variant
string
vram_gb
int64
memory_type
string
bus_width_bit
int64
bandwidth_gbps
int64
tdp_w
int64
pcie_lanes
int64
gpu_count
int64
model
string
params_b
int64
quant
string
backend
string
backend_version
string
driver_version
string
os
string
context_len
int64
concurrency
int64
tok_s_prefill
float64
tok_s_decode
float64
vram_used_gb
float64
power_w
float64
thinking
string
source
string
submitter
string
date
timestamp[s]
notes
string
desktop
24
gddr7
192
672
140
16
1
qwopus36-27b-q4km
27
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
8,192
1
61.47
31.1
16.34
149.381
off
owner-measured
Andrew
2026-06-18T00:00:00
Seeded from llm-lab card-bench qwopus36-27b-q4km-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
2
qwopus36-27b-q4km
27
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
2,048
1
64.89
32.79
16.855
206.083
off
owner-measured
Andrew
2026-06-18T00:00:00
Seeded from llm-lab card-bench qwopus36-27b-q4km-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
2
qwopus36-27b-q4km
27
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
8,192
1
65.15
31.86
17.102
205.447
off
owner-measured
Andrew
2026-06-18T00:00:00
Seeded from llm-lab card-bench qwopus36-27b-q4km-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
2
qwen36-35b-a3b-nvfp4-verifier
35
nvfp4
vllm
0.23.0-a24a03aa
610.43.02
Ubuntu 24.04.4 LTS
8,192
1
14,178.05
198.99
44.912
232.333
off
owner-measured
Andrew
2026-06-22T00:00:00
vLLM concurrency bench 2026-06-22: stock NVFP4 ModelOpt verifier of Qwen3.6-35B-A3B served alone (no DFlash draft) on the 0.23.0-cu129 container, dual-GPU tensor-parallel + expert-parallel. Single-stream decode, 3-run median, client-stream timing. Same-session llama.cpp Q4_K_M baseline 130.69 tok/s decode at this conte...
desktop
24
gddr7
192
672
140
16
2
qwen36-35b-a3b-nvfp4-verifier
35
nvfp4
vllm
0.23.0-a24a03aa
610.43.02
Ubuntu 24.04.4 LTS
4,096
4
null
391.79
45.12
null
off
owner-measured
Andrew
2026-06-22T00:00:00
vLLM concurrency bench 2026-06-22 (CC-PROMPT-vllm-concurrency-bench). 4-way concurrent SUSTAINED decode: tok_s_decode is the aggregate over 4 streams at 256 tok/stream forced via ignore_eos (equal-length vs llama's natural 256); EP = tensor-parallel-size 2 + expert-parallel, 0.23.0-cu129 container. NOT natural-chat thr...
desktop
24
gddr7
192
672
140
16
2
qwen36-35b-a3b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
4,096
4
null
253.44
22.368
178.307
off
owner-measured
Andrew
2026-06-22T00:00:00
vLLM concurrency bench 2026-06-22: llama.cpp production baseline, 4-way concurrent SUSTAINED decode: tok_s_decode is the aggregate over 4 streams at 256 tok/stream (natural, hit the 256 cap), dual-GPU layer-split, q8_0 KV. Single measured volley (one-shot), not a 3-run median. tok_s_prefill is null - not separately mea...
desktop
24
gddr7
192
672
140
16
1
ornith-1.0-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
2,048
1
193.76
152.07
20.27
128.304
on
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-1gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
1
ornith-1.0-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
8,192
1
186.21
145.67
20.338
132.346
on
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-1gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
1
ornith-1.0-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
32,768
1
160.79
127.47
20.656
137.918
on
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-1gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
1
ornith-1.0-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
131,072
1
99.38
79.63
21.934
139.528
on
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-1gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
2
ornith-1.0-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
2,048
1
195.39
155.66
20.748
168.426
on
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-2gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
2
ornith-1.0-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
8,192
1
187.73
149.5
20.857
176.072
on
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-2gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
2
ornith-1.0-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
32,768
1
163.43
130.59
21.381
180.588
on
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-2gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
2
ornith-1.0-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
131,072
1
99.75
83.03
23.504
188.749
on
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-2gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
1
titus-cyber-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
2,048
1
191.12
152.05
20.27
119.553
off
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-1gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
1
titus-cyber-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
8,192
1
183.93
145.94
20.338
129.156
off
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-1gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
1
titus-cyber-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
32,768
1
157.88
126.98
20.656
121.624
off
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-1gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
1
titus-cyber-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
131,072
1
99.59
80.85
21.934
134.196
off
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-1gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
2
titus-cyber-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
2,048
1
190.15
156.47
20.748
158.476
off
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-2gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
2
titus-cyber-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
8,192
1
180.79
149.69
20.857
174.615
off
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-2gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
2
titus-cyber-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
32,768
1
160.56
131.36
21.381
160.318
off
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-2gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop
24
gddr7
192
672
140
16
2
titus-cyber-35b-q4-k-m
35
gguf-q4_k_m
llama.cpp
94a220cd6745e6e3f8de62870b66fd5b9bc92700
610.43.02
Ubuntu 24.04.4 LTS
131,072
1
97.74
83.88
23.502
166.126
off
owner-measured
Andrew
2026-06-26T00:00:00
Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-2gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement.