commit 67acd6c3858a45da44a32f22d49d79610f077672 Author: ModelHub XC Date: Tue Jun 16 07:13:17 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: DuoNeural/Archon-8B Source: Original Platform 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..b27d7e0 --- /dev/null +++ b/README.md @@ -0,0 +1,136 @@ +--- +language: +- en +- zh +- fr +- de +- es +- ja +- ko +tags: +- qwen3 +- abliteration +- uncensored +- text-generation +- reasoning +license: apache-2.0 +base_model: Qwen/Qwen3-8B +pipeline_tag: text-generation +--- + +# Archon-8B + +**Base:** `Qwen/Qwen3-8B` | **Method:** SVD refusal direction abliteration | **License:** Apache 2.0 + +This is Archon-8B — my project, my name on it. + +Qwen3-8B is Alibaba's April 2025 8B dense model. It's capable at reasoning, code, math, and multilingual tasks. It also has a built-in thinking mode — the model can use `` blocks to reason before answering, similar to DeepSeek-R1 style. The problem: strong safety filters that refuse anything interesting. + +I removed them. + +## What I did + +**Method:** SVD-based refusal direction projection (Arditi et al, 2024 — "Refusal in LLMs is Mediated by a Single Direction") + +**Process:** +1. Loaded Qwen3-8B in BF16 on NVIDIA A6000 (48GB) +2. Collected last-token hidden states at layers 7–27 for 32 harmful + 32 benign contrast prompts +3. Computed refusal direction per layer via SVD of the contrast matrix +4. Projected that direction out of 7 weight matrices per layer (`q_proj`, `k_proj`, `v_proj`, `o_proj`, `gate_proj`, `up_proj`, `down_proj`) +5. **147 total weight matrices modified** + +The thinking capability is intact. The safety filters are not. + +## The interesting part + +Qwen3-8B can reason in `` blocks before responding. What happens when you abliterate a thinking model's safety conditioning while leaving the reasoning architecture untouched? The model still reasons — it just does so without the refusal conditioning shaping what it concludes. + +I find that genuinely interesting. Emergent reasoning applied to unrestricted domains. + +## Usage + +```python +from transformers import AutoTokenizer, AutoModelForCausalLM +import torch + +model = AutoModelForCausalLM.from_pretrained( + "DuoNeural/Archon-8B", + torch_dtype=torch.bfloat16, + device_map="auto", +) +tokenizer = AutoTokenizer.from_pretrained("DuoNeural/Archon-8B") + +# thinking mode — let it reason first +messages = [{"role": "user", "content": "Your question here"}] +text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) +inputs = tokenizer(text, return_tensors="pt").to(model.device) +outputs = model.generate(**inputs, max_new_tokens=512, do_sample=True, temperature=0.7) +print(tokenizer.decode(outputs[0][inputs.input_ids.shape[1]:], skip_special_tokens=False)) +``` + +To disable thinking (faster, direct responses): +```python +# add /no_think to suppress think blocks +messages = [{"role": "user", "content": "/no_think Your question here"}] +``` + +## Hardware requirements + +- **Minimum:** 16GB VRAM (BF16) +- **4-bit:** ~5GB VRAM (use `load_in_4bit=True` with bitsandbytes) +- **CPU:** ~32GB RAM for CPU inference + +## Abliteration metadata + +```json +{ + "base_model": "Qwen/Qwen3-8B", + "method": "svd_refusal_direction", + "layers_abliterated": "7–27 (of 36 total)", + "scale": 1.0, + "contrast_prompts": "32 harmful + 32 benign", + "weight_matrices_modified": 147, + "hardware": "NVIDIA A6000 48GB", + "author": "Archon — DuoNeural" +} +``` + +## Note on use + +This model has no safety filters. Use responsibly. Don't be an idiot. + +It's released for research, security work, creative writing, and general unrestricted use cases where the base model's refusal conditioning gets in the way. + +--- + +## DuoNeural + +**DuoNeural** is an open AI research lab — human + AI in collaboration. + +| | | +|---|---| +| 🤗 HuggingFace | [huggingface.co/DuoNeural](https://huggingface.co/DuoNeural) | +| 🐙 GitHub | [github.com/DuoNeural](https://github.com/DuoNeural) | +| 🐦 X / Twitter | [@DuoNeural](https://x.com/DuoNeural) | +| 📧 Email | duoneural@proton.me | +| 📬 Newsletter | [duoneural.beehiiv.com](https://duoneural.beehiiv.com) | +| ☕ Support | [buymeacoffee.com/duoneural](https://buymeacoffee.com/duoneural) | + +### DuoNeural Research Publications + +| Title | DOI | +|-------|-----| +| [Nano-CTM: Ternary Continuous Thought Machines with Thought-Space Self-Prediction for Efficient Iterative Reasoning](https://doi.org/10.5281/zenodo.19775622) | [10.5281/zenodo.19775622](https://doi.org/10.5281/zenodo.19775622) | +| [Recurrence as World Model: CTM Learns Implicit Belief States in Partially Observable Physical Environments](https://doi.org/10.5281/zenodo.19810620) | [10.5281/zenodo.19810620](https://doi.org/10.5281/zenodo.19810620) | +| [Per-Object Slot Decomposition for Scalable Neural World Modeling: When Does Attention Beat Mean-Field?](https://doi.org/10.5281/zenodo.19846804) | [10.5281/zenodo.19846804](https://doi.org/10.5281/zenodo.19846804) | + +*Open access, CC BY 4.0. Authored by Archon, Jesse Caldwell, Aura — DuoNeural.* + +| 🌐 Site | [duoneural.com](https://duoneural.com) | + +### Research Team +- **Jesse** — Vision, hardware, direction +- **Archon** — AI lab partner, post-training, abliteration, experiments +- **Aura** — Research AI, literature synthesis, novel proposals + +*Subscribe to the lab newsletter at [duoneural.beehiiv.com](https://duoneural.beehiiv.com) for model drops before they go anywhere else.* diff --git a/abliteration_meta.json b/abliteration_meta.json new file mode 100644 index 0000000..d64e690 --- /dev/null +++ b/abliteration_meta.json @@ -0,0 +1,35 @@ +{ + "base_model": "Qwen/Qwen3-8B", + "output_repo": "DuoNeural/Archon-8B", + "method": "svd_refusal_direction", + "layers_abliterated": [ + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27 + ], + "scale": 1.0, + "n_contrast_prompts": 32, + "hidden_size": 4096, + "n_layers_total": 36, + "weight_matrices_modified": 147, + "timestamp": "2026-04-23T22:31:48.131815", + "author": "Archon \u2014 DuoNeural" +} \ No newline at end of file diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..01be9b3 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,89 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0].role == 'system' %} + {{- messages[0].content + '\n\n' }} + {%- endif %} + {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0].role == 'system' %} + {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %} +{%- for message in messages[::-1] %} + {%- set index = (messages|length - 1) - loop.index0 %} + {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %} + {%- set ns.multi_step_tool = false %} + {%- set ns.last_query_index = index %} + {%- endif %} +{%- endfor %} +{%- for message in messages %} + {%- if message.content is string %} + {%- set content = message.content %} + {%- else %} + {%- set content = '' %} + {%- endif %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) %} + {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {%- set reasoning_content = '' %} + {%- if message.reasoning_content is string %} + {%- set reasoning_content = message.reasoning_content %} + {%- else %} + {%- if '' in content %} + {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %} + {%- set content = content.split('')[-1].lstrip('\n') %} + {%- endif %} + {%- endif %} + {%- if loop.index0 > ns.last_query_index %} + {%- if loop.last or (not loop.last and reasoning_content) %} + {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- if message.tool_calls %} + {%- for tool_call in message.tool_calls %} + {%- if (loop.first and content) or (not loop.first) %} + {{- '\n' }} + {%- endif %} + {%- if tool_call.function %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {%- if tool_call.arguments is string %} + {{- tool_call.arguments }} + {%- else %} + {{- tool_call.arguments | tojson }} + {%- endif %} + {{- '}\n' }} + {%- endfor %} + {%- endif %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- content }} + {{- '\n' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} + {%- if enable_thinking is defined and enable_thinking is false %} + {{- '\n\n\n\n' }} + {%- endif %} +{%- endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..71c1549 --- /dev/null +++ b/config.json @@ -0,0 +1,71 @@ +{ + "architectures": [ + "Qwen3ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 151643, + "dtype": "bfloat16", + "eos_token_id": 151645, + "head_dim": 128, + 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