jatinchowdhury18 / RTNeural

Real-time neural network inferencing
BSD 3-Clause "New" or "Revised" License
582 stars 58 forks source link

parseJson crashes when hidden size different from the one contained in the json model #75

Closed MaxPayne86 closed 1 year ago

MaxPayne86 commented 1 year ago

To replicate:

  1. I load an LSTM-12 model which I support in my plugin -> everything is fine
  2. I tweak an LSTM-20 json file model and set 16 in lstm, shape
  3. I load the file in my plugin, what is happening is a crash of the plugin

mod-ui | [jackd]: Wrong layer size! Expected: 16

please note parseJson is in a try/catch block, so I have no idea how I can handle this specific case, thanks.

https://github.com/AidaDSP/aidadsp-lv2/blob/192f092901c8bf098462ecf533d8f99b25ee0a8b/rt-neural-generic/src/rt-neural-generic.cpp#L783

jatinchowdhury18 commented 1 year ago

Hi there! Thanks for reporting the issue. Would it be possible to share a json file containing a model that crashes the plugin in this way?

Looking ahead, I wonder if it might be a cool idea to have a batch of "broken" json files to make sure that RTNeural throws exceptions properly if someone tries to load a file like that.

MaxPayne86 commented 1 year ago

Note: hidden_size=16 is the only error in the file. Since this file has indeed hidden_size=20. I think that this error can be easily injected by python or bash and jq, without the need to provide specific model files to trigger the error.

{
    "in_shape": [
        null,
        null,
        1
    ],
    "layers": [
        {
            "type": "lstm",
            "activation": "",
            "shape": [
                null,
                null,
                16
            ],
            "weights": [
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jatinchowdhury18 commented 1 year ago

Cool, this should be fixed now with #76, plus we now have a place to test future model files that may be causing issues!