未验证 提交 b23b93e3 编辑于 作者: dlagul's avatar dlagul 提交者: GitHub
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Update trainer.py

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@@ -57,7 +57,7 @@ class Trainer(object):
                s_logvar, d_post_mean, d_post_logvar, d_prior_mean, d_prior_logvar):
        batch_size = original_seq.size(0)
        # See https://arxiv.org/pdf/1606.05908.pdf, Page 9, Section 2.2 for details.
        # N(x|mu,var)
        # log(N(x|mu,var))
        # = log{1/(sqrt(2*pi)*var)exp{-(x-mu)^2/(2*var^2)}} 
        # = -0.5*{log(2*pi)+2*log(var)+[(x-mu)/exp{log(var)}]^2}
        loglikelihood = -0.5 * torch.sum(torch.pow(((original_seq.float()-recon_seq_mu.float())/torch.exp(recon_seq_logvar.float())), 2)