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Originally created by @haplo on GitHub (Feb 8, 2024).
Original GitHub issue: https://github.com/ollama/ollama/issues/2411
Originally assigned to: @dhiltgen on GitHub.
My system has both an integrated and a dedicated GPU (an AMD Radeon 7900XTX). I see ollama ignores the integrated card, detects the 7900XTX but then it goes ahead and uses the CPU (Ryzen 7900).
I'm running ollama 0.1.23 from Arch Linux repository. This should include the fix at #2195, I see in the logs that
ROCR_VISIBLE_DEVICES=0.Only errors I see in the logs are:
Full debug log starting the systemd unit with
OLLAMA_DEBUG=1and thenollama run mistral:Installed packages:
rocminfo:@remy415 commented on GitHub (Feb 14, 2024):
The libraries reported by this line are the libraries that were packaged into llama.cpp at build time. According to the troubleshooting documentation at troubleshooting.md you should see something like this:
Dynamic LLM libraries [rocm_v6 cpu cpu_avx cpu_avx2 cuda_v11 rocm_v5]Note that these are the libraries packaged into llama.cpp, so it's only reporting what is supported by the included llama.cpp, not what it's detecting in your system.
I don't personally have a Radeon system, so I can't test anything. But what you could do is build it from source and see if that binary detects and loads the ROCm dynamic LLM libraries. Follow the instructions here, check the section
Linux ROCm (AMD).@sid-cypher commented on GitHub (Feb 18, 2024):
I also have a Radeon RX 7900 XTX, and I've compiled ollama with
export AMDGPU_TARGETS=gfx1100and CLblast_DIR, all according to development.md, but ollama fails to detect the GPU with a contradiction betweensource=gpu.go:109 msg="Radeon GPU detected"andsource=routes.go:1037 msg="no GPU detected"This may not be the same issue as the original posters', but the issue title fits the problem perfectly.
More log:
I've successfully compiled and used llama.cpp with all model layers in VRAM, full acceleration, so it's not a ROCm issue. I want to keep trying to make ollama work, too.
@sid-cypher commented on GitHub (Feb 18, 2024):
I've compiled main at commit
1e23e82with some added print statements, and the GPU was detected, but still not used, logs say I'm missinglibnuma.so.1, yet APT says "libnuma-dev is already the newest version (2.0.14-3ubuntu2)." I wonder why I'm missing the/sys/module/amdgpu/versionfile? Maybe an upgrade from ROCm 6.0.0 to 6.0.2 will help.@remy415 commented on GitHub (Feb 18, 2024):
It looks like it initializes then fails on the function after bios version get, which I think is the check vram function. Try pulling the latest version, make sure you run ‘go clean’, and try rebuilding again.
@sid-cypher commented on GitHub (Feb 19, 2024):
Thank you, @remy415 - I've been able to solve all issues.
@haplo - I could help you build and test, we have the same GPU, but different CPU.
/sys/module/amdgpu/versionlibext_server.soResulting log:
and the model indeed runs fast.
Conclusion:
The precompiled version I've downloaded did not work, but building the latest commit
1e23e82frommainwith up-to-date drivers and tools did work, and the GPU offloading works for my discrete AMD GPU. Happy times ❤️@TimTheBig commented on GitHub (Feb 22, 2024):
v0.1.26 and v0.1.25 still do not use GPU(7900xtx) on Linux when I use the install script. https://github.com/ollama/ollama/issues/2685
@DocMAX commented on GitHub (Feb 24, 2024):
@sid-cypher I have no /sys/module/amdgpu/version
@sid-cypher commented on GitHub (Feb 24, 2024):
@DocMAX As I stated, rebuilding amdgpu-dkms (after upgrading ROCm to 6.0.2) allowed me to use the driver version with the
/sys/module/amdgpu/versioninterface present. It doesn't give you anything but the version string ("6.3.6" in my case) and it should not be necessary for anything else but the report on detected AMD GPU driver.Feel free to contact me (sid_cypher) on ollama Discord if you want help with this minor issue.
@dhiltgen commented on GitHub (Mar 11, 2024):
We've revamped a number of algorithms related to Radeon cards for the latest preview release - 0.1.29. Please give it a try and let us know if it works properly on your setup.
If you want to use our install script, be aware you'll need to use one from my branch until we merge a PR and mark 0.1.29 latest.
@haplo commented on GitHub (Mar 12, 2024):
Thank you for your work on this!
I built ollama from the v0.1.29 tag and now it's using the GPU, but it fails on inference (when warming up the model):
I'm using the built-in amdgpu driver. I know the amdgpu-pro driver is recommended, but I would rather use the open-source drivers unless there is no helping it.
ROCm and related libraries are installed from Arch Linux official repositories at their latest versions.
@remy415 commented on GitHub (Mar 12, 2024):
@haplo Did you ensure the user assigned to your systemd service has been added to the
rendergroup? Check thegroupscommand to verify membership, or just 'readd' it withsudo usermod -a -G render <SYSTEMD SERVICE USERNAME>i.e.sudo usermod -a -G render ollama@haplo commented on GitHub (Mar 12, 2024):
@remy415 I originally installed ollama from Arch Linux's repository, and it created an ollama user, but turns out it didn't add it to the
rendergroup:Same error though when running
sudo -u ollama ./ollama serve.@remy415 commented on GitHub (Mar 12, 2024):
If you haven't done this yet, adding users to a new group does require reloading the environment, best accomplished through a reboot.
@dhiltgen commented on GitHub (Mar 12, 2024):
@haplo is the second GPU an iGPU by any chance?
I've added code to detect and skip those because it will result in this sort of error until we add proper support for iGPUs, but there's probably a bug in the detection logic.
Could you share the output of
cat /sys/class/kfd/kfd/topology/nodes/*/properties(if that is an iGPU) so I can see what it looks like?Until we fix that, you should be able to set
HIP_VISIBLE_DEVICES=0and get the system to ignore the second GPU.@haplo commented on GitHub (Mar 12, 2024):
@dhiltgen Yes, the second is an iGPU (Gigabyte B650M Gaming X AX motherboard):
From
lspci -v:The iGPU is completely unused at the moment, the dedicated GPU is driving the monitor and everything else. This means the iGPU has a very low amount of RAM dedicated to it.
After setting
HIP_VISIBLE_DEVICES=0ollama still finds both GPUs:Then it fails with the same error as before when it tries to warm up the model. I will reboot tomorrow as @remy415 suggested and report back.
@dhiltgen commented on GitHub (Mar 12, 2024):
Thanks for the details @haplo!
I'm working on a fix, and we'll aim to get this into the final 0.1.29 release.
@haplo commented on GitHub (Mar 12, 2024):
Oh, ollama 0.1.29 just got in Arch Linux. I upgraded and with it the AMD GPUs are not detected, the CPU is used instead.
The rocm library is not detected in Arch's ollama:
Should I file a bug with Arch? Seems like a package build issue.
@dhiltgen commented on GitHub (Mar 12, 2024):
0.1.29 is in pre-release right now, we haven't marked it final as we hammer out some final bugs
@haplo commented on GitHub (Mar 12, 2024):
Thank you for your work on this, and do let me know if I can be of help in any way.
I don't know if it's an automated process but Arch's ollama is at 0.1.29.
Maybe they are checking for tags but not checking that the Github release is marked as pre-release. I will open a bug in Arch about that.
@dhiltgen commented on GitHub (Mar 12, 2024):
One quick update - I was wrong about
HIP_VISIBLE_DEVICES=0For your setup, I believeHIP_VISIBLE_DEVICES=1should work if that's passed to the server. (For your setup, 0 is the CPU, 1 is your discrete GPU, and 2 is the iGPU) Could you try that, and also setOLLAMA_DEBUG=1so we can see a little more detail on the discovery?@haplo commented on GitHub (Mar 12, 2024):
@dhiltgen I messed up the
HIP_VISIBLE_DEVICES=0export because of how I usesudo -u ollama. After fixing that the GPU inference now works! 🎉The Device 1 (iGPU) now doesn't appear.
One thing I noticed is that ollama reports RAM+VRAM as available memory:
@dhiltgen commented on GitHub (Mar 12, 2024):
Since device 0 is your CPU, I think that's system memory being reported by the amdgpu driver. Definitely a bug in the algo. I'll make sure to find and squash that as part of my fix.
Actually, can you retry with
HIP_VISIBLE_DEVICES=1not zero? I think that should resolve the system-memory being reported.@haplo commented on GitHub (Mar 12, 2024):
With
HIP_VISIBLE_DEVICES=1the memory is fixed as you expected:But inference fails as the iGPU is used:
@dhiltgen commented on GitHub (Mar 12, 2024):
Ugh. So the HIP library is ignoring the CPU node and there's an off-by-one glitch here in my calculations. Thanks!
@haplo commented on GitHub (Mar 12, 2024):
@dhiltgen I consider this bug fixed on my end, any issues with Arch's ollama package I will file with them.
Thanks again for your support!
@xyproto commented on GitHub (Apr 29, 2024):
I just packaged
ollama-rocmfor Arch Linux, please test.If there are issues with the packaging, it can be reported here: https://gitlab.archlinux.org/archlinux/packaging/packages/ollama-rocm/-/issues
@ketsapiwiq commented on GitHub (Apr 29, 2024):
Thanks so much @xyproto, it just works!!!
@xyproto commented on GitHub (Apr 29, 2024):
Cool, thanks for testing @ketsapiwiq. 🙂