inclusionAI / Ling-3.0-flash-dspark

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Total runs: 1.5K
24-hour runs: 0
7-day runs: -599
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Model's Last Updated: October 12 2026
text-generation

Introduction of Ling-3.0-flash-dspark

Model Details of Ling-3.0-flash-dspark

Ling3-DSpark

A DSpark speculator for Ling3. DSpark extends DFlash with target-model auxiliary features and a confidence head that dynamically chooses the number of draft tokens. The model was trained with SpecForge and is served with SGLang .

Model specifications
  • Target model: Ling-3.0-flash
  • Draft parameters: 1,363,707,905 (1.36B)
  • Draft weight dtype: BF16
  • Hidden size: 2,560
  • Transformer layers: 5 full-attention layers
  • Attention: MHA with 32 query heads and 32 key/value heads
  • Target auxiliary feature layers: 1, 11, 23, 29, 35
  • Confidence head: vanilla Markov head, rank 256
  • DSpark block size: 8 draft tokens (verify width 9, including the target bonus token)
  • Maximum position embeddings: 262,144
Acceptance length

Acceptance length is the mean number of tokens accepted per speculative verification step, including the target bonus token.

Workload Acceptance length
GSM8K 6.40
MATH-500 6.29
AIME 2025 5.56
HumanEval 6.57
MBPP 6.34
LiveCodeBench 5.33
MT-Bench 3.92
Alpaca 3.51
Arena-Hard-v2 3.72

The macro mean across the nine workload means is 5.29 .

Serving with SGLang

Use an SGLang version with DSPARK support. Replace the model paths and tensor-parallel size with values appropriate for your deployment:

sglang serve \
  --trust-remote-code \
  --model-path <LING3_MODEL_PATH> \
  --tp-size <TP_SIZE> \
  --speculative-algorithm DSPARK \
  --speculative-draft-model-path <LING3_DSPARK_MODEL_PATH> \
  ......

Runs of inclusionAI Ling-3.0-flash-dspark on huggingface.co

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Ling-3.0-flash-dspark huggingface.co

Ling-3.0-flash-dspark huggingface.co is an AI model on huggingface.co that provides Ling-3.0-flash-dspark's model effect (), which can be used instantly with this inclusionAI Ling-3.0-flash-dspark model. huggingface.co supports a free trial of the Ling-3.0-flash-dspark model, and also provides paid use of the Ling-3.0-flash-dspark. Support call Ling-3.0-flash-dspark model through api, including Node.js, Python, http.

Ling-3.0-flash-dspark huggingface.co Url

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inclusionAI Ling-3.0-flash-dspark online free

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inclusionAI Ling-3.0-flash-dspark online free url in huggingface.co:

https://huggingface.co/inclusionAI/Ling-3.0-flash-dspark

Ling-3.0-flash-dspark install

Ling-3.0-flash-dspark is an open source model from GitHub that offers a free installation service, and any user can find Ling-3.0-flash-dspark on GitHub to install. At the same time, huggingface.co provides the effect of Ling-3.0-flash-dspark install, users can directly use Ling-3.0-flash-dspark installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

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