From 4488706fc6d67e0481bf3a2f9cef73b3e6dc322d Mon Sep 17 00:00:00 2001 From: Shay Date: Wed, 11 Sep 2024 15:26:20 -0700 Subject: [PATCH] Add a NSFW protection (#520) --- config/default.yaml | 5 + package.json | 2 + src/config.ts | 3 +- src/protections/NsfwProtection.ts | 75 +++++ src/protections/ProtectionManager.ts | 5 + test/integration/fixtures.ts | 1 - test/integration/nsfwProtectionTest.ts | 66 +++++ test_tree.jpg | Bin 0 -> 976282 bytes tsconfig.json | 1 + yarn.lock | 393 ++++++++++++++++++++++++- 10 files changed, 544 insertions(+), 7 deletions(-) create mode 100644 src/protections/NsfwProtection.ts create mode 100644 test/integration/nsfwProtectionTest.ts create mode 100644 test_tree.jpg diff --git a/config/default.yaml b/config/default.yaml index 70fe45c..6d6ace0 100644 --- a/config/default.yaml +++ b/config/default.yaml @@ -258,3 +258,8 @@ pollReports: false # Whether or not new reports, received either by webapi or polling, # should be printed to our managementRoom. displayReports: true + +# How sensitive the NsfwProtection should be, which determines if an image should be redacted. A number between 0 - .99, +# with a lower number indicating greater sensitivity, possibly resulting in images being more aggressively flagged +# and redacted as NSFW +nsfwSensitivity: .6 \ No newline at end of file diff --git a/package.json b/package.json index 6c5d6d4..b5f2607 100644 --- a/package.json +++ b/package.json @@ -46,6 +46,7 @@ "dependencies": { "@sentry/node": "^7.17.2", "@sentry/tracing": "^7.17.2", + "@tensorflow/tfjs-node": "^4.21.0", "await-lock": "^2.2.2", "body-parser": "^1.20.1", "config": "^3.3.8", @@ -56,6 +57,7 @@ "js-yaml": "^4.1.0", "jsdom": "^16.6.0", "matrix-appservice-bridge": "8.1.2", + "nsfwjs": "^4.1.0", "parse-duration": "^1.0.2", "pg": "^8.8.0", "prom-client": "^14.1.0", diff --git a/src/config.ts b/src/config.ts index fb7caa9..c601386 100644 --- a/src/config.ts +++ b/src/config.ts @@ -174,6 +174,7 @@ export interface IConfig { enabled: boolean; } } + nsfwSensitivity: number /** * Config options only set at runtime. Try to avoid using the objects @@ -248,7 +249,7 @@ const defaultConfig: IConfig = { enabled: false, }, }, - + nsfwSensitivity: .6, // Needed to make the interface happy. RUNTIME: { }, diff --git a/src/protections/NsfwProtection.ts b/src/protections/NsfwProtection.ts new file mode 100644 index 0000000..2237b0b --- /dev/null +++ b/src/protections/NsfwProtection.ts @@ -0,0 +1,75 @@ +/* +Copyright 2024 The Matrix.org Foundation C.I.C. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +*/ + +import { Protection } from "./IProtection"; +import { Mjolnir } from "../Mjolnir"; +import * as nsfw from 'nsfwjs'; +import {LogLevel} from "matrix-bot-sdk"; +import { node } from '@tensorflow/tfjs-node'; + + +export class NsfwProtection extends Protection { + settings = {}; + // @ts-ignore + private model: any; + + constructor() { + super(); + } + + async initialize() { + this.model = await nsfw.load(); + } + + public get name(): string { + return 'NsfwProtection'; + } + + public get description(): string { + return "Scans all images sent into a protected room to determine if the image is " + + "NSFW. If it is, the image will automatically be redacted."; + } + + public async handleEvent(mjolnir: Mjolnir, roomId: string, event: any): Promise { + if (event['type'] === 'm.room.message') { + const content = event['content'] || {}; + const msgtype = content['msgtype'] || 'm.text'; + const isMedia = msgtype === 'm.image'; + + if (isMedia) { + const mxc = content["url"]; + const image = await mjolnir.client.downloadContent(mxc); + const decodedImage = await node.decodeImage(image.data, 3); + const predictions = await this.model.classify(decodedImage); + + for (const prediction of predictions) { + if (["Hentai", "Porn"].includes(prediction["className"])) { + if (prediction["probability"] > mjolnir.config.nsfwSensitivity) { + await mjolnir.managementRoomOutput.logMessage(LogLevel.INFO, "NSFWProtection", `Redacting ${event["event_id"]} for inappropriate content.`); + try { + mjolnir.client.redactEvent(roomId, event["event_id"]) + } catch (err) { + await mjolnir.managementRoomOutput.logMessage(LogLevel.ERROR, "NSFWProtection", `There was an error redacting ${event["event_id"]}: ${err}`); + + } + } + } + } + decodedImage.dispose(); + } + } + } +} \ No newline at end of file diff --git a/src/protections/ProtectionManager.ts b/src/protections/ProtectionManager.ts index 1a5971d..9bd1e2c 100644 --- a/src/protections/ProtectionManager.ts +++ b/src/protections/ProtectionManager.ts @@ -31,6 +31,7 @@ import { htmlEscape } from "../utils"; import { ERROR_KIND_FATAL, ERROR_KIND_PERMISSION } from "../ErrorCache"; import { RoomUpdateError } from "../models/RoomUpdateError"; import { LocalAbuseReports } from "./LocalAbuseReports"; +import {NsfwProtection} from "./NsfwProtection"; const PROTECTIONS: Protection[] = [ new FirstMessageIsImage(), @@ -42,6 +43,7 @@ const PROTECTIONS: Protection[] = [ new DetectFederationLag(), new JoinWaveShortCircuit(), new LocalAbuseReports(), + new NsfwProtection() ]; const ENABLED_PROTECTIONS_EVENT_TYPE = "org.matrix.mjolnir.enabled_protections"; @@ -100,6 +102,9 @@ export class ProtectionManager { protection.settings[key].setValue(value); } if (protection.enabled) { + if (protection.name === "NsfwProtection") { + (protection as NsfwProtection).initialize(); + } for (let roomId of this.mjolnir.protectedRoomsTracker.getProtectedRooms()) { await protection.startProtectingRoom(this.mjolnir, roomId); } diff --git a/test/integration/fixtures.ts b/test/integration/fixtures.ts index b91cfc8..0ed7fe6 100644 --- a/test/integration/fixtures.ts +++ b/test/integration/fixtures.ts @@ -1,6 +1,5 @@ import { read as configRead } from "../../src/config"; import { makeMjolnir, teardownManagementRoom } from "./mjolnirSetupUtils"; -import { register } from "prom-client"; import dns from 'node:dns'; // Necessary for CI: Node 17+ defaults to using ipv6 first, but Github Actions does not support ipv6 diff --git a/test/integration/nsfwProtectionTest.ts b/test/integration/nsfwProtectionTest.ts new file mode 100644 index 0000000..f1aa8f1 --- /dev/null +++ b/test/integration/nsfwProtectionTest.ts @@ -0,0 +1,66 @@ +import {newTestUser} from "./clientHelper"; + +import {MatrixClient} from "matrix-bot-sdk"; +import {getFirstReaction} from "./commands/commandUtils"; +import {strict as assert} from "assert"; +import { readFileSync } from 'fs'; + +describe("Test: NSFW protection", function () { + let client: MatrixClient; + let room: string; + this.beforeEach(async function () { + client = await newTestUser(this.config.homeserverUrl, {name: {contains: "nsfw-protection"}}); + await client.start(); + const mjolnirId = await this.mjolnir.client.getUserId(); + room = await client.createRoom({ invite: [mjolnirId] }); + await client.joinRoom(room); + await client.joinRoom(this.config.managementRoom); + await client.setUserPowerLevel(mjolnirId, room, 100); + }) + this.afterEach(async function () { + await client.stop(); + }) + + function delay(ms: number) { + return new Promise(resolve => setTimeout(resolve, ms)); + } + + + it("Nsfw protection doesn't redact sfw images", async function() { + this.timeout(20000); + + await client.sendMessage(this.mjolnir.managementRoomId, { msgtype: 'm.text', body: `!mjolnir rooms add ${room}` }); + await getFirstReaction(client, this.mjolnir.managementRoomId, '✅', async () => { + return await client.sendMessage(this.mjolnir.managementRoomId, { msgtype: 'm.text', body: `!mjolnir enable NsfwProtection` }); + }); + + const data = readFileSync('test_tree.jpg'); + const mxc = await client.uploadContent(data, 'image/png'); + let content = {"msgtype": "m.image", "body": "test.jpeg", "url": mxc}; + let imageMessage = await client.sendMessage(room, content); + + await delay(500); + let processedImage = await client.getEvent(room, imageMessage); + assert.equal(Object.keys(processedImage.content).length, 3, "This event should not have been redacted"); + }); + + it("Nsfw protection redacts nsfw images", async function() { + this.timeout(20000); + // dial the sensitivity on the protection way up so that all images are flagged as NSFW + this.mjolnir.config.nsfwSensitivity = 0.0; + + await client.sendMessage(this.mjolnir.managementRoomId, { msgtype: 'm.text', body: `!mjolnir rooms add ${room}` }); + await getFirstReaction(client, this.mjolnir.managementRoomId, '✅', async () => { + return await client.sendMessage(this.mjolnir.managementRoomId, { msgtype: 'm.text', body: `!mjolnir enable NsfwProtection` }); + }); + + const data = readFileSync('test_tree.jpg'); + const mxc = await client.uploadContent(data, 'image/png'); + let content = {"msgtype": "m.image", "body": "test.jpeg", "url": mxc}; + let imageMessage = await client.sendMessage(room, content); + + await delay(500); + let processedImage = await client.getEvent(room, imageMessage); + assert.equal(Object.keys(processedImage.content).length, 0, "This event should have been redacted"); + }); +}); \ No newline at end of file diff --git a/test_tree.jpg b/test_tree.jpg new file 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