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Originally created by @abysssol on GitHub (Feb 14, 2024).
Original GitHub issue: https://github.com/ollama/ollama/issues/2502
Originally assigned to: @dhiltgen on GitHub.
I'm working to update the ollama package in nixpkgs, and release 0.1.24 works as expected (nix source, build here), but the new prerelease 0.1.25 fails to detect the gpu (nix source, build here). It seems to build correctly, and it detects the gpu management library
librocm_smi64.so.5.0, but it then fails to use it, loggingno GPU detected. I don't know if this is a rocm problem and cuda works right or not, since I only have an amd gpu.Unfortunately, I don't have the familiarity with ollama to have the slightest clue as to what could be going wrong. Hopefully these logs with OLLAMA_DEBUG=1 are somehow helpful, though.
The server log from 0.1.25; and download log.
The server log from 0.1.24; and download log.
@stephensrmmartin commented on GitHub (Feb 15, 2024):
Oh, I have been racking my brain about this for the past 48 hours. Let me check out 0.1.24 and see whether I have this problem.
@stephensrmmartin commented on GitHub (Feb 15, 2024):
Confirmed: my 6700xt does not work under 0.1.25. It will say Radeon gpu detected; it will say rocm is supported; but will then either say
no gpu detectedorgpu not available. Switched to 0.1.24, and it works fine.@dhiltgen commented on GitHub (Feb 15, 2024):
Can you try running the 0.1.25 server with debug enabled so we can see a bit more about why it's no longer detecting the GPU?
@abysssol commented on GitHub (Feb 15, 2024):
I'm pretty sure I already did, did you not see?
Click to expand The server log from 0.1.25; download on pastebin
@dhiltgen commented on GitHub (Feb 16, 2024):
Those log captures don't seem to be with debugging enabled, only INFO messages are showing.
Here's an example run of 0.1.25 on a Radeon RX 7600 test system for reference
@abysssol commented on GitHub (Feb 16, 2024):
Sorry, it seems I must have started a new terminal or something and OLLAMA_DEBUG was unset.
Hopefully this is better.
Here's the logs from the flake for release 0.1.25; and download log.
And again from 0.1.24; and download log.
@dhiltgen commented on GitHub (Feb 16, 2024):
Thanks for the output @abysssol. That definitely looks like a regression someplace in the radeon GPU discovery logic.
@dhiltgen commented on GitHub (Feb 16, 2024):
Digging into the code, I have a feeling this is the culprit.
@abysssol can you poke around on your system to see what sysfs path doesn't match what we were expecting?
@abysssol commented on GitHub (Feb 16, 2024):
The problem appears to be that
/sys/module/amdgpu/doesn't containversion.As far as I can tell,
/sys/class/kfd/kfd/topology/nodes/*/propertiesis probably as expected.Is knowing the version necessary for proper functionality? Could ollama use a more restricted subset of the gpu apis if the version is missing? Maybe there's another way to get the driver version?
File tree of
/sys/module/amdgpu/File tree of
/sys/class/kfd/kfd/topology/nodes/@dhiltgen commented on GitHub (Feb 16, 2024):
@abysssol thanks! That explains it. I'll have a fix up shortly.
@abysssol commented on GitHub (Feb 17, 2024):
@dhiltgen Thank you! Should I expect a new release containing this in the next week? I'm unsure whether I should skip packaging 0.1.25 and wait for the next release, or if the startup performance fix is worth the runtime performance hit. What do you think?
Upstream nixpkgs pull request for reference.
@dhiltgen commented on GitHub (Feb 17, 2024):
Version 0.1.25 will remain broken for radeon cards on nixos. We'll have a 0.1.26 out soon, probably next week, but there are other variables that could impact when we cut the next release.
@DaKingof commented on GitHub (Mar 12, 2024):
Seems we are up to 1.28 and I am getting the same errors on my 6700xt.
@abysssol commented on GitHub (Mar 12, 2024):
@DaKingof It appears to me that your problem is different. The logs indicate that no gpu libraries were discovered, while this issue was about ollama not using amd gpus even after discovering rocm libraries. This issue was due to ollama refusing to even try using rocm if a version file was missing from the kernel module.
Is it possible that you don't have the necessary libraries installed? I don't know what distro you're using, but it probably has a package for the libraries that you need to install.
It may also be that you're using a version without rocm support compiled in? Where did you get the ollama binary from?
@DaKingof commented on GitHub (Mar 12, 2024):
@abysssol I am also on NixOS. I'm not sure what I am missing. I followed all of the instructions from the wiki!
rocm-opencl-icdis installed along with the HIP options. I did search for that library file and I couldn't find it so I suspected my issue was possibly different. Do you have any idea of which package or option I need to install/enable? I even added theservices.ollama.acceleration = "rocm";option!@dhiltgen commented on GitHub (Mar 13, 2024):
0.1.29 (still pre-release as we squash a few final bugs) revamps the Radeon discovery logic to use sysfs, so the management library hiccups should be gone.
@DaKingof one note though, we're now double checking the LLVM target, and I believe your GPU is a gfx1031, which isn't supported by ROCm v6 right now. I believe it's "close enough" to a 10.3.0 that you'll be able to use
HSA_OVERRIDE_GFX_VERSION=10.3.0to force ROCm to use a supported type, but you'll want to test it.@stephensrmmartin commented on GitHub (Mar 13, 2024):
Just replying to confirm that 6700xt does work with rocm v6 and ollama v0.1.29, with that HSA env variable set as you suggested. I added it to the Environment field of a systemd service via override file.
@abysssol commented on GitHub (Mar 13, 2024):
@DaKingof Did you actually enable the service?
If you only did this:
Then you should instead do:
@abysssol commented on GitHub (Mar 13, 2024):
@dhiltgen Do you know if there's a complete list of all environment variables supported by ollama? I'm planning on adding more env var override options to the ollama nixos module, and I would prefer to have a separate option for each individual variable. Otherwise, I'll have to add an option to set any arbitrary variables, which I would prefer not to if it's not necessary.
@DaKingof commented on GitHub (Mar 13, 2024):
I did not! Thank you. I completely forgot to look to see if there were other ollama options.
Ahh, yes! I had this in my configuration.nix but it was commented out after I ran into some issues and was trying to figure out the culprit and I completely forgot what it was for and to uncomment it. In my configuration I had it set to
HSA_OVERRIDE_GFX_VERSION = "10.3.0 HCC_AMDGPU_TARGET=gfx1030";which seems to work as well.Thanks for the assist guys. Seems I am good to go now. <3
@dhiltgen commented on GitHub (Mar 13, 2024):
@abysssol we don't have a succinct list. Check the various docs in the docs folder, but also remember we're running on top of CUDA and ROCm (and Metal on macs) and those have their own env var matrix).
@FabioSFernandes commented on GitHub (May 11, 2024):
Hello just for sharing, I create the env var and the result: the error was gone and my RX 6750 gpu is now being detected.
before env:
time...source=amd_windows.go:95 msg="amdgpu is not supported" gpu=0 gpu_type=gfx1031 library="C:\Program Files\AMD\ROCm\5.5\bin" supported_types="[gfx1030 gfx1100 gfx1101 gfx1102 gfx906]"
time...source=amd_windows.go:97 msg="See https://github.com/ollama/ollama/blob/main/docs/troubleshooting.md for HSA_OVERRIDE_GFX_VERSION usage"
time...source=types.go:71 msg="inference compute" id=0 library=cpu compute="" driver=0.0 name="" total="255.9 GiB" available="239.4 GiB"
after env/ollama restart:
time...source=payload.go:44 msg="Dynamic LLM libraries [cpu_avx2 cuda_v11.3 rocm_v5.7 cpu cpu_avx]"
time...source=amd_windows.go:63 msg="skipping rocm gfx compatibility check" HSA_OVERRIDE_GFX_VERSION=10.3.0
time...source=types.go:71 msg="inference compute" id=0 library=rocm compute=gfx1031 driver=0.0 name="AMD Radeon RX 6750 XT" total="12.0 GiB" available="11.9 GiB"
I will now test models and chat performance.