Datasets:
LocalLLMAdvisor
/
local-llm-advisor-benchmarks

Dataset card Data Studio Files
xet
 Community
1
hw_id
stringclasses
12 values
device_raw
stringclasses
12 values
device_count
int64
1
1
backend
stringclasses
1 value
model
stringclasses
13 values
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stringclasses
2 values
params_b
float64
4.66
117
size_gib
float64
2.54
68
fa
int64
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ngl
int64
99
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threads
int64
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ubatch
int64
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depth
int64
0
131k
pp_n
int64
512
512
pp_tps
float64
290
20.5k
tg_n
int64
128
128
tg_tps
float64
4.18
396
build
stringclasses
1 value
build_num
int64
11.7k
11.7k
n_samples
int64
3
3
date
stringdate
2026-10-16 00:00:00
2026-10-21 00:00:00
notes
stringlengths
295
507
rtx-4070
NVIDIA GeForce RTX 4070
1
CUDA
Qwen3.5 9B
Q4_K_M
9.65
5.28
1
99
16
512
16,384
512
3,557.34
128
72.08
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 9 3950X 16-Core Processor, RAM 125 GiB; llama-bench model_type 'qwen35 9B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q4_K_M.gguf; pp stddev 35.61; tg stddev 0.16
rtx-4070
NVIDIA GeForce RTX 4070
1
CUDA
Qwen3.5 9B
Q8_0
9.65
8.86
1
99
16
512
0
512
4,417.49
128
51.26
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 9 3950X 16-Core Processor, RAM 125 GiB; llama-bench model_type 'qwen35 9B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q8_0.gguf; pp stddev 304.63; tg stddev 0.05
rtx-4070
NVIDIA GeForce RTX 4070
1
CUDA
Qwen3.5 9B
Q8_0
9.65
8.86
1
99
16
512
4,096
512
4,334.29
128
50.41
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 9 3950X 16-Core Processor, RAM 125 GiB; llama-bench model_type 'qwen35 9B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q8_0.gguf; pp stddev 68.17; tg stddev 0.06
rtx-4070
NVIDIA GeForce RTX 4070
1
CUDA
Qwen3.5 9B
Q8_0
9.65
8.86
1
99
16
512
16,384
512
3,727.6
128
47.96
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 9 3950X 16-Core Processor, RAM 125 GiB; llama-bench model_type 'qwen35 9B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q8_0.gguf; pp stddev 55.53; tg stddev 0.06
rtx-4070
NVIDIA GeForce RTX 4070
1
CUDA
Qwen3.6 35B-A3B
Q4_K_M
35.95
20.6
1
99
16
512
0
512
536.57
128
45.97
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 9 3950X 16-Core Processor, RAM 125 GiB; llama-bench model_type 'qwen35moe 35B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-35B-A3B-GGUF/Qwen3.6-35B-A3B-UD-Q4_K_M.gguf; pp stddev 13.57; ...
rtx-4070
NVIDIA GeForce RTX 4070
1
CUDA
Qwen3.6 35B-A3B
Q4_K_M
35.95
20.6
1
99
16
512
4,096
512
510.43
128
46.4
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 9 3950X 16-Core Processor, RAM 125 GiB; llama-bench model_type 'qwen35moe 35B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-35B-A3B-GGUF/Qwen3.6-35B-A3B-UD-Q4_K_M.gguf; pp stddev 3.17; t...
rtx-4070
NVIDIA GeForce RTX 4070
1
CUDA
Qwen3.6 35B-A3B
Q4_K_M
35.95
20.6
1
99
16
512
16,384
512
492.78
128
45.11
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 9 3950X 16-Core Processor, RAM 125 GiB; llama-bench model_type 'qwen35moe 35B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-35B-A3B-GGUF/Qwen3.6-35B-A3B-UD-Q4_K_M.gguf; pp stddev 3.32; t...
rtx-4070
NVIDIA GeForce RTX 4070
1
CUDA
gpt-oss 20B
Q4_K_M
20.91
10.81
1
99
16
512
0
512
1,844.86
128
72.46
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 9 3950X 16-Core Processor, RAM 125 GiB; llama-bench model_type 'gpt-oss 20B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q4_K_M.gguf; pp stddev 57.81; tg stddev 0.09; M...
rtx-4070
NVIDIA GeForce RTX 4070
1
CUDA
gpt-oss 20B
Q4_K_M
20.91
10.81
1
99
16
512
0
512
1,217.44
128
45.15
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 9 3950X 16-Core Processor, RAM 125 GiB; llama-bench model_type 'gpt-oss 20B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q4_K_M.gguf; pp stddev 24.29; tg stddev 0.08; M...
rtx-4070
NVIDIA GeForce RTX 4070
1
CUDA
gpt-oss 20B
Q4_K_M
20.91
10.81
1
99
16
512
0
512
956.56
128
33.6
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 9 3950X 16-Core Processor, RAM 125 GiB; llama-bench model_type 'gpt-oss 20B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q4_K_M.gguf; pp stddev 32.84; tg stddev 0.02; M...
rtx-4070
NVIDIA GeForce RTX 4070
1
CUDA
gpt-oss 20B
Q4_K_M
20.91
10.81
1
99
16
512
4,096
512
1,822.07
128
71.59
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 9 3950X 16-Core Processor, RAM 125 GiB; llama-bench model_type 'gpt-oss 20B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q4_K_M.gguf; pp stddev 27.88; tg stddev 0.24; M...
rtx-4070
NVIDIA GeForce RTX 4070
1
CUDA
gpt-oss 20B
Q4_K_M
20.91
10.81
1
99
16
512
16,384
512
1,700.39
128
69.76
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 9 3950X 16-Core Processor, RAM 125 GiB; llama-bench model_type 'gpt-oss 20B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q4_K_M.gguf; pp stddev 7.69; tg stddev 0.16; Mo...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Gemma 4 12B
Q4_K_M
11.96
6.62
1
99
6
512
0
512
6,465.41
128
101.95
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gemma4 ?B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q4_K_M.gguf; pp stddev 33.96; tg stddev 0.08
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Gemma 4 12B
Q4_K_M
11.96
6.62
1
99
6
512
4,096
512
6,357.26
128
97.75
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gemma4 ?B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q4_K_M.gguf; pp stddev 510.46; tg stddev 0.11
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Gemma 4 12B
Q4_K_M
11.96
6.62
1
99
6
512
16,384
512
5,290.2
128
94.7
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gemma4 ?B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q4_K_M.gguf; pp stddev 92.58; tg stddev 0.19
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Gemma 4 12B
Q8_0
11.96
11.78
1
99
6
512
0
512
6,420.34
128
64.22
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gemma4 ?B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q8_0.gguf; pp stddev 143.55; tg stddev 0.09
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Gemma 4 12B
Q8_0
11.96
11.78
1
99
6
512
4,096
512
6,534.51
128
62.49
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gemma4 ?B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q8_0.gguf; pp stddev 31.97; tg stddev 0.06
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Gemma 4 12B
Q8_0
11.96
11.78
1
99
6
512
16,384
512
5,369.52
128
61.24
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gemma4 ?B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q8_0.gguf; pp stddev 434.83; tg stddev 0.09
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Gemma 4 26B-A4B
Q4_K_M
25.81
15.77
1
99
6
512
0
512
9,164.92
128
169.27
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gemma4 26B.A4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-26B-A4B-it-GGUF/gemma-4-26B-A4B-it-UD-Q4_K_M.gguf; pp stddev 586.17...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Gemma 4 26B-A4B
Q4_K_M
25.81
15.77
1
99
6
512
4,096
512
8,915.07
128
160.61
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gemma4 26B.A4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-26B-A4B-it-GGUF/gemma-4-26B-A4B-it-UD-Q4_K_M.gguf; pp stddev 356.89...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Gemma 4 26B-A4B
Q4_K_M
25.81
15.77
1
99
6
512
16,384
512
7,815.94
128
152.57
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gemma4 26B.A4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-26B-A4B-it-GGUF/gemma-4-26B-A4B-it-UD-Q4_K_M.gguf; pp stddev 171.92...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Gemma 4 31B
Q4_K_M
31.27
17.05
1
99
6
512
0
512
2,403.21
128
44.42
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gemma4 31B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-31B-it-GGUF/gemma-4-31B-it-Q4_K_M.gguf; pp stddev 20.91; tg stddev 0.04
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Gemma 4 31B
Q4_K_M
31.27
17.05
1
99
6
512
4,096
512
2,285
128
41.83
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gemma4 31B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-31B-it-GGUF/gemma-4-31B-it-Q4_K_M.gguf; pp stddev 33.83; tg stddev 0.03
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Gemma 4 31B
Q4_K_M
31.27
17.05
1
99
6
512
16,384
512
1,959.85
128
40.07
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gemma4 31B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-31B-it-GGUF/gemma-4-31B-it-Q4_K_M.gguf; pp stddev 24.66; tg stddev 0.03
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Mistral Small 3.2 24B
Q4_K_M
24.01
13.34
1
99
6
512
0
512
3,302.93
128
61.56
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'llama 13B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Mistral-Small-3.2-24B-Instruct-2506-GGUF/Mistral-Small-3.2-24B-Instruct-2506-Q4_...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Mistral Small 3.2 24B
Q4_K_M
24.01
13.34
1
99
6
512
4,096
512
3,403.7
128
58.74
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'llama 13B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Mistral-Small-3.2-24B-Instruct-2506-GGUF/Mistral-Small-3.2-24B-Instruct-2506-Q4_...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Mistral Small 3.2 24B
Q4_K_M
24.01
13.34
1
99
6
512
16,384
512
2,790.83
128
51.83
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'llama 13B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Mistral-Small-3.2-24B-Instruct-2506-GGUF/Mistral-Small-3.2-24B-Instruct-2506-Q4_...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3-Coder 30B-A3B
Q4_K_M
30.53
17.28
1
99
6
512
0
512
8,590.1
128
265.96
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen3moe 30B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M.ggu...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3-Coder 30B-A3B
Q4_K_M
30.53
17.28
1
99
6
512
4,096
512
7,825.1
128
223.5
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen3moe 30B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M.ggu...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3-Coder 30B-A3B
Q4_K_M
30.53
17.28
1
99
6
512
16,384
512
5,463.34
128
177.61
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen3moe 30B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M.ggu...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3-VL 8B
Q4_K_M
8.77
4.68
1
99
6
512
0
512
10,766.36
128
158.52
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen3vl 8B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q4_K_M.gguf; pp stddev 675.66; t...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3-VL 8B
Q4_K_M
8.77
4.68
1
99
6
512
4,096
512
9,685.92
128
143.06
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen3vl 8B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q4_K_M.gguf; pp stddev 457.48; t...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3-VL 8B
Q4_K_M
8.77
4.68
1
99
6
512
16,384
512
6,688.8
128
111.62
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen3vl 8B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q4_K_M.gguf; pp stddev 808.77; H...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3-VL 8B
Q8_0
8.77
8.11
1
99
6
512
0
512
10,242.31
128
102.29
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen3vl 8B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q8_0.gguf; pp stddev 640.01; tg stddev 0....
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3-VL 8B
Q8_0
8.77
8.11
1
99
6
512
4,096
512
10,120.61
128
95.66
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen3vl 8B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q8_0.gguf; pp stddev 476.86; tg stddev 0....
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3-VL 8B
Q8_0
8.77
8.11
1
99
6
512
16,384
512
6,872.4
128
80.51
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen3vl 8B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q8_0.gguf; pp stddev 364.97; tg stddev 0....
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 4B
Q4_K_M
4.66
2.54
1
99
6
512
0
512
14,882.2
128
220.18
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35 4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q4_K_M.gguf; pp stddev 1299.90; tg stddev 0.68
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 4B
Q4_K_M
4.66
2.54
1
99
6
512
4,096
512
14,713.29
128
213.33
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35 4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q4_K_M.gguf; pp stddev 665.75; tg stddev 0.66
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 4B
Q4_K_M
4.66
2.54
1
99
6
512
16,384
512
13,052.24
128
194.56
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35 4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q4_K_M.gguf; pp stddev 640.84; tg stddev 0.86
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 4B
Q8_0
4.66
4.16
1
99
6
512
0
512
15,454.65
128
158.31
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35 4B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q8_0.gguf; pp stddev 1163.16; tg stddev 0.29
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 4B
Q8_0
4.66
4.16
1
99
6
512
4,096
512
15,490
128
154.99
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35 4B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q8_0.gguf; pp stddev 805.05; tg stddev 0.17
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 4B
Q8_0
4.66
4.16
1
99
6
512
16,384
512
13,436.15
128
144.69
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35 4B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q8_0.gguf; pp stddev 461.98; tg stddev 0.34
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 9B
Q4_K_M
9.65
5.28
1
99
6
512
0
512
9,761.75
128
141.55
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35 9B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q4_K_M.gguf; pp stddev 428.50; tg stddev 0.58
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 9B
Q4_K_M
9.65
5.28
1
99
6
512
4,096
512
10,049.99
128
138.77
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35 9B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q4_K_M.gguf; pp stddev 819.85; tg stddev 0.17
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 9B
Q4_K_M
9.65
5.28
1
99
6
512
16,384
512
9,525.47
128
130.79
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35 9B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q4_K_M.gguf; pp stddev 217.66; tg stddev 0.09
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 9B
Q8_0
9.65
8.86
1
99
6
512
0
512
9,849.56
128
95.08
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35 9B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q8_0.gguf; pp stddev 59.74; tg stddev 0.13
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 9B
Q8_0
9.65
8.86
1
99
6
512
4,096
512
10,238.08
128
93.77
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35 9B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q8_0.gguf; pp stddev 780.70; tg stddev 0.12
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 9B
Q8_0
9.65
8.86
1
99
6
512
16,384
512
8,886.98
128
90.03
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35 9B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q8_0.gguf; pp stddev 658.09; tg stddev 0.20
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.6 27B
Q4_K_M
27.78
15.65
1
99
6
512
0
512
2,795.39
128
48.38
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35 27B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-27B-GGUF/Qwen3.6-27B-Q4_K_M.gguf; pp stddev 68.64; tg stddev 0.04
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.6 27B
Q4_K_M
27.78
15.65
1
99
6
512
4,096
512
2,752.44
128
47.71
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35 27B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-27B-GGUF/Qwen3.6-27B-Q4_K_M.gguf; pp stddev 61.47; tg stddev 0.05
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.6 27B
Q4_K_M
27.78
15.65
1
99
6
512
16,384
512
2,542.78
128
45.9
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35 27B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-27B-GGUF/Qwen3.6-27B-Q4_K_M.gguf; pp stddev 96.67; tg stddev 0.03
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.6 35B-A3B
Q4_K_M
35.95
20.6
1
99
6
512
0
512
7,962.13
128
190.49
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35moe 35B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-35B-A3B-GGUF/Qwen3.6-35B-A3B-UD-Q4_K_M.gguf; pp stddev 657.50; t...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.6 35B-A3B
Q4_K_M
35.95
20.6
1
99
6
512
4,096
512
7,966.81
128
187.06
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35moe 35B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-35B-A3B-GGUF/Qwen3.6-35B-A3B-UD-Q4_K_M.gguf; pp stddev 569.86; t...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.6 35B-A3B
Q4_K_M
35.95
20.6
1
99
6
512
16,384
512
7,198.28
128
177.29
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'qwen35moe 35B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-35B-A3B-GGUF/Qwen3.6-35B-A3B-UD-Q4_K_M.gguf; pp stddev 489.61; t...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
gpt-oss 20B
Q4_K_M
20.91
10.81
1
99
6
512
0
512
11,344.42
128
277.95
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gpt-oss 20B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q4_K_M.gguf; pp stddev 734.68; tg stddev 1.50
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
gpt-oss 20B
Q4_K_M
20.91
10.81
1
99
6
512
4,096
512
11,298.4
128
263.1
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gpt-oss 20B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q4_K_M.gguf; pp stddev 538.69; tg stddev 2.73
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
gpt-oss 20B
Q4_K_M
20.91
10.81
1
99
6
512
16,384
512
9,422.29
128
242.29
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gpt-oss 20B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q4_K_M.gguf; pp stddev 1084.90; HIGH VARIANCE in ...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
gpt-oss 20B
Q8_0
20.91
11.27
1
99
6
512
0
512
12,257.18
128
258.4
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gpt-oss 20B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q8_0.gguf; pp stddev 616.82; tg stddev 1.92
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
gpt-oss 20B
Q8_0
20.91
11.27
1
99
6
512
4,096
512
11,510.77
128
245.77
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gpt-oss 20B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q8_0.gguf; pp stddev 550.44; tg stddev 1.55
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
gpt-oss 20B
Q8_0
20.91
11.27
1
99
6
512
16,384
512
9,622.1
128
227.89
3e4dfa8f3
11,658
3
2026-10-16
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD Ryzen 5 7600X 6-Core Processor, RAM 30 GiB; llama-bench model_type 'gpt-oss 20B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q8_0.gguf; pp stddev 536.00; tg stddev 1.53
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Gemma 4 12B
Q4_K_M
11.96
6.62
1
99
16
512
32,768
512
4,507.11
128
92.94
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'gemma4 ?B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q4_K_M.gguf; pp stddev 250.10; tg st...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Gemma 4 12B
Q4_K_M
11.96
6.62
1
99
16
512
65,536
512
3,359.03
128
87.57
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'gemma4 ?B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q4_K_M.gguf; pp stddev 61.88; tg std...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Gemma 4 12B
Q4_K_M
11.96
6.62
1
99
16
512
131,072
512
2,239.75
128
78.97
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'gemma4 ?B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q4_K_M.gguf; pp stddev 24.99; tg std...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Mistral Small 3.2 24B
Q4_K_M
24.01
13.34
1
99
16
512
32,768
512
2,556.65
128
45.83
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'llama 13B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Mistral-Small-3.2-24B-Instruct-2506-GGUF/Mistral-Small-3.2-24B-Instruct...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3-Coder 30B-A3B
Q4_K_M
30.53
17.28
1
99
16
512
32,768
512
3,821.42
128
133.55
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'qwen3moe 30B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/Qwen3-Coder-30B-A3B-Instruct-Q...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3-VL 8B
Q4_K_M
8.77
4.68
1
99
16
512
32,768
512
4,899.02
128
87.51
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'qwen3vl 8B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q4_K_M.gguf; pp stddev ...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3-VL 8B
Q4_K_M
8.77
4.68
1
99
16
512
65,536
512
3,107.95
128
60.36
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'qwen3vl 8B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q4_K_M.gguf; pp stddev ...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3-VL 8B
Q4_K_M
8.77
4.68
1
99
16
512
131,072
512
1,770.24
128
37.17
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'qwen3vl 8B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q4_K_M.gguf; pp stddev ...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 4B
Q4_K_M
4.66
2.54
1
99
16
512
32,768
512
10,398.99
128
175.22
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'qwen35 4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q4_K_M.gguf; pp stddev 838.41; tg stddev 1.5...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 4B
Q4_K_M
4.66
2.54
1
99
16
512
65,536
512
8,099.92
128
145.21
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'qwen35 4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q4_K_M.gguf; pp stddev 306.59; tg stddev 0.6...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 4B
Q4_K_M
4.66
2.54
1
99
16
512
131,072
512
5,184.48
128
107.41
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'qwen35 4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q4_K_M.gguf; pp stddev 116.08; tg stddev 0.3...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 9B
Q4_K_M
9.65
5.28
1
99
16
512
32,768
512
7,955.97
128
122.02
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'qwen35 9B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q4_K_M.gguf; pp stddev 397.51; tg stddev 0.2...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 9B
Q4_K_M
9.65
5.28
1
99
16
512
65,536
512
6,347.38
128
106.53
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'qwen35 9B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q4_K_M.gguf; pp stddev 157.79; tg stddev 0.4...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.5 9B
Q4_K_M
9.65
5.28
1
99
16
512
131,072
512
4,522.07
128
85
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'qwen35 9B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q4_K_M.gguf; pp stddev 110.21; tg stddev 0.2...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.6 27B
Q4_K_M
27.78
15.65
1
99
16
512
32,768
512
2,334.5
128
44.06
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'qwen35 27B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-27B-GGUF/Qwen3.6-27B-Q4_K_M.gguf; pp stddev 97.75; tg stddev 0...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
Qwen3.6 27B
Q4_K_M
27.78
15.65
1
99
16
512
65,536
512
1,867.31
128
39.95
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'qwen35 27B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-27B-GGUF/Qwen3.6-27B-Q4_K_M.gguf; pp stddev 62.68; tg stddev 0...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
gpt-oss 20B
Q4_K_M
20.91
10.81
1
99
16
512
32,768
512
7,891.5
128
217.26
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'gpt-oss 20B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q4_K_M.gguf; pp stddev 318.95; tg stddev...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
gpt-oss 20B
Q4_K_M
20.91
10.81
1
99
16
512
65,536
512
5,816
128
181.07
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'gpt-oss 20B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q4_K_M.gguf; pp stddev 143.46; tg stddev...
rtx-4090
NVIDIA GeForce RTX 4090
1
CUDA
gpt-oss 20B
Q4_K_M
20.91
10.81
1
99
16
512
131,072
512
3,663.03
128
136.72
3e4dfa8f3
11,658
3
2026-10-18
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.71.05, vast.ai, CPU AMD Ryzen Threadripper PRO 3955WX 16-Cores, RAM 503 GiB; llama-bench model_type 'gpt-oss 20B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q4_K_M.gguf; pp stddev 50.76; tg stddev ...
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Gemma 4 12B
Q4_K_M
11.96
6.62
1
99
128
512
0
512
1,981.01
128
49.05
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'gemma4 ?B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q4_K_M.gguf; pp stddev 84.45; tg stddev 0.10
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Gemma 4 12B
Q4_K_M
11.96
6.62
1
99
128
512
4,096
512
1,786.13
128
46.31
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'gemma4 ?B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q4_K_M.gguf; pp stddev 65.16; tg stddev 0.08
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Gemma 4 12B
Q4_K_M
11.96
6.62
1
99
128
512
16,384
512
1,470.92
128
45.54
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'gemma4 ?B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q4_K_M.gguf; pp stddev 59.84; tg stddev 0.08
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Gemma 4 12B
Q8_0
11.96
11.78
1
99
128
512
0
512
2,054.86
128
30.99
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'gemma4 ?B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q8_0.gguf; pp stddev 83.07; tg stddev 0.04
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Gemma 4 12B
Q8_0
11.96
11.78
1
99
128
512
4,096
512
1,862.11
128
29.88
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'gemma4 ?B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q8_0.gguf; pp stddev 52.65; tg stddev 0.04
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Gemma 4 12B
Q8_0
11.96
11.78
1
99
128
512
16,384
512
1,536.85
128
29.56
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'gemma4 ?B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q8_0.gguf; pp stddev 32.74; tg stddev 0.03
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Gemma 4 26B-A4B
Q4_K_M
25.81
15.77
1
99
128
512
0
512
934.15
128
12.35
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'gemma4 26B.A4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-26B-A4B-it-GGUF/gemma-4-26B-A4B-it-UD-Q4_K_M.gguf; pp stddev 33.75; tg s...
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Gemma 4 26B-A4B
Q4_K_M
25.81
15.77
1
99
128
512
0
512
643.21
128
7.56
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'gemma4 26B.A4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-26B-A4B-it-GGUF/gemma-4-26B-A4B-it-UD-Q4_K_M.gguf; pp stddev 19.37; tg s...
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Gemma 4 26B-A4B
Q4_K_M
25.81
15.77
1
99
128
512
0
512
484.92
128
5.45
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'gemma4 26B.A4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-26B-A4B-it-GGUF/gemma-4-26B-A4B-it-UD-Q4_K_M.gguf; pp stddev 9.32; tg st...
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Gemma 4 26B-A4B
Q4_K_M
25.81
15.77
1
99
128
512
4,096
512
929.29
128
12.63
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'gemma4 26B.A4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-26B-A4B-it-GGUF/gemma-4-26B-A4B-it-UD-Q4_K_M.gguf; pp stddev 15.90; tg s...
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Gemma 4 26B-A4B
Q4_K_M
25.81
15.77
1
99
128
512
16,384
512
903.34
128
12.57
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'gemma4 26B.A4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-26B-A4B-it-GGUF/gemma-4-26B-A4B-it-UD-Q4_K_M.gguf; pp stddev 13.33; tg s...
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Mistral Small 3.2 24B
Q4_K_M
24.01
13.34
1
99
128
512
0
512
1,103.93
128
27.88
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'llama 13B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Mistral-Small-3.2-24B-Instruct-2506-GGUF/Mistral-Small-3.2-24B-Instruct-2506-Q4_K_M.g...
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Mistral Small 3.2 24B
Q4_K_M
24.01
13.34
1
99
128
512
4,096
512
1,033.8
128
26.52
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'llama 13B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Mistral-Small-3.2-24B-Instruct-2506-GGUF/Mistral-Small-3.2-24B-Instruct-2506-Q4_K_M.g...
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Qwen3-Coder 30B-A3B
Q4_K_M
30.53
17.28
1
99
128
512
0
512
786.26
128
10.35
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'qwen3moe 30B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M.gguf; pp...
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Qwen3-Coder 30B-A3B
Q4_K_M
30.53
17.28
1
99
128
512
0
512
511.19
128
5.89
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'qwen3moe 30B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M.gguf; pp...
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Qwen3-Coder 30B-A3B
Q4_K_M
30.53
17.28
1
99
128
512
0
512
367.39
128
4.18
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'qwen3moe 30B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M.gguf; pp...
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Qwen3-Coder 30B-A3B
Q4_K_M
30.53
17.28
1
99
128
512
4,096
512
758.72
128
9.57
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'qwen3moe 30B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M.gguf; pp...
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Qwen3-Coder 30B-A3B
Q4_K_M
30.53
17.28
1
99
128
512
16,384
512
653.44
128
9.44
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'qwen3moe 30B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M.gguf; pp...
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Qwen3-VL 8B
Q4_K_M
8.77
4.68
1
99
128
512
0
512
3,060.55
128
77.69
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'qwen3vl 8B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q4_K_M.gguf; pp stddev 141.63; tg std...
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Qwen3-VL 8B
Q4_K_M
8.77
4.68
1
99
128
512
4,096
512
2,613.43
128
69.07
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'qwen3vl 8B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q4_K_M.gguf; pp stddev 87.17; tg stdd...
rtx-5060ti-16
NVIDIA GeForce RTX 5060 Ti
1
CUDA
Qwen3-VL 8B
Q4_K_M
8.77
4.68
1
99
128
512
16,384
512
1,422.97
128
53.05
3e4dfa8f3
11,658
3
2026-10-21
own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7V12 64-Core Processor, RAM 251 GiB; llama-bench model_type 'qwen3vl 8B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q4_K_M.gguf; pp stddev 44.11; tg stdd...