mindcraft/src/models/qwen.js
2025-02-05 17:27:01 +08:00

79 lines
No EOL
3.1 KiB
JavaScript

import OpenAIApi from 'openai';
import { getKey, hasKey } from '../utils/keys.js';
import { strictFormat } from '../utils/text.js';
export class Qwen {
constructor(model_name, url, params) {
this.model_name = model_name;
this.params = params;
let config = {};
config.baseURL = url || 'https://dashscope.aliyuncs.com/compatible-mode/v1';
config.apiKey = getKey('QWEN_API_KEY');
this.openai = new OpenAIApi(config);
}
async sendRequest(turns, systemMessage, stop_seq='***') {
let messages = [{'role': 'system', 'content': systemMessage}].concat(turns);
messages = strictFormat(messages);
const pack = {
model: this.model_name || "qwen-plus",
messages,
stop: stop_seq,
...(this.params || {})
};
let res = null;
try {
console.log('Awaiting Qwen api response...');
// console.log('Messages:', messages);
let completion = await this.openai.chat.completions.create(pack);
if (completion.choices[0].finish_reason == 'length')
throw new Error('Context length exceeded');
console.log('Received.');
res = completion.choices[0].message.content;
}
catch (err) {
if ((err.message == 'Context length exceeded' || err.code == 'context_length_exceeded') && turns.length > 1) {
console.log('Context length exceeded, trying again with shorter context.');
return await this.sendRequest(turns.slice(1), systemMessage, stop_seq);
} else {
console.log(err);
res = 'My brain disconnected, try again.';
}
}
return res;
}
// Why random backoff?
// With a 30 requests/second limit on Alibaba Qwen's embedding service,
// random backoff helps maximize bandwidth utilization.
async embed(text) {
const maxRetries = 5; // Maximum number of retries
for (let retries = 0; retries < maxRetries; retries++) {
try {
const { data } = await this.openai.embeddings.create({
model: this.model_name || "text-embedding-v3",
input: text,
encoding_format: "float",
});
return data[0].embedding;
} catch (err) {
if (err.status === 429) {
// If a rate limit error occurs, calculate the exponential backoff with a random delay (1-5 seconds)
const delay = Math.pow(2, retries) * 1000 + Math.floor(Math.random() * 2000);
// console.log(`Rate limit hit, retrying in ${delay} ms...`);
await new Promise(resolve => setTimeout(resolve, delay)); // Wait for the delay before retrying
} else {
throw err;
}
}
}
// If maximum retries are reached and the request still fails, throw an error
throw new Error('Max retries reached, request failed.');
}
}