type: meta

node: predator

engine: llamacpp

purpose: Sloba's follow-up to trio-bench: budget-capped thinking, thinking-off comparison, 14B-on-6GB-GPU feasibility test

system_msg: Answer directly without showing reasoning.

note: 8.4GB Q4_K_M on 6GB GPU; partial CPU offload expected


raw:
llama-bench.exe : ggml_cuda_init: found 1 CUDA devices (Total VRAM: 6143 MiB):
At line:1 char:1
+ & 'D:\WeeyugaTools\llama.cpp\llama-bench.exe' -m 'D:\WeeyugaModels\ll ...
+ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
    + CategoryInfo          : NotSpecified: (ggml_cuda_init:...RAM: 6143 MiB)::String) [], RemoteException
    + FullyQualifiedErrorId : NativeCommandError

  Device 0: NVIDIA GeForce GTX 1060, compute capability 6.1, VMM: yes, VRAM: 6143 MiB
load_backend: loaded CUDA backend from D:\WeeyugaTools\llama.cpp\ggml-cuda.dll
load_backend: loaded RPC backend from D:\WeeyugaTools\llama.cpp\ggml-rpc.dll
load_backend: loaded CPU backend from D:\WeeyugaTools\llama.cpp\ggml-cpu-haswell.dll
| model                          |       size |     params | backend    | ngl |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --------------: | -------------------: |
| qwen35 9B Q4_K - Medium        |   5.28 GiB |     8.95 B | CUDA       |  99 |           pp512 |         61.32 ± 1.61 |
| qwen35 9B Q4_K - Medium        |   5.28 GiB |     8.95 B | CUDA       |  99 |           tg128 |          7.68 ± 0.06 |

build: 665abc609 (8951)


raw:
llama-bench.exe : ggml_cuda_init: found 1 CUDA devices (Total VRAM: 6143 MiB):
At line:1 char:1
+ & 'D:\WeeyugaTools\llama.cpp\llama-bench.exe' -m 'D:\WeeyugaModels\ll ...
+ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
    + CategoryInfo          : NotSpecified: (ggml_cuda_init:...RAM: 6143 MiB)::String) [], RemoteException
    + FullyQualifiedErrorId : NativeCommandError

  Device 0: NVIDIA GeForce GTX 1060, compute capability 6.1, VMM: yes, VRAM: 6143 MiB
load_backend: loaded CUDA backend from D:\WeeyugaTools\llama.cpp\ggml-cuda.dll
load_backend: loaded RPC backend from D:\WeeyugaTools\llama.cpp\ggml-rpc.dll
load_backend: loaded CPU backend from D:\WeeyugaTools\llama.cpp\ggml-cpu-haswell.dll
| model                          |       size |     params | backend    | ngl |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --------------: | -------------------: |
| qwen35 9B Q4_K - Medium        |   5.28 GiB |     8.95 B | CUDA       |  99 |           pp512 |         65.19 ± 0.57 |
| qwen35 9B Q4_K - Medium        |   5.28 GiB |     8.95 B | CUDA       |  99 |           tg128 |          7.56 ± 0.02 |

build: 665abc609 (8951)


raw:
llama-bench.exe : ggml_cuda_init: found 1 CUDA devices (Total VRAM: 6143 MiB):
At line:1 char:1
+ & 'D:\WeeyugaTools\llama.cpp\llama-bench.exe' -m 'D:\WeeyugaModels\ll ...
+ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
    + CategoryInfo          : NotSpecified: (ggml_cuda_init:...RAM: 6143 MiB)::String) [], RemoteException
    + FullyQualifiedErrorId : NativeCommandError

  Device 0: NVIDIA GeForce GTX 1060, compute capability 6.1, VMM: yes, VRAM: 6143 MiB
load_backend: loaded CUDA backend from D:\WeeyugaTools\llama.cpp\ggml-cuda.dll
load_backend: loaded RPC backend from D:\WeeyugaTools\llama.cpp\ggml-rpc.dll
load_backend: loaded CPU backend from D:\WeeyugaTools\llama.cpp\ggml-cpu-haswell.dll
| model                          |       size |     params | backend    | ngl |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --------------: | -------------------: |
| qwen3 14B Q4_K - Medium        |   8.38 GiB |    14.77 B | CUDA       |  99 |           pp512 |         52.96 ± 4.25 |
| qwen3 14B Q4_K - Medium        |   8.38 GiB |    14.77 B | CUDA       |  99 |           tg128 |          0.86 ± 0.00 |

build: 665abc609 (8951)