Tianke Youke

Reference: https://stackoverflow.com/questions/48302810/whats-the-difference-between-hidden-and-output-in-pytorch-lstm

I was so confused when doing a homework on implementing the Luong Attention, because it tells that the decoder is a RNN, which takes \(y_{t-1}\) and \(s_{t-1}\) as input, and outputs \(s_t\), i.e., \(s_t = RNN(y_{t-1}, s_{t-1})\).

But the pytorch implementation of RNN is: \(outputs, hidden\_last = RNN(inputs, hidden\_init)\), which takes in a sequence of elements, computes in serials, and outputs a sequence also.

I was confused about what is the \(s_t\). Is it the \(outputs\), or the \(hidden\_states\)?

论文地址：https://shihmengli.github.io/3D-Photo-Inpainting

作者：Meng-Li Shih, Shih-Yang Su, Johannes Kopf, Jia-Bin Huang

发表： CVPR2020

链接： https://github.com/vt-vl-lab/3d-photo-inpainting

论文地址：https://arxiv.org/abs/2112.13715

作者：Ailing Zeng, Lei Yang, Xuan Ju, Jiefeng Li, Jianyi Wang, Qiang Xu

发表： ECCV 2022

链接： https://github.com/cure-lab/SmoothNet

论文地址：https://arxiv.org/abs/2203.12575

作者：Jiang, Wei and Yi, Kwang Moo and Samei, Golnoosh and Tuzel, Oncel and Ranjan, Anurag

发表： ECCV22

开源代码： https://github.com/apple/ml-neuman

According to https://dev.to/rubberduck/using-usb-with-docker-for-mac-3fdd, it seems impossible to forward USB to a Docker container on MacOS, coz the Docker is running in a virtual environment via hyperkit.

First of all, ports of the host (i.e., MacOS) cannot be directly accessed by any virtual environment (i.e., Docker) on it. So, "you first have to expose it to the virtual machine where Docker is running". However, Docker is running on hyperkit, which doesn't support usb forwarding.

The author provided another way to do it, that is to usedocker-machine, which uses a Virtualbox VM to host the dockerd daemon, to replace the original docker. Then... why bother still using Docker, instead of just using Virtualbox to run the seperated environment?

论文地址：https://tcwang0509.github.io/vid2vid/paper_vid2vid.pdf

作者：Ting-Chun Wang, Ming-Yu Liu, Jun-Yan Zhu, Guilin Liu, Andrew Tao, Jan Kautz, Bryan Catanzaro

发表： NeurIPS 2018

Project：https://tcwang0509.github.io/vid2vid/

论文地址：http://arxiv.org/abs/1910.12713

作者：Ting-Chun Wang, Ming-Yu Liu, Andrew Tao, Guilin Liu, Jan Kautz, Bryan Catanzaro

发表： NeurIPS 2019

Project： https://nvlabs.github.io/few-shot-vid2vid

Code Typing Practice (or source code on Github: here) is a tiny web page that I wrote for fun last semester, which is for me myself to practice code typing. It is a naive Django web app (with bugs🤪). BUT! I find a service to deploy it lively today. That's what is worth noting down now.

我放弃理解很多东西

我开始拥抱

惊人的复杂性

这两天列了一个名叫「精神状况」的歌单，顾名思义，遴选了大抵是最能有效表达我近来精神状况的9首歌（不出所料以摇滚为主）。奇妙的是，一方面我自诩听歌时对歌词甚是重视，另一方面最爱的歌竟然歌词含量不足50%。想想现实，或许是我放弃理解很多东西（用理性），开始拥抱复杂性了吧（用感性？）。

我放弃理解很多东西

我开始拥抱

惊人的复杂性