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const fetch = require('node-fetch').default; | |
const express = require('express'); | |
const util = require('util'); | |
const { readSecret, SECRET_KEYS } = require('./secrets'); | |
const { readAllChunks, extractFileFromZipBuffer, forwardFetchResponse } = require('../util'); | |
const { jsonParser } = require('../express-common'); | |
const API_NOVELAI = 'https://api.novelai.net'; | |
const IMAGE_NOVELAI = 'https://image.novelai.net'; | |
// Ban bracket generation, plus defaults | |
const badWordsList = [ | |
[3], [49356], [1431], [31715], [34387], [20765], [30702], [10691], [49333], [1266], | |
[19438], [43145], [26523], [41471], [2936], [85, 85], [49332], [7286], [1115], [24], | |
]; | |
const hypeBotBadWordsList = [ | |
[58], [60], [90], [92], [685], [1391], [1782], [2361], [3693], [4083], [4357], [4895], | |
[5512], [5974], [7131], [8183], [8351], [8762], [8964], [8973], [9063], [11208], | |
[11709], [11907], [11919], [12878], [12962], [13018], [13412], [14631], [14692], | |
[14980], [15090], [15437], [16151], [16410], [16589], [17241], [17414], [17635], | |
[17816], [17912], [18083], [18161], [18477], [19629], [19779], [19953], [20520], | |
[20598], [20662], [20740], [21476], [21737], [22133], [22241], [22345], [22935], | |
[23330], [23785], [23834], [23884], [25295], [25597], [25719], [25787], [25915], | |
[26076], [26358], [26398], [26894], [26933], [27007], [27422], [28013], [29164], | |
[29225], [29342], [29565], [29795], [30072], [30109], [30138], [30866], [31161], | |
[31478], [32092], [32239], [32509], [33116], [33250], [33761], [34171], [34758], | |
[34949], [35944], [36338], [36463], [36563], [36786], [36796], [36937], [37250], | |
[37913], [37981], [38165], [38362], [38381], [38430], [38892], [39850], [39893], | |
[41832], [41888], [42535], [42669], [42785], [42924], [43839], [44438], [44587], | |
[44926], [45144], [45297], [46110], [46570], [46581], [46956], [47175], [47182], | |
[47527], [47715], [48600], [48683], [48688], [48874], [48999], [49074], [49082], | |
[49146], [49946], [10221], [4841], [1427], [2602, 834], [29343], [37405], [35780], [2602], [50256], | |
]; | |
// Used for phrase repetition penalty | |
const repPenaltyAllowList = [ | |
[49256, 49264, 49231, 49230, 49287, 85, 49255, 49399, 49262, 336, 333, 432, 363, 468, 492, 745, 401, 426, 623, 794, | |
1096, 2919, 2072, 7379, 1259, 2110, 620, 526, 487, 16562, 603, 805, 761, 2681, 942, 8917, 653, 3513, 506, 5301, | |
562, 5010, 614, 10942, 539, 2976, 462, 5189, 567, 2032, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 588, | |
803, 1040, 49209, 4, 5, 6, 7, 8, 9, 10, 11, 12], | |
]; | |
// Ban the dinkus and asterism | |
const logitBiasExp = [ | |
{ 'sequence': [23], 'bias': -0.08, 'ensure_sequence_finish': false, 'generate_once': false }, | |
{ 'sequence': [21], 'bias': -0.08, 'ensure_sequence_finish': false, 'generate_once': false }, | |
]; | |
function getBadWordsList(model) { | |
let list = []; | |
if (model.includes('hypebot')) { | |
list = hypeBotBadWordsList; | |
} | |
if (model.includes('clio') || model.includes('kayra')) { | |
list = badWordsList; | |
} | |
// Clone the list so we don't modify the original | |
return list.slice(); | |
} | |
const router = express.Router(); | |
router.post('/status', jsonParser, async function (req, res) { | |
if (!req.body) return res.sendStatus(400); | |
const api_key_novel = readSecret(req.user.directories, SECRET_KEYS.NOVEL); | |
if (!api_key_novel) { | |
console.log('NovelAI Access Token is missing.'); | |
return res.sendStatus(400); | |
} | |
try { | |
const response = await fetch(API_NOVELAI + '/user/subscription', { | |
method: 'GET', | |
headers: { | |
'Content-Type': 'application/json', | |
'Authorization': 'Bearer ' + api_key_novel, | |
}, | |
}); | |
if (response.ok) { | |
const data = await response.json(); | |
return res.send(data); | |
} else if (response.status == 401) { | |
console.log('NovelAI Access Token is incorrect.'); | |
return res.send({ error: true }); | |
} | |
else { | |
console.log('NovelAI returned an error:', response.statusText); | |
return res.send({ error: true }); | |
} | |
} catch (error) { | |
console.log(error); | |
return res.send({ error: true }); | |
} | |
}); | |
router.post('/generate', jsonParser, async function (req, res) { | |
if (!req.body) return res.sendStatus(400); | |
const api_key_novel = readSecret(req.user.directories, SECRET_KEYS.NOVEL); | |
if (!api_key_novel) { | |
console.log('NovelAI Access Token is missing.'); | |
return res.sendStatus(400); | |
} | |
const controller = new AbortController(); | |
req.socket.removeAllListeners('close'); | |
req.socket.on('close', function () { | |
controller.abort(); | |
}); | |
const isNewModel = (req.body.model.includes('clio') || req.body.model.includes('kayra')); | |
const badWordsList = getBadWordsList(req.body.model); | |
// Add customized bad words for Clio and Kayra | |
if (isNewModel && Array.isArray(req.body.bad_words_ids)) { | |
for (const badWord of req.body.bad_words_ids) { | |
if (Array.isArray(badWord) && badWord.every(x => Number.isInteger(x))) { | |
badWordsList.push(badWord); | |
} | |
} | |
} | |
// Remove empty arrays from bad words list | |
for (const badWord of badWordsList) { | |
if (badWord.length === 0) { | |
badWordsList.splice(badWordsList.indexOf(badWord), 1); | |
} | |
} | |
// Add default biases for dinkus and asterism | |
const logit_bias_exp = isNewModel ? logitBiasExp.slice() : []; | |
if (Array.isArray(logit_bias_exp) && Array.isArray(req.body.logit_bias_exp)) { | |
logit_bias_exp.push(...req.body.logit_bias_exp); | |
} | |
const data = { | |
'input': req.body.input, | |
'model': req.body.model, | |
'parameters': { | |
'use_string': req.body.use_string ?? true, | |
'temperature': req.body.temperature, | |
'max_length': req.body.max_length, | |
'min_length': req.body.min_length, | |
'tail_free_sampling': req.body.tail_free_sampling, | |
'repetition_penalty': req.body.repetition_penalty, | |
'repetition_penalty_range': req.body.repetition_penalty_range, | |
'repetition_penalty_slope': req.body.repetition_penalty_slope, | |
'repetition_penalty_frequency': req.body.repetition_penalty_frequency, | |
'repetition_penalty_presence': req.body.repetition_penalty_presence, | |
'repetition_penalty_whitelist': isNewModel ? repPenaltyAllowList : null, | |
'top_a': req.body.top_a, | |
'top_p': req.body.top_p, | |
'top_k': req.body.top_k, | |
'typical_p': req.body.typical_p, | |
'mirostat_lr': req.body.mirostat_lr, | |
'mirostat_tau': req.body.mirostat_tau, | |
'cfg_scale': req.body.cfg_scale, | |
'cfg_uc': req.body.cfg_uc, | |
'phrase_rep_pen': req.body.phrase_rep_pen, | |
'stop_sequences': req.body.stop_sequences, | |
'bad_words_ids': badWordsList.length ? badWordsList : null, | |
'logit_bias_exp': logit_bias_exp, | |
'generate_until_sentence': req.body.generate_until_sentence, | |
'use_cache': req.body.use_cache, | |
'return_full_text': req.body.return_full_text, | |
'prefix': req.body.prefix, | |
'order': req.body.order, | |
'num_logprobs': req.body.num_logprobs, | |
}, | |
}; | |
// Tells the model to stop generation at '>' | |
if ('theme_textadventure' === req.body.prefix && | |
(true === req.body.model.includes('clio') || | |
true === req.body.model.includes('kayra'))) { | |
data.parameters.eos_token_id = 49405; | |
} | |
console.log(util.inspect(data, { depth: 4 })); | |
const args = { | |
body: JSON.stringify(data), | |
headers: { 'Content-Type': 'application/json', 'Authorization': 'Bearer ' + api_key_novel }, | |
signal: controller.signal, | |
}; | |
try { | |
const url = req.body.streaming ? `${API_NOVELAI}/ai/generate-stream` : `${API_NOVELAI}/ai/generate`; | |
const response = await fetch(url, { method: 'POST', timeout: 0, ...args }); | |
if (req.body.streaming) { | |
// Pipe remote SSE stream to Express response | |
forwardFetchResponse(response, res); | |
} else { | |
if (!response.ok) { | |
const text = await response.text(); | |
let message = text; | |
console.log(`Novel API returned error: ${response.status} ${response.statusText} ${text}`); | |
try { | |
const data = JSON.parse(text); | |
message = data.message; | |
} | |
catch { | |
// ignore | |
} | |
return res.status(response.status).send({ error: { message } }); | |
} | |
const data = await response.json(); | |
console.log('NovelAI Output', data?.output); | |
return res.send(data); | |
} | |
} catch (error) { | |
return res.send({ error: true }); | |
} | |
}); | |
router.post('/generate-image', jsonParser, async (request, response) => { | |
if (!request.body) { | |
return response.sendStatus(400); | |
} | |
const key = readSecret(request.user.directories, SECRET_KEYS.NOVEL); | |
if (!key) { | |
console.log('NovelAI Access Token is missing.'); | |
return response.sendStatus(400); | |
} | |
try { | |
console.log('NAI Diffusion request:', request.body); | |
const generateUrl = `${IMAGE_NOVELAI}/ai/generate-image`; | |
const generateResult = await fetch(generateUrl, { | |
method: 'POST', | |
headers: { | |
'Authorization': `Bearer ${key}`, | |
'Content-Type': 'application/json', | |
}, | |
body: JSON.stringify({ | |
action: 'generate', | |
input: request.body.prompt, | |
model: request.body.model ?? 'nai-diffusion', | |
parameters: { | |
negative_prompt: request.body.negative_prompt ?? '', | |
height: request.body.height ?? 512, | |
width: request.body.width ?? 512, | |
scale: request.body.scale ?? 9, | |
seed: request.body.seed >= 0 ? request.body.seed : Math.floor(Math.random() * 9999999999), | |
sampler: request.body.sampler ?? 'k_dpmpp_2m', | |
steps: request.body.steps ?? 28, | |
n_samples: 1, | |
// NAI handholding for prompts | |
ucPreset: 0, | |
qualityToggle: false, | |
add_original_image: false, | |
controlnet_strength: 1, | |
dynamic_thresholding: request.body.decrisper ?? false, | |
legacy: false, | |
sm: request.body.sm ?? false, | |
sm_dyn: request.body.sm_dyn ?? false, | |
uncond_scale: 1, | |
}, | |
}), | |
}); | |
if (!generateResult.ok) { | |
const text = await generateResult.text(); | |
console.log('NovelAI returned an error.', generateResult.statusText, text); | |
return response.sendStatus(500); | |
} | |
const archiveBuffer = await generateResult.arrayBuffer(); | |
const imageBuffer = await extractFileFromZipBuffer(archiveBuffer, '.png'); | |
if (!imageBuffer) { | |
console.warn('NovelAI generated an image, but the PNG file was not found.'); | |
return response.sendStatus(500); | |
} | |
const originalBase64 = imageBuffer.toString('base64'); | |
// No upscaling | |
if (isNaN(request.body.upscale_ratio) || request.body.upscale_ratio <= 1) { | |
return response.send(originalBase64); | |
} | |
try { | |
console.debug('Upscaling image...'); | |
const upscaleUrl = `${API_NOVELAI}/ai/upscale`; | |
const upscaleResult = await fetch(upscaleUrl, { | |
method: 'POST', | |
headers: { | |
'Authorization': `Bearer ${key}`, | |
'Content-Type': 'application/json', | |
}, | |
body: JSON.stringify({ | |
image: originalBase64, | |
height: request.body.height, | |
width: request.body.width, | |
scale: request.body.upscale_ratio, | |
}), | |
}); | |
if (!upscaleResult.ok) { | |
throw new Error('NovelAI returned an error.'); | |
} | |
const upscaledArchiveBuffer = await upscaleResult.arrayBuffer(); | |
const upscaledImageBuffer = await extractFileFromZipBuffer(upscaledArchiveBuffer, '.png'); | |
if (!upscaledImageBuffer) { | |
throw new Error('NovelAI upscaled an image, but the PNG file was not found.'); | |
} | |
const upscaledBase64 = upscaledImageBuffer.toString('base64'); | |
return response.send(upscaledBase64); | |
} catch (error) { | |
console.warn('NovelAI generated an image, but upscaling failed. Returning original image.'); | |
return response.send(originalBase64); | |
} | |
} catch (error) { | |
console.log(error); | |
return response.sendStatus(500); | |
} | |
}); | |
router.post('/generate-voice', jsonParser, async (request, response) => { | |
const token = readSecret(request.user.directories, SECRET_KEYS.NOVEL); | |
if (!token) { | |
console.log('NovelAI Access Token is missing.'); | |
return response.sendStatus(400); | |
} | |
const text = request.body.text; | |
const voice = request.body.voice; | |
if (!text || !voice) { | |
return response.sendStatus(400); | |
} | |
try { | |
const url = `${API_NOVELAI}/ai/generate-voice?text=${encodeURIComponent(text)}&voice=-1&seed=${encodeURIComponent(voice)}&opus=false&version=v2`; | |
const result = await fetch(url, { | |
method: 'GET', | |
headers: { | |
'Authorization': `Bearer ${token}`, | |
'Accept': 'audio/mpeg', | |
}, | |
timeout: 0, | |
}); | |
if (!result.ok) { | |
const errorText = await result.text(); | |
console.log('NovelAI returned an error.', result.statusText, errorText); | |
return response.sendStatus(500); | |
} | |
const chunks = await readAllChunks(result.body); | |
const buffer = Buffer.concat(chunks); | |
response.setHeader('Content-Type', 'audio/mpeg'); | |
return response.send(buffer); | |
} | |
catch (error) { | |
console.error(error); | |
return response.sendStatus(500); | |
} | |
}); | |
module.exports = { router }; | |