Hi, I'm a researcher in computer vision & robotics.
kazuto1011 / svm-pytorch Goto Github PK
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License: MIT License
Linear SVM with PyTorch
License: MIT License
The C
parameter of the LinearSVC should be multiplying the hinge loss and not the regularization method. Also, the l2 regularization method is defined as w.t·w/2
, which is not equal to torch.mean(w ** 2)
.
Lines 51 to 52 in 970eec1
Source: https://www.csie.ntu.edu.tw/~cjlin/papers/libsvm.pdf
Why cuda is slower than CPU?
While printing the loss of the epoch in the train function, sum_loss is divided by N which is the dataset's size. But the losses are added to sum_loss N/args.batchsize times.
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