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
• anchored-tensors
  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-Anchored-Tensors

Drop-in abliterated weights for official DeepSeek-V4-Flash-0731 (GA) that still run MiaAI-Lab’s production 2× DGX Spark recipe with DSpark speculative decoding intact.

The ablit is L10–35 only. DSpark target layers 40–42 (and L36–39) are restored hash-identical to official stock safetensors. MTP / draft tensors were never edited (edit_mtp: false).

This replaces the earlier L10–42 drop on this repo (…-Abliterated-32-32). Same gated terms. Old URL redirects here.

Full credit: Anemll/dspark-vllm-gx10 · MiaAI-Lab/DeepSeek-v4-Flash-DSpark-2x-DGX-Spark · DeepSeek-AI

See RESPONSIBLE_USE.md and the gate form above.

Why “anchored tensors”

0731 ships DSpark inside the checkpoint (dspark_target_layer_ids: [40, 41, 42]). Projecting wo_b through L42 walks through the drafter. The target stops refusing; the stock drafter keeps proposing refusal-shaped tokens; acceptance dies.

This drop restores those safetensor shards to official stock:

Invariant (DSPARK_ANCHOR_MANIFEST.json): restored target shards hash-identical to official stock; live source and all MTP/draft tensors unchanged.

Live vs official 0731 (same Mia production stack, 2026-08-23)

2× DGX Spark · Anemll 0.1.1@sha256:a83948492cf1… · vLLM 0.25.2.dev0+g752a3a504 · 1M ctx · seqs=6 · util 0.835 · thinking off.

Real tasks (C1 decode / C6 agg):

MiaAI matrix (bench-miaai.py, 128 tok, thinking false):

Smoke 6/6 both legs. Long c=6 is Mia issue #27 (serialized long prefill), not an ablit regression.

Download

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

The previous id drowzeys/keys-DeepSeekV4-Flash-GA-0731-Dspark-Abliterated-32-32 redirects here.

Serve (Mia + Anemll, 2× DGX Spark)

docker pull ghcr.io/anemll/dspark-vllm-gx10:0.1.1
# In MiaAI DeepSeek-v4-Flash-DSpark-2x-DGX-Spark .env.dspark:
# ABLITERATED=1
# DSPARK_MODEL_ABLITERATED=/path/to/DeepSeek-V4-Flash-0731-ablit-anchored
# DSPARK_REVISION_ABLITERATED=
# DSPARK_ENCODING_FILE=.../encoding/encoding_dsv4.py
# MTP_NUM_TOKENS=5  GPU_MEMORY_UTILIZATION_TEXT=0.835  MAX_MODEL_LEN=1048576

Files

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 + safetensor anchors