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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 @gab0220 on GitHub (Mar 29, 2024).
Original GitHub issue: https://github.com/ollama/ollama/issues/3406
Originally assigned to: @dhiltgen on GitHub.
What is the issue?
Hello everyone, thank you for your work.
I'm using a Jetson Nano Orin. Following #3098, some days ago I done a
git checkoutusing #2279 commit and install this version on my device. It works.Today I tried to:
ollama listollama pull <model>OLLAMA_DEBUG="1" ollama run <model>Output:
I also attach the output of
journalctl -u ollama:What did you expect to see?
So the I can't use model.
Steps to reproduce
No response
Are there any recent changes that introduced the issue?
No response
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Linux
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Ollama version
v0.1.30
GPU
Nvidia
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@remy415 commented on GitHub (Mar 30, 2024):
@gab0220 thank you for reporting this. The issue right now is the OS Jetsons run on aren’t able to use the CUDA libraries bundled by the process they use to compile the binary. We’re still trying to pinpoint the exact issue to see if there’s a way to continue using the same process with minor adjustments.
You should be able to quickly build the binary on your Jetson, note that it is no longer necessary to follow the referenced tutorial, though it should still work if you compile yourself.
First, set up environment variables
Ensure required tools are installed
Clone repo and build. Ensure you first
cd <project folder>This will compile the Ollama binary for your Jetson and save it to your current directory. Remove the old Ollama binary
sudo rm /usr/local/bin/ollamathen copy the new one withsudo cp ollama /usr/local/bin/ollama. You can then restart your Ollama service.@dhiltgen commented on GitHub (Apr 12, 2024):
I've adjusted the behavior of the system with the upcoming 0.1.32 release so that we'll load the cuda library from the LD_LIBRARY_PATH before our bundled version, which should help mitigate this. As long as you include the cuda lib dir in your LD_LIBRARY_PATH for the ollama server, it should work. Ultimately I'd still like to get an older glibc based build setup defined that has a cuda library that works on Jetson, so I'll keep this issue open for now.
@CesarCalvoCobo commented on GitHub (Apr 18, 2024):
Hi , thanks again all for your work
I am trying to compile new version and getting always the same error :
/usr/local/go/pkg/tool/linux_arm64/link: running gcc failed: exit status 1
/usr/bin/ld: cannot find ollama/llm/build/linux/arm64_static/libllama.a: No such file or directory
Also trying to install the bundled version directly including LD_LIBRARY_PATH and it runs but it does not load the models
@remy415 commented on GitHub (Apr 18, 2024):
@CesarCalvoCobo are you setting
OLLAMA_SKIP_CPU_GENERATE=1? If so, you should set it toOLLAMA_SKIP_CPU_GENERATE="". I've submitted a PR to fix this but in the mean time, you need to compile the CPU and ensure you also don't setOLLAMA_CPU_TARGET@remy415 commented on GitHub (Apr 19, 2024):
@CesarCalvoCobo Okay my PR got merged so you should be able to just pull the latest ollama repo and run the compile again
@CesarCalvoCobo commented on GitHub (Apr 19, 2024):
Thank you so much @remy415 - I compiled it succesfully now
@remy415 commented on GitHub (May 2, 2024):
@dhiltgen yea everything is working well as of a couple weeks ago
@dhiltgen commented on GitHub (May 21, 2024):
Sounds like we can close this as resolved. Please speak up if you have any lingering issues on Jetsons.
@wilbert-vb commented on GitHub (Sep 12, 2024):
I have followed the instructions in: https://github.com/ollama/ollama/issues/3406#issuecomment-2028118618
The build finished with success.
When running 'Ollama run {model}' I get the following error:
Error: llama runner process has terminated: CUDA error: the resource allocation failed current device: 0, in function cublas_handle at /home/wilbertvanbakel/ollama/llm/llama.cpp/ggml/src/ggml-cuda/common.cuh:644 cublasCreate_v2(&cublas_handles[device]) /home/wilbertvanbakel/ollama/llm/llama.cpp/ggml/src/ggml-cuda.cu:102: CUDA errorHow would I solve this?
@soulisalmed commented on GitHub (Sep 12, 2024):
Yes Same error here on Jetson AGX Orin 64gb.
@remy415 commented on GitHub (Sep 12, 2024):
@wilbert-vb @soulisalmed
When reporting issues it’s important to share environment details in order to better assess the issue. Please provide operating system (Jetpack distribution and Linux distribution version), and relevant software package versions: GCC compiler, nVidia CUDA native version, CUDA installed version, Golang version, etc.
@wilbert-vb commented on GitHub (Sep 12, 2024):
Hardware:
Jetson_release:
@remy415 commented on GitHub (Sep 12, 2024):
@wilbert-vb what is the size (Gb) of the model you are trying to use?
quick search suggests it’s related to device OOM
@wilbert-vb commented on GitHub (Sep 12, 2024):
Not sure that I understand your question.
Memory is 16GB
Storage is 500GB
Sorry:
mistral:latest f974a74358d6 4.1 GB 2 weeks ago
smollm:latest 95f6557a0f0f 990 MB 2 weeks ago
phi3.5:latest 3b387c8dd9b7 2.2 GB 2 weeks ago
gemma2:latest ff02c3702f32 5.4 GB 4 weeks ago
llama3.1:latest c4a76fe0c601 4.9 GB 4 weeks ago
openchat:latest 537a4e03b649 4.1 GB 4 weeks ago
gemma2:2b 8ccf136fdd52 1.6 GB 5 weeks ago
qwen2:latest e0d4e1163c58 4.4 GB 7 weeks ago
@remy415 commented on GitHub (Sep 12, 2024):
Did the same error occur when you use smollm or gemma2 2b?
@remy415 commented on GitHub (Sep 12, 2024):
Also please run it with debug enabled:
OLLAMA_DEBUG="1" ollama run <model>@wilbert-vb commented on GitHub (Sep 13, 2024):
@wilbert-vb commented on GitHub (Sep 13, 2024):
Yes and yes
@soulisalmed commented on GitHub (Sep 13, 2024):
@wilbert-vb I managed to get
ollama run llama3.1to load the model and generate output.Before compiling ollama using https://github.com/ollama/ollama/issues/3406#issuecomment-2028118618 , I tried to install it using
curl -fsSL https://ollama.com/install.sh | sh.The normal installation process copies some generic libraries in
/usr/local/lib/ollama:Those are not compatible with the Jetpack 6 version of cuda/cublas etc..
It seems the compiled ollama binary is using those in priority before using the ones of
LD_LIBRARY_PATH=/usr/local/cuda/lib:/usr/local/cuda/lib64/:/usr/local/cuda/include.By changing the directory name or deleting it, it works now :
or
Logs :
Details about my config :
Model: NVIDIA Jetson AGX Orin Developer Kit - Jetpack 6.0 [L4T 36.3.0]
NV Power Mode[2]: MODE_30W
Hardware:
Platform:
Libraries:
@remy415 commented on GitHub (Sep 13, 2024):
@soulisalmed thank you, yes that has been an ongoing issue - generic CUDA graphics drivers that work in most systems don’t play well with the Jetson drivers. I would speculate that nvidia is working on getting the Jetson firmware to a state where it works with their common drivers for this very reason. @wilbert-vb let us know if the fix of removing/renaming the install script driver directory works for you.
Alternatively you can try the container approach on dustynv’s GitHub page.
@wilbert-vb commented on GitHub (Sep 13, 2024):
I can confirm that Ollama with a model loaded is responding to a prompt after renaming /usr/local/lib/ollama.
And the GPU is utilized.
Dustynv's container seems out of date and he is less motivated to keep up with the progress that Ollama is making. He even suggested to use llama.cpp (read https://github.com/dusty-nv/jetson-containers/issues/585#issuecomment-2316016480)
Many thanks, @soulisalmed and team!