forked from cocktailpeanut/dalai
-
Notifications
You must be signed in to change notification settings - Fork 0
/
index.js
611 lines (577 loc) · 20 KB
/
index.js
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
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, '');
}
const winEscape = (str) => {
return str
.replaceAll(/\\n/g, "\n")
.replaceAll(/\\r/g, "\r")
.replaceAll(/\\t/g, "\t")
.replaceAll(/\\b/g, "\b")
.replaceAll(/\\f/g, "\f")
.replaceAll(/\\/g, "")
}
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 += '<br>'; 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/${filename}`,
directory: this.home,
onProgress: (percentage, chunk, remainingSize) => {
this.progress(task, percentage)
},
});
try {
await this.startProgress(task)
await downloader.download();
} catch (error) {
console.log(error);
}
this.progressBar.update(1);
console.log("extracting python")
await tar.x({
file: path.resolve(this.home, filename),
C: this.home,
strict: true
})
console.log("cleaning up temp files")
await fs.promises.rm(path.resolve(this.home, filename))
}
// async mingw() {
// const mingw = "https://github.com/niXman/mingw-builds-binaries/releases/download/12.2.0-rt_v10-rev2/x86_64-12.2.0-release-win32-seh-msvcrt-rt_v10-rev2.7z"
// const downloader = new Downloader({
// url: mingw,
// directory: this.home,
// onProgress: (percentage, chunk, remainingSize) => {
// this.progress("download mingw", percentage)
// },
// });
// try {
// await this.startProgress("download mingw")
// await downloader.download();
// } catch (error) {
// console.log(error);
// }
// this.progressBar.update(1);
// await new Promise((resolve, reject) => {
// _7z.unpack(path.resolve(this.home, "x86_64-12.2.0-release-win32-seh-msvcrt-rt_v10-rev2.7z"), this.home, (err) => {
// if (err) {
// reject(err)
// } else {
// resolve()
// }
// })
// })
// console.log("cleaning up temp files")
// await fs.promises.rm(path.resolve(this.home, "x86_64-12.2.0-release-win32-seh-msvcrt-rt_v10-rev2.7z"))
// }
async query(req, cb) {
console.log(`> query:`, req)
if (req.method === "installed") {
let models = await this.installed()
for(let model of models) {
cb(model)
}
cb('\n\n<end>')
return
}
if (req.prompt && req.prompt.startsWith("/")) {
try {
const mod = require(`./cmds/${req.prompt.slice(1)}`)
if (mod) {
mod(this)
return
}
} catch (e) {
console.log("require log", e)
}
}
if (!req.prompt) {
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 ${prompt}`)
const main_bin_path = platform === "win32" ? path.resolve(this.home, Core, "build", "Release", "main") : path.resolve(this.home, Core, "main")
this.sessionBuffer = "";
this.bufferStarted = false;
if (req.full) {
await this.exec(`${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) {
this.buffer(req, msg, cb)
} else if (ended && writeEnd) {
cb('\n\n<end>')
writeEnd = false
}
if (startpattern.test(msg)) started = true
})
}
}
buffer(req, msg, cb) {
if (!this.queue) this.queue = []
if (platform === "win32") {
for(let i=0;i<msg.length; i++) {
if (msg[i] === "\\") {
this.queueActive = true
// start pushing to buffer
this.queue.push(msg[i]);
} else {
// otherwise flush
this.queue.push(msg[i])
let queueContent = this.queue.join("")
if (!this.bufferStarted && ["\n", "\b", "\f", "\r", "\t"].includes(queueContent)) {
// if the buffer hasn't started and incoming tokens are whitespaces, ignore
} else {
if (req.html) {
cb(this.htmlencode(winEscape(queueContent)))
} else {
cb(winEscape(queueContent))
}
this.bufferStarted = true
}
this.queue = []
this.queueActive = false
}
}
} else {
if (req.html) {
cb(this.htmlencode(msg))
} else {
cb(msg)
}
}
}
async uninstall(core, ...models) {
if (models.length > 0) {
// delete the model folder
const modelsPath = path.resolve(this.home, core, "models")
for(let model of models) {
const modelPath = path.resolve(modelsPath, model)
console.log("rm", modelPath)
await fs.promises.rm(modelPath, { recursive: true, force: true }).catch((e) => {
console.log("rm", modelPath, e)
})
}
}
}
async install(core, ...models) {
let engine = this.cores[core]
const venv_path = path.join(this.home, "venv")
let ve = await exists(venv_path)
if (!ve) {
await this.setup()
}
// temporary
let models_path = path.resolve(engine.home, "models")
let temp_path = path.resolve(this.home, "tmp")
let temp_models_path = path.resolve(temp_path, "models")
await fs.promises.mkdir(temp_path, { recursive: true }).catch((e) => { console.log("1", e) })
// 1. move the models folder to ../tmp
await fs.promises.rename(models_path, temp_models_path).catch((e) => { console.log("2", e) })
// 2. wipe out the folder
await fs.promises.rm(engine.home, { recursive: true }).catch((e) => { console.log("3", e) })
// 3. install engine
await this.add(core)
// 4. move back the files inside /tmp
await fs.promises.rename(temp_models_path, models_path).catch((e) => { console.log("4", e) })
// 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) => {
req.models = Array.from(new Set(req.models))
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}`)
this.ptyProcess = pty.spawn(shell, [], config)
this.ptyProcess.onData((data) => {
if (cb) {
cb(this.ptyProcess, stripAnsi(data))
} else {
process.stdout.write(data);
}
});
this.ptyProcess.onExit((res) => {
if (res.exitCode === 0) {
// successful
resolve(true)
} else {
// something went wrong
resolve(false)
}
});
if (platform === "win32") {
this.ptyProcess.write(`[System.Console]::OutputEncoding=[System.Console]::InputEncoding=[System.Text.Encoding]::UTF8; ${cmd}\r`)
} else {
this.ptyProcess.write(`${cmd}\r`)
}
this.ptyProcess.write("exit\r")
} catch (e) {
console.log("caught error", e)
this.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