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parth-mlx-decode-checkpoints
dhiltgen/ci
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hoyyeva/fix-codex-model-metadata-warning
hoyyeva/qwen
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Originally created by @scabros on GitHub (Feb 14, 2024).
Original GitHub issue: https://github.com/ollama/ollama/issues/2503
Originally assigned to: @dhiltgen on GitHub.
Hi! Congrats for the great project!
We were trying to test ollama with AMD GPU support and we struggled a bit because the install guides are not clear that CUDA libraries are required for ollama (or llama.cpp) to work properly even with team red GPUs.
The error when running ollama run llama2 was (leaving here for reference):
...
llama_new_context_with_model: n_ctx = 2048
llama_new_context_with_model: freq_base = 10000.0
llama_new_context_with_model: freq_scale = 1
llama_kv_cache_init: ROCm0 KV buffer size = 1024.00 MiB
llama_new_context_with_model: KV self size = 1024.00 MiB, K (f16): 512.00 MiB, V (f16): 512.00 MiB
llama_new_context_with_model: ROCm_Host input buffer size = 13.01 MiB
llama_new_context_with_model: ROCm0 compute buffer size = 164.00 MiB
llama_new_context_with_model: ROCm_Host compute buffer size = 8.00 MiB
llama_new_context_with_model: graph splits (measure): 3
CUDA error: shared object initialization failed
current device: 0, in function ggml_cuda_op_flatten at /home/devel/ollama/llm/llama.cpp/ggml-cuda.cu:9208
hipGetLastError()
loading library /tmp/ollama3700311510/rocm_v6/libext_server.so
GGML_ASSERT: /home/devel/ollama/llm/llama.cpp/ggml-cuda.cu:241: !"CUDA error"
[New LWP 4411]
[New LWP 4412]
[New LWP 4413]
[New LWP 4414]
[New LWP 4415]
...
after we installed the cuda libraries as per the instructions HERE the problem went away.
we also faced problems with ROCm 6.0.2 support for different gpu models (in our case it is a RX 5700 XT, arch gfx1010), the current binary packages doesn't contain TensileLibrary.dat (that somehow "maps" the kernels objects to use with different GPUs).
We had this error:
time=2024-02-09T17:05:38.481Z level=INFO source=dyn_ext_server.go:90 msg="Loading Dynamic llm server: /tmp/ollama3752973675/rocm_v6/libext_server.so"
time=2024-02-09T17:05:38.481Z level=INFO source=dyn_ext_server.go:145 msg="Initializing llama server"
rocBLAS error: Cannot read /opt/rocm/lib/rocblas/library/TensileLibrary.dat: Illegal seek for GPU arch : gfx1010
free(): invalid pointer
SIGABRT: abort
PC=0x7f4bb13739fc m=3 sigcode=18446744073709551610
so I downloaded full rocm source and tried to build again, just to get the right command for compiling TensileLibrary.dat :
this was the command that cmake uses:
'/home/devel/rocBLAS/build/virtualenv/lib/python3.10/site-packages/Tensile/bin/TensileCreateLibrary' '--merge-files' '--separate-architectures' '--lazy-library-loading' '--no-short-file-names' '--library-print-debug' '--code-object-version=default' '--cxx-compiler=hipcc' '--jobs=14' '--library-format=msgpack' '--architecture=gfx1012' '/home/devel/rocBLAS/library/src/blas3/Tensile/Logic/asm_full' '/home/devel/rocBLAS/build/Tensile' 'HIP'
this is the command I used to generate a new TensileLibrary.dat:
'/home/devel/rocBLAS/build/virtualenv/lib/python3.10/site-packages/Tensile/bin/TensileCreateLibrary' '--merge-files' '--no-short-file-names' '--library-print-debug' '--code-object-version=default' '--cxx-compiler=hipcc' '--jobs=14' '--library-format=msgpack' '/home/devel/rocBLAS/library/src/blas3/Tensile/Logic/asm_full' '/home/devel/rocBLAS/build/Tensile' 'HIP'
(i removed '--separate-architectures' '--lazy-library-loading' as per instructions in this bug )
Hope this helps to others! Thanks again!
@dhiltgen commented on GitHub (Mar 12, 2024):
Unfortunately, the official ROCm builds from AMD don't currently support the RX 5700 XT.
With the new release 0.1.29, we'll now detect this incompatibility, and gracefully fall back to CPU mode and log some information in the server log about what happened. There is a facility to override this manually with
HSA_OVERRIDE_GFX_VERSIONhowever, I'm not sure what supported gfx target will work for this GPU.AMD is working on updates to a future version of ROCm v6 that will support GPU families, so there's hope this will be added in the future. There's also a possibility to build the ROCm tensor library to add specific targets, however I haven't investigated the details on that yet.
@jpmcb commented on GitHub (Mar 15, 2024):
It may be a good idea to keep an eye on
ROCm/Tensilenow thatgfx1010support has merged: https://github.com/ROCm/Tensile/pull/1897 which, from my understanding, once they cut a new version of that driver, it should flow into the mainROCm/ROCmbuild.So, depending on how ollama detects GPU support, it may just start working.
I also ran into this and would love support of slightly older Radeon RX 5600:
but thanks for building in detection of AMD gpu families that aren't supported: saved me lots of useless debugging time 👀 happy to help validate any patches: feel free to @ me
@puccaso commented on GitHub (Mar 28, 2024):
Having this same issue - running suse tumbleweed.
due to AMD only supporting opensuse enterprise, i can't actually get the ROCM drivers installed completely... i'd have to change to ubuntu..
i have thought about trying distrobox, but the requirements show a kernel has to be installed and dkim involved so i dont want to break current system testing this.
i will eventually find a way though.
love this project indeed!
@aionik-me commented on GitHub (Apr 17, 2024):
The gfx1010 should work, but you'll need to manually override what's allowed and in some cases map it to closest supported type. I suggest you try nixos flake of ollama here: [https://github.com/abysssol/ollama-flake]
Only modifications that you may need for your "unsupported" gpu on nixos:
sudo ln -s /nix/store/nwij51jpnczrf8qc0zhdnd4rhxdwsgsj-rocblas-5.7.1/lib/rocblas/library/TensileLibrary_lazy_gfx1030.dat /nix/store/nwij51jpnczrf8qc0zhdnd4rhxdwsgsj-rocblas-5.7.1/lib/rocblas/library/TensileLibrary.datnetdata is a good way to monitor remote, dig into specific periods of time, isolate when GPU is being used, or balanced, etc.
Please let me know if you have questions or feedkback.
@skidunion commented on GitHub (May 25, 2024):
@aionik-me could you provide some more insight on what that means? I followed the previous steps on Windows, but I just get gibberish when I try to prompt the model with anything. With CPU compute it works fine.
@Zippy-boy commented on GitHub (Jun 8, 2024):
Iv been trying to do the same with my RX5700.
I noticed this when trying to serve:
time=2024-06-08T13:06:06.875Z level=WARN source=amd_linux.go:296 msg="amdgpu is not supported" gpu=0 gpu_type=gfx1010 library=/opt/rocm/lib supported_types="[gfx1030 gfx1100 gfx1101 gfx1102 gfx900 gfx906 gfx908 gfx90a gfx940 gfx941 gfx942]"Im pretty sure that the GFX1010 is supported my ROCm now, so is there an amdgpu supported_type file that i can add the gfx1010 to. And then see if it works with it? Im not very knowledgeable in this so this may be stupid :/
@b0o commented on GitHub (Jun 11, 2024):
I was trying to run
HSA_OVERRIDE_GFX_VERSION="10.1.0" ollama serveand gettingError: llama runner process has terminated: signal: aborted (core dumped) error:Cannot read /opt/rocm/lib/rocblas/library/TensileLibrary.dat: Illegal seek for GPU arch : gfx1010.I saw a lot of suggestions to use
HSA_OVERRIDE_GFX_VERSION="10.3.0"but that caused my GPU to crash.However, I tried symlinking
TensileLibrary_lazy_gfx1010.dattoTensileLibrary_lazy_gfx1030.dat:sudo ln -s /opt/rocm/lib/rocblas/library/TensileLibrary_lazy_gfx{1030,1010}.dat, and now it seems to be working!Running
HSA_OVERRIDE_GFX_VERSION="10.1.0" ollama serveand then running a model likeollama run mistralsuccessfully loads and runs the model on my GPU.@thednp commented on GitHub (Jun 25, 2024):
Any news on this?
@kdta91 commented on GitHub (Jul 2, 2024):
This works for me in my case. Using RX 5600 XT, however, the VRAM usage is at constant >=5GB.
@murlakatamenka commented on GitHub (Jul 16, 2024):
Do you run Arch with
ollama-rocmpackage?@b0o commented on GitHub (Jul 16, 2024):
Yes, I'm on Arch, and I'm using
ollama-rocm-gitbut IIRCollama-rocmworked as well.@Mr-Ples commented on GitHub (Jul 18, 2024):
guy has it working here
https://github.com/ollama/ollama/issues/2453#issuecomment-2236193832
@d8rt8v commented on GitHub (Jul 31, 2024):
Yep, confirming this on win 11.
rocblas.for.gfx1010-.xnack-.with.building.guide.7zfrom https://github.com/likelovewant/ROCmLibs-for-gfx1103-AMD780M-APU/releases/tag/v0.5.7.C:\Users\User\AppData\Local\Programs\Ollama\rocmand copy-replacerocblas.dllalongsidelibraryfolder from downloaded zip.@thednp commented on GitHub (Jul 31, 2024):
Have anyone recreated this in Linux by any chance?
@LeonKraim commented on GitHub (Aug 2, 2024):
Doesn't work on win 10 with gfx1010.
@JeremyLG commented on GitHub (Aug 2, 2024):
I can confirm it works on Win10 for gfx1010 on my side.
Very very cool, thanks a lot
@d8rt8v commented on GitHub (Aug 3, 2024):
Have you installed AMD HIP 5.7.1 previously?
@LeonKraim commented on GitHub (Aug 3, 2024):
Yes, i did fully follow the instructions
the logs still tell me 'amdgpu unsupported'
AMD HIP seems to have installed succesfully
@ptitjes commented on GitHub (Sep 2, 2024):
Did someone try this on Linux?
@justinlovinger commented on GitHub (Sep 2, 2024):
Note, this works out of the box on the latest NixOS:
@thednp commented on GitHub (Oct 25, 2024):
Anyone have RX 5700XT running on a debian based distro?
/dev/kfddevice.Anyone?
@tecnomanu commented on GitHub (Nov 1, 2024):
Hi! i can reply in ubuntu v24.
The difference here is that you need to create the symlinking with the library inside the ollama directory instead of the rocm opt folder.
For be clare:
Instead of
sudo ln -s /opt/rocm/lib/rocblas/library/TensileLibrary_lazy_gfx{1030,1010}.dati do this here:sudo ln -s /usr/local/lib/ollama/rocblas/library/TensileLibrary_lazy_gfx{1030,1010}.datCheck the error return by Ollama when you are running the server and fail, there is the correct folder where is the TensileLibrary.dat file.
See you and thanks @b0o !!!! ❤️🙌
@b0o commented on GitHub (Nov 1, 2024):
No problem. By the way, it seems this workaround is unnecessary as of opencl-amd-dev 6.2.1, the
TensileLibrary_lazy_gfx1010.datfile is now included in the package.@tecnomanu commented on GitHub (Nov 2, 2024):
@b0o i need to do this with the last version installed, because in Ubuntu, Ollama use the own libraries, maybe ollama need to update the libraries. I hope they will be careful because with this hack already works.
@arg0x commented on GitHub (Nov 4, 2024):
I'm using RX 5600M 6GB which seems to have the same arch
gfx1010I've installed ollama-rocm using aur, set
sudo ln -s /opt/rocm/lib/rocblas/library/TensileLibrary_lazy_gfx{1030,1010}.dat, tried to run with bothHSA_OVERRIDE_GFX_VERSION="10.1.0" ollama serveandHSA_OVERRIDE_GFX_VERSION="10.3.0" ollama serveI'm getting this error:
ollama serve output: https://pastebin.com/b6nSbHUa
@fabdacab commented on GitHub (Nov 20, 2024):
I also have a Radeon 5700XT and a spare pc to experiment then I tried this:
Using a fresh Ubuntu 24.04, I followed the steps to have ROCm installed from the official page. Latest version (6.2 at the time of this post):
https://rocm.docs.amd.com/projects/amdsmi/en/latest/install/install.html#install-amdgpu-driver-and-amd-smi-with-rocm
GPU was detected so everything was looking fine so far.
Then installed Ollama with the default command line command:
curl -fsSL https://ollama.com/install.sh | sh
Kept a couple of terminal instances to monitor CPU (with htop) and GPU (with 'watch' and 'rocm-smi').
Installed and executed llama3.2 model:
ollama run --verbose llama3.2
Just to see if all was working, I tried like this and it was still CPU bounded.
Then applied what @tecnomanu did.
Noticed the folder was empty before I created the symlink there:
sudo ln -s /usr/local/lib/ollama/rocblas/library/TensileLibrary_lazy_gfx{1030,1010}.dat
Applied also the environment below:
export HSA_OVERRIDE_GFX_VERSION="10.1.0"
Started the model again and it worked!
Only the GPU got the load this time!
This GPU is not the fastest for this kind of workload maybe is being choked by the rest of the PC I am using an X79 with an old Xeon E5 2650 V2 cpu. Still a lot faster than depending on the tired threads from my old CPU!
@thednp commented on GitHub (Nov 21, 2024):
@fabdacab I can confirm your steps worked for me too. THANK YOU!
@RealDishwash commented on GitHub (Feb 8, 2025):
If anyone's looking for a simpler solution, I installed ramalama.
Then it'll automatically use rocm for you.
ramalama run llama3.2Here's the results when i bench it using rocm.
@Split7fire commented on GitHub (Feb 8, 2025):
Tried on my setup but get
and that’s all
@RealDishwash commented on GitHub (Feb 8, 2025):
I think you need podman installed for it to work, it runs inside a container.
@Split7fire commented on GitHub (Feb 8, 2025):
I already have docker. And I saw that ramalama successfully download all required ROCm.
@RealDishwash commented on GitHub (Feb 8, 2025):
You have to export this environment variable to use it with docker.
export RAMALAMA_CONTAINER_ENGINE=docker@Split7fire commented on GitHub (Feb 8, 2025):
I checked: my system has podman. I'm using Bluefin-dx (Fedora) and it may be connected with atomic nature of OS.
@RealDishwash commented on GitHub (Feb 8, 2025):
😭 I'm on aurora-dx and it's fine for me. Can you try running it on your cpu to see if it'll work on your cpu at least?
ramalama --ngl 0 bench llama3.2@Split7fire commented on GitHub (Feb 9, 2025):
How did you install ramalama? pip? containers?
@Split7fire commented on GitHub (Feb 9, 2025):
strange. Your command output this:
@RealDishwash commented on GitHub (Feb 9, 2025):
@Split7fire Can you open an issue on the bluefin github (or send a message on the ublue discord) for this, might be worth doing it there. I don't want to pollute this issue. Just tag this issue in it so i know where it is.
@mon-jai commented on GitHub (Mar 17, 2025):
This issue could be resolved if #9650 is merged.
Ollama with Vulkan runs perfectly on my Radeon RX 5700, even though it isn't supported by ROCm. Just run the installer and you are good to go, no manual file swapping required.
For now, we can use the binaries compiled by @McBane87: https://github.com/whyvl/ollama-vulkan/issues/7#issue-2828064858
@Split7fire commented on GitHub (Mar 18, 2025):
@mon-jai Great news, but can you elaborate what installer is mentioned? Official one, or forked one?
@mon-jai commented on GitHub (Mar 18, 2025):
@Split7fire The "Newest build (v0.6.1)" from the first comment.