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parth-mlx-decode-checkpoints
dhiltgen/ci
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hoyyeva/qwen
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Originally created by @dcfidalgo on GitHub (Apr 26, 2024).
Original GitHub issue: https://github.com/ollama/ollama/issues/3940
Originally assigned to: @dhiltgen on GitHub.
What is the issue?
Thanks for this amazing project, I really enjoy the simple, concise and easy-to-start interface! Keep up the fantastic work!
I have the following issue: I have a compute instance in the cloud with one NVIDIA A100 80GB and 16GB of CPU memory running Ubuntu.
When I try to run the llama3:70b model, it takes the ollama server a long time to load the model to the GPU, and as a result, I get an "Error: timed out waiting for llama runner to start" on the
ollama run llama3:70bcommand after 10min (i could not figure out how to increase this timeout).I noticed that ollama first tries to load the whole model into the page cache, however, in my case, it does not fit entirely. Only after the entire model is read once, offloading to the GPU will occur. My guess is that, since the initial pages got overwritten, it has to read the entire model again from the disk.
I was wondering if there is a way to start the offloading right from the beginning. Not sure if this is even possible, but I think in my case it would help.
This is the log of the server:
Thanks again and have a great day!
OS
Linux
GPU
Nvidia
CPU
Intel
Ollama version
0.1.32
@dcfidalgo commented on GitHub (Apr 26, 2024):
On Discord lewismac pointed out that one could modify the
expiresAtvariable.Would you be interested in a PR request making the
expiresAtvariable configurable via an environment variable, likedebugfor example? I would be more than happy to provide one.@dhiltgen commented on GitHub (May 1, 2024):
I think we'd be open to allowing users to override this via env var. Something like
OLLAMA_LOAD_TIMEOUTperhaps? Go for it!@dhiltgen commented on GitHub (May 31, 2024):
@dcfidalgo can you try llama3:70b on your setup with 0.1.39 and see how it behaves? If it still has difficulty, please run the server with OLLAMA_DEBUG=1 and share the logs so I can see how it's hitting the timeout and if any additional adjustments are necessary.
@pierocor commented on GitHub (Jun 6, 2024):
@dhiltgen I replicated the setup by @dcfidalgo using ollama 0.1.41 in debug mode. Unfortunately, it seems the issue persists. After 5 minutes the timeout kills the process.
Here are the full logs:
@dhiltgen commented on GitHub (Jun 6, 2024):
This might be a result of mmap and thrashing system memory.
Can you try loading with mmap turned off?
@pierocor commented on GitHub (Jun 10, 2024):
Thanks, disabling mmap works nicely!
@ProjectMoon commented on GitHub (Jun 17, 2024):
Disabling mmap works wonderfully, but I do have some issues with certain models crashing with it disabled, and not always due to out of memory error. What logs would be helpful?
@dhiltgen commented on GitHub (Jun 18, 2024):
@ProjectMoon depending on the nature of the out-of-memory scenario, it can sometimes be a little confusing in the logs. I would try forcing a smaller number of layers (by setting
"num_gpu": <number>along with"use_mmap": false) and see if that resolves it (which would confirm a more subtle out of memory scenario) but if that doesn't resolve it, then I'd open a new issue with a repro scenario and server logs so we can take a look.@ProjectMoon commented on GitHub (Jun 20, 2024):
OK, so one example is
deepseek-v2:16b-lite-chat-q5_K_M. It crashes with the error below:My GPU has 16 GB of VRAM, so I'd expect it to fit in.
When disabling mmap, it still crashes.
Setting number of GPU layers to 20 allows it to run.
This is with the latest rc4 of 0.1.45.
@dhiltgen commented on GitHub (Jun 20, 2024):
@ProjectMoon lets track the deepseek v2 memory prediction glitch via issue #5136
@ProjectMoon commented on GitHub (Jun 26, 2024):
OK, so here are some logs involving Beyonder V3 4x7b, i1 Q5_K_M. I have the
num_ctxparameter set to 8192 here. The model loads, and then crashes after a while with an out of memory error, but I still have like 10 GB of system RAM left that the llama runner isn't using. This happens on ollama 0.1.46.Edit: also tried setting
use_mmapto false in the modelfile. Same result. Though I'm not entirely sure it was actually passed to the runner, perhaps due to issues with the parameter in the current version?@dhiltgen commented on GitHub (Jul 3, 2024):
For folks hitting slow model loads leading to a timeout on low system memory systems, this should be resolved in the latest few releases where we detect the model being larger than system memory, and turn off mmap.
The model OOM scenarios are unrelated to the mmap behavior on system with small amounts of system memory, so lets track those via other issues. If it involves converting models from huggingface repos, they may be new architecture that need additional work to fully support, including adjusting our memory prediction for the given architecture
@accqaz commented on GitHub (Jan 10, 2025):
Hello!I want to ask how to set
num_gpu: <number>?I have two gpu,but when I runollama serve,I found it only use one gpu. Maybe this is why I met the timeout error.Thank you very much!
@ProjectMoon commented on GitHub (Jan 10, 2025):
The num gpu parameter is how many layers to attempt to load into a GPU. It can be set via model file or API call. It's not related to what GPUs ollama has access to.
@accqaz commented on GitHub (Jan 10, 2025):
I see!If I want to use 2 GPUs,do you know how to set?I’ve done a lot of research on this and I still don't know how to set it up. Thank you very much!
@ProjectMoon commented on GitHub (Jan 10, 2025):
Ollama will print out whatever GPUs it finds on startup. If it finds both, it will use both as needed. I'm not sure if there's a way to force it to use one or the other, aside from the HIP/CUDA environment variables that can control visibility of GPUs to an application. But I think this is outside the scope of this issue. You should probably make a discussion.
@accqaz commented on GitHub (Jan 10, 2025):
Understand!Thank you!