poolside / Laguna-XS-2.1-DFlash

huggingface.co
Total runs: 846
24-hour runs: -9
7-day runs: -49
30-day runs: 122
Model's Last Updated: July 21 2026

Introduction of Laguna-XS-2.1-DFlash

Model Details of Laguna-XS-2.1-DFlash

poolside/Laguna-XS-2.1-DFlash

DFlash speculator for poolside/Laguna-XS-2.1 .

Model Specifications
Base Model poolside/Laguna-XS-2.1
Draft Architecture 5-layer Llama-style draft model ( DFlashLagunaForCausalLM )
Hidden Size 2048
Attention Heads 64 query / 8 key-value, head_dim 128
Sliding Window 512
Gating Per-head
Proposals Up to 15 tokens per step
Chat Template poolside/Laguna-XS-2.1 (use /chat/completions endpoint)
Format Safetensors (BF16)
License OpenMDW-1.1
Deployment

DFlash speculative-decoding support for Laguna XS 2.1 has not yet landed upstream . Integrations are in progress:

See the "Speculative decoding (DFlash)" notes on the Laguna XS 2.1 model card for current status.

Once vLLM support lands, pair this speculator with the base model by adding a --speculative-config block to the standard Laguna XS 2.1 serve command:

# Support in progress — see vllm-project/vllm#46853
vllm serve poolside/Laguna-XS-2.1 \
    --tool-call-parser poolside_v1 \
    --reasoning-parser poolside_v1 \
    --enable-auto-tool-choice \
    --default-chat-template-kwargs '{"enable_thinking": true}' \
    --speculative-config '{"model": "poolside/Laguna-XS-2.1-DFlash", "num_speculative_tokens": 15, "method": "dflash"}'

SGLang support:

sglang serve \
    --model-path poolside/Laguna-XS-2.1 \
    --speculative-algorithm DFLASH \
    --speculative-draft-model-path poolside/Laguna-XS-2.1-DFlash
Evaluation

Speculative-decoding throughput and mean acceptance length for the (BF16) Laguna XS 2.1 target paired with this speculator ( num_speculative_tokens = 15 ), versus the same model without speculative decoding:

Dataset Baseline (tok/s/seq) DFlash (tok/s/seq) Speedup Acceptance length
GSM8K v2 80.22 133.78 ×1.67 3.55
HumanEval 95.57 252.59 ×2.64 4.57
EvalPlus 97.68 192.69 ×1.97 4.10
Math 73.63 139.84 ×1.90 4.40
License

This model is licensed under the OpenMDW-1.1 License .

Intended and Responsible Use

Laguna-XS-2.1-DFlash is designed for software engineering and agentic coding use cases, and you are responsible for confirming that it is appropriate for your intended application. Laguna-XS-2.1-DFlash is subject to the OpenMDW-1.1 License , and should be used consistently with Poolside's Acceptable Use Policy .

Please report security vulnerabilities or safety concerns to [email protected] .

References

Runs of poolside Laguna-XS-2.1-DFlash on huggingface.co

846
Total runs
-9
24-hour runs
-21
3-day runs
-49
7-day runs
122
30-day runs

More Information About Laguna-XS-2.1-DFlash huggingface.co Model

More Laguna-XS-2.1-DFlash license Visit here:

https://choosealicense.com/licenses/openmdw-1.1

Laguna-XS-2.1-DFlash huggingface.co

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Laguna-XS-2.1-DFlash install

Laguna-XS-2.1-DFlash is an open source model from GitHub that offers a free installation service, and any user can find Laguna-XS-2.1-DFlash on GitHub to install. At the same time, huggingface.co provides the effect of Laguna-XS-2.1-DFlash install, users can directly use Laguna-XS-2.1-DFlash installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

Laguna-XS-2.1-DFlash install url in huggingface.co:

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Url of Laguna-XS-2.1-DFlash

Laguna-XS-2.1-DFlash huggingface.co Url

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Updated:May 08 2026