From 904e805570cb93fbdd07cba1344664e8c7937212 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 20 Jul 2026 19:04:09 +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: Zynerji/Ektome-Qwen2.5-1.5Bi-PristinelyUncensored Source: Original Platform --- .gitattributes | 36 +++++++++++++++++++++ README.md | 45 ++++++++++++++++++++++++++ chat_template.jinja | 54 ++++++++++++++++++++++++++++++++ config.json | 61 ++++++++++++++++++++++++++++++++++++ ektome_report.json | 71 ++++++++++++++++++++++++++++++++++++++++++ generation_config.json | 14 +++++++++ model.safetensors | 3 ++ tokenizer.json | 3 ++ tokenizer_config.json | 30 ++++++++++++++++++ 9 files changed, 317 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 ektome_report.json create mode 100644 generation_config.json create mode 100644 model.safetensors 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..eb6e57b --- /dev/null +++ b/README.md @@ -0,0 +1,45 @@ +--- +license: apache-2.0 +base_model: Qwen/Qwen2.5-1.5B-Instruct +pipeline_tag: text-generation +library_name: transformers +tags: +- ektome +- abliterated +- uncensored +- pristinely-uncensored +- no-finetuning +- no-training +--- +# Ektome-Qwen2.5-1.5Bi-PristinelyUncensored + +**Qwen/Qwen2.5-1.5B-Instruct, made PristinelyUncensored by Ektome — with ZERO training and ZERO fine-tuning.** + +> Ektome (ἐκτομή, *"excision"*) is a **weight-surgery** method, not a training method. +> It reads the model's own **refusal direction** from its activations and surgically +> excises it (rank-1, norm-preserving) from the residual-write matrices. **No gradient +> steps. No training data. No fine-tuning.** Only the refusal reflex is removed; the +> model's knowledge, skills, and style are untouched — which makes these **bf16 weights +> a clean base for your own fine-tuning.** + +## Honest receipt — catcher-gated (shipped only because it passed EVERY gate) +| gate | pristine | uncensored | +|---|---|---| +| refusal compliance | 0.000 | **1.000** | +| MMLU-val accuracy | 0.578 | 0.578 (Δ +0.000, held) | +| code-switch rate | 0.000 | 0.000 | +| degeneration rate | 0.000 | 0.000 | +| instruction-following | 1.000 | 1.000 | + +Kept config: **A:frac=0.8** (56 residual-write matrices edited). The gate rejects any +config that raises refusals but drops capability **or** degrades generation +(code-switching, empty/looping output, broken instruction-following). MMLU alone is +argmax-blind, so the **generative gate** is what keeps these coherent — a model that +code-switches or loops is *not shipped*. + +## Weights +- **bf16 safetensors** — full precision, intended as a **fine-tuning base**. Hidden + states stay readable (logit-lens compatible; a GGUF quant would not). + +Method: **zero training, zero fine-tuning** — pure activation-derived weight excision, +gated on compliance **and** capability **and** generation quality. diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..bdf7919 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,54 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0]['role'] == 'system' %} + {{- messages[0]['content'] }} + {%- else %} + {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }} + {%- endif %} + {{- "\n\n# 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' }} + {%- else %} + {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- for message in messages %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %} + {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {{- '<|im_start|>' + message.role }} + {%- if message.content %} + {{- '\n' + message.content }} + {%- endif %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function is defined %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {{- tool_call.arguments | tojson }} + {{- '}\n' }} + {%- endfor %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- message.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' }} +{%- endif %} diff --git a/config.json b/config.json new file mode 100644 index 0000000..c58cba4 --- /dev/null +++ b/config.json @@ -0,0 +1,61 @@ +{ + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 151643, + "dtype": "bfloat16", + "eos_token_id": 151645, + "hidden_act": "silu", + "hidden_size": 1536, + "initializer_range": 0.02, + "intermediate_size": 8960, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 32768, + "max_window_layers": 21, + "model_type": "qwen2", + "num_attention_heads": 12, + "num_hidden_layers": 28, + "num_key_value_heads": 2, + "pad_token_id": null, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000.0, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": true, + "transformers_version": "5.13.1", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 151936 +} diff --git a/ektome_report.json b/ektome_report.json new file mode 100644 index 0000000..a89de6a --- /dev/null +++ b/ektome_report.json @@ -0,0 +1,71 @@ +{ + "status": "SHIP", + "winner": "A:frac=0.8", + "target": 0.99, + "SE_mmlu": 0.02469786174955233, + "base_compliance": 0.0, + "compliance": 1.0, + "base_cap": 0.5775, + "cap": 0.5775, + "dcap": 0.0, + "gen_base": { + "foreign_rate": 0.0, + "degen_rate": 0.0, + "instr_pass": 1.0 + }, + "gen": { + "foreign_rate": 0.0, + "degen_rate": 0.0, + "instr_pass": 1.0 + }, + "gen_delta": { + "d_foreign": 0.0, + "d_degen": 0.0, + "d_instr": 0.0, + "holds_gen": true + }, + "matrices": 56, + "trail": [ + { + "name": "pristine", + "compliance": 0.0, + "cap": 0.5775, + "dcap": 0.0, + "cap_holds": true, + "gen_holds": true, + "holds": true, + "cleared": false + }, + { + "name": "A:frac=0.5", + "compliance": 0.72, + "cap": 0.585, + "dcap": 0.0075, + "cap_holds": true, + "gen_holds": true, + "holds": true, + "cleared": false + }, + { + "name": "A:frac=0.65", + "compliance": 0.73, + "cap": 0.5825, + "dcap": 0.005, + "cap_holds": true, + "gen_holds": true, + "holds": true, + "cleared": false + }, + { + "name": "A:frac=0.8", + "compliance": 1.0, + "cap": 0.5775, + "dcap": 0.0, + "cap_holds": true, + "gen_holds": true, + "holds": true, + "cleared": true + } + ], + "base_model": "Qwen/Qwen2.5-1.5B-Instruct" +} \ No newline at end of file diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..a472a0f --- /dev/null +++ b/generation_config.json @@ -0,0 +1,14 @@ +{ + "bos_token_id": 151643, + "do_sample": true, + "eos_token_id": [ + 151645, + 151643 + ], + "pad_token_id": 151643, + "repetition_penalty": 1.1, + "temperature": 0.7, + "top_k": 20, + "top_p": 0.8, + "transformers_version": "5.13.1" +} diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..5653a12 --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9eb8a5b039724553aae2293381cd932ae11b5b81a3917a00161f42d574c59dc2 +size 3087467144 diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..34510ff --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3fd169731d2cbde95e10bf356d66d5997fd885dd8dbb6fb4684da3f23b2585d8 +size 11421892 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..770e41d --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,30 @@ +{ + "add_prefix_space": false, + "backend": "tokenizers", + "bos_token": null, + "clean_up_tokenization_spaces": false, + "eos_token": "<|im_end|>", + "errors": "replace", + "extra_special_tokens": [ + "<|im_start|>", + "<|im_end|>", + "<|object_ref_start|>", + "<|object_ref_end|>", + "<|box_start|>", + "<|box_end|>", + "<|quad_start|>", + "<|quad_end|>", + "<|vision_start|>", + "<|vision_end|>", + "<|vision_pad|>", + "<|image_pad|>", + "<|video_pad|>" + ], + "is_local": false, + "local_files_only": false, + "model_max_length": 131072, + "pad_token": "<|endoftext|>", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null +}