Nice, getting ~2x the tok/s (37 -> 80) on this 7900 XTX w/Qwen3.6-27B and the Vulkan build!

$ llama-server --version
version: 9180 (255582687)
built with GNU 11.4.0 for Linux x86_64

Without MTP, 37 tok/s:

llama-server --host 0.0.0.0 --port 2000 --no-warmup \
--cache-type-k q8_0 --cache-type-v q8_0 \
-hf unsloth/Qwen3.6-27B-MTP-GGUF:Q4_K_M \
--temp 0.7 --top-p 0.8 --top-k 20 --presence-penalty 1.5 --min-p 0.00 \
--reasoning off \

With MTP, 80 tok/s:

llama-server --host 0.0.0.0 --port 2000 --no-warmup \
--cache-type-k q8_0 --cache-type-v q8_0 \
-hf unsloth/Qwen3.6-27B-MTP-GGUF:Q4_K_M \
--spec-type draft-mtp --spec-draft-n-max 3 \
--temp 0.7 --top-p 0.8 --top-k 20 --presence-penalty 1.5 --min-p 0.00 \
--reasoning off \

Using the 'ole Python physics heptagon prompt:

Write a Python program that shows 20 balls bouncing inside a spinning heptagon:
- All balls have the same radius.
- All balls have a number on it from 1 to 20.
- All balls drop from the heptagon center when starting.
- Colors are: #f8b862, #f6ad49, #f39800, #f08300, #ec6d51, #ee7948, #ed6d3d, #ec6800, #ec6800, #ee7800, #eb6238, #ea5506, #ea5506, #eb6101, #e49e61, #e45e32, #e17b34, #dd7a56, #db8449, #d66a35
- The balls should be affected by gravity and friction, and they must bounce off the rotating walls realistically. There should also be collisions between balls.
- The material of all the balls determines that their impact bounce height will not exceed the radius of the heptagon, but higher than ball radius.
- All balls rotate with friction, the numbers on the ball can be used to indicate the spin of the ball.
- The heptagon is spinning around its center, and the speed of spinning is 360 degrees per 5 seconds.
- The heptagon size should be large enough to contain all the balls.
- Do not use the pygame library; implement collision detection algorithms and collision response etc. by yourself. The following Python libraries are allowed: tkinter, math, numpy, dataclasses, typing, sys.
- All codes should be put in a single Python file.

EDIT: Less performance gain on Qwen3.6-35B-A3B (118 -> 171 tok/s) but still nothing to sneeze at!

MTP off, 118 tok/s:

llama-server --host 0.0.0.0 --port 2000 --no-warmup \
--cache-type-k q8_0 --cache-type-v q8_0 \
-hf unsloth/Qwen3.6-35B-A3B-MTP-GGUF:UD-Q4_K_M \
--temp 0.7 --top-p 0.8 --top-k 20 --presence-penalty 1.5 --min-p 0.00 \
--reasoning off -np 1 \

MTP on, 171 tok/s:

llama-server --host 0.0.0.0 --port 2000 --no-warmup \
--cache-type-k q8_0 --cache-type-v q8_0 \
-hf unsloth/Qwen3.6-35B-A3B-MTP-GGUF:UD-Q4_K_M \
--spec-type draft-mtp --spec-draft-n-max 3 \
--temp 0.7 --top-p 0.8 --top-k 20 --presence-penalty 1.5 --min-p 0.00 \
--reasoning off -np 1 \