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Slow NCCL gradient synchronization in distributed training

https://discuss.pytorch.org/t/slow-nccl-gradient-synchronization-in-distributed-training/89625

However, the Pytorch NCCL allreduce time of these layers is much longer than the expected original NCCL allreduce performance on the same amount data. In addition, I also measured PyTorch NCCL allreduce performance over the model parameters (see code below). It turns out the classifier layers take 280.682 ms (total size: 471MB).


computation overlapped with nccl get much slower #338

https://github.com/NVIDIA/nccl/issues/338

The cost time of backward between different ranks have big difference with multi-machine training horovod/horovod#2615. zhengwy888 on Jun 24. Cudnn batch norm kernel …


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The source of the problem in your clogged Nespresso® Machine. The issue with the flow of your coffee is likely caused by a build-up of coffee oils and coffee residue. This …


GitHub - hust-wuwechao/caffe_with_NCCL

https://github.com/hust-wuwechao/caffe_with_NCCL

Contribute to hust-wuwechao/caffe_with_NCCL development by creating an account on GitHub.


Slow Caffeine Metabolism: The Reason Some People Who Drink …

https://phlabs.com/slow-caffeine-metabolism-the-reason-some-people-who-drink-coffee-could-be-at-higher-risk-for-a-heart-attack

The participants who were slow caffeine metabolizers increased their risk of heart attack by 36% if they drank two to three cups of coffee daily. Their risk increased to 64% if they drank four or …


Using DDP on slurm cluster with NCCL_IB_DISABLE=1 is …

https://discuss.pytorch.org/t/using-ddp-on-slurm-cluster-with-nccl-ib-disable-1-is-very-slow/150685

For intranode communication, NCCL would try to use NVLink, PCI-e and system shared memory, roughly in this order. If your training does run across multiple nodes, …


caffe_with_NCCL / CMakeLists.txt - github.com

https://github.com/hust-wuwechao/caffe_with_NCCL/blob/master/CMakeLists.txt

Contribute to hust-wuwechao/caffe_with_NCCL development by creating an account on GitHub.


NCNN speed seems much slower than caffe2 on armv7l …

https://github.com/Tencent/ncnn/issues/81

NCNN speed seems much slower than caffe2 on armv7l #81. Closed. duangenquan opened this issue on Aug 3, 2017 · 8 comments.


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caffe下多gpu训练,NCCL的配置 - 代码先锋网

https://www.codeleading.com/article/24953730621/

caffe + nccl 实现多卡训练; caffe多gpu训练设置; caffe 问题集锦之使用cmake编译多GPU时,更改USE_NCCL=1无效; 多GPU环境下使用caffe遇到的问题; caffe2多GPU训练模型,保存模型及加 …


Trying to compile nccl, can't finish making caffe2 til I get this ...

https://forums.developer.nvidia.com/t/trying-to-compile-nccl-cant-finish-making-caffe2-til-i-get-this-straightened-out/49478

The most recent thing I tried to use is the package manager, but everywhere I try to compile it it’s the same error message: ==> nccl dependencies: - cuda (already ...


Python Examples of caffe.NCCL - ProgramCreek.com

https://www.programcreek.com/python/example/128018/caffe.NCCL

The following are 15 code examples of caffe.NCCL () . You can vote up the ones you like or vote down the ones you don't like, and go to the original project or source file by following the links …


caffe + nccl 实现多卡训练 - 代码先锋网

https://codeleading.com/article/78382126334/

安装环境: ubuntu1604 CUDA Version 9.0 64位操作系统. 下载路径: 按照官网提示下载相应版本:(v2.13) nccl-repo-ubuntu1604-2.2.13-ga-cuda9.0_1-1_amd64.deb #注:v1版本的nccl的下 …


NCCL neccessary to train with multiple GPUs (windows caffe)?

https://stackoverflow.com/questions/46004976/nccl-neccessary-to-train-with-multiple-gpus-windows-caffe

21 1 6. The current NCCL (2.x) libraries on developer.nvidia.com are built for linux only. You wouldn't be able to use the current NCCL on windows, at this time. The older NCCL …


Caffe2 - C++ API: torch/csrc/cuda/nccl.cpp Source File

https://caffe2.ai/doxygen-c/html/nccl_8cpp_source.html

36 NCCL_CHECK(ncclCommInitAll(comms.get(), devices.size(), devices.data()));. 37 }. 38 NcclCommList(NcclCommList&& foo) = default;


Caffe+NCCL : Check failed: result == ncclSuccess (13 vs. 0) …

https://forums.developer.nvidia.com/t/caffe-nccl-check-failed-result-ncclsuccess-13-vs-0-invalid-data-type/60853

I use caffe-master on github, with Tesla M40 x 4, Ubuntu 16.04, CUDA 9.1, CUDNN v7, NCCL 2.1.15. I try to train a normal image classification network on multiple GPU card.


caffe缺少NCCL库导致不能多GPU训练问题(改makefile版) - 代码先 …

https://www.codeleading.com/article/64503142347/

最近用caffe多GPU联调时遇到问题,如果正常用caffe的多gpu训练而不加初始化模型,末尾加--gpu=0,1,不会有问题;然而当用pretrained模型finetune网络时,如- …


caffe 多GPU NCCL配置 - 代码先锋网

https://www.codeleading.com/article/21323164691/

1. 替换 1.1 光标所在行的替换 其中,,s表示插入,g表示当前行查找 1.2 全文替换 其中,1表示第1行,$表示最后1行 其中,%表示全文 1.3 转义替换 其中, S.替换为S-> 此处因为点号“.”为特 …


NVCaffe | NVIDIA NGC

https://catalog.ngc.nvidia.com/orgs/nvidia/containers/caffe

Caffe is a deep learning framework made with expression, speed, and modularity in mind. It was originally developed by the Berkeley Vision and Learning Center (BVLC) and by …


Caffe2 - C++ API: torch/csrc/cuda/nccl.h Source File

https://caffe2.ai/doxygen-c/html/nccl_8h_source.html

17 // NOTE: this is exposed only so that python_nccl.cpp can some of these helpers.


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caffe--源码阅读笔记2 - 代码先锋网

https://www.codeleading.com/article/51361051448/

本文主要caffe如何采用多GPU进行训练。 1. Caffe启用多GPU. caffe源码中使用宏USE_NCCL进行区分是否启用多GPU训练 使用时的代码如下:


Caffe2 Deep Learning Framework | NVIDIA Developer

https://developer.nvidia.com/caffe2

Caffe2 is a deep learning framework enabling simple and flexible deep learning. Built on the original Caffe, Caffe2 is designed with expression, speed, and modularity in mind, allowing for a …


Multiple-GPU training not available in caffe - Stack Overflow

https://stackoverflow.com/questions/43306683/multiple-gpu-training-not-available-in-caffe

Install Caffe. Uncomment the line USE_CUDNN := 1. This enables cuDNN acceleration. Uncomment the line USE_NCCL := 1. This enables NCCL which is required to run …


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NVCaffe User Guide :: NVIDIA Deep Learning Frameworks …

https://docs.nvidia.com/deeplearning/frameworks/caffe-user-guide/index.html

Caffe is a deep-learning framework made with flexibility, speed, and modularity in mind. NVCaffe is an NVIDIA-maintained fork of BVLC Caffe tuned for NVIDIA GPUs, particularly in multi-GPU …


MyCaffe/NCCL repository - Issues Antenna

https://issueantenna.com/repo/MyCaffe/NCCL

nccl. Windows version of NVIDIA's NCCL ('Nickel') for multi-GPU training - please use https://github.com/NVIDIA/nccl for changes.


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ANet/train.py at master · ltnghia/ANet · GitHub

https://github.com/ltnghia/ANet/blob/master/caffe/python/train.py

Anabranch Network (ANet) for Camouflaged Object Segmentation - ANet/train.py at master · ltnghia/ANet


Caffe2 - Python API: test_nccl.TestNCCL Class Reference

https://caffe2.ai/doxygen-python/html/classtest__nccl_1_1_test_n_c_c_l.html

test/test_nccl.py; Generated on Thu Mar 21 2019 13:06:38 for Caffe2 - Python API by ...


DDP with NCCL fails in 16 X A100 - distributed - PyTorch Forums

https://discuss.pytorch.org/t/ddp-with-nccl-fails-in-16-x-a100/127416

I am using a2-megagpu-16g in GCP which has 16 A100. CUDA 11.1 NCCL 2.8.4 Pytorch 1.8.0 (installed via pip) I am testing DDP based on Getting Started with Distributed …


caffe + nccl 实现多卡训练_wonengguwozai的博客-程序员宝 …

https://www.cxybb.com/article/wonengguwozai/81485681

安装环境:ubuntu1604CUDA Version 9.064位操作系统下载路径:按照官网提示下载相应版本:(v2.13)nccl-repo-ubuntu1604-2.2.13-ga-cuda9.0_1-1_amd64.deb#注:v1版本的nccl的下 …


Pytorch NCCL DDP freezes but Gloo Works - Stack Overflow

https://stackoverflow.com/questions/66892786/pytorch-nccl-ddp-freezes-but-gloo-works

I am trying to figure out whether both Nvidia 2070S GPUs on the same Ubuntu 20.04 system can access each other via NCCL and Pytorch 1.8. My test script is based on the …


How to use an already built Caffe when running py-faster-rcnn?

https://stackoverflow.com/questions/41109376/how-to-use-an-already-built-caffe-when-running-py-faster-rcnn

If you have installed caffe already and want it to configure to be used by python, you just need to update your PYTHONPATH env variable by adding path to your /caffe-installation-path/python …


Noncarious cervical lesions (NCCL)--a clinical concept based on …

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Purpose: To present an updated knowledge on the restorative options and their performance in the particular environment of non-carious cervical lesions (NCCL). Methods: Evidence-based …


Python Examples of caffe.log - ProgramCreek.com

https://www.programcreek.com/python/example/128013/caffe.log

The following are 12 code examples of caffe.log().You can vote up the ones you like or vote down the ones you don't like, and go to the original project or source file by following the links above …


Caffe is not really using GPU P2P and cannot exploit the benefit of …

https://groups.google.com/g/caffe-users/c/GNYnNiMvheE/m/2dmEyrnsAgAJ

All groups and messages ... ...


pytorch: caffe2/contrib/nccl/cuda_nccl_gpu.h File Reference

https://fossies.org/dox/pytorch-1.8.2/cuda__nccl__gpu_8h.html

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[Caffe] instalación nccl - programador clic

https://programmerclick.com/article/2290580197/

Las siguientes condiciones indican una compilación exitosa. Debido a que se compila en la ruta predeterminada, el makefile.config de caffe No es necesario modificar INCLUDE_DIRS += …


File "/home/nvidia/caffe/python/caffe/pycaffe.py", line 13, in …

https://forums.developer.nvidia.com/t/file-home-nvidia-caffe-python-caffe-pycaffe-py-line-13-in-module-from-caffe-import-net-sgdsolver-nesterovsolver-adagradsolver-importerror-dynamic-module-does-not-define-module-export-function-pyinit-caffe/65127

NCCL acceleration switch (uncomment to build with NCCL) GitHub - NVIDIA/nccl: Optimized primitives for collective multi-GPU communication (last tested version: v1.2.3 …


Python Examples of caffe.set_solver_count - ProgramCreek.com

https://www.programcreek.com/python/example/128016/caffe.set_solver_count

The following are 9 code examples of caffe.set_solver_count().You can vote up the ones you like or vote down the ones you don't like, and go to the original project or source file by following …


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Out of memory when using multiple GPUs with larger batch_size …

https://stackoverflow.com/questions/46069618/out-of-memory-when-using-multiple-gpus-with-larger-batch-size-in-caffe

When using multiple GPUs, you don't need to increase the batch size in your prototxt. If your batch size was 40, Caffe will use that size for each GPU individually, thus …


train_net_cafe.py - #!/usr/bin/env python " Trains a model...

https://www.coursehero.com/file/170945417/train-net-cafepy/

View train_net_cafe.py from CSA 6601 at University Of Georgia. #!/usr/bin/env python " Trains a model using one or more GPUs. " from multiprocessing import Process import caffe def train( …


caffe缺少NCCL库导致不能多GPU训练问题(改makefile版)_wudi_X …

https://cxybb.com/article/wudi_X/80012764

最近用caffe多GPU联调时遇到问题,如果正常用caffe的多gpu训练而不加初始化模型,末尾加--gpu=0,1,不会有问题;然而当用pretrained模型finetune网络时,如--weights=xxx.caffemodel …


Colección de preguntas de Caffe: cuando se usa cmake para …

https://programmerclick.com/article/21451956527/

Colección de preguntas de Caffe: cuando se usa cmake para compilar múltiples GPU, ... Cuando se usa cmake para compilar varias GPU, cambiar USE_NCCL = 1 no tiene ningún efecto. …


Dean/openpose: This is the DAGsHub mirror of OpenPose …

https://dagshub.com/Dean/openpose/src/3a3e48c61b742fd4df41685c6eca83400b7b1c4a/3rdparty/caffe/python/caffe/test/test_nccl.py

This is the DAGsHub mirror of OpenPose OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation - Dean/openpose


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