mirror of
https://git.joinsharkey.org/Sharkey/Sharkey.git
synced 2024-11-23 02:03:08 +02:00
Fix crash at startup if TensorFlow is not supported (#8984)
* Lazy loading tensorflow * CHANGELOG * CHANGELOG * Check CPU flags * .
This commit is contained in:
parent
1557d0afb8
commit
660781afd9
2 changed files with 29 additions and 2 deletions
|
@ -9,6 +9,13 @@
|
|||
You should also include the user name that made the change.
|
||||
-->
|
||||
|
||||
## 12.x.x (unreleased)
|
||||
|
||||
### Improvements
|
||||
|
||||
### Bugfixes
|
||||
- Server: Fix crash at startup if TensorFlow is not supported @mei23
|
||||
|
||||
## 12.112.3 (2022/07/09)
|
||||
|
||||
### Improvements
|
||||
|
|
|
@ -2,19 +2,34 @@ import * as fs from 'node:fs';
|
|||
import { fileURLToPath } from 'node:url';
|
||||
import { dirname } from 'node:path';
|
||||
import * as nsfw from 'nsfwjs';
|
||||
import * as tf from '@tensorflow/tfjs-node';
|
||||
import si from 'systeminformation';
|
||||
|
||||
const _filename = fileURLToPath(import.meta.url);
|
||||
const _dirname = dirname(_filename);
|
||||
|
||||
const REQUIRED_CPU_FLAGS = ['avx2', 'fma'];
|
||||
let isSupportedCpu: undefined | boolean = undefined;
|
||||
|
||||
let model: nsfw.NSFWJS;
|
||||
|
||||
export async function detectSensitive(path: string): Promise<nsfw.predictionType[] | null> {
|
||||
try {
|
||||
if (isSupportedCpu === undefined) {
|
||||
const cpuFlags = await getCpuFlags();
|
||||
isSupportedCpu = REQUIRED_CPU_FLAGS.every(required => cpuFlags.includes(required));
|
||||
}
|
||||
|
||||
if (!isSupportedCpu) {
|
||||
console.error('This CPU cannot use TensorFlow.');
|
||||
return null;
|
||||
}
|
||||
|
||||
const tf = await import('@tensorflow/tfjs-node');
|
||||
|
||||
if (model == null) model = await nsfw.load(`file://${_dirname}/../../nsfw-model/`, { size: 299 });
|
||||
|
||||
const buffer = await fs.promises.readFile(path);
|
||||
const image = await tf.node.decodeImage(buffer, 3) as tf.Tensor3D;
|
||||
const image = await tf.node.decodeImage(buffer, 3) as any;
|
||||
try {
|
||||
const predictions = await model.classify(image);
|
||||
return predictions;
|
||||
|
@ -26,3 +41,8 @@ export async function detectSensitive(path: string): Promise<nsfw.predictionType
|
|||
return null;
|
||||
}
|
||||
}
|
||||
|
||||
async function getCpuFlags(): Promise<string[]> {
|
||||
const str = await si.cpuFlags();
|
||||
return str.split(/\s+/);
|
||||
}
|
||||
|
|
Loading…
Reference in a new issue