chatgpt-web/src/lib/ChatRequestPetals.svelte

206 lines
8.2 KiB
Svelte

<script context="module" lang="ts">
import ChatCompletionResponse from './ChatCompletionResponse.svelte'
import ChatRequest from './ChatRequest.svelte'
import { getDeliminator, getEndpoint, getLeadPrompt, getModelDetail, getRoleEnd, getRoleTag, getStartSequence, getStopSequence } from './Models.svelte'
import type { ChatCompletionOpts, Message, Request } from './Types.svelte'
import { getModelMaxTokens } from './Stats.svelte'
import { updateMessages } from './Storage.svelte'
export const runPetalsCompletionRequest = async (
request: Request,
chatRequest: ChatRequest,
chatResponse: ChatCompletionResponse,
signal: AbortSignal,
opts: ChatCompletionOpts) => {
// Petals
const chat = chatRequest.getChat()
const model = chatRequest.getModel()
const modelDetail = getModelDetail(model)
const ws = new WebSocket(getEndpoint(model))
const abortListener = (e:Event) => {
chatRequest.updating = false
chatRequest.updatingMessage = ''
chatResponse.updateFromError('User aborted request.')
signal.removeEventListener('abort', abortListener)
ws.close()
}
signal.addEventListener('abort', abortListener)
const stopSequences = (modelDetail.stop || ['###', '</s>']).slice()
const stopSequence = getStopSequence(chat)
const deliminator = getDeliminator(chat)
if (deliminator) stopSequences.unshift(deliminator)
let stopSequenceC = stopSequence
if (stopSequence !== '###') {
stopSequences.push(stopSequence)
stopSequenceC = '</s>'
}
const haveSeq = {}
const stopSequencesC = stopSequences.filter((ss) => {
const have = haveSeq[ss]
haveSeq[ss] = true
return !have && ss !== '###' && ss !== stopSequenceC
})
const maxTokens = getModelMaxTokens(model)
let maxLen = Math.min(opts.maxTokens || chatRequest.chat.max_tokens || maxTokens, maxTokens)
const promptTokenCount = chatResponse.getPromptTokenCount()
if (promptTokenCount > maxLen) {
maxLen = Math.min(maxLen + promptTokenCount, maxTokens)
}
chatResponse.onFinish(() => {
const message = chatResponse.getMessages()[0]
if (message) {
for (let i = 0, l = stopSequences.length; i < l; i++) {
const ss = stopSequences[i].trim()
if (message.content.trim().endsWith(ss)) {
message.content = message.content.trim().slice(0, message.content.trim().length - ss.length)
updateMessages(chat.id)
}
}
}
chatRequest.updating = false
chatRequest.updatingMessage = ''
ws.close()
})
ws.onopen = () => {
ws.send(JSON.stringify({
type: 'open_inference_session',
model,
max_length: maxLen
}))
ws.onmessage = event => {
const response = JSON.parse(event.data)
if (!response.ok) {
const err = new Error('Error opening socket: ' + response.traceback)
chatResponse.updateFromError(err.message)
console.error(err)
throw err
}
// Enforce strict order of messages
const fMessages = (request.messages || [] as Message[])
const rMessages = fMessages.reduce((a, m, i) => {
a.push(m)
const nm = fMessages[i + 1]
if (m.role === 'system' && (!nm || nm.role !== 'user')) {
const nc = {
role: 'user',
content: ''
} as Message
a.push(nc)
}
return a
},
[] as Message[])
// make sure top_p and temperature are set the way we need
let temperature = request.temperature
if (temperature === undefined || isNaN(temperature as any)) temperature = 1
if (!temperature || temperature <= 0) temperature = 0.01
let topP = request.top_p
if (topP === undefined || isNaN(topP as any)) topP = 1
if (!topP || topP <= 0) topP = 0.01
// build the message array
const buildMessage = (m: Message): string => {
return getRoleTag(m.role, model, chat) + m.content + getRoleEnd(m.role, model, chat)
}
const inputArray = rMessages.reduce((a, m, i) => {
let c = buildMessage(m)
let replace = false
const lm = a[a.length - 1]
// Merge content if needed
if (lm) {
if (lm.role === 'system' && m.role === 'user' && c.includes('[[SYSTEM_PROMPT]]')) {
c = c.replaceAll('[[SYSTEM_PROMPT]]', lm.content)
replace = true
} else {
c = c.replaceAll('[[SYSTEM_PROMPT]]', '')
}
if (lm.role === 'user' && m.role === 'assistant' && c.includes('[[USER_PROMPT]]')) {
c = c.replaceAll('[[USER_PROMPT]]', lm.content)
replace = true
} else {
c = c.replaceAll('[[USER_PROMPT]]', '')
}
}
// Clean up merge fields on last
if (!rMessages[i + 1]) {
c = c.replaceAll('[[USER_PROMPT]]', '').replaceAll('[[SYSTEM_PROMPT]]', '')
}
const result = {
role: m.role,
content: c.trim()
} as Message
if (replace) {
a[a.length - 1] = result
} else {
a.push(result)
}
return a
}, [] as Message[])
const leadPrompt = ((inputArray[inputArray.length - 1] || {}) as Message).role !== 'assistant' ? getLeadPrompt(chat) : ''
const petalsRequest = {
type: 'generate',
inputs: getStartSequence(chat) + inputArray.map(m => m.content).join(deliminator) + leadPrompt,
max_new_tokens: 1, // wait for up to 1 tokens before displaying
stop_sequence: stopSequenceC,
do_sample: 1, // enable top p and the like
temperature,
top_p: topP
} as any
if (stopSequencesC.length) petalsRequest.extra_stop_sequences = stopSequencesC
ws.send(JSON.stringify(petalsRequest))
ws.onmessage = event => {
// Remove updating indicator
chatRequest.updating = 1 // hide indicator, but still signal we're updating
chatRequest.updatingMessage = ''
const response = JSON.parse(event.data)
if (!response.ok) {
const err = new Error('Error in response: ' + response.traceback)
console.error(err)
chatResponse.updateFromError(err.message)
throw err
}
chatResponse.updateFromAsyncResponse(
{
model,
choices: [{
delta: {
content: response.outputs,
role: 'assistant'
},
finish_reason: (response.stop ? 'stop' : null)
}]
} as any
)
if (chat.settings.aggressiveStop && !response.stop) {
// check if we should've stopped
const message = chatResponse.getMessages()[0]
const pad = 10 // look back 10 characters + stop sequence
if (message) {
const mc = (message.content).trim()
for (let i = 0, l = stopSequences.length; i < l; i++) {
const ss = stopSequences[i].trim()
const ind = mc.slice(0 - (ss.length + pad)).indexOf(ss)
if (ind > -1) {
const offset = (ss.length + pad) - ind
message.content = mc.slice(0, mc.length - offset)
response.stop = true
updateMessages(chat.id)
chatResponse.finish()
ws.close()
}
}
}
}
}
}
ws.onclose = () => {
chatRequest.updating = false
chatRequest.updatingMessage = ''
chatResponse.updateFromClose()
}
ws.onerror = err => {
console.error(err)
throw err
}
}
}
</script>