DFlash speculator for the INT4 target
poolside/Laguna-S-2.1-INT4
. The
speculator is a 6-layer Laguna-style draft model (BF16); pair it with the INT4 base for
lower-latency serving via speculative decoding.
Trained:
e0630_rhiemann_baseline
SFT, DFlash Stage-2, 15k steps. Recommended
serving setting:
num_speculative_tokens=7
.
DFlash upstream support is in progress (vLLM #46853, SGLang #29446, TRT-LLM #15666). Use
poolside/Laguna-S-2.1-INT4
as the target model.
Benchmarks
Measured with TP=2,
temperature=0
, and
num_speculative_tokens=15
.
Throughput speedup
Concurrency
GSM8K
MATH-500
HumanEval
MBPP
MT-Bench
1
3.697x
3.216x
3.776x
2.704x
2.525x
4
2.815x
2.521x
2.995x
2.145x
1.980x
8
2.541x
2.247x
2.865x
1.970x
1.953x
16
2.426x
2.161x
2.629x
1.895x
1.935x
Acceptance length
Concurrency
GSM8K
MATH-500
HumanEval
MBPP
MT-Bench
1
6.273
5.363
6.416
4.532
4.217
4
6.111
5.336
6.416
4.498
4.154
8
6.133
5.356
6.777
4.565
4.383
16
6.145
5.393
6.314
4.507
4.636
Runs of poolside Laguna-S-2.1-DFlash-INT4 on huggingface.co
163
Total runs
-3
24-hour runs
-3
3-day runs
-18
7-day runs
-334
30-day runs
More Information About Laguna-S-2.1-DFlash-INT4 huggingface.co Model
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