Server Example Refactor and Improvements (#1570)
A major rewrite for the server example. Note that if you have built something on the previous server API, it will probably be incompatible. Check out the examples for how a typical chat app could work. This took a lot of effort, there are 24 PR's closed in the submitter's repo alone, over 160 commits and a lot of comments and testing. Summary of the changes: - adds missing generation parameters: tfs_z, typical_p, repeat_last_n, repeat_penalty, presence_penalty, frequency_penalty, mirostat, penalize_nl, seed, ignore_eos - applies missing top k sampler - removes interactive mode/terminal-like behavior, removes exclude parameter - moves threads and batch size to server command-line parameters - adds LoRA loading and matches command line parameters with main example - fixes stopping on EOS token and with the specified token amount with n_predict - adds server timeouts, host, and port settings - adds expanded generation complete response; adds generation settings, stop reason, prompt truncated, model used, and final text - sets defaults for unspecified parameters between requests - removes /next-token endpoint and as_loop parameter, adds stream parameter and server-sent events for streaming - adds CORS headers to responses - adds request logging, exception printing and optional verbose logging - adds better stopping words handling when matching multiple tokens and while streaming, or when it finishes on a partial stop string - adds printing an error when it can't bind to the host/port specified - fixes multi-byte character handling and replaces invalid UTF-8 characters on responses - prints timing and build info on startup - adds logit bias to request parameters - removes embedding mode - updates documentation; adds streaming Node.js and Bash examples - fixes code formatting - sets server threads to 1 since the current global state doesn't work well with simultaneous requests - adds truncation of the input prompt and better context reset - removes token limit from the input prompt - significantly simplified the logic and removed a lot of variables --------- Co-authored-by: anon998 <131767832+anon998@users.noreply.github.com> Co-authored-by: Henri Vasserman <henv@hot.ee> Co-authored-by: Felix Hellmann <privat@cirk2.de> Co-authored-by: Johannes Gäßler <johannesg@5d6.de> Co-authored-by: Lesaun Harvey <Lesaun@gmail.com>
This commit is contained in:
parent
5ddf7ea1fb
commit
794db3e7b9
7 changed files with 1169 additions and 1003 deletions
89
examples/server/chat.mjs
Normal file
89
examples/server/chat.mjs
Normal file
|
@ -0,0 +1,89 @@
|
|||
import * as readline from 'node:readline'
|
||||
import { stdin, stdout } from 'node:process'
|
||||
|
||||
const API_URL = 'http://127.0.0.1:8080'
|
||||
|
||||
const chat = [
|
||||
{
|
||||
human: "Hello, Assistant.",
|
||||
assistant: "Hello. How may I help you today?"
|
||||
},
|
||||
{
|
||||
human: "Please tell me the largest city in Europe.",
|
||||
assistant: "Sure. The largest city in Europe is Moscow, the capital of Russia."
|
||||
},
|
||||
]
|
||||
|
||||
const instruction = `A chat between a curious human and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the human's questions.`
|
||||
|
||||
function format_prompt(question) {
|
||||
return `${instruction}\n${
|
||||
chat.map(m =>`### Human: ${m.human}\n### Assistant: ${m.assistant}`).join("\n")
|
||||
}\n### Human: ${question}\n### Assistant:`
|
||||
}
|
||||
|
||||
async function tokenize(content) {
|
||||
const result = await fetch(`${API_URL}/tokenize`, {
|
||||
method: 'POST',
|
||||
body: JSON.stringify({ content })
|
||||
})
|
||||
|
||||
if (!result.ok) {
|
||||
return []
|
||||
}
|
||||
|
||||
return await result.json().tokens
|
||||
}
|
||||
|
||||
const n_keep = await tokenize(instruction).length
|
||||
|
||||
async function chat_completion(question) {
|
||||
const result = await fetch(`${API_URL}/completion`, {
|
||||
method: 'POST',
|
||||
body: JSON.stringify({
|
||||
prompt: format_prompt(question),
|
||||
temperature: 0.2,
|
||||
top_k: 40,
|
||||
top_p: 0.9,
|
||||
n_keep: n_keep,
|
||||
n_predict: 256,
|
||||
stop: ["\n### Human:"], // stop completion after generating this
|
||||
stream: true,
|
||||
})
|
||||
})
|
||||
|
||||
if (!result.ok) {
|
||||
return
|
||||
}
|
||||
|
||||
let answer = ''
|
||||
|
||||
for await (var chunk of result.body) {
|
||||
const t = Buffer.from(chunk).toString('utf8')
|
||||
if (t.startsWith('data: ')) {
|
||||
const message = JSON.parse(t.substring(6))
|
||||
answer += message.content
|
||||
process.stdout.write(message.content)
|
||||
if (message.stop) {
|
||||
if (message.truncated) {
|
||||
chat.shift()
|
||||
}
|
||||
break
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
process.stdout.write('\n')
|
||||
chat.push({ human: question, assistant: answer.trimStart() })
|
||||
}
|
||||
|
||||
const rl = readline.createInterface({ input: stdin, output: stdout });
|
||||
|
||||
const readlineQuestion = (rl, query, options) => new Promise((resolve, reject) => {
|
||||
rl.question(query, options, resolve)
|
||||
});
|
||||
|
||||
while(true) {
|
||||
const question = await readlineQuestion(rl, '> ')
|
||||
await chat_completion(question)
|
||||
}
|
Loading…
Add table
Add a link
Reference in a new issue