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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