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Originally created by @j820301 on GitHub (Mar 4, 2025).
Original GitHub issue: https://github.com/ollama/ollama/issues/9490
What is the issue?
Initially using GPU, but not using it after a period of time.
I'm not sure if I configured it incorrectly, I need to have a specific GPU configuration because my other VM needs to assign containers to a specific block of GPUs.
I need to ensure that the container (ollama) always uses the GPU and doesn't switch to CPU, in order to prevent service downtime.
I've referred to the relevant articles, but I still don't know how to configure num_gpu in docker-compose.yml.
#9063
#6950
#5749
Could it be a context issue?
#8935
If my configuration file is incorrect, please help me modify it. Thank you to all the contributors of Ollama for their hard work.
docker-compose.yml
services:
ollama1:
image: ollama/ollama:0.5.12
restart: always
container_name: ollama1
pull_policy: always
ports:
- 11431:11434
volumes:
- ./ollama1:/root/.ollama
environment:
- CUDA_VISIBLE_DEVICES=0
- OLLAMA_DEBUG=1
deploy:
resources:
reservations:
devices:
- driver: nvidia
capabilities: [gpu]
device_ids: ['0']
The other VM has 2 containers that need to be assigned to use GPU 1 and 2, with memory location at 47c.

Relevant log output
OS
Docker
GPU
Nvidia
CPU
Intel
Ollama version
0.5.12
@flywiththetide commented on GitHub (Mar 4, 2025):
It looks like Ollama initially detects the GPU, but switches to CPU after a while. Here are some things to check and potential fixes:
1. Ensure Persistent GPU Access
Try adding NVIDIA persistence mode so the GPU doesn't time out:
This will keep the GPU active, preventing automatic power-down.
2. Check GPU Usage Inside the Container
Run this inside your Ollama container:
nvidia-smidoes not show GPU usage, the container may have lost access to the GPU.3. Modify Docker Compose GPU Configuration
Your
docker-compose.ymlis mostly correct, but you might need to force NVIDIA runtime:Or explicitly set the runtime:
Restart the container:
4. Watch for GPU Failures
Check for GPU errors:
If the GPU is crashing or resetting, check power settings and logs from NVIDIA drivers.
Let me know if these steps help or if you need further debugging assistance!
@j820301 commented on GitHub (Mar 4, 2025):
Thanks for your reply, but I still can't solve my problem.
@flywiththetide commented on GitHub (Mar 4, 2025):
Thanks for the update! Since
docker-compose.ymldidn’t allow Ollama to use the correct GPU, let’s try forcing GPU selection manually.1. Manually Set the GPU Device ID
Check available GPUs with:
This should list your GPUs (e.g.,
GPU 0,GPU 1).Now, try running Ollama inside the container with a specific GPU:
Or modify your
docker-compose.yml:Restart the container:
2. Check If Other Containers Are Interfering
Run:
3. Run Ollama With CUDA Debugging
Inside the container, try:
This forces GPU 0 and enables debugging.
Let me know if these steps help, or if you see any error messages in the logs!
@j820301 commented on GitHub (Mar 4, 2025):
Thank you for your yaml configuration suggestion, I will adopt it and continue to check if the same issue still occurs.
Additionally, I would like to inquire about the num_gpu parameter, how should it be configured? Is this one of the solutions?
If I can find obvious problems in my log, it will be very beneficial to me.
@rick-github commented on GitHub (Mar 4, 2025):
ollama is switching to CPU after having been using GPU.
see https://github.com/ollama/ollama/blob/main/docs/troubleshooting.md#linux-docker.
assignment of GPUs in a docker container.
if you set
CUDA_VISIBLE_DEVICESthere's no need to setdevice_ids. You can either setCUDA_VISIBLE_DEVICESto the device index (CUDA_VISIBLE_DEVICES=1,2) or to the actual UUID of the device. Usenvidia-smi-Lto find this id.num_gpuThis is only used to set the number of layers to offload to the GPU, it has nothing to do with selecting which GPU to use.
@flywiththetide commented on GitHub (Mar 4, 2025):
Thanks for the clarification! Based on your response:
num_gpuonly controls layer offloading and does not assign a GPU.CUDA_VISIBLE_DEVICES, there's no need to setdevice_idsindocker-compose.yml.Next Steps to Debug Further
Confirm which GPU is in use:
Check if another process is interfering with Ollama’s access.
Test without
device_idsand only useCUDA_VISIBLE_DEVICES:This should force GPU 0 to be used.
Check the Ollama logs for errors:
Let us know if the issue persists, or if you see any GPU-related warnings!
@rick-github commented on GitHub (Mar 4, 2025):
@flywiththetide please don't spam these tickets with LLM generated responses.
@j820301 commented on GitHub (Mar 5, 2025):
@rick-github Thank you very much for your detailed explanation, I think it should be the cgroup setting, the situation is very similar, thank you for your guidance and great contribution.
Your answer is very important and helpful to me.
I will complete the configuration update and continue to observe and report back.
According to your guidance, I updated the following configuration. If there are any syntax errors, please correct me. Thank you very much.
@rick-github commented on GitHub (Mar 5, 2025):
This looks syntactically correct, but docker will alert you if there's an error. Try it and see if the GPU remains available.
@j820301 commented on GitHub (Mar 5, 2025):
After restarting Docker and the container, I detected the GPU UUID and successfully loaded it into VRAM. It is currently running normally, and I will continue to monitor it and report back. If no further anomalies occur this week, I will close this question. Thank you very much for your help, and once again, thanks to the Ollama developers.
@j820301 commented on GitHub (Mar 10, 2025):
Rick, thank you again for your response and help. The issue is now resolved, I will close this case, thanks