maldie
llama-server.exe --host 0.0.0.0 --alias "Qwen3.6-27B-MTP" -m "F:\Qwen3.6-27B-UD-Q4_K_XL-MTP.gguf" -c 75000 -ngl 99 --metrics --temp 0.6 --top-p 0.95 --min-p 0.00 --top-k 20 --presence-penalty 0.0 --no-mmap -t 16 --spec-type draft-mtp --spec-draft-n-max 3 --reasoning on -fa on --parallel 1 -lv 4
Note that this does not use kv cache quants as in my case quants offload to CPU and tanks performance. Also keep in mind this almost maxes VRAM usage so any additional browsers or other programs that use VRAM should be closed. For chat go to http://localhost:8080/ and minimize the window to maximize perf as the web page UI draw itself consumes a lot of GPU perf via constant context switching.
Can try bigger than -c 75000 until perf gets lower than 100 tok/s - that means something is off as windows starts paging out memory or other issues. -c 50000 seems sweetspot if running browsers and stuff that consume 2GB VRAM. If wanting more than -c 140000 then likely need to use a bit smaller model quant.
CPU usage should be near zero, maybe 1 core load. If you see 8+ core load then settings are off and something is offloaded to CPU (for example kv cache). GPU load should be about 100%, meaning it utilizes work optimally in this case.
-t 16 can be omitted or set to the amount of physical cores, not important in this dense model that is 100% in GPU.
Can be pushed to 125 tok/s with that model if using --spec-draft-n-max 4 but VRAM usage also increases, so context needs to be smaller.
If speed is not important and want max context length then remove the draft-mtp parameters and also might need to use k and v quants like --cache-type-v q8_0, leave k f16 if possible to keep quality.
It is such a neccessary multitasking functionality on work environments that I'm quite lost when Win 10 support ends and the alternative taskbar tools do not work reliably then. Small hope that Windows 12 or whatever comes next would be the better one.
Reality is that big majority of startup-s do fail to "make it" 90% of time to even be self sustaining. Financially meaning that you pay from your pocket overall and the resources have to come somewhere, day job or whatever, making it very much overwhelming and can break even a strong man. Only small percentage out of those 10% actually make it to sustainable enough to live by.
Percentages can begin to rise on your favour after learning from failures but there is of course no guarantees, some domains are inherently much less forgiving or have fierce competition. It is important to resarch and understand the landscape you're going into.
If you realise your odds then mindset starts to get clearer, you know what you risk losing and accept that loss is likely, you still put enough effort to win but don't set your mind so deep that everything collapses with the project.
It might be contrary to some suggestions that you have to put everything into startup to have a chance but that is also correct imo, you do have to be able to invest all your available time on the project. Keeping in mind that the project is not absolute everything in life and being able to walk away at right time as to not sunk endless resources to unfruitful endeavour keep you healthier.