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 We have seen the (Mac or Linux) OS automatically kill resource greedy 
processes, e.g., commands using large model files.   Increasing the limit 
on physical RAM usage and/or increasing how much data is swapped out to disk 
may still not allow the process to run.  There have been some reports of 
memory leaks in tensorflow/keras python modules, with comments suggesting some 
issues go away when the GPU’s on the machine are no longer used for data 
processing.  I don’t know of a reliable workaround right now. 
- R.

On Jan 30, 2024, at 16:44, Bender, Andrew <bende...@ccf.org> 
wrote:        External Email - Use 
Caution        Dear Freesurfer 
Experts, I’m evaluating WMH-SynthSeg for white matter lesion segmentation 
using the most recent development version, and ran into similar issues reported 
last month: MailScanner has detected a possible fraud attempt from 
"secure-web.cisco.com" claiming to 
behttps://http://secure-web.cisco.com/1VwtYiRJfeLutN8gPbBz-bZmM0fMIW8vgmy6EkaYe2JAKQ2grPaLmCGo3UpxOnqYUUlcACTvWzy4YIWFwFgTi03QWN8oF6ljo-B1SrjF_YMYXZ8Sa8adrtmKmZC24rjNx1UvnMEKdf7Dr7aNc5Po0duEhAz6rP31ABsIBPEaSU4c8ARZ4bmFR51w452iri2Mpmvl4ZoF6xtPYHmX713youl-9Mdtl3viB5W51pE7xk-HmBcrVYhx8dYvUQPNQSTjEZX9RTAQQrHUJe-RFhDAQHRBvDK9DM9IEqwD3CK3iQRZAb0IOjD2br_bgWkX4uEqz7swGr5atJapDoPcuhXKXMw/http%3A%2F%2Fwww.mail-archive.com%2Ffreesurfer%40nmr.mgh.harvard.edu%2Fmsg76177.html%26nbsp;I
 was running this as CPU only on a Mac Studio (M2 Ultra) with 192GB RAM. I 
tried is multiple times with 1-8 threads, and the process was killed in each 
instance. Viewing memory usage through the Mac OS Activity Monitor while 
running WMH-Synthseg, it appears that memory usage ramps up to >200GB (at 
which time the process is killed). With system resources consuming ~10GB RAM, 
it seems there should still be sufficient memory if it only requires ~32GB RAM. 
Are there any other (i.e., non-documented) options for running the process on 
CPU only? Any other suggestions are greatly appreciated.. Regardless of 
specific suggestions you may have, I wanted to bring this to your attention as 
a potential bug that could produce memory leaks or similar 
issues. Thanks,Drew   Andrew R. Bender, Ph.D.  
|   Staff Neuroimaging ResearchCleveland Clinic Lou Ruvo Center for 
Brain Health Please consider the environment before printing this 
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be http://secure-web.cisco.com/1wAGnCqYxSltzw75mc2-6ArqL8w0Zro9SfjmjGsOmL-uUNeXPMfZIxlvs9_uOSyk3et2tj48Q9f--hKYxh65e5_ghpQ9qvKWCq_LKkp3AFI9fcrT_e9G4aqDBxmZkUKE0oa5PilsaYVMcaTc4HR6smwk0ccrHw5164PMYnsts8Aeqf51-24ztKvjk5zAn6ZhQ34NCLjIwpyHjuSk1rkcNKVaawoJnX4ecFho-PXt8BtfMX5FlYIQP5XMKDSP3AjZgqpOA97hmc17_zikekqLDemfzqrRzGHeoxUmedsLSdqga4bfylGdKToHzCpwCEeYL9Z7R6Arp4dbVqW438Y_5jQ/http%3A%2F%2Fwww.clevelandclinic.org%26nbsp;for
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