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Originally created by @jerzydziewierz on GitHub (Jan 12, 2024).
Original GitHub issue: https://github.com/ollama/ollama/issues/1949
When using
vast.aiand imagenvidia/cuda:12.3.1-devel-ubuntu22.04and 4x RTX3090 on a AMD EPYC 7302P 16-Core Processor,
Trying any "small model" ( i have not tried large models yet )
I get either an outright crash or a bad generation like
and i quote:
screenshot of my desktop, showing
btopin top-right,nvtopin bottom-right,ollama servein top left, and theollama runin bottom left:output of
nvidia-smi:any ideas? maybe I should try with a different image (CUDA version) ?
please advise what else can I try or report with this
My eventual target is to run the new model, megadolphin
https://ollama.ai/library/megadolphinon multi-GPU setup.@jerzydziewierz commented on GitHub (Jan 12, 2024):
update,
using the image
nvidia/cuda:12.0.1-devel-ubuntu20.04on 4x Tesla V100, it appears to work correctly,so maybe this is something to do with the
nvidia/cuda:12.3.1-devel-ubuntu22.04image being incompatible@dcasota commented on GitHub (Jan 12, 2024):
For Multi-Instance GPU (MIG) support, see https://docs.nvidia.com/datacenter/tesla/mig-user-guide/index.html#supported-gpus.
For tesla v100: MIG is supported on systems that include the supported products above such as DGX, DGX Station and HGX.
@fpreiss commented on GitHub (Jan 14, 2024):
I am observing something similar on another multi-GPU setup (2 x RTX 4090). Until the v0.1.17 release I was able to run a number of models on dual GPUs.
More recent releases most of the time just crash (quite drastically, see logs below from just before I lost the network connection) or generate output like in the example given above.
I get normal (gpu accelerated) output on a system with a single RTX 2070 or on the dual GPU setup when blacklisting one of the GPUs:
The following log is from a recent arch linux installation with ollama compiled
on
288ef8ff952e44eb86ae1471437543e8aa29651d565f8a3c441b2af51da7277be1b07e6a6d3cfc09.This happend when trying to run the default LLaVA quantisation from ollama.ai, but the same behavior can be seen on other models as well. Additionally here is a coredump from an earlier run when I attempted running
ollamaas a service with a modifiedPKGBUILDfor a recentgitcommit:Edit 1: added log output from
Jan 14 02:45:43Edit 2: corrected commit hash from build (didn't have direct access to the device until now after the crash)
@dcasota commented on GitHub (Jan 14, 2024):
@fpreiss Accordingly to https://github.com/NVIDIA/open-gpu-kernel-modules/issues/256 for kernel 5.18,
ibt=offfixed an arch kernel configuration specific issue for nvidia. Your kernel is 6.6.10-arch1-1, hence you could give a try to that kernel boot parameter. nvidia's kernel versions supported by cuda actually lists 6.2.0-26 as latest.@fpreiss commented on GitHub (Jan 14, 2024):
@dcasota The issue above occurred with
ibt=offset (probably because I ran into the mentioned issue before), so its not a fix here unfortunately.@fpreiss commented on GitHub (Jan 25, 2024):
I did another attempt on compiling and running ollama on the above mentioned multi-GPU system and as of commit
5f81a33f43edea71edfb3d045e140595caeaa226I am not observing the crashes anymore. The text generation is now working as intended.@pdevine commented on GitHub (Jan 27, 2024):
Going to close this as a dupe of #1881 . Please try
0.1.22and make sure you have the latest version of the model you're trying to run (you can re-pull it, and it will be a nop if it's already up to date).@wizd commented on GitHub (Jan 29, 2024):
I got this error with ollama/ollama:0.1.22-rocm and dolphin-mixtral:8x7b-v2.6.1-q3_K_M
@pdevine commented on GitHub (May 17, 2024):
OK, I've tested this out on 2x3060s and I believe everything is working. This is with the
llama3:8b-instruct-fp16model which splits the model across both cardsI've also tried it w/
mistraland everything is working fine. Going to go ahead and close this again.