Hello and best wishes to all,
I'm endeavoring to start this thread in order to document and discuss the behaviour of PythonGPU tasks in detail. I'm suggesting and encouraging that the discussion of individual host issues be held here in order to less complicate the main news thread which announces Python development.
Please continue this thread by noting your observations of anomalies and errors, along with any known remedies. This should be helpful to us and abouh for reference.
Those experiencing errors and crashes should check the items below as they appear to cause most of the errors.
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Let's begin by listing some of my most commonly observed characteristics of the PythonGPU app:
* Needs up to 16GB of RAM (while expanding at startup) and insane amounts (45-65GB or more) of commit charge. Recommend to set the swap file to at least 50GB manually and be prepared to increase it if you need to.
* Needs 6GB minimum graphics memory (though some tasks will run on 4GB). Be sure to use the latest NVIDIA drivers. (I run GeForce Experience to automatically keep up-to-date.)
Your GPU must be CUDA version 11.31 capable.
* GPU (and CPU) will run in an oscillation-like pattern with frequent sporadic GPU activity spikes mirroring simultaneous drops in CPU usage. (This may be the CPU giving the GPU tasks and waiting for results as I naively understand it.)
* Uses more CPU than it states in the properties. This app will spawn threads on every available CPU and use up to (or more than) 60% of all logical CPUs. That appears to be why it generates CPU time stats much greater than the host's actual run times. The time window of task completion seems more dependant on CPU size and speed than GPU capabilities.
* The amount of BOINC resources Python tasks use cannot be controlled in the manager preferences. Tasks from other projects can be limited to the amount of CPU usage % remaining while the Python app is running to avoid maxxing out the CPU.
* May collide in memory with apps from other projects. Not proven, but circumstancial evidence suggests it has happened on my Ryzen host. Erich56 has stated that these tasks run best without any other project's competition for the BOINC-alloted CPU time.
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Again, please add to this thread with any issues, observations, corrections, or tips on running Python for GPU WUs.
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Many thanks to all who have helped me here at GPUGrid.
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"Together we crunch
To check out a hunch
And wish all our credit
Could just buy us lunch"
Piasa Tribe - Illini Nation |