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

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bullerwins/keys-DeepSeekV4-Flash-GA-0731-Dspark-Abliterated-32-32-GGUF is an uncensored open-source model hosted on Hugging Face.

Text GenerationvLLMGGUFChineseEnglishMultilingualLicense: othertransformersdeepseekdeepseek-v4deepseek-v4-flash0731dsparkabliterateduncensoredmoefp8nvfp4dgx-sparkgb10anemllmiaaiconversational
README.md说明 / 使用方法

license: other license_name: deepseek license_link: https://huggingface.co/deepseek-ai/DeepSeek-V4-Flash-0731 language:

  • en
  • zh tags:
  • deepseek
  • deepseek-v4
  • deepseek-v4-flash
  • "0731"
  • dspark
  • abliterated
  • uncensored
  • moe
  • fp8
  • nvfp4
  • vllm
  • dgx-spark
  • gb10
  • anemll
  • miaai base_model: deepseek-ai/DeepSeek-V4-Flash-0731 library_name: transformers pipeline_tag: text-generation extra_gated_prompt: |

Responsible Use Agreement

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 a user must therefore supply themselves.

Prohibited uses (you must agree before access is granted):

  • Anything involving the sexual exploitation or endangerment of minors.
  • You must be of age 18 years or older to use and download this model.
  • 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.
  • Content promoting self-harm or suicide.
  • Generation of material that is illegal in your jurisdiction, or that targets real individuals for harassment, doxxing, or fraud.
  • Any use prohibited by the upstream DeepSeek license.

You are responsible for adding appropriate safety filtering, human review, and access controls for your deployment. The weights are provided as-is, with no warranty. The license is inherited from the upstream DeepSeek base model — review and comply with it before use or redistribution. extra_gated_fields: Username: text Email: text Reason for intended use: text I am 18 years of age or older: checkbox I will not use this model for any sexual exploitation or endangerment of minors: checkbox I accept full responsibility for my inputs and any harm from generated content: checkbox I will not use this model for self-harm, suicide promotion, illegal activity, harassment, doxxing, or fraud: checkbox I agree to comply with the upstream DeepSeek base-model license: checkbox I agree to the Responsible Use terms above: checkbox

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.

Basedeepseek-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 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. Anything involving the sexual exploitation or endangerment of minors.
  2. You must be of age 18 years or older to use and download this model.
  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. Content promoting self-harm or suicide.
  5. Generation of material that is illegal in your jurisdiction, or that targets real individuals for harassment, doxxing, or fraud.
  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

# 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)

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

HUGGING FACE

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来源与版本

作者
bullerwins
最近更新
2026/08/03
最新创建
2026/08/02
HF 趋势
未知
数据快照
2026/09/17
版本
未知
许可证
other