diff --git a/examples/llm/README.md b/examples/llm/README.md new file mode 100644 index 0000000..7f62e45 --- /dev/null +++ b/examples/llm/README.md @@ -0,0 +1,16 @@ +# LLM Agent Example +This example implements a reasoning loop agent utilizing an LLM in the following scenario: +Our agent acts on behalf of a student who has forgotten to do their homework and aims to submit an +excuse request to the environment; the environment either accepts or rejects the request and gives +feedback regarding why a request was denied. As the student has several attempts to submit the +request, their agents adjusts the excuse request for previous attempts based on feedback that the +environment provides. + +The implementation depends on unreleased changes in the main JS-son project. This means that as a +prerequisite, you have to navigate up to the main project root (`cd ../../`) and run `yarn install`. +Note that it is crucial to use `yarn`, as npm struggles with the transpilation settings for +asynchronous calls. + +The example code integrates with Gemini, i.e. it requires a Gemini API key. +Install the example with `yarn install`, run it with `node index.js `, where `` +is your Gemini API token. diff --git a/examples/llm/index.js b/examples/llm/index.js new file mode 100644 index 0000000..b2d2ec0 --- /dev/null +++ b/examples/llm/index.js @@ -0,0 +1,93 @@ +const { GoogleGenerativeAI } = require('@google/generative-ai') +const { Belief, Plan, Agent, Environment } = require('js-son-agent') + +const genAI = new GoogleGenerativeAI(process.argv.slice(2)[0]) +const model = genAI.getGenerativeModel({ model: "gemini-1.5-flash" }) + +const beliefs = { + ...Belief('rejectExps', []), + ...Belief('excuseAccepted', false), + ...Belief('name', 'Bart'), + ...Belief('teacherName', 'Edna Krabappel') +} + +const genPrompt = beliefs => +` +Can you write a charming yet convincing excuse for a student who forgot their homework? +The names of teacher and student are ${beliefs.teacherName}, and ${beliefs.name}, +respectively (i.e., sign the excuse with ${beliefs.name}). + +Consider the following feedback received from past rejected excuses: + +${beliefs.rejectExps.map(exp => `• ${exp}`).join('\n')} +` + +const plans = [ + Plan( + beliefs => !beliefs.excuseAccepted, + async beliefs => { + console.log('beliefs', beliefs) + const prompt = genPrompt(beliefs) + console.log('prompt', prompt) + const excusePromise = await model.generateContent([prompt]) + const excuse = excusePromise.response.text() + console.log('Excuse', excuse) + return excuse + } + ) +] + +const reviseBeliefs = (beliefs, percepts) => { + console.log('revise', beliefs, percepts) + const rejectExps = percepts.rejectExp && !beliefs.rejectExps.includes(percepts.rejectExp) ? + Array(...beliefs.rejectExps, percepts.rejectExp) : + beliefs.rejectExps + return percepts.excuseAccepted ? { + ...beliefs, + excuseAccepted: true, + } : { + ...beliefs, + rejectExps + } +} + +const agent = new Agent({ id: 'student', beliefs, plans, reviseBeliefs }) + +const state = { + excuseAccepted: false, + rejectExp: '' +} + +const updateState = async(actions, _, currentState) => { + const excuse = await actions[0] + if(!excuse) + return { ...currentState, rejectExp: ''} + const state = { + excuseAccepted: false + } + if (['hamster', 'pigeon', 'pet', 'squirrel'].some(string => excuse.includes(string))) { + state.rejectExp = 'The excuse must not refer to animals or pets.' + } else if (['masterpiece'].some(string => excuse.includes(string))) { + state.rejectExp = 'The excuse must not refer to homework as a piece of art.' + } + else if (['sister', 'Lisa'].some(string => excuse.includes(string))) { + state.rejectExp = 'The excuse must not refer to your sister Lisa.' + } + else { + state.excuseAccepted = true + } + console.log( + state.excuseAccepted ? + 'Excuse accepted' : + `Excuse rejected: ${state.rejectExp}`) + console.log('-----') + return state +} + +const environment = new Environment( + [agent], + state, + updateState +) + +setInterval(() => environment.run(1), 3000) diff --git a/examples/llm/package-lock.json b/examples/llm/package-lock.json new file mode 100644 index 0000000..5b4556b --- /dev/null +++ b/examples/llm/package-lock.json @@ -0,0 +1,777 @@ +{ + "name": "llm-agent-js-example", + "version": "0.0.1", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "llm-agent-js-example", + "version": "0.0.1", + "license": "MIT", + "dependencies": { + "@google/generative-ai": "^0.21.0", + "js-son-agent": "file:../../" + }, + "devDependencies": { + "@babel/plugin-transform-runtime": "^7.26.9" + }, + "engines": { + "node": ">=18.0.0" + } + }, + "../..": { + "name": "js-son-agent", + "version": "0.0.17", + "license": "BSD-2-Clause", + 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