⁄
Stejný vstup, stejný výstup
identical to the reference
differs from the reference
LFM2.5-350M
dense, BF16, A100
Qwen3-4B
dense, BF16, A100
Qwen3.6-35B-A3B
MoE, NVFP4, Blackwell
hello
fact
story
math
code
hello
fact
story
math
code
hello
fact
story
math
code
E1
batch size 1, one process
reference: repeat 0 of the same setting
vLLM
greedy
vLLM
sampling, T = 0.7
vLLM
sampling, T = 1.0
llama.cpp
greedy
llama.cpp
sampling, T = 0.7
llama.cpp
sampling, T = 1.0
E2
batching
reference: E1 greedy, repeat 0
vLLM
batch of 2
vLLM
batch of 4
vLLM
batch of 8
llama.cpp
--parallel 2
llama.cpp
--parallel 4
llama.cpp
--parallel 8
E3
vLLM batch-invariant mode
reference: batch-invariant batch 1, repeat 0
vLLM
batch of 1
–
–
vLLM
batch of 2
–
–
vLLM
batch of 4
–
–
vLLM
batch of 8
–
–
E4
L40S instead of A100
reference: E1 greedy on A100, repeat 0
vLLM
greedy on L40S
–
llama.cpp
greedy on L40S
–
E3
cost of batch-invariant mode
vLLM, Qwen3-4B, A100, tokens/s of the whole batch
default
batch-invariant
batch of 1
118
39
3.0× slower
batch of 2
156
49
3.2× slower
batch of 4
264
86
3.1× slower
batch of 8
512
173
3.0× slower
report
|
plan
|
repository