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hoyyeva/opencode-image-modality
hoyyeva/anthropic-renderer-local-image-path
hoyyeva/anthropic-local-image-path
dhiltgen/ci
dhiltgen/llama-runner
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Originally created by @otavio-silva on GitHub (Jan 12, 2024).
Original GitHub issue: https://github.com/ollama/ollama/issues/1939
Originally assigned to: @dhiltgen on GitHub.
Description
When trying to run a model using the container, it gives the an error about loading a dynamic library. Ollama is able to list the available models but not run them. The container can see the GPU as
nvidia-smigives the expected output.Current output
Expected output
To the model to run correctly.
Steps to reproduce
podman run --device nvidia.com/gpu=all --security-opt label=disable --detach --volume .ollama:/root/.ollama -p 11434:11434 --name ollama-20 ollama/ollama:0.1.20podman exec -it ollama-20 ollama run llama2System info
@jmorganca commented on GitHub (Jan 12, 2024):
Sorry you hit this error! Would it be possible to run
docker pull ollama/ollamaordocker pull ollama/ollama:0.1.20based on the image you have? It seems some new CPU instruction detection features were added to0.1.20when it was published, even though they are slated for the next one (sorry about that). The docker image was just corrected and it should not have this error. Keep me posted if that fixes it!@MarvinJWendt commented on GitHub (Jan 12, 2024):
v0.1.20 fixed this for me.
Insane fast fix, thank you!
@otavio-silva commented on GitHub (Jan 12, 2024):
@jmorganca thank you for the incredibly fast response!
Just pulled the most recent 0.1.20 image, it works as intended. But is not using the GPU, even though
nvidia-smigives the expected output.@jmorganca commented on GitHub (Jan 12, 2024):
@otavio-silva do you have the logs handy? Right after Ollama starts, it should print it's status on CUDA detection in the logs. You can find them by running:
There should be a section like this:
Thanks so much and sorry it isn't working yet for you
@otavio-silva commented on GitHub (Jan 12, 2024):
@jmorganca found the logs, this is the output:
It seems that it's not detecting the GPU libraries?
@jmorganca commented on GitHub (Jan 12, 2024):
Seems like it! Would it be possible to run:
To see where they might be on your system? That would help us pick them up in paths Ollama doesn't expect yet. Thanks so much!
@otavio-silva commented on GitHub (Jan 12, 2024):
@jmorganca since I'm running in a container in Windows 11, I don't know how to display that info, but somethings I found out:
podman inspect ollamagives the output:Seems relevant that the
PATHincludes NVIDIA and CUDA libraries.@otavio-silva commented on GitHub (Jan 12, 2024):
Did not include the rest of the output of the
findcommand because it was taking a while, but it also includes the following locations:@jmorganca commented on GitHub (Jan 12, 2024):
Thanks so much @otavio-silva – looking into this!
@dhiltgen commented on GitHub (Jan 12, 2024):
I've got some fixes that are already merged into main which will be in the next release (0.1.21) which will most likely resolve the difficulty discovering the nvidia-ml library. It may be a few days before we ship the next release, but if you'd like to try it out, I've pushed a container image to docker hub.
dhiltgen/ollama:latestIf you do try, let me know how it goes. If it doesn't use the GPU as expected, please send the early log messages.
docker run --rm -it --gpus all dhiltgen/ollama:latestFor example, if I don't have a GPU present, the output looks something like this:
If I do have a GPU present, the output looks like this:
@otavio-silva commented on GitHub (Jan 12, 2024):
@dhiltgen tried the image on Docker Hub using the command
podman run --device nvidia.com/gpu=all --security-opt label=disable --detach --volume .ollama:/root/.ollama -p 11434:11434 --name ollama-21-pre dhiltgen/ollama:latestand thenpodman exec -it ollama-21-pre ollama run llama2-uncensored, had the error from the start of the issue:The logs are as follows:
I think it's relevant to note that
podman exec -it ollama-21-pre nvidia-smigives the following:@dhiltgen commented on GitHub (Jan 12, 2024):
Thanks for trying!
Let me think about how best to approach finding the root cause for this issue. I may need to create a more verbose debug build that dumps out a lot more discovery information to try to understand what the bug is.
@otavio-silva commented on GitHub (Jan 12, 2024):
@dhiltgen let me know if there's anything I can do to help.
@dhiltgen commented on GitHub (Jan 15, 2024):
We've got a few more things we want to merge before 0.1.21 is ready, but once we have a pre-release, I'll generate a more verbose docker image that will hopefully just work, but worst case, will yield more information about what it tried so we can get to the root cause.
@dhiltgen commented on GitHub (Jan 18, 2024):
The pre-release for 0.1.21 should be out shortly. I've pushed an updated image to docker hub that has the ability to report a little more debugging information which might help us understand what it's trying and failing to load. You can give it a try with something along these lines:
Hopefully it will just work, but if not, please paste the log output into this issue so I can see what it's trying.
@otavio-silva commented on GitHub (Jan 18, 2024):
@dhiltgen just tested it, it works but it's not using the GPU. The logs are as follows:
@otavio-silva commented on GitHub (Jan 18, 2024):
Also, just confirming that the container can see the GPU, running
podman exec -it ollama-21-pre nvidia-smi -Lgives:@dhiltgen commented on GitHub (Jan 19, 2024):
Strange. The log line "gpu management search paths" shows the glob's we're trying to locate, and one of those is
/usr/lib/wsl/lib/libnvidia-ml.so*which should have matched the path you mentioned in comment/usr/lib/wsl/lib/libnvidia-ml.so.1The next line "Discovered GPU libraries" shows the files we found based on those wildcard searches before we try to actually load them, and the empty list there implies none of the glob's matched a file. You could try to exec into the container and
ls -l /usr/lib/wsl/lib/libnvidia-ml.so*and maybe look at the parent directories all the way up to the root and check their ownership/permission. Also confirm which user theollama serveis running as. I'm wondering if maybe there's a user or permission problem where some directory isn't readable leading to the glob failing even though the file itself is readable?Another thing to try (not as a fix but an experiment) is to force it to load the cuda llm library even though it can't discover the GPU. That will bypass GPU memory checks and isn't really a solution (try to load a large model and it will crash), but maybe it would show us if the GPU enabled code will work once we get past the management library loading failure.
@otavio-silva commented on GitHub (Jan 19, 2024):
@dhiltgen upon using the comand in here but now from inside the container with
podman exec -it ollama-pre-21 find / -name 'libnvidia-ml.so*' 2>/dev/null, it returns nothing. If running inside the podman machine (the WSL2 Fedora distro), with the command:gives the output:
It's important to note that the
--volume /usr/lib/wsl/lib/:/usr/lib/wsl/lib/portion of the command is what actually does the magic, and it will not work otherwise. The problem now seems that the container does not havelibnvidia-ml.soby itself, I don't know how to fix it.@dhiltgen commented on GitHub (Jan 19, 2024):
This is starting to seem like a variation between
podmananddockers GPU support. I don't have a podman system handy, but this library get's automatically mounted into the image when you use the--gpuflag on docker. For example:Without GPU's passed in
With GPUs passed in
I don't believe we're "supposed" to build in this library, as it needs to match the driver on the underlying system, so if we embedded it into the image it would only work for a narrow band of drivers.
@dhiltgen commented on GitHub (Jan 19, 2024):
Digging around in the nvidia container runtime docs, I'm wondering if you missed this setup step:
https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/cdi-support.html
Grep'ing through the config on my linux system, I see it is where this library gets wired up to mount.
@otavio-silva commented on GitHub (Jan 19, 2024):
@dhiltgen I have the NVIDIA Container Toolkit configured already, I have to use Podman on Windows because the Docker binary that has GPU support is actually proprietary and ships with the Docker Desktop software. Running the command
grep nvidia-ml /etc/cdi/nvidia.yamlit gives the output:Winch is similar to yours, but it has a weird name. They where genrated by the
nvidia-ctk cdi generatecommand. And the contents of thenvidia.ymlare as follows:Winch shows NVIDIA hooks for containers. Maybe Ollama could use those hooks to get the necessary libraries?
@otavio-silva commented on GitHub (Jan 19, 2024):
Into some investigation, I figured it out that inside the container,
/usr/lib/wsl/drivershas a folder callednvmii.inf_amd64_93ca473c6557c9ce, witch has the following:Running
podman exec -it ollama-21-pre ls /usr/lib/wsl/drivers/nvmii.inf_amd64_93ca473c6557c9ceconfirms the result. The weird name changes for each driver update, maybe a regex for searching thelibnvidia-ml.so*inside the drivers folder can solve the issue?@dhiltgen commented on GitHub (Jan 19, 2024):
Strange dir pattern, but yes, adding another wildcard to our set is pretty easy. Let me get a PR up and push a docker image for you to test with that new pattern. 🤞
@dhiltgen commented on GitHub (Jan 19, 2024):
OK, give
dhiltgen/ollama:0.1.21-rc2a try. It should now look for/usr/lib/wsl/drivers/*/libnvidia-ml.so*as well.@otavio-silva commented on GitHub (Jan 19, 2024):
@dhiltgen I'm glad to say it works, as shown by the logs: