All Questions
Tagged with gpu machine-learning
14 questions
0
votes
0
answers
75
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Error following upgrade to Mathematica 14.0: Classify: TargetDevice -> GPU requires restart [duplicate]
I recently upgraded Mathematica from 13.3 to 14.0 on my workstation. When I attempted to execute a script that ran without any issues on 13.3, I suddenly get an error associated with the Classify ...
- 101
4
votes
1
answer
369
views
How can I free GPU memory allocated with NetTrain
When I train a neural network with NetTrain[..., TargetDevice->"GPU"], wolfram's neural network code automatically allocates memory on my GPU for my ...
- 1,078
3
votes
0
answers
174
views
Classify/NetTrain run indefinitely without output when using GPU
I am experimenting with Mathematica's Classify/NetTrain functions for the first time.
When I don't set a TargetDevice option, Mathematica defaults to the CPU and everything works as expected.
When I ...
- 131
11
votes
0
answers
235
views
Tutorial example NetTrain fails miserably with a GPU
I have been experimenting with GPU NetTrain on AWS now when Mma 12.2 supports remote batch jobs (I don't have an Nvidia GPU to try these things out otherwise). In ...
- 19.1k
4
votes
1
answer
5k
views
GPU support on latest MacBook Pro, especially for deep learning
I'm thinking about getting some new top of the line computer hardware, specifically a MacBook Pro from Apple. These have AMD Radeon Pro 5500M GPUs, which while a bit slower than something like an ...
- 197
1
vote
0
answers
117
views
4
votes
1
answer
226
views
Using GPU Computation in LearnDistribution
LearnDistribution has an option for RealNVP, which is directly training a neural network for the distribution. It also has an option for TargetDevice, however, it appears to do nothing. Take the ...
- 3,674
10
votes
1
answer
269
views
Can one use NetTrain with two Nvidia GPUs?
I am thinking of buying another GPU to accelerate my training. Will I be able to call NetTrain with both GPUs ("TargetDevice"-> {"GPU", All})? Or would it be ...
- 1,535
11
votes
1
answer
870
views
How to use an external GPU to train neural networks in Mathematica?
Taking steps in the uncharted territories of eGPUs, I have installed an NVIDIA GeForce Titan Xp GPU on an eGPU enclosure (Mantiz MZ-02) and have connected it to my laptop (HP Spectre x360 - 15-bl075nr ...
- 1,883
4
votes
0
answers
203
views
NetTrain with External GPU?
I'd like to use the new Neural Networks functionalities in v11 on my Macbook Pro, unfortunately, most macs do not have the supported Nvidia cards. However, there is the option for using an external E-...
- 31.8k
5
votes
0
answers
185
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GPU Acceleration and the Predict function [duplicate]
With the Mathematica Predict function, does it automatically use GPU acceleration? For example, with NetTrain, one has to specify TargetDevice->"GPU" to show they want to perform the calculation on ...
- 1,447
2
votes
0
answers
91
views
NetTrain with OpenCL [duplicate]
When working with NetTrain I get the following error:
TargetDevice -> {GPU,0} could not be used, please ensure that you have
a compatible graphics card and have installed CUDA drivers.
Is it ...
- 205
12
votes
1
answer
1k
views
Configuring GPU for NetTrain
I currently have access to a system with two GPUs:
GeForce GTX 1080 and Tesla K40c
I would like to use this machine for training neural networks in Mathematica.
When using the option ...
- 1,410
8
votes
1
answer
758
views
Which GPUs does NetTrain work with?
NetTrain's option TargetDevice -> "GPU" works for old macbooks that have GEForce GT 750m cards (like mine), but what about other nvidia cards?
Does it (or will ...
- 3,820