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libtorch Conv1D doesn't operate over signal length dimension

I have a torch model, that simply contains a conv1d (intended to be used to implement a STFT fourier transform). The model works fine in torch, and traced using torch.jit.load in Python.

When I attempt to use the model on iOS with libtorch via this react native library (https://www.npmjs.com/package/react-native-pytorch-core), I do not get the intended output.

The first output channel is correct (i.e. in this case it equals the first 2048 samples dot product with the convolution), but the remainder output channels, which should correspond with the kernel sliding along the signal (in time) are the same as the first one!)

In Python / torch...

import torch


class Model(torch.nn.Module):
    def __init__(self):
        n_fft = 2048
        hop_length = 512
        self.conv = torch.nn.Conv1d(in_channels=1, out_channels=n_fft // 2 + 1,
            kernel_size=n_fft, stride=hop_length, padding=0, dilation=1,
            groups=1, bias=False)
    
    def forward(self, x):
        return self.conv(x)

model = Model();
torch.jit.script(model)._save_for_lite_interpreter('model.ptl')

In inference, react native typescript


import { torch } from 'react-native-pytorch-core';

let x = torch.linspace(0,1,96000).unsqueeze(0);

model.forward(x).then((e) => {
    console.log(e.shape) // this the correct shape [1, 184, 1025] [batch, time, bin]

    let data = e.data();

    data[0,0,0] == data[0,0,1] // this is false, as expected

    data[0,0,0] == data[0,1,0] // this is true, for any time step. NOT expected, if the convolution kernel sliding is correct

});


source https://stackoverflow.com/questions/75553306/libtorch-conv1d-doesnt-operate-over-signal-length-dimension

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