Multiple GPU Photon Sharing
Rooaa Shanshal
Dear Dr. Fang,
I’m currently working on generating SFDI reflectance images using the photon-sharing setting in MCX. I’ve noticed an issue where the reflectance image scales appear to be inversely related to the number of GPUs utilized, despite using the same random seed for all runs, which ensures that my randomized values remain consistent.
Specifically, when I increase the number of GPUs, the scale of the reflectance images seems to decrease roughly by a factor equal to the number of GPUs used. I thought this was interesting to note because I would expect that the total number of photons used, and subsequently the image scale, to remain constant across the different GPU settings.
For some context, I’m running MCX through MathWorks Cloud Centre which allows me to use machines on AWS with MATLAB installed that can have varying numbers of GPUs accessible.
Here’s a brief overview of my settings:
GPU Options:
I compare reflectance results by setting cfg.gpuid = 1, ‘1100’, ‘1110’, ‘1111’
Simulation Parameters:
Scattering coefficient (tumour & background) = 1.25
Tumour absorption coefficient = 0.0031 – 0.0287 mm-1
Background absorption coefficient = 0.0015 – 0.0060 mm-1
Reflectance results using photon sharing (cfg.srctype = ‘pattern’):
e.g., the max value appears to be ~11 w/ 1 GPU and ~11/[2,3,4] with 2,3,4 GPUs.
Reflectance results without photon sharing (cfg.srctype = ‘fourier’):
e.g., max value stays consistent at ~11.
I’m wondering whether there might be an underlying issue with how photons are accumulated across multiple GPUs when using this setting or if there is a step I might be overlooking.
I also tried running the photon sharing demo (demo_photon_sharing.m) with varying GPU settings, and the scale of the histogram of the pixel index of the photon launch positions seems to also scale down with the number GPUs used.
Could you provide any insights on why this issue is occurring and any recommendations on how I can correct for it? Any advice on how I can have consistent output across different configurations would be very appreciated.
Thanks for your help!
Best,
Rooaa Shanshal
Princess Margaret Cancer Centre, Toronto
Fang, Qianqian
Sent: Tuesday, March 4, 2025 4:25 PM
To: mcx-users <mcx-...@googlegroups.com>
Subject: [mcx-users] Multiple GPU Photon Sharing
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