ProGamerGov

@ajhool I believe that I was using `th neural_style.lua -gpu 0 -backend cudnn` for all the tests, according to my first post in this thread. I currently have 3-4 different...

Basically you divide the model sequentially onto your different GPUs. So you should be able to increase the image size with a second GPU even if it doesn't have the...

The Adam optimizer can be greatly improved in Neural-Style by simply changing it's default parameters to more "stable" values according to my research here: https://github.com/jcjohnson/neural-style/wiki/Fine-Tuning-The-Adam-Optimizer With the improved parameter values,...

@jcjohnson A user has figured out how to tile an image for use in Neural-Style and then recombine the pieces without ugly borders between the images: https://www.reddit.com/r/imagemagick/comments/4r8h0x/how_to_crop_an_image_into_overlapping_tiles/ We currently need...

@htoyryla > Nvidia-smi shows no GPU memory being used. The `nvidia-smi` was made after the issue when I didn't have neural_style.lua running. I have a bunch of saved `nvidia-smi` outputs...

@htoyryla Thanks for the replies. I'm not sure how I didn't see that the terminal output under each GPU, lists what layers have been assigned to them. I also was...

@htoyryla I came up with using: `-gpu 0,1,2,3,4,5,6,7 -multigpu_strategy 3,6,12,15,20,26,31`, `-gpu 0,1,2,3,4,5,6 -multigpu_strategy 3,6,12,15,20,26,` and a few other combinations. As the default set of layers was: ``` Successfully loaded models/VGG16_SOD_finetune.caffemodel...

@htoyryla Using a style weight of 75000 did not fix the issue. Neither did disabling the content loss module via `-content_weight 0`. For my previous tests, `-tv_weight` was set to...

@htoyryla I modified Neural-Style to print a whole bunch of variables from the style loss function, and the feval(x) function here: https://gist.github.com/ProGamerGov/e09e450f5c7dbb72ccac22c6244fa2f3 **Functioning Loss System and the `feval(x)` function's `grad`...

After testing the GramMatrix code from here: https://github.com/jcjohnson/neural-style/blob/master/neural_style.lua#L489-L512, it looks like the same values over and over again with an image size of 2432. There aren't any obvious zeros or...