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Originally created by @kbradsha on GitHub (Oct 5, 2025).
Original GitHub issue: https://github.com/ollama/ollama/issues/12506
What is the issue?
As the title suggests. I've tested multiple models.
Qwen3-480B
Qwen3-30B
GLM-4.5-Air
A downgrade to my last known good version resolves the issue.
Relevant log output
OS
Linux
GPU
RTX 3090
CPU
Threadripper pro
Ollama version
0.12.3
@kbradsha commented on GitHub (Oct 5, 2025):
In review of the documentation:
https://docs.ollama.com/troubleshooting#installing-older-or-pre-release-versions-on-linux
I see this about using ollama with multiple AMD GPU's
Multiple AMD GPUs
If you experience gibberish responses when models load across multiple AMD GPUs on Linux, see the following guide.
https://rocm.docs.amd.com/projects/radeon/en/latest/docs/install/native_linux/mgpu.html#mgpu-known-issues-and-limitations
However, I am using multiple Nvidia GPUs.
@FieldMouse-AI commented on GitHub (Oct 5, 2025):
Hello, @kbradsha , I have two RTX 3060 12GB VRAM GPUs and I started having similar trouble.
I have not started the downgrade path, yet, though.
I should start.
@rick-github commented on GitHub (Oct 6, 2025):
Where did the models come from?
@kbradsha commented on GitHub (Oct 6, 2025):
They are all GGUF files from unsloth on huggingface. They are merged into single files using llama-gguf-split --merge from llama.cpp and then imported into ollama. Just to reiterate, they all worked correctly as expected at 0.11.10, and again after downgrade to 0.11.10 from 0.12.3, they continue to work as expected. Additionally, I believe this may be a duplicate of https://github.com/ollama/ollama/issues/12497
@rick-github commented on GitHub (Oct 6, 2025):
Specifically, which models and quants. This information will allow somebody to download the models and attempt to reproduce the problem. No reproduction, no solution.
@rick-github commented on GitHub (Oct 6, 2025):
Server log may also be useful.
@kbradsha commented on GitHub (Oct 6, 2025):
Probably this one is the easiest to reproduce with as Qwen3-30b is only 21 GB at Q5
https://huggingface.co/unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/resolve/main/Qwen3-Coder-30B-A3B-Instruct-UD-Q5_K_XL.gguf
@kbradsha commented on GitHub (Oct 6, 2025):
server.log
I believe this excerpt from the journalctl captures both versions running.
The only suspicious thing I could find was ollama.service had
Environment="OLLAMA_KV_CACHE_TYPE='q4_0'"
though the model in service at the time was Q5. Could it be the problem?
It would be an interesting change in behavior when changing versions.
@fenris commented on GitHub (Oct 6, 2025):
ubuntu@deepseek:~$ ollama run qwen3-coder:30b-a3b-fp16
So far, mine is working fine
@FieldMouse-AI commented on GitHub (Oct 6, 2025):
@kbradsha , I did the downgrade and, in my case, Qwen3:1.7b is still giving strange results similar to yours.
As I said, I am using dual RTX 3060 12GB VRAM GPUs, but I unplugged them and tried them out one at a time swapping slots and power connectors (that was a lot of permutations). Even when testing single cards and after repulling the model from Ollama, it behaves badly.
This is also true with 0.12.3.
Sometimes my prompt of
helloreturns this:Other times, when I try to prompt
hello, the gibberish that I get it in Arabic!Translation:
Basically, gibberish.
Sorry, I don't have the exact same card, but I will keep following along and testing.
But I think it is valuable that the same problem is seems to be appearing in more than one area with similar hardware.
@FieldMouse-AI commented on GitHub (Oct 6, 2025):
@kbradsha , I have to update my results. In this case, both cards are installed (and my OS is Linux/Docker)
The following works fine:
And this works fine, too...
But, the following fails:
@rick-github commented on GitHub (Oct 6, 2025):
@meidaid Thank you adding data. From your runs, it looks like you are only having problems with the qwen3:1.7b-q4_K_M model, is that correct? What's the output of the following:
@rick-github commented on GitHub (Oct 6, 2025):
@kbradsha Can you supply the Modelfile you used to import his model?
@FieldMouse-AI commented on GitHub (Oct 6, 2025):
Hello, @rick-github .
Here is the output you asked for:
@rick-github commented on GitHub (Oct 6, 2025):
What's the output of
and
@FieldMouse-AI commented on GitHub (Oct 6, 2025):
Here you go:
@rick-github commented on GitHub (Oct 6, 2025):
Something is broken and I'm not sure what. This output:
indicates the the model generated the " : " tokens before the
<think>token, which would seem to indicate a broken model or a broken template. However, the sha256sum matches the model weights file, and the template fromollama show --modelfilematches the one in my library. We can try another test to rule out weights/template. Run the following:@FieldMouse-AI commented on GitHub (Oct 6, 2025):
Result:
@rick-github commented on GitHub (Oct 6, 2025):
The output here is normal, so excludes a problem with the template or weights. Please post the server log.
@FieldMouse-AI commented on GitHub (Oct 6, 2025):
Here is the server.log
@rick-github commented on GitHub (Oct 6, 2025):
Your problem is that qwen3:1.7b-q4_K_M does not play well with Flash Attention and a KV cache quantization of q4_0. This is true as far back as 0.7.0, so it's not a recent change. I think the small size of the model coupled with the high quantization of the cache at Q4 causes the model to lose coherence very quickly, generating random outputs. The model works OK with q8_0 or f16 cache quantization, or with FA turned off.
@FieldMouse-AI commented on GitHub (Oct 6, 2025):
Hello, @rick-github , and thank you for your update!
I changed
OLLAMA_FLASH_ATTENTION=0in mydocker-compose.yamlfile, restarted the container, and tested it via the command line and my external chatbot. I am happy to report that everything has now returned to normal for me!If you need me to try anything else, please, just let me know.
Thanks!
@kbradsha commented on GitHub (Oct 7, 2025):
Here is my modelfile.
@rick-github commented on GitHub (Oct 7, 2025):
If you wrap the modefile in a markdown block (``` before and after) it will format it properly.
@rick-github commented on GitHub (Oct 7, 2025):
I've imported the model on a variety of machines, single Nvidia, multiple Nvidia, AMD, without a problem. Some things to try to isolate the root cause:
OLLAMA_SCHED_SPREAD. This will result in the model being loaded on fewer GPUs.OLLAMA_FLASH_ATTENTION, or try usingq8_0orf16forOLLAMA_KV_CACHE_TYPE.@kbradsha commented on GitHub (Oct 8, 2025):
A reinstall of 0.12.3 did not resolve the gibberish output tonight. Still no idea why it was encountered the first time but, I need to upgrade to 0.12.3 in order to support v3 gguf models, so I guess I will abandon Qwen3-30b. Qwen3-480B still works as expected. I may try a re-import of 30b using a modification to 480b's modelfile. I consider this closed at this point since modification/removal of the OLLAMA_ variables and an addition of PARAMETER stop "<|endoftext|>" seemed to have nothing but detrimental effects. We seem to be treading water.
@Hello-World-Traveler commented on GitHub (Oct 9, 2025):
Using deepseek-r1-0528-qwen3-8b with ollama 0.12.3
user:
Hello, how are you this fine day?Output:
Using ollama 0.11.10
Hello! It's great to hear from you. How can I assist you today? Let me know what’s on your mind, and I'll do my best to rise to the occasion.I found that models was giving more of an output in 0.11.10 then 0.12.3. Downgraded to 0.11.10
@rick-github commented on GitHub (Oct 9, 2025):
@Hello-World-Traveler commented on GitHub (Oct 9, 2025):
There is this https://ollama.com/rockn/DeepSeek-R1-0528-Qwen3-8B-IQ4_NL however I imported it from https://huggingface.co/deepseek-ai/DeepSeek-R1-0528-Qwen3-8B
@rick-github commented on GitHub (Oct 10, 2025):
Did you add a template and parameters? Why not use deepseek-r1:8b-0528-qwen3-q4_K_M from the official library?
@Hello-World-Traveler commented on GitHub (Oct 10, 2025):
Because I already had it downloaded. Yes the model card was created.
ollama 0.12.3 has a bug that doesn't let the LLM to work correctly, since going back to 0.11.10 everything works how it should.
It's not the model as other models don't work on 0.12.3.
Gibberish output at 0.12.3 with most LLM models (all the ones I have)
some of the models:
gemma-3n-E4B-it:latest
Falcon3-3B-Instruct-abliterated
@zachrattner commented on GitHub (Dec 12, 2025):
This seems to happen again in v0.13.3
I'm on M4 Pro Mac mini
If i downgrade a release, it works ok