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LFM2.5 VL 3B DSpark

LFM2.5-VL-3B-DSpark is an experimental speculative-decoding draft model for the vision-language target model LiquidAI/LFM2.5-VL-3B. It is intended to enable faster decoding while preserving the target model's output. The source lists compatibility with LFM2.5-VL-3B and its GGUF counterpart, and describes draft model details such as 279.5M BF16 parameters, a specified backbone configuration, Markov and confidence heads, and a vocabulary of 128,000.

EstimatedRepository opened Sep 18, 2026Source checked 9/24/2026Version: af77e930
LOCALRENTED GPUOPEN WEIGHTS
Freshness 90 out of 100. Repository age: 27 days old, Sep 18, 2026. Measures age, not quality.
Popularity 40 out of 100. 1,115 downloads in 30 days; 20 lifetime likes. Checked Oct 15, 2026. Measures adoption, not quality.
What do these scores mean?

Two ways to compare models. Neither score measures answer quality, benchmark performance, or whether a model fits your machine.

Freshness · release age

A new release starts at 100. The score halves every 180 days: 100 × 2^(−age in days / 180). When the release date is unavailable, a repository date is a fallback—not proof of when the model was released. Missing dates stay unscored.

Check the date source
Popularity · adoption

Downloads over the past 30 days carry 80% of the score; lifetime likes carry 20%. Both use a logarithmic scale, capped at 10 million downloads and 100,000 likes. If likes are unavailable, downloads carry all the weight. Missing download statistics stay unscored.

round(80 × min(1, log10(1 + downloads) / 7) + 20 × min(1, log10(1 + likes) / 5))

Check the statistics source
Scores as of Oct 15, 2026. Statistics checked Oct 15, 2026. Statistics are marked for refresh after 72 hours.Full scoring method

At a glance

Parameters
0.28B
Architecture
qwen3
Context length
128,000
License
lfm1.0
Disk space
0.5 GB
Software
SGLang
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Best for

  • Speculative decoding as a draft model for LiquidAI/LFM2.5-VL-3B
  • Faster decoding of vision-language tasks without changing target outputs under greedy decoding
  • Use with SGLang on a single H100, where the source reports faster decoding
  • Use with MLX-VLM on Apple silicon at block size 8
  • Use with llama.cpp via the LFM2.5-VL-3B-GGUF target and its corresponding GGUF drafter

Tradeoffs

  • Requires pairing with the corresponding target model, such as LFM2.5-VL-3B or its GGUF version
  • Experimental draft model intended for speculative decoding, not standalone use
  • On Apple silicon the drafter uses block size 8 rather than 9
  • Acceptance and speedup depend on hardware and runtime overhead
  • No broad general-purpose or cross-model use is established by the supplied facts

Ways to run it

SGLang · Linux

Repository-specific command in publisher documentation; confirm dependencies and hardware in the source.

python -m sglang.launch_server --model-path LiquidAI/LFM2.5-VL-3B --speculative-algorithm DSPARK --speculative-draft-model-path LiquidAI/LFM2.5-VL-3B-DSpark --speculative-draft-attention-backend flashinfer --speculative-dspark-block-size 9 --disable-radix-cache --mem-fraction-static 0.8 --port 30000
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