// "reactNamespace": "", /* Specify the object invoked for 'createElement'. This only applies when targeting 'react' JSX emit. */ | ||
// "noLib": true, /* Disable including any library files, including the default lib.d.ts. */ | ||
// "useDefineForClassFields": true, /* Emit ECMAScript-standard-compliant class fields. */ | ||
// "moduleDetection": "auto", /* Control what method is used to detect module-format JS files. */ | ||
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/* Modules */ | ||
"module": "nodenext", /* Specify what module code is generated. */ | ||
"rootDir": "src", /* Specify the root folder within your source files. */ | ||
// "moduleResolution": "node", /* Specify how TypeScript looks up a file from a given module specifier. */ | ||
// "baseUrl": "./", /* Specify the base directory to resolve non-relative module names. */ | ||
// "paths": {}, /* Specify a set of entries that re-map imports to additional lookup locations. */ | ||
// "rootDirs": [], /* Allow multiple folders to be treated as one when resolving modules. */ | ||
// "typeRoots": [], /* Specify multiple folders that act like './node_modules/@types'. */ | ||
// "types": [], /* Specify type package names to be included without being referenced in a source file. */ | ||
// "allowUmdGlobalAccess": true, /* Allow accessing UMD globals from modules. */ | ||
// "moduleSuffixes": [], /* List of file name suffixes to search when resolving a module. */ | ||
// "resolveJsonModule": true, /* Enable importing .json files. */ | ||
// "noResolve": true, /* Disallow 'import's, 'require's or '<reference>'s from expanding the number of files TypeScript should add to a project. */ | ||
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/* JavaScript Support */ | ||
// "allowJs": true, /* Allow JavaScript files to be a part of your program. Use the 'checkJS' option to get errors from these files. */ | ||
// "checkJs": true, /* Enable error reporting in type-checked JavaScript files. */ | ||
// "maxNodeModuleJsDepth": 1, /* Specify the maximum folder depth used for checking JavaScript files from 'node_modules'. Only applicable with 'allowJs'. */ | ||
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/* Emit */ | ||
// "declaration": true, /* Generate .d.ts files from TypeScript and JavaScript files in your project. */ | ||
// "declarationMap": true, /* Create sourcemaps for d.ts files. */ | ||
// "emitDeclarationOnly": true, /* Only output d.ts files and not JavaScript files. */ | ||
// "sourceMap": true, /* Create source map files for emitted JavaScript files. */ | ||
// "outFile": "./", /* Specify a file that bundles all outputs into one JavaScript file. If 'declaration' is true, also designates a file that bundles all .d.ts output. */ | ||
"outDir": "./dist", /* Specify an output folder for all emitted files. */ | ||
// "removeComments": true, /* Disable emitting comments. */ | ||
// "noEmit": true, /* Disable emitting files from a compilation. */ | ||
// "importHelpers": true, /* Allow importing helper functions from tslib once per project, instead of including them per-file. */ | ||
// "importsNotUsedAsValues": "remove", /* Specify emit/checking behavior for imports that are only used for types. */ | ||
// "downlevelIteration": true, /* Emit more compliant, but verbose and less performant JavaScript for iteration. */ | ||
// "sourceRoot": "", /* Specify the root path for debuggers to find the reference source code. */ | ||
// "mapRoot": "", /* Specify the location where debugger should locate map files instead of generated locations. */ | ||
// "inlineSourceMap": true, /* Include sourcemap files inside the emitted JavaScript. */ | ||
// "inlineSources": true, /* Include source code in the sourcemaps inside the emitted JavaScript. */ | ||
// "emitBOM": true, /* Emit a UTF-8 Byte Order Mark (BOM) in the beginning of output files. */ | ||
// "newLine": "crlf", /* Set the newline character for emitting files. */ | ||
// "stripInternal": true, /* Disable emitting declarations that have '@internal' in their JSDoc comments. */ | ||
// "noEmitHelpers": true, /* Disable generating custom helper functions like '__extends' in compiled output. */ | ||
// "noEmitOnError": true, /* Disable emitting files if any type checking errors are reported. */ | ||
// "preserveConstEnums": true, /* Disable erasing 'const enum' declarations in generated code. */ | ||
// "declarationDir": "./", /* Specify the output directory for generated declaration files. */ | ||
// "preserveValueImports": true, /* Preserve unused imported values in the JavaScript output that would otherwise be removed. */ | ||
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/* Interop Constraints */ | ||
// "isolatedModules": true, /* Ensure that each file can be safely transpiled without relying on other imports. */ | ||
// "allowSyntheticDefaultImports": true, /* Allow 'import x from y' when a module doesn't have a default export. */ | ||
"esModuleInterop": true, /* Emit additional JavaScript to ease support for importing CommonJS modules. This enables 'allowSyntheticDefaultImports' for type compatibility. */ | ||
// "preserveSymlinks": true, /* Disable resolving symlinks to their realpath. This correlates to the same flag in node. */ | ||
"forceConsistentCasingInFileNames": true, /* Ensure that casing is correct in imports. */ | ||
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/* Type Checking */ | ||
"strict": true, /* Enable all strict type-checking options. */ | ||
"noImplicitAny": true, /* Enable error reporting for expressions and declarations with an implied 'any' type. */ | ||
// "strictNullChecks": true, /* When type checking, take into account 'null' and 'undefined'. */ | ||
// "strictFunctionTypes": true, /* When assigning functions, check to ensure parameters and the return values are subtype-compatible. */ | ||
// "strictBindCallApply": true, /* Check that the arguments for 'bind', 'call', and 'apply' methods match the original function. */ | ||
// "strictPropertyInitialization": true, /* Check for class properties that are declared but not set in the constructor. */ | ||
// "noImplicitThis": true, /* Enable error reporting when 'this' is given the type 'any'. */ | ||
// "useUnknownInCatchVariables": true, /* Default catch clause variables as 'unknown' instead of 'any'. */ | ||
// "alwaysStrict": true, /* Ensure 'use strict' is always emitted. */ | ||
// "noUnusedLocals": true, /* Enable error reporting when local variables aren't read. */ | ||
// "noUnusedParameters": true, /* Raise an error when a function parameter isn't read. */ | ||
// "exactOptionalPropertyTypes": true, /* Interpret optional property types as written, rather than adding 'undefined'. */ | ||
// "noImplicitReturns": true, /* Enable error reporting for codepaths that do not explicitly return in a function. */ | ||
// "noFallthroughCasesInSwitch": true, /* Enable error reporting for fallthrough cases in switch statements. */ | ||
// "noUncheckedIndexedAccess": true, /* Add 'undefined' to a type when accessed using an index. */ | ||
// "noImplicitOverride": true, /* Ensure overriding members in derived classes are marked with an override modifier. */ | ||
// "noPropertyAccessFromIndexSignature": true, /* Enforces using indexed accessors for keys declared using an indexed type. */ | ||
// "allowUnusedLabels": true, /* Disable error reporting for unused labels. */ | ||
// "allowUnreachableCode": true, /* Disable error reporting for unreachable code. */ | ||
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/* Completeness */ | ||
// "skipDefaultLibCheck": true, /* Skip type checking .d.ts files that are included with TypeScript. */ | ||
"skipLibCheck": true /* Skip type checking all .d.ts files. */ | ||
} | ||
} |