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Reference: github-starred/ollama#70361
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Originally created by @kbradsha on GitHub (Oct 5, 2025).
Original GitHub issue: https://github.com/ollama/ollama/issues/12505
What is the issue?
GLM 4.6 is unsupported by Ollama. Searching for the error reveals a huggingface post which indicates a need to update to a later version of llama.cpp runtime.
https://huggingface.co/unsloth/GLM-4.6-GGUF/discussions/7
Relevant log output
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@rick-github commented on GitHub (Oct 11, 2025):
#12552 will pull in the required support.
@kbradsha commented on GitHub (Oct 12, 2025):
Well that fixed the support... sort of. The model executes but does not load any layers to the GPUs.
Oddly enough, the larger DeepSeek model does load layers to the GPUs.
sudo apt-get install nvidia-cuda-toolkit
git clone https://github.com/ollama/ollama.git
cd ollama
git fetch origin pull/12552/head:pr-12552
git switch pr-12552
make -f Makefile.sync clean
make -f Makefile.sync apply-patches
make -f Makefile.sync sync
cmake -B build --fresh && cmake --build build -j 24
cp ollama /usr/local/bin
sudo systemctl restart ollama
ollama list
NAME ID SIZE MODIFIED
GLM-4.6-Q4:latest 61f07ff15c24 202 GB 3 hours ago
DeepSeek-V3.1-Terminus:latest 0a70575d1fb5 251 GB 2 days ago
GLM-4.5-IQ4:latest 23c63da9b8c0 191 GB 3 days ago
GLM4.5-Air-Q8:latest ed0933c20fa7 127 GB 3 days ago
Qwen3-Coder-30B:latest 39384af73896 35 GB 3 days ago
Qwen3-235B-A22B:latest 24182b768ab3 134 GB 6 days ago
Qwen3-Coder-480B:latest efca1114f769 180 GB 7 days ago
chatGPT-120B:latest c5efbaa5fa0a 63 GB 3 weeks ago
ollama run GLM-4.6-Q4 --verbose
How can I assist you today?
total duration: 20.149722505s
load duration: 150.728913ms
prompt eval count: 20 token(s)
prompt eval duration: 1.584086174s
prompt eval rate: 12.63 tokens/s
eval count: 51 token(s)
eval duration: 18.414156254s
eval rate: 2.77 tokens/s
ollama ps
NAME ID SIZE PROCESSOR CONTEXT UNTIL
GLM-4.6-Q4:latest 61f07ff15c24 251 GB 100% CPU 131072 4 minutes from now
sudo systemctl restart ollama
ollama run DeepSeek-V3.1-Terminus --verbose
I'm currently the latest version of DeepSeek, and I'm completely free to use. I support file uploads (like images, PDFs, Word documents, etc.), have a 128K context window,
and can also search the web if you enable that feature in the interface.
Is there anything specific I can help you with today? 😊
total duration: 1m22.155020797s
load duration: 91.352879ms
prompt eval count: 17 token(s)
prompt eval duration: 33.24368s
prompt eval rate: 0.51 tokens/s
eval count: 128 token(s)
eval duration: 48.818561417s
eval rate: 2.62 tokens/s
ollama ps
NAME ID SIZE PROCESSOR CONTEXT UNTIL
DeepSeek-V3.1-Terminus:latest 0a70575d1fb5 276 GB 68%/32% CPU/GPU 131072 4 minutes from now
@rick-github commented on GitHub (Oct 12, 2025):
Server log will contain details of layer assignment.
@kbradsha commented on GitHub (Oct 12, 2025):
server.log
Attached with a fresh run
@rick-github commented on GitHub (Oct 12, 2025):
The log is missing data because the command was not run with
--no-pager.@kbradsha commented on GitHub (Oct 13, 2025):
server.log
journalctl --no-pager
@rick-github commented on GitHub (Oct 13, 2025):
Context size of 128k requires a memory graph of 93G. This is larger than will fit on a single GPU, so the model is loaded in system RAM. Setting
OLLAMA_KV_CACHE_TYPEwill reduce this (at the cost of precision) although I don't have the model handy to test by how much.@kbradsha commented on GitHub (Oct 13, 2025):
Oh excellent work and thank you. I guess I will just lower the num_ctx. I guess it was confusing because DeepSeek was a larger model with the same num_ctx. I was using GGML_CUDA_ENABLE_UNIFIED_MEMORY=1 and just assumed I had plenty of ram (512GB) to spill-over. I guess it doesn't work as I expected no?
@rick-github commented on GitHub (Oct 13, 2025):
Different models use different amounts of memory for a token. I haven't looked at GLM-4.6 internals yet but from the logs it's seems it is quite expensive in terms of token memory.
GGML_CUDA_ENABLE_UNIFIED_MEMORYis only useful if you force layers into the GPU by settingnum_gpu. Unified memory can result in reduced performance, more than just using system memory, see here.@kbradsha commented on GitHub (Oct 13, 2025):
Thank you very much for the clarification. I am closing this ticket extremely satisfied with the conclusion.