GPU Usage
So I gave the it a lengthy prompt to see if I can tell if its using my CPU or GPU. Now how do I tell if its using the GPU? When I look at my CPU usage while its writing the response I am seeing my CPU usage go to between 51 and 54%..
To determine if Belullama is using your GPU instead of your CPU, you can follow these steps:
-
Monitor GPU usage:
- For NVIDIA GPUs, use the
nvidia-smicommand in a terminal:watch -n 1 nvidia-smi - This will show GPU usage, memory consumption, and processes using the GPU.
- Look for Ollama or related processes in the list.
- For NVIDIA GPUs, use the
-
Check Ollama logs:
- Ollama might output information about GPU usage in its logs.
- Check the logs with:
sudo journalctl -u ollama -f
-
Verify Ollama's GPU detection:
- Run:
ollama run gpu-check - This should indicate if Ollama detects and can use the GPU.
- Run:
-
Monitor system resources:
- Use tools like
htoportopto monitor CPU usage. - If CPU usage is high while Ollama is running, it might be using the CPU instead of GPU.
- Use tools like
-
Check Ollama version:
- Ensure you're using a GPU-compatible version of Ollama.
- Run:
ollama --version
-
Verify CUDA installation:
- For NVIDIA GPUs, ensure CUDA is properly installed:
nvidia-smi nvcc --version
- For NVIDIA GPUs, ensure CUDA is properly installed:
If you're seeing high CPU usage (51-54%) during responses, it's possible that Ollama is still using the CPU. This could be due to:
- Incorrect GPU setup in Ollama
- Model not optimized for GPU use
- GPU drivers or CUDA not properly installed or recognized
To address this:
- Double-check the Belullama GPU installation process
- Ensure your GPU drivers and CUDA are up-to-date
- Try running a known GPU-compatible model explicitly
If issues persist, you might need to review the Belullama GPU installation script or check for any error messages during the setup process.
So I tried your commands none work, in case it doesnt even pick up that ollama is installed even though I can run it. the -smi commands all return not found. I can try reinstalling it but can you perhaps put up a better install guide for Nvidia beta test from scratch as had your original docker installed then installed the nvidia one..