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Originally created by @skarabaraks on GitHub (Oct 6, 2024).
Original GitHub issue: https://github.com/ollama/ollama/issues/7107
Originally assigned to: @dhiltgen on GitHub.
What is the issue?
Both Adrenalin Edition drivers (24.9.1 and 24.10.1) significantly slows windows performance. GPU acceleration appears disabled.
No issues with ollama on Adrenalin 24.8.1 (slightly older driver)
My system
Windows 11 24H2
GPU: RX6800 XT
CPU: Ryzen 5900XT
32GB RAM
Ollama version: Latest
@n-shkutov commented on GitHub (Oct 6, 2024):
I can confirm that I have encountered the same problem as the author
OS
Windows 11
GPU
AMD Radeon RX 6800 XT
CPU
AMD Ryzen 7 5800 X3D
Ollama version
0.3.12
AMD Software: Adrenalin Edition
24.9.1
If earlier the answer was generated in a 1s or 2s, now it takes a 1s for 1-2 words
I downgraded to the previous version of Adrenalin Edition (24.8.1) and everything started working fast. Some change in this driver version caused performance degradation and it is not clear what exactly
@rick-github commented on GitHub (Oct 6, 2024):
Server logs will help in diagnosis. The most likely culprit is an increase in context size that is pushing part of the model in to system RAM, see https://github.com/ollama/ollama/issues/7081.
@dhiltgen commented on GitHub (Oct 6, 2024):
Logs with
AMD_LOG_LEVEL=3would confirm, but I believe this is a known regression in the latest AMD driver on windows. AMD has root caused the defect, and hopes to have a fix in the 24.10.1 driver in ~mid October.With the ROCm logging enabled, in the server log you'll see the following
It's those
Failed PAL memory allocationerrors that cause ROCm to fall back to allocating shared memory instead of dedicated VRAM, which has a significant performance impact.I'm not aware of a workaround with the newer driver at this time, so downgrading until 24.10.1 comes out and we confirm the fix is likely the best course of action for now.
@polaco1782 commented on GitHub (Oct 16, 2024):
I can confirm that too, downgraded to 24.8.1 and it works fine on my AMD Radeon RX 7800 XT
@boessu commented on GitHub (Oct 17, 2024):
I can confirm that too: AMD RS 6800 XT, 24.9.1. That's so sad as most 7b / 8b models run better in that old cards that the ones in that ages of team green.
However, in my case it seems slower as if I could use the CPU...
Is there a "use CPU" switch in ollama? It would be useful in these situations (also for comparisons).
@dhiltgen commented on GitHub (Oct 17, 2024):
@boessu you can set
OLLAMA_LLM_LIBRARY=cpu_avx2(assuming your CPU has avx2 support) for the server to force CPU based inference.@skarabaraks commented on GitHub (Oct 18, 2024):
Just updated to Adrenalin Edition 24.10.1and the issue persists
@dhiltgen commented on GitHub (Oct 18, 2024):
Unfortunately it looks like the fix did not make it in time for the 24.10.1 release. It should be in 24.11.1 release in mid November from AMD.
@boessu commented on GitHub (Oct 19, 2024):
@dhiltgen Thanks for the information about the new driver version. So we keep to use 24.8.1 for AI purposes. I guess the title of the issue should be changed to "Adrenalin Edition 24.9.1/24.10.1 slow ollama performance".
Quite frankly, the Issue should be kept open until it is fixed in the AMD driver for documentation purposes. Even though you can't fix that problem in ollama itself. It was very helpful for me to find it here.
@unclemusclez commented on GitHub (Oct 22, 2024):
@dhiltgen i think this is the opposite of what people are trying to accomplish.
at the moment AMD GPUs are being FORCED to share memory in windows, which slows inference.
i have not tried this, but eliminating the
cpu_avx2and other cpu environment variables might remedy the issue, and just put the appropriate ROCm devices.@dhiltgen commented on GitHub (Oct 22, 2024):
@unclemusclez the root cause is a driver or rocm defect. Unfortunately I'm not aware of any workaround at the Ollama layer to get around it besides downgrading or waiting for the new driver release.
@7shi commented on GitHub (Oct 23, 2024):
@dhiltgen Thank you for guiding me here. Since I confirmed that this issue occurs with a simple
hipMalloc(), I reported it to the HIP team.https://github.com/ROCm/HIP/issues/3644
@7shi commented on GitHub (Dec 5, 2024):
Good news - the recent Adrenalin 24.12.1 update resolves this issue. I've verified it myself after updating.
https://github.com/ROCm/HIP/issues/3644#issuecomment-2520966522
@unclemusclez commented on GitHub (Dec 6, 2024):
ROCm 6.2.3 was just released as part of the Windows/WSL 2 Drivers.
https://www.amd.com/en/resources/support-articles/release-notes/RN-RAD-WIN-24-12-1.html
@Vesper-Works commented on GitHub (Jan 28, 2025):
For anyone else who's currently trying to figure out why Ollama is being slow and you have this latest driver with the fix, I just disabled "AMD SmartAccess Memory" in the Smart Technology section of the Adreniline software.
@dhiltgen commented on GitHub (Jul 1, 2025):
I think we can close this one out now.