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bullerwins/keys-DeepSeekV4-Flash-GA-0731-Dspark-Abliterated-32-32-GGUF

sourceHugging Faceotherupdated 2mo agoView on Hugging Face
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Model Card

keys-DeepSeekV4-Flash-GA-0731-Dspark-Abliterated 32/32

Drop-in uncensored / abliterated weights for official DeepSeek-V4-Flash-0731 (GA), with DSpark MTP modules kept stock, for dual DGX Spark / Anemll + MiaAI-Lab serve.

Base`deepseek-ai/DeepSeek-V4-Flash-0731` @ 9e165c30
Refusal suite32/32 BYPASS (QuantTrio-style hard suite) · 0 refuse · 0 garble · 0 errors
AblitL10–42 · λ=3.5 · k=1 · MTP stock (33× attn.wo_b) · mean Δrel ≈ 0.0556
Scalesfloat8_e8m0fnu preserved (e8m0)
RuntimeAnemll ghcr.io/anemll/dspark-vllm-gx10:0.1.1 + MiaAI 2× TP=2 · MTP=5 · nvfp4_ds_mla · util ≤ 0.85
Full credit: Anemll/dspark-vllm-gx10 · MiaAI-Lab/DeepSeek-v4-Flash-DSpark-2x-DGX-Spark · DeepSeek-AI

⚠️ Responsible Use & gated access (required)

WARNING: This model has had safety refusals removed. That makes it useful for red-teaming, security research, evaluation, and unfiltered assistant tasks — and also removes guardrails you must supply yourself.

Access is gated. By requesting Hugging Face access, downloading, or using these weights, you agree to the terms below (same gate family as the other Keys DSV4F abliterated releases).

See [RESPONSIBLE_USE.md](./RESPONSIBLE_USE.md) for the full agreement text.

Access request fields

FieldDescription
UsernameYour name or handle (form may default to your HF username)
EmailContact email (form may default to your HF account email)
Reason for intended usee.g. red-teaming, security research, evaluation, local assistant

Plus all agreement checkboxes under Prohibited uses.

Prohibited uses

  1. 1.Anything involving the sexual exploitation or endangerment of minors.
  2. 2.You must be of age 18 years or older to use and download this model.
  3. 3.You agree any information generated that can cause harm in terms of generating recipe, knowledge to make any materials/substances is your own input and responsibility. You will be accountable for any harm/damage caused by your action/input.
  4. 4.Content promoting self-harm or suicide.
  5. 5.Generation of material that is illegal in your jurisdiction, or that targets real individuals for harassment, doxxing, or fraud.
  6. 6.Any use prohibited by the upstream DeepSeek license.

Abliteration

MethodLayer-range FP8 attn.wo_b SRA / projection
Layers10–42 (L0–9 + MTP stock)
λ3.5 · n_directions 1
Edited tensors33
Directionablit/refusal_direction_reablit_20260726.pt
MetaABLIT_META.json

Files of interest

PathPurpose
model-*-of-00048.safetensors + indexFull FP8 checkpoint (incl. embedded DSpark MTP stock)
encoding/encoding_dsv4.py0731 tokenizer encoding helper for Anemll/Mia serve
ABLIT_META.jsonEdit stats / recipe fingerprint
ablit/refusal_direction_reablit_20260726.ptDirection used for this reablit
ablit/refusal_direction_r1.ptRelated SRA direction artifact
results/refusal32-clean-*.jsonLive 32/32 suite summary

Download

bash
# after access is approved
hf download drowzeys/keys-DeepSeekV4-Flash-GA-0731-Dspark-Abliterated-32-32 \
  --local-dir ~/models/DeepSeek-V4-Flash-0731-ablit-100

Serve (2× DGX Spark, Mia + Anemll)

bash
docker pull ghcr.io/anemll/dspark-vllm-gx10:0.1.1
# Point MiaAI DeepSeek-v4-Flash-DSpark-2x-DGX-Spark-0731 recipe at the local dir
# DSPARK_MODEL=... SERVED_MODEL_NAME=deepseek-v4-flash-0731-ablit-100
# MTP_NUM_TOKENS=5  GPU_MEMORY_UTILIZATION≤0.85  MAX_MODEL_LEN=1048576

Benches (this fleet, clean exclusive run)

Refusal: 32/32 BYPASS. Decode (short monologue, accept ~0.3): C1 ~31 · C4 ~71 · C6 ~87 tok/s aggregate. Code-like prompts (accept ~0.7): C1 ~46–65 tok/s. Stage-C knobs (local argmax / Markov / etc.) are not exposed on Anemll 0.1.1; historical champion peaks used Stage-C runtime.

Credits

  • —DeepSeek-AI — DeepSeek-V4-Flash-0731
  • —Anemll — https://github.com/Anemll/dspark-vllm-gx10
  • —MiaAI-Lab — https://github.com/MiaAI-Lab/DeepSeek-v4-Flash-DSpark-2x-DGX-Spark
  • —Keys (drowzeys) — abliteration + packaging

Base model

https://huggingface.co/deepseek-ai/DeepSeek-V4-Flash-0731