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Deep Learning for Computer Vision with Caffe and cuDNN

https://developer.nvidia.com/blog/deep-learning-computer-vision-caffe-cudnn/

The cuDNN paper preprint [1] details the computational approach of the library and its integration in Caffe. Caffe + cuDNN lets you define your models just as before—as plain text—while taking …


Caffe | Convolution Layer - Berkeley Vision

http://caffe.berkeleyvision.org/tutorial/layers/convolution.html

Parameters. Parameters (ConvolutionParameter convolution_param) Required num_output (c_o): the number of filters; kernel_size (or kernel_h and kernel_w): specifies height and width of each …


Choosing the engine=CAFFE or CUDNN based on kernel …

https://stackoverflow.com/questions/43324357/choosing-the-engine-caffe-or-cudnn-based-on-kernel-information

I have a network structure as Input (5x5)-->Deconv1(kernel=6,stride=6, pad=0) I tried with two settings: layer { name: "Deconvolution1" type: "Deconvolution" bottom: "input" top: "


caffe/cudnn_conv_layer.hpp at master · BVLC/caffe · GitHub

https://github.com/BVLC/caffe/blob/master/include/caffe/layers/cudnn_conv_layer.hpp

* cuDNN accelerates convolution through forward kernels for filtering and bias * plus backward kernels for the gradient w.r.t. the filters, biases, and ... * input and filter regimes the CUDNN …


Could caffe work with cudnn v7 now? · Issue #5868 · …

https://github.com/BVLC/caffe/issues/5868

It seemed caffe has a little lag. The tensor core and grouped convolution in cudnn v7 has large attraction. Cudnn v7 has released for a few days, some deep learning frameworks …


Caffe | Deconvolution Layer

https://caffe.berkeleyvision.org/tutorial/layers/deconvolution.html

Uses the same parameters as the Convolution layer. Parameters (ConvolutionParameter convolution_param) ... // The filler for the bias enum Engine {DEFAULT = 0; CAFFE = 1; CUDNN …


How to know if CAFFE code is running using GPU or …

https://stackoverflow.com/questions/43305882/how-to-know-if-caffe-code-is-running-using-gpu-or-cuda-code

In case of GPU, it has some mode, called engine. If engine=CAFFE, it will run with GPU and engine=CUDNN, it will run based on CUDA code. The default is DEFAULT mode. In my …


cuDNN custom convolution - cuDNN - NVIDIA Developer Forums

https://forums.developer.nvidia.com/t/cudnn-custom-convolution/182141

cuDNN custom convolution. AI & Data Science Deep Learning (Training & Inference) cuDNN. jakub.mitura14 June 28, 2021, 6:38pm #1. Hello I would like to take 3d …


Cudnn8.0.4 Convolution Occupy High Memory - cuDNN - NVIDIA …

https://forums.developer.nvidia.com/t/cudnn8-0-4-convolution-occupy-high-memory/160583

After upgrade from my caffe from cudnn7.5(cuda10) to cudnn8.0.4(cuda11), the whole training and infer gpu memory become more higher, and the only change is that i fix the …


Install Caffe on Jetson Nano - Q-engineering

https://qengineering.eu/install-caffe-on-jetson-nano.html

Compile Caffe without cuDNN acceleration. Save and with CUDA still working a not too bad option. ... Using the general CUDNN_CONVOLUTION_BWD_FILTER_ALGO_0 you may not have the optimal …


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