const os = require('os'); const pty = require('node-pty'); //const pty = require('@cdktf/node-pty-prebuilt-multiarch'); const git = require('isomorphic-git'); const http = require('isomorphic-git/http/node'); const Http = require("http") const path = require('path'); const fs = require("fs"); const tar = require('tar'); const { createServer } = require("http"); const { Server } = require("socket.io"); const { io } = require("socket.io-client"); const term = require( 'terminal-kit' ).terminal; const Downloader = require("nodejs-file-downloader"); const semver = require('semver'); //const _7z = require('7zip-min'); const axios = require('axios') const platform = os.platform() const shell = platform === 'win32' ? 'powershell.exe' : 'bash'; const L = require("./llama") const A = require("./alpaca") const TorrentDownloader = require("./torrent") const exists = s => new Promise(r=>fs.access(s, fs.constants.F_OK, e => r(!e))) const escapeNewLine = (platform, arg) => platform === 'win32' ? arg.replaceAll(/\n/g, "\\n").replaceAll(/\r/g, "\\r") : arg const escapeDoubleQuotes = (platform, arg) => platform === 'win32' ? arg.replaceAll(/"/g, '`"') : arg.replaceAll(/"/g, '\\"') const stripAnsi = (str) => { const pattern = [ '[\\u001B\\u009B][[\\]()#;?]*(?:(?:(?:(?:;[-a-zA-Z\\d\\/#&.:=?%@~_]+)*|[a-zA-Z\\d]+(?:;[-a-zA-Z\\d\\/#&.:=?%@~_]*)*)?\\u0007)', '(?:(?:\\d{1,4}(?:;\\d{0,4})*)?[\\dA-PR-TZcf-nq-uy=><~]))' ].join('|'); const regex = new RegExp(pattern, 'g') return str.replace(regex, ''); } class Dalai { constructor(home) { //////////////////////////////////////////////////////////////////////////////////////////////////////////// // // 1. manually set llama.cpp home // 2. otherwise store llama.cpp at ~/llama.cpp // // # NOTE // Could have used process.cwd() (The current execution directory) to download llama.cpp // but this makes it cumbersome as you try to build multiple apps, because by default Dalai client will // look for the current execution directory for llama.cpp. // It's simpler to set the ~/llama.cpp as the default directory and use that path as the single source // of truth and let multiple apps all connect to that path // Otherwise if you want to customize the path you can just pass in the "home" attribute to manually set it. // //////////////////////////////////////////////////////////////////////////////////////////////////////////// this.home = home ? path.resolve(home) : path.resolve(os.homedir(), "dalai") try { console.log("mkdir", this.home) fs.mkdirSync(this.home, { recursive: true }) } catch (e) { console.log("E", e) } this.torrent = new TorrentDownloader() this.config = { name: 'xterm-color', cols: 1000, rows: 30, } this.cores = { llama: new L(this), alpaca: new A(this), } } htmlencode (str) { let encodedStr = ''; for (let i = 0; i < str.length; i++) { let charCode = str.charCodeAt(i); if (charCode < 128) { // ASCII characters switch (str[i]) { case '<': encodedStr += '<'; break; case '>': encodedStr += '>'; break; case '&': encodedStr += '&'; break; case '"': encodedStr += '"'; break; case '\'': encodedStr += '''; break; case '\n': encodedStr += '
'; break; case '\r': break; // ignore case '\t': encodedStr += '    '; break; case '\b': encodedStr += ' '; break; case '\f': encodedStr += ' '; break; default: encodedStr += String.fromCharCode(charCode); break; } } else { // Non-ASCII characters encodedStr += "&#" + charCode + ";"; } } return encodedStr; } down(url, dest, headers) { return new Promise((resolve, reject) => { const task = path.basename(dest) this.startProgress(task) axios({ url, method: 'GET', responseType: 'stream', maxContentLength: Infinity, headers, onDownloadProgress: progressEvent => { const progress = (progressEvent.loaded / progressEvent.total) * 100; this.progress(task, progress) } }).then(response => { const writer = fs.createWriteStream(dest); response.data.pipe(writer); writer.on('finish', () => { this.progressBar.update(1); term("\n") resolve() }); }).catch(error => { reject(error) }); }) } async python () { // install self-contained python => only for windows for now // 1. download // 2. unzip const filename = "cpython-3.10.9+20230116-x86_64-pc-windows-msvc-shared-install_only.tar.gz" const task = "downloading self contained python" const downloader = new Downloader({ url: `https://github.com/indygreg/python-build-standalone/releases/download/20230116/${filename}`, directory: this.home, onProgress: (percentage, chunk, remainingSize) => { this.progress(task, percentage) }, }); try { await this.startProgress(task) await downloader.download(); } catch (error) { console.log(error); } this.progressBar.update(1); console.log("extracting python") await tar.x({ file: path.resolve(this.home, filename), C: this.home, strict: true }) console.log("cleaning up temp files") await fs.promises.rm(path.resolve(this.home, filename)) } // async mingw() { // const mingw = "https://github.com/niXman/mingw-builds-binaries/releases/download/12.2.0-rt_v10-rev2/x86_64-12.2.0-release-win32-seh-msvcrt-rt_v10-rev2.7z" // const downloader = new Downloader({ // url: mingw, // directory: this.home, // onProgress: (percentage, chunk, remainingSize) => { // this.progress("download mingw", percentage) // }, // }); // try { // await this.startProgress("download mingw") // await downloader.download(); // } catch (error) { // console.log(error); // } // this.progressBar.update(1); // await new Promise((resolve, reject) => { // _7z.unpack(path.resolve(this.home, "x86_64-12.2.0-release-win32-seh-msvcrt-rt_v10-rev2.7z"), this.home, (err) => { // if (err) { // reject(err) // } else { // resolve() // } // }) // }) // console.log("cleaning up temp files") // await fs.promises.rm(path.resolve(this.home, "x86_64-12.2.0-release-win32-seh-msvcrt-rt_v10-rev2.7z")) // } async query(req, cb) { console.log(`> query:`, req) if (req.method === "installed") { let models = await this.installed() for(let model of models) { cb(model) } cb('\n\n') return } let [Core, Model] = req.model.split(".") Model = Model.toUpperCase() console.log( { Core, Model } ) let o = { seed: req.seed || -1, threads: req.threads || 8, n_predict: req.n_predict || 128, model: `models/${Model || "7B"}/ggml-model-q4_0.bin`, } let e = await exists(path.resolve(this.home, Core, "models", Model)) if (!e) { cb(`File does not exist: ${Model}. Try "dalai ${Core} get ${Model}" first.`) return } if (req.top_k) o.top_k = req.top_k if (req.top_p) o.top_p = req.top_p if (req.temp) o.temp = req.temp if (req.batch_size) o.batch_size = req.batch_size if (req.repeat_last_n) o.repeat_last_n = req.repeat_last_n if (req.repeat_penalty) o.repeat_penalty = req.repeat_penalty if (typeof req.interactive !== "undefined") o.interactive = req.interactive let chunks = [] for(let key in o) { chunks.push(`--${key} ${escapeDoubleQuotes(platform, o[key].toString())}`) } const escaped = escapeNewLine(platform, req.prompt) const prompt = `"${escapeDoubleQuotes(platform, escaped)}"` chunks.push(`-p ${prompt}`) const main_bin_path = platform === "win32" ? path.resolve(this.home, Core, "build", "Release", "main") : path.resolve(this.home, Core, "main") if (req.full) { await this.exec(`${main_bin_path} ${chunks.join(" ")}`, this.cores[Core].home, cb) } else { const startpattern = /.*sampling parameters:.*/g const endpattern = /.*mem per token.*/g let started = req.debug let ended = false let writeEnd = !req.skip_end await this.exec(`${main_bin_path} ${chunks.join(" ")}`, this.cores[Core].home, (proc, msg) => { if (endpattern.test(msg)) ended = true if (started && !ended) { if (req.html) { cb(this.htmlencode(msg)) } else { cb(msg) } } else if (ended && writeEnd) { cb('\n\n') writeEnd = false } if (startpattern.test(msg)) started = true }) } } async install(core, ...models) { const venv_path = path.join(this.home, "venv") let ve = await exists(venv_path) if (!ve) { await this.setup() } // first install let engine = this.cores[core] let e = await exists(path.resolve(engine.home)); // if (e) { // // already exists, no need to install // } else { await this.add(core) // } // next add the models let res = await this.cores[core].add(...models) return res } async installed() { // get cores const modelNames = [] for(let core of ["alpaca", "llama"]) { const modelsPath = path.resolve(this.home, core, "models") console.log("modelsPath", modelsPath) let modelFolders = [] try { modelFolders = (await fs.promises.readdir(modelsPath, { withFileTypes: true })) .filter(dirent => dirent.isDirectory()) .map(dirent => dirent.name) } catch (e) { } console.log({ modelFolders }) for(let modelFolder of modelFolders) { let e = await exists(path.resolve(modelsPath, modelFolder, 'ggml-model-q4_0.bin')) if (e) { modelNames.push(`${core}.${modelFolder}`) console.log("exists", modelFolder) } } } return modelNames } async add (core) { /************************************************************************************************************** * * 2. Download Core * **************************************************************************************************************/ let engine = this.cores[core] let e = await exists(path.resolve(engine.home)); console.log("mkdir", path.resolve(engine.home)) await fs.promises.mkdir(path.resolve(engine.home), { recursive: true }).catch((e) => { console.log("ERROR" ,e) }) try { console.log("try fetching", engine.home, engine.url) await git.pull({ fs, http, dir: engine.home, url: engine.url }) } catch (e) { console.log("[E] Pull", e) try { console.log("try cloning", engine.home, engine.url) await git.clone({ fs, http, dir: engine.home, url: engine.url }) } catch (e2) { console.log("[E] Clone", e2) } } console.log("next", core, engine.make); /************************************************************************************************************** * * 4. Compile & Build * - make: linux + mac * - cmake: windows * **************************************************************************************************************/ await engine.make() } async setup() { let success; /************************************************************************************************************** * * 1. Validate * **************************************************************************************************************/ // Check if current version is greater than or equal to 18 const node_version = process.version; if (!semver.gte(node_version, '18.0.0')) { throw new Error("outdated Node version, please install Node 18 or newer") } /************************************************************************************************************** * * 3. Download Global Dependencies * - Python (windows only) * - build-essential (linux only) * - virtualenv * - torch, numpy, etc. * **************************************************************************************************************/ // 3.1. Python: Windows doesn't ship with python, so install a dedicated self-contained python if (platform === "win32") { await this.python() } const root_python_paths = (platform === "win32" ? ["python3", "python", path.resolve(this.home, "python", "python.exe")] : ["python3", "python"]) const root_pip_paths = (platform === "win32" ? ["pip3", "pip", path.resolve(this.home, "python", "python -m pip")] : ["pip3", "pip"]) // 3.2. Build tools if (platform === "linux") { // ubuntu debian success = await this.exec("apt-get install build-essential python3-venv -y") if (!success) { // fefdora success = await this.exec("dnf install make automake gcc gcc-c++ kernel-devel python3-virtualenv -y") } } else { // for win32 / darwin for(let root_pip_path of root_pip_paths) { success = await this.exec(`${root_pip_path} install --user virtualenv`) if (success) { break; } success = await this.exec(`${root_pip_path} install virtualenv`) if (success) { break; } } if (!success) { throw new Error("cannot install virtualenv") } } // 3.3. virtualenv const venv_path = path.join(this.home, "venv") for(let root_python_path of root_python_paths) { console.log("trying with", root_python_path) let code = await this.exec(`${root_python_path} -m venv ${venv_path}`) console.log({ code }) } /* if (!success) { throw new Error("cannot execute python3 or python") return } */ // 3.4. Python libraries const pip_path = platform === "win32" ? path.join(venv_path, "Scripts", "pip.exe") : path.join(venv_path, "bin", "pip") const python_path = platform == "win32" ? path.join(venv_path, "Scripts", "python.exe") : path.join(venv_path, 'bin', 'python') // cmake (only on windows. the rest platforms use make) if (platform === "win32") { success = await this.exec(`${pip_path} install cmake`) if (!success) { throw new Error("cmake installation failed") return } } success = await this.exec(`${pip_path} install --upgrade pip setuptools wheel`) if (!success) { success = await this.exec(`${pip_path} install --user --upgrade pip setuptools wheel`) if (!success) { throw new Error("pip setuptools wheel upgrade failed") return } } success = await this.exec(`${pip_path} install torch torchvision torchaudio sentencepiece numpy`) //success = await this.exec(`${pip_path} install torch torchvision torchaudio sentencepiece numpy wget`) if (!success) { success = await this.exec(`${pip_path} install --user torch torchvision torchaudio sentencepiece numpy`) if (!success) { throw new Error("dependency installation failed") return } } } serve(port, options) { const httpServer = createServer(); const io = new Server(httpServer) io.on("connection", (socket) => { socket.on('request', async (req) => { await this.query(req, (str) => { io.emit("result", { response: str, request: req }) }) }); }); httpServer.listen(port) } http(httpServer) { const io = new Server(httpServer) io.on("connection", (socket) => { socket.on('request', async (req) => { await this.query(req, (str) => { io.emit("result", { response: str, request: req }) }) }); }); } async request(req, cb) { if (req.url) { await this.connect(req, cb) } else { await this.query(req, cb) } } connect(req, cb) { const socket = io(req.url) socket.emit('request', req) socket.on('response', cb) socket.on('error', function(e) { throw e }); } exec(cmd, cwd, cb) { return new Promise((resolve, reject) => { try { const config = Object.assign({}, this.config) if (cwd) { config.cwd = path.resolve(cwd) } console.log(`exec: ${cmd} in ${config.cwd}`) const ptyProcess = pty.spawn(shell, [], config) ptyProcess.onData((data) => { if (cb) { cb(ptyProcess, stripAnsi(data)) } else { process.stdout.write(data); } }); ptyProcess.onExit((res) => { if (res.exitCode === 0) { // successful resolve(true) } else { // something went wrong resolve(false) } }); if (platform === "win32") { ptyProcess.write(`[System.Console]::OutputEncoding=[System.Console]::InputEncoding=[System.Text.Encoding]::UTF8; ${cmd}\r`) } else { ptyProcess.write(`${cmd}\r`) } ptyProcess.write("exit\r") } catch (e) { console.log("caught error", e) ptyProcess.kill() // ptyProcess.write("exit\r") } }) } progress(task, percent) { this.progressBar.update(percent/100); //if (percent >= 100) { // setTimeout(() => { // term("\n") // }, 200) //} } startProgress(title) { this.progressBar = term.progressBar({ width: 120, title, eta: true , percent: true }); } } module.exports = Dalai