> What's the tok/s you get these days?

I ran llama-bench a couple of weeks ago when there was a big speed improvement on llama.cpp (https://github.com/ggml-org/llama.cpp/pull/20361#issuecommen...):

    % llama-bench -m ~/ml-models/huggingface/ubergarm/Qwen3.5-397B-A17B-GGUF/smol-IQ2_XS/Qwen3.5-397B-A17B-smol-IQ2_XS-00001-of-00004.gguf -fa 1 -t 1 -ngl 99 -b 2048 -ub 2048 -d 0,10000,20000,30000,40000,50000,60000,70000,80000,90000,100000,150000,200000,250000
    ggml_metal_device_init: tensor API disabled for pre-M5 and pre-A19 devices
    ggml_metal_library_init: using embedded metal library
    ggml_metal_library_init: loaded in 0.008 sec
    ggml_metal_rsets_init: creating a residency set collection (keep_alive = 180 s)
    ggml_metal_device_init: GPU name:   MTL0
    ggml_metal_device_init: GPU family: MTLGPUFamilyApple7  (1007)
    ggml_metal_device_init: GPU family: MTLGPUFamilyCommon3 (3003)
    ggml_metal_device_init: GPU family: MTLGPUFamilyMetal3  (5001)
    ggml_metal_device_init: simdgroup reduction   = true
    ggml_metal_device_init: simdgroup matrix mul. = true
    ggml_metal_device_init: has unified memory    = true
    ggml_metal_device_init: has bfloat            = true
    ggml_metal_device_init: has tensor            = false
    ggml_metal_device_init: use residency sets    = true
    ggml_metal_device_init: use shared buffers    = true
    ggml_metal_device_init: recommendedMaxWorkingSetSize  = 134217.73 MB
    | ------------------------------ | ---------: | ---------: | ---------- | ------: | -------: | -: | --------------: | -------------------: |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |           pp512 |        189.67 ± 1.98 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |           tg128 |         19.98 ± 0.01 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  pp512 @ d10000 |        168.92 ± 0.55 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  tg128 @ d10000 |         18.93 ± 0.02 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  pp512 @ d20000 |        152.42 ± 0.22 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  tg128 @ d20000 |         17.87 ± 0.01 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  pp512 @ d30000 |        139.37 ± 0.28 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  tg128 @ d30000 |         17.12 ± 0.01 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  pp512 @ d40000 |        128.38 ± 0.33 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  tg128 @ d40000 |         16.38 ± 0.00 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  pp512 @ d50000 |        118.07 ± 0.55 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  tg128 @ d50000 |         15.66 ± 0.00 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  pp512 @ d60000 |        108.44 ± 0.38 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  tg128 @ d60000 |         14.98 ± 0.01 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  pp512 @ d70000 |         98.85 ± 0.18 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  tg128 @ d70000 |         14.36 ± 0.00 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  pp512 @ d80000 |         91.39 ± 0.49 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  tg128 @ d80000 |         13.84 ± 0.00 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  pp512 @ d90000 |         85.76 ± 0.24 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 |  tg128 @ d90000 |         13.30 ± 0.00 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 | pp512 @ d100000 |         80.19 ± 0.83 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 | tg128 @ d100000 |         12.82 ± 0.00 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 | pp512 @ d150000 |         54.46 ± 0.33 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 | tg128 @ d150000 |         10.17 ± 0.09 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 | pp512 @ d200000 |         47.05 ± 0.15 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 | tg128 @ d200000 |          9.04 ± 0.02 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 | pp512 @ d250000 |         40.71 ± 0.26 |
    | qwen35moe 397B.A17B Q8_0       | 113.41 GiB |   396.35 B | MTL,BLAS   |       1 |     2048 |  1 | tg128 @ d250000 |          8.01 ± 0.02 |

    build: d28961d81 (8299)

So it starts at 20 tps tg and 190 tps pp with empty context and ends at 8 tps tg and 40 tps pp with 250k prefill.

I suspect that there are still a lot of optimizations to be implemented for Qwen 3.5 on llama.cpp, wouldn't be surprised to reach 25 tps in a few months.

> You're the guy who launched Neovim!

That's me ;D

> I use it every day.

So do I for the past 12 years! Though I admit in the past year I greatly reduced the amount of code I write by hand :/

Flash-MoE: Running a 397B Parameter Model on a Laptop