sparkast/lib/nlp/load.ts
2024-09-21 21:31:08 +08:00

56 lines
1.4 KiB
TypeScript

// @ts-ignore
import { containerBootstrap } from "@nlpjs/core";
// @ts-ignore
import { Nlp } from "@nlpjs/nlp";
// @ts-ignore
import { NluManager, NluNeural } from "@nlpjs/nlu";
// @ts-ignore
import { LangEn } from "@nlpjs/lang-en-min";
// @ts-ignore
import { LangZh } from "@nlpjs/lang-zh";
import * as fflate from "fflate";
export interface NLUType {
manager: any;
inited: boolean;
loadIntentionModel(): Promise<void>;
init(): Promise<this>;
process(lang: string, text: string): Promise<any>;
}
export class NLU {
manager: any;
inited: boolean = false;
async loadIntentionModel() {
const container = await containerBootstrap();
container.use(Nlp);
container.use(LangEn);
container.use(LangZh);
container.use(NluNeural);
const manager = new NluManager({
container,
locales: ["en", "zh"],
nlu: {
useNoneFeature: true
}
});
const response = await fetch("/model");
const responseBuf = await response.arrayBuffer();
const compressed = new Uint8Array(responseBuf);
const decompressed = fflate.decompressSync(compressed);
const modelText = fflate.strFromU8(decompressed);
manager.fromJSON(JSON.parse(modelText));
this.manager = manager;
}
async init() {
await this.loadIntentionModel();
this.inited = true;
return this;
}
async process(lang: string, text: string): Promise<any> {
const actual = await this.manager.process(lang, text);
return actual;
}
}