mindcraft/src/agent/prompter.js
Kolby Nottingham 4e0611d29e cleanup
2024-12-09 16:30:44 -08:00

293 lines
12 KiB
JavaScript

import { readFileSync, mkdirSync, writeFileSync} from 'fs';
import { Examples } from '../utils/examples.js';
import { getCommandDocs } from './commands/index.js';
import { getSkillDocs } from './library/index.js';
import { stringifyTurns } from '../utils/text.js';
import { getCommand } from './commands/index.js';
import { Gemini } from '../models/gemini.js';
import { GPT } from '../models/gpt.js';
import { Claude } from '../models/claude.js';
import { ReplicateAPI } from '../models/replicate.js';
import { Local } from '../models/local.js';
import { Novita } from '../models/novita.js';
import { GroqCloudAPI } from '../models/groq.js';
import { HuggingFace } from '../models/huggingface.js';
import { Qwen } from "../models/qwen.js";
import { Grok } from "../models/grok.js";
export class Prompter {
constructor(agent, fp) {
this.agent = agent;
this.profile = JSON.parse(readFileSync(fp, 'utf8'));
this.default_profile = JSON.parse(readFileSync('./profiles/_default.json', 'utf8'));
for (let key in this.default_profile) {
if (this.profile[key] === undefined)
this.profile[key] = this.default_profile[key];
}
this.convo_examples = null;
this.coding_examples = null;
let name = this.profile.name;
let chat = this.profile.model;
this.cooldown = this.profile.cooldown ? this.profile.cooldown : 0;
this.last_prompt_time = 0;
// try to get "max_tokens" parameter, else null
let max_tokens = null;
if (this.profile.max_tokens)
max_tokens = this.profile.max_tokens;
if (typeof chat === 'string' || chat instanceof String) {
chat = {model: chat};
if (chat.model.includes('gemini'))
chat.api = 'google';
else if (chat.model.includes('gpt') || chat.model.includes('o1'))
chat.api = 'openai';
else if (chat.model.includes('claude'))
chat.api = 'anthropic';
else if (chat.model.includes('huggingface/'))
chat.api = "huggingface";
else if (chat.model.includes('meta/') || chat.model.includes('mistralai/') || chat.model.includes('replicate/'))
chat.api = 'replicate';
else if (chat.model.includes("groq/") || chat.model.includes("groqcloud/"))
chat.api = 'groq';
else if (chat.model.includes('novita/'))
chat.api = 'novita';
else if (chat.model.includes('qwen'))
chat.api = 'qwen';
else if (chat.model.includes('grok'))
chat.api = 'xai';
else
chat.api = 'ollama';
}
console.log('Using chat settings:', chat);
if (chat.api === 'google')
this.chat_model = new Gemini(chat.model, chat.url);
else if (chat.api === 'openai')
this.chat_model = new GPT(chat.model, chat.url);
else if (chat.api === 'anthropic')
this.chat_model = new Claude(chat.model, chat.url);
else if (chat.api === 'replicate')
this.chat_model = new ReplicateAPI(chat.model, chat.url);
else if (chat.api === 'ollama')
this.chat_model = new Local(chat.model, chat.url);
else if (chat.api === 'groq') {
this.chat_model = new GroqCloudAPI(chat.model.replace('groq/', '').replace('groqcloud/', ''), chat.url, max_tokens ? max_tokens : 8192);
}
else if (chat.api === 'huggingface')
this.chat_model = new HuggingFace(chat.model, chat.url);
else if (chat.api === 'novita')
this.chat_model = new Novita(chat.model.replace('novita/', ''), chat.url);
else if (chat.api === 'qwen')
this.chat_model = new Qwen(chat.model, chat.url);
else if (chat.api === 'xai')
this.chat_model = new Grok(chat.model, chat.url);
else
throw new Error('Unknown API:', api);
let embedding = this.profile.embedding;
if (embedding === undefined) {
if (chat.api !== 'ollama')
embedding = {api: chat.api};
else
embedding = {api: 'none'};
}
else if (typeof embedding === 'string' || embedding instanceof String)
embedding = {api: embedding};
console.log('Using embedding settings:', embedding);
try {
if (embedding.api === 'google')
this.embedding_model = new Gemini(embedding.model, embedding.url);
else if (embedding.api === 'openai')
this.embedding_model = new GPT(embedding.model, embedding.url);
else if (embedding.api === 'replicate')
this.embedding_model = new ReplicateAPI(embedding.model, embedding.url);
else if (embedding.api === 'ollama')
this.embedding_model = new Local(embedding.model, embedding.url);
else if (embedding.api === 'qwen')
this.embedding_model = new Qwen(embedding.model, embedding.url);
else {
this.embedding_model = null;
console.log('Unknown embedding: ', embedding ? embedding.api : '[NOT SPECIFIED]', '. Using word overlap.');
}
}
catch (err) {
console.log('Warning: Failed to initialize embedding model:', err.message);
console.log('Continuing anyway, using word overlap instead.');
this.embedding_model = null;
}
mkdirSync(`./bots/${name}`, { recursive: true });
writeFileSync(`./bots/${name}/last_profile.json`, JSON.stringify(this.profile, null, 4), (err) => {
if (err) {
throw new Error('Failed to save profile:', err);
}
console.log("Copy profile saved.");
});
}
getName() {
return this.profile.name;
}
getInitModes() {
return this.profile.modes;
}
async initExamples() {
try {
this.convo_examples = new Examples(this.embedding_model);
this.coding_examples = new Examples(this.embedding_model);
// Wait for both examples to load before proceeding
await Promise.all([
this.convo_examples.load(this.profile.conversation_examples),
this.coding_examples.load(this.profile.coding_examples)
]);
console.log('Examples initialized.');
} catch (error) {
console.error('Failed to initialize examples:', error);
throw error;
}
}
async replaceStrings(prompt, messages, examples=null, to_summarize=[], last_goals=null) {
prompt = prompt.replaceAll('$NAME', this.agent.name);
if (prompt.includes('$STATS')) {
let stats = await getCommand('!stats').perform(this.agent);
prompt = prompt.replaceAll('$STATS', stats);
}
if (prompt.includes('$INVENTORY')) {
let inventory = await getCommand('!inventory').perform(this.agent);
prompt = prompt.replaceAll('$INVENTORY', inventory);
}
if (prompt.includes('$ACTION')) {
prompt = prompt.replaceAll('$ACTION', this.agent.actions.currentActionLabel);
}
if (prompt.includes('$COMMAND_DOCS'))
prompt = prompt.replaceAll('$COMMAND_DOCS', getCommandDocs());
if (prompt.includes('$CODE_DOCS'))
prompt = prompt.replaceAll('$CODE_DOCS', getSkillDocs());
if (prompt.includes('$EXAMPLES') && examples !== null)
prompt = prompt.replaceAll('$EXAMPLES', await examples.createExampleMessage(messages));
if (prompt.includes('$MEMORY'))
prompt = prompt.replaceAll('$MEMORY', this.agent.history.memory);
if (prompt.includes('$TO_SUMMARIZE'))
prompt = prompt.replaceAll('$TO_SUMMARIZE', stringifyTurns(to_summarize));
if (prompt.includes('$CONVO'))
prompt = prompt.replaceAll('$CONVO', 'Recent conversation:\n' + stringifyTurns(messages));
if (prompt.includes('$SELF_PROMPT')) {
let self_prompt = this.agent.self_prompter.on ? `YOUR CURRENT ASSIGNED GOAL: "${this.agent.self_prompter.prompt}"\n` : '';
prompt = prompt.replaceAll('$SELF_PROMPT', self_prompt);
}
if (prompt.includes('$LAST_GOALS')) {
let goal_text = '';
for (let goal in last_goals) {
if (last_goals[goal])
goal_text += `You recently successfully completed the goal ${goal}.\n`
else
goal_text += `You recently failed to complete the goal ${goal}.\n`
}
prompt = prompt.replaceAll('$LAST_GOALS', goal_text.trim());
}
if (prompt.includes('$BLUEPRINTS')) {
if (this.agent.npc.constructions) {
let blueprints = '';
for (let blueprint in this.agent.npc.constructions) {
blueprints += blueprint + ', ';
}
prompt = prompt.replaceAll('$BLUEPRINTS', blueprints.slice(0, -2));
}
}
// check if there are any remaining placeholders with syntax $<word>
let remaining = prompt.match(/\$[A-Z_]+/g);
if (remaining !== null) {
console.warn('Unknown prompt placeholders:', remaining.join(', '));
}
return prompt;
}
async checkCooldown() {
let elapsed = Date.now() - this.last_prompt_time;
if (elapsed < this.cooldown && this.cooldown > 0) {
await new Promise(r => setTimeout(r, this.cooldown - elapsed));
}
this.last_prompt_time = Date.now();
}
async promptConvo(messages) {
for (let i = 0; i < 3; i++) { // try 3 times to avoid hallucinations
await this.checkCooldown();
let prompt = this.profile.conversing;
prompt = await this.replaceStrings(prompt, messages, this.convo_examples);
let generation = await this.chat_model.sendRequest(messages, prompt);
// in conversations >2 players LLMs tend to hallucinate and role-play as other bots
// the FROM OTHER BOT tag should never be generated by the LLM
if (generation.includes('(FROM OTHER BOT)')) {
console.warn('LLM hallucinated message as another bot. Trying again...');
continue;
}
return generation;
}
return "*no response*";
}
async promptCoding(messages) {
await this.checkCooldown();
let prompt = this.profile.coding;
prompt = await this.replaceStrings(prompt, messages, this.coding_examples);
return await this.chat_model.sendRequest(messages, prompt);
}
async promptMemSaving(to_summarize) {
await this.checkCooldown();
let prompt = this.profile.saving_memory;
prompt = await this.replaceStrings(prompt, null, null, to_summarize);
return await this.chat_model.sendRequest([], prompt);
}
async promptShouldRespondToBot(new_message) {
await this.checkCooldown();
let prompt = this.profile.bot_responder;
let messages = this.agent.history.getHistory();
messages.push({role: 'user', content: new_message});
prompt = await this.replaceStrings(prompt, null, null, messages);
let res = await this.chat_model.sendRequest([], prompt);
return res.trim().toLowerCase() === 'respond';
}
async promptGoalSetting(messages, last_goals) {
let system_message = this.profile.goal_setting;
system_message = await this.replaceStrings(system_message, messages);
let user_message = 'Use the below info to determine what goal to target next\n\n';
user_message += '$LAST_GOALS\n$STATS\n$INVENTORY\n$CONVO'
user_message = await this.replaceStrings(user_message, messages, null, null, last_goals);
let user_messages = [{role: 'user', content: user_message}];
let res = await this.chat_model.sendRequest(user_messages, system_message);
let goal = null;
try {
let data = res.split('```')[1].replace('json', '').trim();
goal = JSON.parse(data);
} catch (err) {
console.log('Failed to parse goal:', res, err);
}
if (!goal || !goal.name || !goal.quantity || isNaN(parseInt(goal.quantity))) {
console.log('Failed to set goal:', res);
return null;
}
goal.quantity = parseInt(goal.quantity);
return goal;
}
}