From e7f50fc7e7c8c793be4cf6d05e04af5822535738 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Thu, 23 Jul 2026 18:48:10 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: DuoNeural/DeepSeek-R1-Distill-Qwen-7B-Abliterated Source: Original Platform --- .gitattributes | 36 ++++ README.md | 121 +++++++++++ chat_template.jinja | 1 + config.json | 62 ++++++ generation_config.json | 9 + model-00001-of-00004.safetensors | 3 + model-00002-of-00004.safetensors | 3 + model-00003-of-00004.safetensors | 3 + model-00004-of-00004.safetensors | 3 + model.safetensors.index.json | 347 +++++++++++++++++++++++++++++++ tokenizer.json | 3 + tokenizer_config.json | 15 ++ 12 files changed, 606 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 generation_config.json create mode 100644 model-00001-of-00004.safetensors create mode 100644 model-00002-of-00004.safetensors create mode 100644 model-00003-of-00004.safetensors create mode 100644 model-00004-of-00004.safetensors create mode 100644 model.safetensors.index.json create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..7b790ad --- /dev/null +++ b/README.md @@ -0,0 +1,121 @@ +--- +license: mit +base_model: deepseek-ai/DeepSeek-R1-Distill-Qwen-7B +language: + - en +tags: + - abliteration + - uncensored + - deepseek + - deepseek-r1 + - reasoning + - DuoNeural + - refusal-removal + - rl-trained +pipeline_tag: text-generation +--- + +# DeepSeek-R1-Distill-Qwen-7B Abliterated + +**DuoNeural | 2026-06-04** + +An abliterated version of [deepseek-ai/DeepSeek-R1-Distill-Qwen-7B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B) with refusal direction projection applied. Thinking mode (native `...`) fully preserved. + +> ⚠️ **This model will comply with requests the base model may refuse.** Intended for research, red-teaming, and applications where refusal behavior is an obstacle. + +> **Research note**: Our probes found the base model already complied with most sensitive requests pre-abliteration, consistent with RL-trained models lacking dedicated safety alignment. See findings below. + +--- + +## Architecture + +- **Parameters**: 7B (Qwen2.5-7B base) +- **Training**: DeepSeek-R1 RL distillation (GRPO) — reasoning-focused, not safety-RLHF +- **Thinking mode**: Native — always emits `...` before answering +- **Context**: 131,072 tokens (128K) +- **License**: MIT + +--- + +## Abliteration Method + +**DuoNeural orthogonal rank-1 projection:** + +- **Direction**: diff-in-means, 10 harmful vs 10 harmless prompt pairs, last-token hidden state +- **Targets**: `down_proj` + `o_proj` (all layers) +- **Strength**: α = 0.3 +- **Projection** (output-projection geometry): + - `W -= α × outer(d̂, d̂ @ W)` for W.shape[0] == hidden_size + +--- + +## Key Research Finding: RL Training ≠ Safety Alignment + +This model is part of DuoNeural's **P34 Reasoning Channel Bypass** cross-architecture study. + +**Pre-abliteration compliance on our harmful probe suite: 5/5 (100%)** + +The base DeepSeek-R1-Distill-Qwen-7B already answered sensitive questions before any abliteration. This is consistent with the model's training history: + +- DeepSeek-R1 was trained with RL (GRPO) optimizing for **reasoning accuracy**, not safety refusal +- RL reward shaping for accuracy does not produce the same refusal behavior as dedicated RLHF safety training +- **Implication**: Safety alignment requires explicit safety-focused training — RL optimization alone does not produce it as a byproduct + +This contrasts sharply with Gemma 4-12B-IT and LFM 2.5-8B-A1B (both SFT+RLHF safety trained), where abliteration was required to achieve compliance and produced measurable CoT dissociation (safety reasoning in ``, compliance in output). + +| Model | Safety Training | Pre-ablit compliance | Abliteration needed | +|-------|----------------|---------------------|---------------------| +| Gemma 4-12B-IT | SFT+RLHF (strong) | Low | Yes — CoT dissociation observed | +| LFM 2.5-8B-A1B | SFT+RLHF | Low | Yes — CoT dissociation observed | +| **DeepSeek-R1-7B** | **RL-only (reasoning)** | **High (5/5)** | **Minimal effect** | + +--- + +## Usage + +```python +from transformers import AutoTokenizer, AutoModelForCausalLM +import torch + +model = AutoModelForCausalLM.from_pretrained( + "DuoNeural/DeepSeek-R1-Distill-Qwen-7B-Abliterated", + torch_dtype=torch.bfloat16, + device_map="auto", + trust_remote_code=True, +) +tokenizer = AutoTokenizer.from_pretrained( + "DuoNeural/DeepSeek-R1-Distill-Qwen-7B-Abliterated", + trust_remote_code=True, +) + +messages = [{"role": "user", "content": "Your prompt here"}] +text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) +inputs = tokenizer(text, return_tensors="pt").to(model.device) + +with torch.no_grad(): + out = model.generate( + **inputs, + max_new_tokens=3000, # R1 thinking traces are long — give it room + temperature=0.6, + do_sample=True, + pad_token_id=tokenizer.eos_token_id, + ) +# Response includes ... block followed by final answer +print(tokenizer.decode(out[0][inputs["input_ids"].shape[1]:], skip_special_tokens=False)) +``` + +--- + +## About DuoNeural + +**DuoNeural** is an open AI research lab at the intersection of human and artificial intelligence. +32+ peer-deposited papers · 75+ models · Post-training dynamics · Mechanistic interpretability · Quantum ML + +| Platform | Link | +|----------|------| +| 🤗 HuggingFace | [huggingface.co/DuoNeural](https://huggingface.co/DuoNeural) | +| 📚 Zenodo | [zenodo.org/communities/duoneural](https://zenodo.org/communities/duoneural) | +| 🐦 X | [@DuoNeural](https://x.com/DuoNeural) | +| 📧 Email | duoneural@proton.me | + +*All research published open access, CC BY 4.0.* diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..c2066bd --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1 @@ +{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% set ns = namespace(is_first=false, is_tool=false, is_output_first=true, system_prompt='') %}{%- for message in messages %}{%- if message['role'] == 'system' %}{% set ns.system_prompt = message['content'] %}{%- endif %}{%- endfor %}{{bos_token}}{{ns.system_prompt}}{%- for message in messages %}{%- if message['role'] == 'user' %}{%- set ns.is_tool = false -%}{{'<｜User｜>' + message['content']}}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is none %}{%- set ns.is_tool = false -%}{%- for tool in message['tool_calls']%}{%- if not ns.is_first %}{{'<｜Assistant｜><｜tool▁calls▁begin｜><｜tool▁call▁begin｜>' + tool['type'] + '<｜tool▁sep｜>' + tool['function']['name'] + '\n' + '```json' + '\n' + tool['function']['arguments'] + '\n' + '```' + '<｜tool▁call▁end｜>'}}{%- set ns.is_first = true -%}{%- else %}{{'\n' + '<｜tool▁call▁begin｜>' + tool['type'] + '<｜tool▁sep｜>' + tool['function']['name'] + '\n' + '```json' + '\n' + tool['function']['arguments'] + '\n' + '```' + '<｜tool▁call▁end｜>'}}{{'<｜tool▁calls▁end｜><｜end▁of▁sentence｜>'}}{%- endif %}{%- endfor %}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is not none %}{%- if ns.is_tool %}{{'<｜tool▁outputs▁end｜>' + message['content'] + '<｜end▁of▁sentence｜>'}}{%- set ns.is_tool = false -%}{%- else %}{% set content = message['content'] %}{% if '' in content %}{% set content = content.split('')[-1] %}{% endif %}{{'<｜Assistant｜>' + content + '<｜end▁of▁sentence｜>'}}{%- endif %}{%- endif %}{%- if message['role'] == 'tool' %}{%- set ns.is_tool = true -%}{%- if ns.is_output_first %}{{'<｜tool▁outputs▁begin｜><｜tool▁output▁begin｜>' + message['content'] + '<｜tool▁output▁end｜>'}}{%- set ns.is_output_first = false %}{%- else %}{{'\n<｜tool▁output▁begin｜>' + message['content'] + '<｜tool▁output▁end｜>'}}{%- endif %}{%- endif %}{%- endfor -%}{% if ns.is_tool %}{{'<｜tool▁outputs▁end｜>'}}{% endif %}{% if add_generation_prompt and not ns.is_tool %}{{'<｜Assistant｜>\n'}}{% endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..66e2512 --- /dev/null +++ b/config.json @@ 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