73 lines
1.8 KiB
TypeScript
73 lines
1.8 KiB
TypeScript
/*
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* SPDX-FileCopyrightText: syuilo and misskey-project
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* SPDX-License-Identifier: AGPL-3.0-only
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*/
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import * as fs from 'node:fs';
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import { fileURLToPath } from 'node:url';
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import { dirname } from 'node:path';
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import { Injectable } from '@nestjs/common';
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import * as nsfw from 'nsfwjs';
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import si from 'systeminformation';
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import { Mutex } from 'async-mutex';
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import { bindThis } from '@/decorators.js';
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const _filename = fileURLToPath(import.meta.url);
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const _dirname = dirname(_filename);
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const REQUIRED_CPU_FLAGS = ['avx2', 'fma'];
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let isSupportedCpu: undefined | boolean = undefined;
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@Injectable()
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export class AiService {
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private model: nsfw.NSFWJS;
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private modelLoadMutex: Mutex = new Mutex();
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constructor(
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) {
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}
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@bindThis
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public async detectSensitive(path: string): Promise<nsfw.predictionType[] | null> {
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try {
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if (isSupportedCpu === undefined) {
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const cpuFlags = await this.getCpuFlags();
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isSupportedCpu = REQUIRED_CPU_FLAGS.every(required => cpuFlags.includes(required));
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}
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if (!isSupportedCpu) {
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console.error('This CPU cannot use TensorFlow.');
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return null;
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}
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const tf = await import('@tensorflow/tfjs-node');
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if (this.model == null) {
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await this.modelLoadMutex.runExclusive(async () => {
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if (this.model == null) {
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this.model = await nsfw.load(`file://${_dirname}/../../nsfw-model/`, { size: 299 });
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}
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});
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}
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const buffer = await fs.promises.readFile(path);
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const image = await tf.node.decodeImage(buffer, 3) as any;
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try {
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const predictions = await this.model.classify(image);
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return predictions;
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} finally {
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image.dispose();
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}
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} catch (err) {
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console.error(err);
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return null;
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}
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}
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@bindThis
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private async getCpuFlags(): Promise<string[]> {
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const str = await si.cpuFlags();
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return str.split(/\s+/);
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}
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}
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