Common Pitfalls in PyTorch

Common Pitfalls in PyTorch

Click the “CVer” above to select “Star” or “Pin”. Heavyweight content delivered at the first time. Author: Bi Ji Ji https://zhuanlan.zhihu.com/p/59271905 This article is authorized, and no secondary reproduction is allowed without permission. 1. The Differences Between nn.Module.cuda() and Tensor.cuda() Both the cuda() function can achieve memory migration from CPU to GPU for models and … Read more

Common Pitfalls in PyTorch

Common Pitfalls in PyTorch

Click on the “CVer” above to select “Star” or “Top” Heavyweight content delivered promptly Author: Yu Zhenbo https://zhuanlan.zhihu.com/p/77952356 This article is authorized by the author and cannot be reproduced without permission. Recently, I just started using PyTorch and have encountered quite a few pitfalls. I record them here, as I feel they are common issues … Read more

Essential Tool for PyTorch: Accelerate Mixed Precision Training with Apex

Essential Tool for PyTorch: Accelerate Mixed Precision Training with Apex

Author: Nicolas Affiliation: Researcher at Zhuiyi Technology AI Lab Research Direction: Information Extraction, Machine Reading Comprehension Do you want to experience double the training speed? Do you want to instantly double your GPU memory? If I tell you that it only takes three lines of code, would you believe it? In this article, the author … Read more

PyTorch Official Training Tutorial: From Basics to Practice

PyTorch Official Training Tutorial: From Basics to Practice

Mingmin from Aofeisi Quantum Bit Report | WeChat Official Account QbitAI Do you also have such confusion: “After watching countless introductory tutorials, I still haven’t crossed this threshold…” This time, you might finally be saved! PyTorch Official has launched a training tutorial that will guide you step by step! The course starts with an introduction … Read more

Keras on PyTorch: A Comprehensive Framework

Keras on PyTorch: A Comprehensive Framework

Machine Heart Report Contributors: Siyuan, Yiming Keras and PyTorch are both among the most beginner-friendly deep learning frameworks. They operate like a simple language for describing architectures, telling the framework what layer should use what. Many researchers and developers are pondering which framework is better, but currently, both frameworks are very popular, each with its … Read more

Mastering PyTorch: A Step-By-Step Guide

Mastering PyTorch: A Step-By-Step Guide

In the field of machine learning, building flexible and easily adjustable models is an essential skill for advanced machine learning engineers when faced with various complex and changing business problems. However, many engineers still have a misconception that mastering just one deep learning framework is enough to succeed. In fact, there is no single framework … Read more

Summary of Common Tricks in PyTorch

Summary of Common Tricks in PyTorch

MLNLP ( Machine Learning Algorithms and Natural Language Processing ) community is a well-known natural language processing community both domestically and internationally, covering NLP graduate students, university teachers, and researchers from enterprises. The Vision of the Community is to promote communication between the academic and industrial circles of natural language processing and machine learning, as … Read more

Creating C++ Extensions in PyTorch

Creating C++ Extensions in PyTorch

Click the above “CVer” to add it as a “star” or “pin”. Heavyweight content delivered at the first moment. Author: Monstarrrr https://zhuanlan.zhihu.com/p/100459760 This article is authorized by the author and may not be reproduced without permission. It’s the last day of 2019, and I finally filled a gap I wanted to understand for a long … Read more

PyTorch Debugging Tool: Automatically Print Tensor Info

PyTorch Debugging Tool: Automatically Print Tensor Info

Machine Heart Release Author: zasdfgbnm This article introduces a practical tool for PyTorch code called TorchSnooper. The author is the creator of TorchSnooper and also one of the PyTorch developers. GitHub project address: https://github.com/zasdfgbnm/TorchSnooper Many of you may encounter such troubles: for example, when running your own PyTorch code, PyTorch prompts you that the data … Read more

Official PyTorch Tutorial Now Available in Chinese

Official PyTorch Tutorial Now Available in Chinese

The official Chinese version of the PyTorch tutorial is here. PyTorch is one of the most popular deep learning frameworks recently, but its official Chinese tutorial has been long awaited. Recently, a complete official Chinese version of the PyTorch tutorial has been released, allowing readers to better learn and understand the relevant details of PyTorch. … Read more