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2016 年是我第一次参加 CVPR.
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In Python, when a set of objects constructs a reference cycle, none of them would reach a zero refcount.In this case, even if these objects all go out-of-scope and are no longer accessible, they will not be immediately released.
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在过年的这几天, 为了从焦虑的工作中换一个心情, 我给我的 wechat-dump 项目添加了几个当年没做出来的功能, 解决了一些遗留问题.
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Meta 与 Google 内部的代码管理工具都支持一种被称作 "stacked diffs / stacked PRs" 的 workflow.
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People have many different opinions about config systems.
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Since I joined Google Brain, I brought PyTorch to Google's internal infra andowned its maintenance.
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最近学习到了一些 Terminal Escape Sequences, 其中尤其对 OSC52 相见恨晚.
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A typical PyTorch training program on 8 GPUs with 4 dataloaderworkers per GPU would create at least processes.A naive use of PyTorch dataset and dataloader can easilyreplicate your dataset's RAM usage by 40 times.
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"Loss function" is one of the most basic concepts today in deep learning.Despite that,it is actually not necessarily a good programming abstraction whendesigning general-purpose systems.
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Building a library for research and experiments is quite different from building other types of software.A key challenge is that, in research, abstractions and APIs are rarely set in stone:users may want to propose a slight variant or modification to lite…
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This post is about a small functionality that is found useful in TensorFlow / JAX / PyTorch.
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PyTorch provides two methods to turn an nn.Module into agraph represented in TorchScript format: tracing and scripting.This article will: Compare their pros and cons, with a focus on useful tips for tracing.
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本系列文章 谈谈 Github 上如何交流 (1) 如何科学的报 bug 如何管理 issue {Feature,Pull} Request 这篇文章说说用户怎么提出好的 feature request / pull request, 以及维护者如何对待它们.
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本系列文章 谈谈 Github 上如何交流 (1) 如何科学的报 bug 如何管理 issue {Feature,Pull} Request 我听过不少人凭借爱好开源了自己的项目后, 却对 issue 太乱感到困扰, 甚至想干脆直接禁用 issue.
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本系列文章 谈谈 Github 上如何交流 (1) 如何科学的报 bug 如何管理 issue {Feature,Pull} Request 报告错误 / 报 bug 是用户与开发者间最常见的一类交流, 也是常见的 github issue.
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本系列文章 谈谈 Github 上如何交流 (1) 如何科学的报 bug 如何管理 issue {Feature,Pull} Request 相比传统的邮件列表 / bugzilla/sourceforge 等开源平台, github 把开源社区交流的成本 / 门槛降的很低, 因此交流的质量也常常随之下降.
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In large systems, logs can be terrifying: they are huge in volume, and hard to understand.This note lists some suggestions and common misuse of Python's logging module,with the aim of: Reduce redundant logs & spams from libraries.
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本系列文章 Deep Learning Experiments and Claims How To Do Ablation Experiments 延续 上一篇文章, 再说一说怎么科学的在 paper 里做 ablations.
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Technically, an image is a function that maps a continuous domain, e.g.a box , to intensities such as (R, G, B).To store it on computer memory, an image is discretized to an array array[H][W], where each elementarray[i][j] is a pixel.
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本系列文章 Deep Learning Experiments and Claims How To Do Ablation Experiments 这几年来, 从 FAIR 的几位大佬身边学习到的最多的是对待 research 的态度.