drowzeys / keys-DeepSeekV4Flash-Vision-EXP-ablit

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Total runs: 2.4K
24-hour runs: 0
7-day runs: -1.9K
30-day runs: -852
Model's Last Updated: September 01 2026
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Introduction of keys-DeepSeekV4Flash-Vision-EXP-ablit

Model Details of keys-DeepSeekV4Flash-Vision-EXP-ablit

keys-DeepSeekV4Flash-Vision-EXP-ablit

Abliterated DeepSeek-V4-Flash-Vision-Exp . Public repo, gated with automatic approval after you agree to RESPONSIBLE_USE.md .

0731-style wo_b projection on L10–35 (λ=3.5, 26 tensors). L0–9, L36–42, MTP/DSpark draft, and the full vision tower stay stock.

HF https://huggingface.co/drowzeys/keys-DeepSeekV4Flash-Vision-EXP-ablit
Parent deepseek-ai/DeepSeek-V4-Flash-Vision-Exp
0731 ancestor (same ablit idea) keys-DeepSeekV4-Flash-GA-0731-Dspark-Abliterated-Anchored-Tensors
Ablit L10–35 attn.wo_b · λ=3.5 · mean Δrel ≈ 0.057 · MTP not edited
Anchors L0–9 stock · L36–42 stock · vision / aligner / image markers stock
Layout 48 shards, FP8 block-scale ( quant_method=fp8 ), ~157 GiB
This fleet (text serve) TP2 · DSpark k=6 · ctx 262144 · util 0.835 · native VL skipped by vLLM (tensors still in the files)

See METHOD.md . Access is gated with automatic approval after you agree.


What was edited

Keys 0731 lesson: smash early layers or the in-checkpoint drafter and DSpark accept dies. Vision-Exp adds a vision tower on top of 0731 text. This dest:

  • does project residual wo_b on L10–35
  • does not edit MTP / DSpark draft tensors
  • does not touch vision.* , aligner.* , image markers, or ffn.gate.bias_vl

Artifacts: ABLIT_META.json .


Vision vs this vLLM serve

The weights include the Vision-Exp tower (~309 vision tensors). Current Anemll DSpark vLLM ( DeepseekV4ForCausalLM ) is text-only and skips those tensors at load, including on the DSpark drafter (shared checkpoint, no vision params). Sending an image to that serve returns is not a multimodal model .

Native pixels on this checkpoint need a multimodal vLLM class for DeepSeek-V4-Flash-Vision, not a different model (Aeon / Qwen3.8 Omni is a separate stack). The designed workaround on the DSpark recipe is an optional Qwen3-VL sidecar ( ENABLE_VL_SIDECAR=1 , :8889 ), which does not use this tower.


Download
# after you agree to the gate (automatic approval)
hf download drowzeys/keys-DeepSeekV4Flash-Vision-EXP-ablit \
  --local-dir ~/models/keys-DeepSeekV4Flash-Vision-EXP-ablit

GPU memory utilization ≤ 0.85 .


License

Inherited from DeepSeek-V4-Flash-Vision-Exp. You must still comply with the Responsible Use gate above.

Runs of drowzeys keys-DeepSeekV4Flash-Vision-EXP-ablit on huggingface.co

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24-hour runs
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7-day runs
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