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szymonmaszke avatar szymonmaszke commented on June 15, 2024

Hi @soulhi-vz. Next time please post an issue regarding code not working as expected to StackOverflow, I would like to keep issues clean for implementation bugs/feature requests, thanks.

Everything works as expected, torch.nn.Linear cannot be applied to Conv1d without torch.nn.MaxPool1d (or tl.MaxPool), at least not in the way you think it should be (encoder's last Conv1d last dimension [which can vary] will be used to infer input shape to tl.Linear, at least for torchlayers-nightly package [0.1.1 has bug of not working as PyTorch original nn.Linear for multiple dimensions]).

Please use tl.GlobalMaxPool before tl.Linear or tl.Flatten() (and use tl.Reshape before nn.ConvTranspose1d as well) or just try to rewrite it in pure PyTorch and post to StackOverflow in case you have any questions.

from torchlayers.

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