5 ms·

Does the Tensorflow model run in JS? How fast is that? Would it be feasible to run the model in wasm or in the GPU?

rlayton2 6y ago
I can't speak for this specific model/extension, but "most" neural networks aren't that big at the end of the day, and you are just a few matrix dot products away from getting your classification (of course, I'm drastically simplifying). Its the training that takes forever, due to the fact all those numbers need tweaking. However one you have the model, classifying is pretty fast.
- imvetri 6y ago
  Are there tools to visualise trained model,?
  - rlayton2 6y ago
    Something like this: https://www.tensorflow.org/tensorboard https://www.tensorflow.org/tensorboard
    - imvetri 6y ago
      Something to visualise the models, the one in this link https://github.com/nsfw-filter/nsfw-filter/tree/master/dist/models https://github.com/nsfw-filter/nsfw-filter/tree/master/dist/...
      - dc_count 6y ago
        Use netron to visualize model: https://lutzroeder.github.io/netron/?url=https://raw.githubusercontent.com/nsfw-filter/nsfw-filter/master/dist/models/model.json https://lutzroeder.github.io/netron/?url=https://raw.githubu...
        tantalor 6y ago
        > Wait, it's all a DAG? >> Always has been.
        dc_count 6y ago
        The brain is a heavily cyclic graph. We're not there yet ;)
        halflings 6y ago
        This is amazing. Thanks for sharing! Didn't know about netron.
langitbiru 6y ago
Yes, tensorflow model can run on JS. I did that when developing a Deep Learning product, PredictSalary (https://predictsalary.com https://predictsalary.com). The problem is not the model, but the TensorflowJS library (using Node) is big (8MB) after webpack-ing it (even after using compressing flag). So I decided to move the inference to the server. It's fast but I didn't toy with GPU setting when running Tensorflow model on JS.
rtz12 6y ago
I just installed this, and my whole browser grinds to a halt when I load a page...
- navendu_p 6y ago
  That should not happen! Could you tell us about the issue? https://github.com/nsfw-filter/nsfw-filter/issues https://github.com/nsfw-filter/nsfw-filter/issues
navendu_p 6y ago
So we use MobileNet V2 model. It is relatively light weight and can run fast on the browser itself

I can't speak for this specific model/extension, but "most" neural networks aren't that big at the end of the day, and you are just a few matrix dot products away from getting your classification (of course, I'm drastically simplifying). Its the training that takes forever, due to the fact all those numbers need tweaking. However one you have the model, classifying is pretty fast.

imvetri 6y ago
Are there tools to visualise trained model,?
- rlayton2 6y ago
  Something like this: https://www.tensorflow.org/tensorboard https://www.tensorflow.org/tensorboard
  - imvetri 6y ago
    Something to visualise the models, the one in this link https://github.com/nsfw-filter/nsfw-filter/tree/master/dist/models https://github.com/nsfw-filter/nsfw-filter/tree/master/dist/...
    - dc_count 6y ago
      Use netron to visualize model: https://lutzroeder.github.io/netron/?url=https://raw.githubusercontent.com/nsfw-filter/nsfw-filter/master/dist/models/model.json https://lutzroeder.github.io/netron/?url=https://raw.githubu...
      - tantalor 6y ago
        > Wait, it's all a DAG? >> Always has been.
        dc_count 6y ago
        The brain is a heavily cyclic graph. We're not there yet ;)
      - halflings 6y ago
        This is amazing. Thanks for sharing! Didn't know about netron.

langitbiru 6y ago

Yes, tensorflow model can run on JS. I did that when developing a Deep Learning product, PredictSalary (https://predictsalary.com https://predictsalary.com). The problem is not the model, but the TensorflowJS library (using Node) is big (8MB) after webpack-ing it (even after using compressing flag). So I decided to move the inference to the server. It's fast but I didn't toy with GPU setting when running Tensorflow model on JS.

rtz12 6y ago

I just installed this, and my whole browser grinds to a halt when I load a page...

navendu_p 6y ago
That should not happen! Could you tell us about the issue? https://github.com/nsfw-filter/nsfw-filter/issues https://github.com/nsfw-filter/nsfw-filter/issues

navendu_p 6y ago

So we use MobileNet V2 model. It is relatively light weight and can run fast on the browser itself